Note
Go to the end to download the full example code.
Improved Ensemble parameter-efficiency with Packed-Ensembles¶
This tutorial is adapted from a notebook part of a lecture given at the `Helmholtz AI Conference <https://haicon24.de/>`_ by Sebastian Starke, Peter Steinbach, Gianni Franchi, and Olivier Laurent.
In this notebook will work on the MNIST dataset that was introduced by Corinna Cortes, Christopher J.C. Burges, and later modified by Yann LeCun in the foundational paper:
The MNIST dataset consists of 70 000 images of handwritten digits from 0 to 9. The images are grayscale and 28x28-pixel sized. The task is to classify the images into their respective digits. The dataset can be automatically downloaded using the torchvision library.
In this notebook, we will train a model and an ensemble on this task and evaluate their performance. The performance will consist in the following metrics: - Accuracy: the proportion of correctly classified images, - Brier score: a measure of the quality of the predicted probabilities, - Calibration error: a measure of the calibration of the predicted probabilities, - Negative Log-Likelihood: the value of the loss on the test set.
Throughout this notebook, we abstract the training and evaluation process using PyTorch Lightning and TorchUncertainty.
Similarly to keras for tensorflow, PyTorch Lightning is a high-level interface for PyTorch that simplifies the training and evaluation process using a Trainer. TorchUncertainty is partly built on top of PyTorch Lightning and provides tools to train and evaluate models with uncertainty quantification.
TorchUncertainty includes datamodules that handle the data loading and preprocessing. We don’t use them here for tutorial purposes.
1. Download, instantiate and visualize the datasets¶
The dataset is automatically downloaded using torchvision. We then visualize a few images to see a bit what we are working with.
import torch
import torchvision.transforms as T
# We set the number of epochs to some low value for the sake of time
max_epochs = 2
# Create the transforms for the images
train_transform = T.Compose(
[
T.ToTensor(),
# We perform random cropping as data augmentation
T.RandomCrop(28, padding=4),
# As for the MNIST1d dataset, we normalize the data
T.Normalize((0.1307,), (0.3081,)),
]
)
test_transform = T.Compose(
[
T.Grayscale(num_output_channels=1),
T.ToTensor(),
T.CenterCrop(28),
T.Normalize((0.1307,), (0.3081,)),
]
)
# Download and instantiate the dataset
from torch.utils.data import Subset
from torchvision.datasets import MNIST, FashionMNIST
train_data = MNIST(
root="./data/", download=True, train=True, transform=train_transform
)
test_data = MNIST(root="./data/", train=False, transform=test_transform)
# We only take the first 10k images to have the same number of samples as the test set using torch Subsets
ood_data = Subset(
FashionMNIST(root="./data/", download=True, transform=test_transform),
indices=range(10000),
)
# Create the corresponding dataloaders
from torch.utils.data import DataLoader
train_dl = DataLoader(train_data, batch_size=32, shuffle=True)
test_dl = DataLoader(test_data, batch_size=32, shuffle=False)
ood_dl = DataLoader(ood_data, batch_size=32, shuffle=False)
0%| | 0.00/26.4M [00:00<?, ?B/s]
10%|▉ | 2.59M/26.4M [00:00<00:00, 25.8MB/s]
50%|█████ | 13.3M/26.4M [00:00<00:00, 73.3MB/s]
95%|█████████▍| 25.0M/26.4M [00:00<00:00, 93.5MB/s]
100%|██████████| 26.4M/26.4M [00:00<00:00, 84.6MB/s]
0%| | 0.00/29.5k [00:00<?, ?B/s]
100%|██████████| 29.5k/29.5k [00:00<00:00, 3.26MB/s]
0%| | 0.00/4.42M [00:00<?, ?B/s]
49%|████▉ | 2.16M/4.42M [00:00<00:00, 21.1MB/s]
100%|██████████| 4.42M/4.42M [00:00<00:00, 34.0MB/s]
0%| | 0.00/5.15k [00:00<?, ?B/s]
100%|██████████| 5.15k/5.15k [00:00<00:00, 24.3MB/s]
You could replace all this cell by simply loading the MNIST datamodule from TorchUncertainty. Now, let’s visualize a few images from the dataset. For this task, we use the viz_data dataset that applies no transformation to the images.
# Datasets without transformation to visualize the unchanged data
viz_data = MNIST(root="./data/", train=False)
ood_viz_data = FashionMNIST(root="./data/", download=True)
print("In distribution data:")
viz_data[0][0]
In distribution data:
<PIL.Image.Image image mode=L size=28x28 at 0x7C04E734A0E0>
print("Out of distribution data:")
ood_viz_data[0][0]
Out of distribution data:
<PIL.Image.Image image mode=L size=28x28 at 0x7C04E7237E80>
2. Create & train the model¶
We will create a simple convolutional neural network (CNN): the LeNet model (also introduced by LeCun).
import torch.nn as nn
import torch.nn.functional as F
class LeNet(nn.Module):
def __init__(
self,
in_channels: int,
num_classes: int,
) -> None:
super().__init__()
self.conv1 = nn.Conv2d(in_channels, 6, (5, 5))
self.conv2 = nn.Conv2d(6, 16, (5, 5))
self.pooling = nn.AdaptiveAvgPool2d((4, 4))
self.fc1 = nn.Linear(256, 120)
self.fc2 = nn.Linear(120, 84)
self.fc3 = nn.Linear(84, num_classes)
def forward(self, x: torch.Tensor) -> torch.Tensor:
out = F.relu(self.conv1(x))
out = F.max_pool2d(out, 2)
out = F.relu(self.conv2(out))
out = F.max_pool2d(out, 2)
out = torch.flatten(out, 1)
out = F.relu(self.fc1(out))
out = F.relu(self.fc2(out))
return self.fc3(out) # No softmax in the model!
# Instantiate the model, the images are in grayscale so the number of channels is 1
model = LeNet(in_channels=1, num_classes=10)
We now need to define the optimization recipe: - the optimizer, here the standard stochastic gradient descent (SGD) with a learning rate of 0.05 - the scheduler, here cosine annealing.
def optim_recipe(model, lr_mult: float = 1.0):
optimizer = torch.optim.SGD(model.parameters(), lr=0.05 * lr_mult)
scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=10)
return {"optimizer": optimizer, "scheduler": scheduler}
To train the model, we use TorchUncertainty, a library that we have developed to ease the training and evaluation of models with uncertainty.
Note: To train supervised classification models we most often use the cross-entropy loss. With weight-decay, minimizing this loss amounts to finding a Maximum a posteriori (MAP) estimate of the model parameters. This means that the model is trained to predict the most likely class for each input.
from torch_uncertainty.routines import ClassificationRoutine
from torch_uncertainty import TUTrainer
# Create the trainer that will handle the training
trainer = TUTrainer(accelerator="cpu", max_epochs=max_epochs)
# The routine is a wrapper of the model that contains the training logic with the metrics, etc
routine = ClassificationRoutine(
num_classes=10,
model=model,
loss=nn.CrossEntropyLoss(),
optim_recipe=optim_recipe(model),
eval_ood=True,
)
# In practice, avoid performing the validation on the test set (if you do model selection)
trainer.fit(routine, train_dataloaders=train_dl, val_dataloaders=test_dl)
Sanity Checking: | | 0/? [00:00<?, ?it/s]
Sanity Checking: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 50%|█████ | 1/2 [00:00<00:00, 506.44it/s]
Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:00<00:00, 362.53it/s]
Training: | | 0/? [00:00<?, ?it/s]
Training: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:13, 142.17it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:13, 139.44it/s, v_num=10, train_loss=2.350]
Epoch 0: 0%| | 2/1875 [00:00<00:12, 154.36it/s, v_num=10, train_loss=2.350]
Epoch 0: 0%| | 2/1875 [00:00<00:12, 152.77it/s, v_num=10, train_loss=2.290]
Epoch 0: 0%| | 3/1875 [00:00<00:11, 162.09it/s, v_num=10, train_loss=2.290]
Epoch 0: 0%| | 3/1875 [00:00<00:11, 160.96it/s, v_num=10, train_loss=2.320]
Epoch 0: 0%| | 4/1875 [00:00<00:11, 166.66it/s, v_num=10, train_loss=2.320]
Epoch 0: 0%| | 4/1875 [00:00<00:11, 165.68it/s, v_num=10, train_loss=2.300]
Epoch 0: 0%| | 5/1875 [00:00<00:11, 169.40it/s, v_num=10, train_loss=2.300]
Epoch 0: 0%| | 5/1875 [00:00<00:11, 168.65it/s, v_num=10, train_loss=2.330]
Epoch 0: 0%| | 6/1875 [00:00<00:10, 171.25it/s, v_num=10, train_loss=2.330]
Epoch 0: 0%| | 6/1875 [00:00<00:10, 170.61it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 7/1875 [00:00<00:10, 172.68it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 7/1875 [00:00<00:10, 172.13it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 8/1875 [00:00<00:10, 173.81it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 8/1875 [00:00<00:10, 173.32it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 9/1875 [00:00<00:10, 174.58it/s, v_num=10, train_loss=2.310]
Epoch 0: 0%| | 9/1875 [00:00<00:10, 174.13it/s, v_num=10, train_loss=2.320]
Epoch 0: 1%| | 10/1875 [00:00<00:10, 175.25it/s, v_num=10, train_loss=2.320]
Epoch 0: 1%| | 10/1875 [00:00<00:10, 174.86it/s, v_num=10, train_loss=2.280]
Epoch 0: 1%| | 11/1875 [00:00<00:10, 175.91it/s, v_num=10, train_loss=2.280]
Epoch 0: 1%| | 11/1875 [00:00<00:10, 175.55it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 12/1875 [00:00<00:10, 176.45it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 12/1875 [00:00<00:10, 176.09it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 13/1875 [00:00<00:10, 176.82it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 13/1875 [00:00<00:10, 176.51it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 14/1875 [00:00<00:10, 177.22it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 14/1875 [00:00<00:10, 176.92it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 15/1875 [00:00<00:10, 177.50it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 15/1875 [00:00<00:10, 177.22it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 16/1875 [00:00<00:10, 177.76it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 16/1875 [00:00<00:10, 177.51it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 17/1875 [00:00<00:10, 178.10it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 17/1875 [00:00<00:10, 177.86it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 18/1875 [00:00<00:10, 178.33it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 18/1875 [00:00<00:10, 178.10it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 19/1875 [00:00<00:10, 178.51it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 19/1875 [00:00<00:10, 178.29it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 20/1875 [00:00<00:10, 178.68it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 20/1875 [00:00<00:10, 178.46it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 21/1875 [00:00<00:10, 178.85it/s, v_num=10, train_loss=2.310]
Epoch 0: 1%| | 21/1875 [00:00<00:10, 178.65it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 22/1875 [00:00<00:10, 178.97it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%| | 22/1875 [00:00<00:10, 178.78it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%| | 23/1875 [00:00<00:10, 179.11it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%| | 23/1875 [00:00<00:10, 178.93it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:10, 179.22it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:10, 179.04it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:10, 179.32it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:10, 179.15it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:10, 179.37it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:10, 179.20it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:10, 179.40it/s, v_num=10, train_loss=2.300]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:10, 179.25it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:10, 179.44it/s, v_num=10, train_loss=2.290]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:10, 179.29it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:10, 179.53it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:10, 179.39it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:10, 179.60it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:10, 179.46it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:10, 179.67it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:10, 179.54it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:10, 179.77it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:10, 179.64it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:10, 179.82it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:10, 179.69it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:10, 179.86it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:10, 179.73it/s, v_num=10, train_loss=2.270]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:10, 179.94it/s, v_num=10, train_loss=2.270]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:10, 179.82it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:10, 180.02it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:10, 179.89it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:10, 180.06it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:10, 179.94it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:10, 180.12it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:10, 180.01it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:10, 180.17it/s, v_num=10, train_loss=2.310]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:10, 180.06it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:10, 180.24it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:10, 180.13it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:10, 180.29it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:10, 180.19it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:10, 180.33it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:10, 180.23it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:10, 180.37it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:10, 180.27it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:10, 180.41it/s, v_num=10, train_loss=2.280]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:10, 180.32it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:10, 180.46it/s, v_num=10, train_loss=2.290]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:10, 180.37it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:10, 180.50it/s, v_num=10, train_loss=2.300]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:10, 180.40it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:10, 180.53it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:10, 180.44it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:10, 180.57it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:10, 180.48it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:10, 180.63it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:10, 180.54it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:10, 180.66it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:10, 180.57it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:10, 180.45it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:10, 180.36it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:10, 180.47it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:10, 180.39it/s, v_num=10, train_loss=2.280]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:10, 180.50it/s, v_num=10, train_loss=2.280]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:10, 180.42it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:10, 180.53it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:10, 180.45it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:10, 180.54it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:10, 180.46it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:10, 180.57it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:10, 180.49it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:10, 180.57it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:10, 180.50it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:10, 180.60it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:10, 180.53it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:10, 180.62it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:10, 180.54it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:10, 180.64it/s, v_num=10, train_loss=2.300]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:10, 180.57it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:10, 180.66it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:10, 180.59it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:10, 180.68it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:10, 180.61it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:10, 180.70it/s, v_num=10, train_loss=2.270]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:10, 180.64it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:10, 180.73it/s, v_num=10, train_loss=2.290]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:10, 180.66it/s, v_num=10, train_loss=2.280]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:10, 180.76it/s, v_num=10, train_loss=2.280]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:10, 180.69it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:10, 180.78it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:10, 180.72it/s, v_num=10, train_loss=2.290]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:09, 180.82it/s, v_num=10, train_loss=2.290]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:10, 180.75it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:09, 180.82it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:09, 180.76it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:09, 180.83it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:09, 180.77it/s, v_num=10, train_loss=2.290]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:09, 180.84it/s, v_num=10, train_loss=2.290]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:09, 180.78it/s, v_num=10, train_loss=2.250]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:09, 180.85it/s, v_num=10, train_loss=2.250]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:09, 180.79it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:09, 180.84it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:09, 180.78it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:09, 180.85it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:09, 180.79it/s, v_num=10, train_loss=2.240]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:09, 180.87it/s, v_num=10, train_loss=2.240]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:09, 180.81it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:09, 180.88it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:09, 180.82it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:09, 180.89it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:09, 180.83it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:09, 180.90it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:09, 180.85it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:09, 180.91it/s, v_num=10, train_loss=2.280]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:09, 180.85it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:09, 180.90it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:09, 180.85it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:09, 180.92it/s, v_num=10, train_loss=2.260]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:09, 180.87it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:09, 180.93it/s, v_num=10, train_loss=2.270]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:09, 180.88it/s, v_num=10, train_loss=2.230]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:09, 180.94it/s, v_num=10, train_loss=2.230]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:09, 180.89it/s, v_num=10, train_loss=2.240]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:09, 180.95it/s, v_num=10, train_loss=2.240]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:09, 180.89it/s, v_num=10, train_loss=2.230]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:09, 180.96it/s, v_num=10, train_loss=2.230]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:09, 180.90it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:09, 180.97it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:09, 180.92it/s, v_num=10, train_loss=2.270]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:09, 180.99it/s, v_num=10, train_loss=2.270]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:09, 180.94it/s, v_num=10, train_loss=2.280]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:09, 181.00it/s, v_num=10, train_loss=2.280]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:09, 180.95it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:09, 181.02it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:09, 180.97it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:09, 181.02it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:09, 180.98it/s, v_num=10, train_loss=2.270]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:09, 181.04it/s, v_num=10, train_loss=2.270]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:09, 180.99it/s, v_num=10, train_loss=2.280]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:09, 181.05it/s, v_num=10, train_loss=2.280]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:09, 181.00it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:09, 181.06it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:09, 181.01it/s, v_num=10, train_loss=2.170]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:09, 181.07it/s, v_num=10, train_loss=2.170]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:09, 181.02it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:09, 181.08it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:09, 181.03it/s, v_num=10, train_loss=2.250]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.250]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:09, 181.04it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:09, 181.10it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:09, 181.06it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:09, 181.12it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:09, 181.07it/s, v_num=10, train_loss=2.290]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.290]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:09, 181.14it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:09, 181.03it/s, v_num=10, train_loss=2.230]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:09, 180.99it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:09, 181.03it/s, v_num=10, train_loss=2.240]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:09, 180.99it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:09, 181.03it/s, v_num=10, train_loss=2.260]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:09, 180.99it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:09, 181.05it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:09, 181.01it/s, v_num=10, train_loss=2.210]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:09, 181.06it/s, v_num=10, train_loss=2.210]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:09, 181.02it/s, v_num=10, train_loss=2.180]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:09, 181.08it/s, v_num=10, train_loss=2.180]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:09, 181.04it/s, v_num=10, train_loss=2.210]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:09, 181.08it/s, v_num=10, train_loss=2.210]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:09, 181.04it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:09, 181.05it/s, v_num=10, train_loss=2.220]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:09, 181.10it/s, v_num=10, train_loss=2.220]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:09, 181.07it/s, v_num=10, train_loss=2.230]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:09, 181.11it/s, v_num=10, train_loss=2.230]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:09, 181.07it/s, v_num=10, train_loss=2.200]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:09, 181.11it/s, v_num=10, train_loss=2.200]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:09, 181.07it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.170]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:09, 181.09it/s, v_num=10, train_loss=2.130]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:09, 181.14it/s, v_num=10, train_loss=2.130]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:09, 181.10it/s, v_num=10, train_loss=2.130]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:09, 181.14it/s, v_num=10, train_loss=2.130]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:09, 181.11it/s, v_num=10, train_loss=2.260]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:09, 181.15it/s, v_num=10, train_loss=2.260]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:09, 181.11it/s, v_num=10, train_loss=2.230]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:09, 181.15it/s, v_num=10, train_loss=2.230]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:09, 181.12it/s, v_num=10, train_loss=2.180]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:09, 181.16it/s, v_num=10, train_loss=2.180]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:09, 181.12it/s, v_num=10, train_loss=2.190]
Epoch 0: 6%|▋ | 118/1875 [00:00<00:09, 181.16it/s, v_num=10, train_loss=2.190]
Epoch 0: 6%|▋ | 118/1875 [00:00<00:09, 181.12it/s, v_num=10, train_loss=2.150]
Epoch 0: 6%|▋ | 119/1875 [00:00<00:09, 181.16it/s, v_num=10, train_loss=2.150]
Epoch 0: 6%|▋ | 119/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.160]
Epoch 0: 6%|▋ | 120/1875 [00:00<00:09, 181.17it/s, v_num=10, train_loss=2.160]
Epoch 0: 6%|▋ | 120/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.220]
Epoch 0: 6%|▋ | 121/1875 [00:00<00:09, 181.17it/s, v_num=10, train_loss=2.220]
Epoch 0: 6%|▋ | 121/1875 [00:00<00:09, 181.13it/s, v_num=10, train_loss=2.190]
Epoch 0: 7%|▋ | 122/1875 [00:00<00:09, 181.18it/s, v_num=10, train_loss=2.190]
Epoch 0: 7%|▋ | 122/1875 [00:00<00:09, 181.14it/s, v_num=10, train_loss=2.210]
Epoch 0: 7%|▋ | 123/1875 [00:00<00:09, 181.18it/s, v_num=10, train_loss=2.210]
Epoch 0: 7%|▋ | 123/1875 [00:00<00:09, 181.15it/s, v_num=10, train_loss=2.150]
Epoch 0: 7%|▋ | 124/1875 [00:00<00:09, 181.18it/s, v_num=10, train_loss=2.150]
Epoch 0: 7%|▋ | 124/1875 [00:00<00:09, 181.15it/s, v_num=10, train_loss=2.120]
Epoch 0: 7%|▋ | 125/1875 [00:00<00:09, 181.19it/s, v_num=10, train_loss=2.120]
Epoch 0: 7%|▋ | 125/1875 [00:00<00:09, 181.15it/s, v_num=10, train_loss=2.240]
Epoch 0: 7%|▋ | 126/1875 [00:00<00:09, 181.20it/s, v_num=10, train_loss=2.240]
Epoch 0: 7%|▋ | 126/1875 [00:00<00:09, 181.16it/s, v_num=10, train_loss=2.110]
Epoch 0: 7%|▋ | 127/1875 [00:00<00:09, 181.20it/s, v_num=10, train_loss=2.110]
Epoch 0: 7%|▋ | 127/1875 [00:00<00:09, 181.17it/s, v_num=10, train_loss=2.240]
Epoch 0: 7%|▋ | 128/1875 [00:00<00:09, 181.21it/s, v_num=10, train_loss=2.240]
Epoch 0: 7%|▋ | 128/1875 [00:00<00:09, 181.18it/s, v_num=10, train_loss=2.140]
Epoch 0: 7%|▋ | 129/1875 [00:00<00:09, 181.22it/s, v_num=10, train_loss=2.140]
Epoch 0: 7%|▋ | 129/1875 [00:00<00:09, 181.18it/s, v_num=10, train_loss=2.130]
Epoch 0: 7%|▋ | 130/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=2.130]
Epoch 0: 7%|▋ | 130/1875 [00:00<00:09, 181.19it/s, v_num=10, train_loss=2.080]
Epoch 0: 7%|▋ | 131/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=2.080]
Epoch 0: 7%|▋ | 131/1875 [00:00<00:09, 181.20it/s, v_num=10, train_loss=1.990]
Epoch 0: 7%|▋ | 132/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=1.990]
Epoch 0: 7%|▋ | 132/1875 [00:00<00:09, 181.20it/s, v_num=10, train_loss=2.320]
Epoch 0: 7%|▋ | 133/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=2.320]
Epoch 0: 7%|▋ | 133/1875 [00:00<00:09, 181.20it/s, v_num=10, train_loss=2.210]
Epoch 0: 7%|▋ | 134/1875 [00:00<00:09, 181.24it/s, v_num=10, train_loss=2.210]
Epoch 0: 7%|▋ | 134/1875 [00:00<00:09, 181.21it/s, v_num=10, train_loss=2.070]
Epoch 0: 7%|▋ | 135/1875 [00:00<00:09, 181.24it/s, v_num=10, train_loss=2.070]
Epoch 0: 7%|▋ | 135/1875 [00:00<00:09, 181.21it/s, v_num=10, train_loss=2.110]
Epoch 0: 7%|▋ | 136/1875 [00:00<00:09, 181.25it/s, v_num=10, train_loss=2.110]
Epoch 0: 7%|▋ | 136/1875 [00:00<00:09, 181.22it/s, v_num=10, train_loss=2.010]
Epoch 0: 7%|▋ | 137/1875 [00:00<00:09, 181.26it/s, v_num=10, train_loss=2.010]
Epoch 0: 7%|▋ | 137/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=2.070]
Epoch 0: 7%|▋ | 138/1875 [00:00<00:09, 181.27it/s, v_num=10, train_loss=2.070]
Epoch 0: 7%|▋ | 138/1875 [00:00<00:09, 181.23it/s, v_num=10, train_loss=1.990]
Epoch 0: 7%|▋ | 139/1875 [00:00<00:09, 181.28it/s, v_num=10, train_loss=1.990]
Epoch 0: 7%|▋ | 139/1875 [00:00<00:09, 181.24it/s, v_num=10, train_loss=2.030]
Epoch 0: 7%|▋ | 140/1875 [00:00<00:09, 181.28it/s, v_num=10, train_loss=2.030]
Epoch 0: 7%|▋ | 140/1875 [00:00<00:09, 181.25it/s, v_num=10, train_loss=2.100]
Epoch 0: 8%|▊ | 141/1875 [00:00<00:09, 181.29it/s, v_num=10, train_loss=2.100]
Epoch 0: 8%|▊ | 141/1875 [00:00<00:09, 181.26it/s, v_num=10, train_loss=2.230]
Epoch 0: 8%|▊ | 142/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=2.230]
Epoch 0: 8%|▊ | 142/1875 [00:00<00:09, 181.26it/s, v_num=10, train_loss=2.240]
Epoch 0: 8%|▊ | 143/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=2.240]
Epoch 0: 8%|▊ | 143/1875 [00:00<00:09, 181.27it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 144/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 144/1875 [00:00<00:09, 181.27it/s, v_num=10, train_loss=2.270]
Epoch 0: 8%|▊ | 145/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=2.270]
Epoch 0: 8%|▊ | 145/1875 [00:00<00:09, 181.28it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 146/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 146/1875 [00:00<00:09, 181.29it/s, v_num=10, train_loss=2.030]
Epoch 0: 8%|▊ | 147/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=2.030]
Epoch 0: 8%|▊ | 147/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=2.010]
Epoch 0: 8%|▊ | 148/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=2.010]
Epoch 0: 8%|▊ | 148/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=1.890]
Epoch 0: 8%|▊ | 149/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=1.890]
Epoch 0: 8%|▊ | 149/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=2.070]
Epoch 0: 8%|▊ | 150/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=2.070]
Epoch 0: 8%|▊ | 150/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 151/1875 [00:00<00:09, 181.27it/s, v_num=10, train_loss=2.020]
Epoch 0: 8%|▊ | 151/1875 [00:00<00:09, 181.24it/s, v_num=10, train_loss=2.210]
Epoch 0: 8%|▊ | 152/1875 [00:00<00:09, 181.28it/s, v_num=10, train_loss=2.210]
Epoch 0: 8%|▊ | 152/1875 [00:00<00:09, 181.25it/s, v_num=10, train_loss=1.870]
Epoch 0: 8%|▊ | 153/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=1.870]
Epoch 0: 8%|▊ | 153/1875 [00:00<00:09, 181.27it/s, v_num=10, train_loss=2.080]
Epoch 0: 8%|▊ | 154/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=2.080]
Epoch 0: 8%|▊ | 154/1875 [00:00<00:09, 181.28it/s, v_num=10, train_loss=2.030]
Epoch 0: 8%|▊ | 155/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=2.030]
Epoch 0: 8%|▊ | 155/1875 [00:00<00:09, 181.29it/s, v_num=10, train_loss=1.890]
Epoch 0: 8%|▊ | 156/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=1.890]
Epoch 0: 8%|▊ | 156/1875 [00:00<00:09, 181.29it/s, v_num=10, train_loss=1.970]
Epoch 0: 8%|▊ | 157/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=1.970]
Epoch 0: 8%|▊ | 157/1875 [00:00<00:09, 181.30it/s, v_num=10, train_loss=2.050]
Epoch 0: 8%|▊ | 158/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=2.050]
Epoch 0: 8%|▊ | 158/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=1.900]
Epoch 0: 8%|▊ | 159/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=1.900]
Epoch 0: 8%|▊ | 159/1875 [00:00<00:09, 181.31it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▊ | 160/1875 [00:00<00:09, 181.35it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▊ | 160/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=2.150]
Epoch 0: 9%|▊ | 161/1875 [00:00<00:09, 181.35it/s, v_num=10, train_loss=2.150]
Epoch 0: 9%|▊ | 161/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=2.180]
Epoch 0: 9%|▊ | 162/1875 [00:00<00:09, 181.36it/s, v_num=10, train_loss=2.180]
Epoch 0: 9%|▊ | 162/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=2.070]
Epoch 0: 9%|▊ | 163/1875 [00:00<00:09, 181.35it/s, v_num=10, train_loss=2.070]
Epoch 0: 9%|▊ | 163/1875 [00:00<00:09, 181.32it/s, v_num=10, train_loss=2.040]
Epoch 0: 9%|▊ | 164/1875 [00:00<00:09, 181.36it/s, v_num=10, train_loss=2.040]
Epoch 0: 9%|▊ | 164/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=1.870]
Epoch 0: 9%|▉ | 165/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=1.870]
Epoch 0: 9%|▉ | 165/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▉ | 166/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▉ | 166/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=1.710]
Epoch 0: 9%|▉ | 167/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=1.710]
Epoch 0: 9%|▉ | 167/1875 [00:00<00:09, 181.35it/s, v_num=10, train_loss=2.000]
Epoch 0: 9%|▉ | 168/1875 [00:00<00:09, 181.38it/s, v_num=10, train_loss=2.000]
Epoch 0: 9%|▉ | 168/1875 [00:00<00:09, 181.36it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▉ | 169/1875 [00:00<00:09, 181.39it/s, v_num=10, train_loss=1.890]
Epoch 0: 9%|▉ | 169/1875 [00:00<00:09, 181.36it/s, v_num=10, train_loss=1.910]
Epoch 0: 9%|▉ | 170/1875 [00:00<00:09, 181.39it/s, v_num=10, train_loss=1.910]
Epoch 0: 9%|▉ | 170/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=1.770]
Epoch 0: 9%|▉ | 171/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=1.770]
Epoch 0: 9%|▉ | 171/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=1.810]
Epoch 0: 9%|▉ | 172/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=1.810]
Epoch 0: 9%|▉ | 172/1875 [00:00<00:09, 181.38it/s, v_num=10, train_loss=1.470]
Epoch 0: 9%|▉ | 173/1875 [00:00<00:09, 181.41it/s, v_num=10, train_loss=1.470]
Epoch 0: 9%|▉ | 173/1875 [00:00<00:09, 181.38it/s, v_num=10, train_loss=1.690]
Epoch 0: 9%|▉ | 174/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=1.690]
Epoch 0: 9%|▉ | 174/1875 [00:00<00:09, 181.39it/s, v_num=10, train_loss=1.670]
Epoch 0: 9%|▉ | 175/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=1.670]
Epoch 0: 9%|▉ | 175/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=1.900]
Epoch 0: 9%|▉ | 176/1875 [00:00<00:09, 181.43it/s, v_num=10, train_loss=1.900]
Epoch 0: 9%|▉ | 176/1875 [00:00<00:09, 181.41it/s, v_num=10, train_loss=1.910]
Epoch 0: 9%|▉ | 177/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=1.910]
Epoch 0: 9%|▉ | 177/1875 [00:00<00:09, 181.41it/s, v_num=10, train_loss=1.840]
Epoch 0: 9%|▉ | 178/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=1.840]
Epoch 0: 9%|▉ | 178/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=2.060]
Epoch 0: 10%|▉ | 179/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=2.060]
Epoch 0: 10%|▉ | 179/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=2.090]
Epoch 0: 10%|▉ | 180/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=2.090]
Epoch 0: 10%|▉ | 180/1875 [00:00<00:09, 181.43it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|▉ | 181/1875 [00:00<00:09, 181.46it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|▉ | 181/1875 [00:00<00:09, 181.43it/s, v_num=10, train_loss=2.010]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:09, 181.46it/s, v_num=10, train_loss=2.010]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:09, 181.44it/s, v_num=10, train_loss=1.960]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:09, 181.46it/s, v_num=10, train_loss=1.960]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:09, 181.44it/s, v_num=10, train_loss=1.880]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:09, 181.47it/s, v_num=10, train_loss=1.880]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:09, 181.45it/s, v_num=10, train_loss=1.790]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:09, 181.48it/s, v_num=10, train_loss=1.790]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:09, 181.45it/s, v_num=10, train_loss=1.680]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:09, 181.49it/s, v_num=10, train_loss=1.680]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:09, 181.46it/s, v_num=10, train_loss=1.650]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:09, 181.49it/s, v_num=10, train_loss=1.650]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:09, 181.47it/s, v_num=10, train_loss=1.750]
Epoch 0: 10%|█ | 188/1875 [00:01<00:09, 181.50it/s, v_num=10, train_loss=1.750]
Epoch 0: 10%|█ | 188/1875 [00:01<00:09, 181.48it/s, v_num=10, train_loss=1.980]
Epoch 0: 10%|█ | 189/1875 [00:01<00:09, 181.50it/s, v_num=10, train_loss=1.980]
Epoch 0: 10%|█ | 189/1875 [00:01<00:09, 181.48it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 190/1875 [00:01<00:09, 181.51it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 190/1875 [00:01<00:09, 181.49it/s, v_num=10, train_loss=2.110]
Epoch 0: 10%|█ | 191/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=2.110]
Epoch 0: 10%|█ | 191/1875 [00:01<00:09, 181.49it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 192/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 192/1875 [00:01<00:09, 181.50it/s, v_num=10, train_loss=1.650]
Epoch 0: 10%|█ | 193/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.650]
Epoch 0: 10%|█ | 193/1875 [00:01<00:09, 181.51it/s, v_num=10, train_loss=1.840]
Epoch 0: 10%|█ | 194/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.840]
Epoch 0: 10%|█ | 194/1875 [00:01<00:09, 181.51it/s, v_num=10, train_loss=1.740]
Epoch 0: 10%|█ | 195/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.740]
Epoch 0: 10%|█ | 195/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 196/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.900]
Epoch 0: 10%|█ | 196/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.700]
Epoch 0: 11%|█ | 197/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.700]
Epoch 0: 11%|█ | 197/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.690]
Epoch 0: 11%|█ | 198/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.690]
Epoch 0: 11%|█ | 198/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.830]
Epoch 0: 11%|█ | 199/1875 [00:01<00:09, 181.57it/s, v_num=10, train_loss=1.830]
Epoch 0: 11%|█ | 199/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=2.030]
Epoch 0: 11%|█ | 200/1875 [00:01<00:09, 181.57it/s, v_num=10, train_loss=2.030]
Epoch 0: 11%|█ | 200/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 201/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 201/1875 [00:01<00:09, 181.50it/s, v_num=10, train_loss=1.660]
Epoch 0: 11%|█ | 202/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.660]
Epoch 0: 11%|█ | 202/1875 [00:01<00:09, 181.51it/s, v_num=10, train_loss=1.610]
Epoch 0: 11%|█ | 203/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.610]
Epoch 0: 11%|█ | 203/1875 [00:01<00:09, 181.51it/s, v_num=10, train_loss=1.760]
Epoch 0: 11%|█ | 204/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.760]
Epoch 0: 11%|█ | 204/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.680]
Epoch 0: 11%|█ | 205/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.680]
Epoch 0: 11%|█ | 205/1875 [00:01<00:09, 181.52it/s, v_num=10, train_loss=1.800]
Epoch 0: 11%|█ | 206/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.800]
Epoch 0: 11%|█ | 206/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.910]
Epoch 0: 11%|█ | 207/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.910]
Epoch 0: 11%|█ | 207/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.720]
Epoch 0: 11%|█ | 208/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.720]
Epoch 0: 11%|█ | 208/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 209/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 209/1875 [00:01<00:09, 181.53it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 210/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█ | 210/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.720]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.720]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.810]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:09, 181.54it/s, v_num=10, train_loss=1.550]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:09, 181.57it/s, v_num=10, train_loss=1.550]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:09, 181.55it/s, v_num=10, train_loss=1.570]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:09, 181.58it/s, v_num=10, train_loss=1.570]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.740]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:09, 181.58it/s, v_num=10, train_loss=1.740]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:09, 181.56it/s, v_num=10, train_loss=1.630]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:09, 181.59it/s, v_num=10, train_loss=1.630]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:09, 181.57it/s, v_num=10, train_loss=1.860]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:09, 181.59it/s, v_num=10, train_loss=1.860]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:09, 181.57it/s, v_num=10, train_loss=1.410]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:09, 181.60it/s, v_num=10, train_loss=1.410]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:09, 181.58it/s, v_num=10, train_loss=1.670]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:09, 181.60it/s, v_num=10, train_loss=1.670]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:09, 181.58it/s, v_num=10, train_loss=1.650]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.650]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:09, 181.59it/s, v_num=10, train_loss=1.460]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.460]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:09, 181.59it/s, v_num=10, train_loss=1.340]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:09, 181.62it/s, v_num=10, train_loss=1.340]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:09, 181.60it/s, v_num=10, train_loss=1.220]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:09, 181.62it/s, v_num=10, train_loss=1.220]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:09, 181.60it/s, v_num=10, train_loss=1.830]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:09, 181.62it/s, v_num=10, train_loss=1.830]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.830]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.830]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.590]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.590]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.530]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.530]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.420]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.420]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:09, 181.61it/s, v_num=10, train_loss=1.570]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:09, 181.64it/s, v_num=10, train_loss=1.570]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:09, 181.62it/s, v_num=10, train_loss=1.180]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:09, 181.64it/s, v_num=10, train_loss=1.180]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:09, 181.62it/s, v_num=10, train_loss=1.360]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:09, 181.65it/s, v_num=10, train_loss=1.360]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.550]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:09, 181.65it/s, v_num=10, train_loss=1.550]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:09, 181.63it/s, v_num=10, train_loss=1.350]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:09, 181.66it/s, v_num=10, train_loss=1.350]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:09, 181.64it/s, v_num=10, train_loss=1.350]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:09, 181.66it/s, v_num=10, train_loss=1.350]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:09, 181.64it/s, v_num=10, train_loss=1.540]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:09, 181.67it/s, v_num=10, train_loss=1.540]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:09, 181.65it/s, v_num=10, train_loss=1.570]
Epoch 0: 13%|█▎ | 236/1875 [00:01<00:09, 181.67it/s, v_num=10, train_loss=1.570]
Epoch 0: 13%|█▎ | 236/1875 [00:01<00:09, 181.65it/s, v_num=10, train_loss=1.440]
Epoch 0: 13%|█▎ | 237/1875 [00:01<00:09, 181.67it/s, v_num=10, train_loss=1.440]
Epoch 0: 13%|█▎ | 237/1875 [00:01<00:09, 181.65it/s, v_num=10, train_loss=1.290]
Epoch 0: 13%|█▎ | 238/1875 [00:01<00:09, 181.68it/s, v_num=10, train_loss=1.290]
Epoch 0: 13%|█▎ | 238/1875 [00:01<00:09, 181.66it/s, v_num=10, train_loss=1.530]
Epoch 0: 13%|█▎ | 239/1875 [00:01<00:09, 181.68it/s, v_num=10, train_loss=1.530]
Epoch 0: 13%|█▎ | 239/1875 [00:01<00:09, 181.67it/s, v_num=10, train_loss=1.610]
Epoch 0: 13%|█▎ | 240/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.610]
Epoch 0: 13%|█▎ | 240/1875 [00:01<00:08, 181.67it/s, v_num=10, train_loss=1.920]
Epoch 0: 13%|█▎ | 241/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.920]
Epoch 0: 13%|█▎ | 241/1875 [00:01<00:08, 181.68it/s, v_num=10, train_loss=1.610]
Epoch 0: 13%|█▎ | 242/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.610]
Epoch 0: 13%|█▎ | 242/1875 [00:01<00:08, 181.68it/s, v_num=10, train_loss=1.500]
Epoch 0: 13%|█▎ | 243/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.500]
Epoch 0: 13%|█▎ | 243/1875 [00:01<00:08, 181.68it/s, v_num=10, train_loss=1.390]
Epoch 0: 13%|█▎ | 244/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.390]
Epoch 0: 13%|█▎ | 244/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.590]
Epoch 0: 13%|█▎ | 245/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.590]
Epoch 0: 13%|█▎ | 245/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.580]
Epoch 0: 13%|█▎ | 246/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.580]
Epoch 0: 13%|█▎ | 246/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.290]
Epoch 0: 13%|█▎ | 247/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.290]
Epoch 0: 13%|█▎ | 247/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.370]
Epoch 0: 13%|█▎ | 248/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.370]
Epoch 0: 13%|█▎ | 248/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.150]
Epoch 0: 13%|█▎ | 249/1875 [00:01<00:08, 181.73it/s, v_num=10, train_loss=1.150]
Epoch 0: 13%|█▎ | 249/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.700]
Epoch 0: 13%|█▎ | 250/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.700]
Epoch 0: 13%|█▎ | 250/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.510]
Epoch 0: 13%|█▎ | 251/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.510]
Epoch 0: 13%|█▎ | 251/1875 [00:01<00:08, 181.68it/s, v_num=10, train_loss=1.570]
Epoch 0: 13%|█▎ | 252/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.570]
Epoch 0: 13%|█▎ | 252/1875 [00:01<00:08, 181.68it/s, v_num=10, train_loss=1.330]
Epoch 0: 13%|█▎ | 253/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.330]
Epoch 0: 13%|█▎ | 253/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.380]
Epoch 0: 14%|█▎ | 254/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.380]
Epoch 0: 14%|█▎ | 254/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.370]
Epoch 0: 14%|█▎ | 255/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.370]
Epoch 0: 14%|█▎ | 255/1875 [00:01<00:08, 181.69it/s, v_num=10, train_loss=1.640]
Epoch 0: 14%|█▎ | 256/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.640]
Epoch 0: 14%|█▎ | 256/1875 [00:01<00:08, 181.70it/s, v_num=10, train_loss=1.270]
Epoch 0: 14%|█▎ | 257/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.270]
Epoch 0: 14%|█▎ | 257/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.290]
Epoch 0: 14%|█▍ | 258/1875 [00:01<00:08, 181.73it/s, v_num=10, train_loss=1.290]
Epoch 0: 14%|█▍ | 258/1875 [00:01<00:08, 181.71it/s, v_num=10, train_loss=1.260]
Epoch 0: 14%|█▍ | 259/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.260]
Epoch 0: 14%|█▍ | 259/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.310]
Epoch 0: 14%|█▍ | 260/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.310]
Epoch 0: 14%|█▍ | 260/1875 [00:01<00:08, 181.72it/s, v_num=10, train_loss=1.240]
Epoch 0: 14%|█▍ | 261/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.240]
Epoch 0: 14%|█▍ | 261/1875 [00:01<00:08, 181.73it/s, v_num=10, train_loss=1.170]
Epoch 0: 14%|█▍ | 262/1875 [00:01<00:08, 181.75it/s, v_num=10, train_loss=1.170]
Epoch 0: 14%|█▍ | 262/1875 [00:01<00:08, 181.73it/s, v_num=10, train_loss=1.140]
Epoch 0: 14%|█▍ | 263/1875 [00:01<00:08, 181.75it/s, v_num=10, train_loss=1.140]
Epoch 0: 14%|█▍ | 263/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.270]
Epoch 0: 14%|█▍ | 264/1875 [00:01<00:08, 181.76it/s, v_num=10, train_loss=1.270]
Epoch 0: 14%|█▍ | 264/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=0.982]
Epoch 0: 14%|█▍ | 265/1875 [00:01<00:08, 181.76it/s, v_num=10, train_loss=0.982]
Epoch 0: 14%|█▍ | 265/1875 [00:01<00:08, 181.74it/s, v_num=10, train_loss=1.110]
Epoch 0: 14%|█▍ | 266/1875 [00:01<00:08, 181.77it/s, v_num=10, train_loss=1.110]
Epoch 0: 14%|█▍ | 266/1875 [00:01<00:08, 181.75it/s, v_num=10, train_loss=1.640]
Epoch 0: 14%|█▍ | 267/1875 [00:01<00:08, 181.77it/s, v_num=10, train_loss=1.640]
Epoch 0: 14%|█▍ | 267/1875 [00:01<00:08, 181.75it/s, v_num=10, train_loss=1.710]
Epoch 0: 14%|█▍ | 268/1875 [00:01<00:08, 181.77it/s, v_num=10, train_loss=1.710]
Epoch 0: 14%|█▍ | 268/1875 [00:01<00:08, 181.76it/s, v_num=10, train_loss=1.630]
Epoch 0: 14%|█▍ | 269/1875 [00:01<00:08, 181.77it/s, v_num=10, train_loss=1.630]
Epoch 0: 14%|█▍ | 269/1875 [00:01<00:08, 181.76it/s, v_num=10, train_loss=1.160]
Epoch 0: 14%|█▍ | 270/1875 [00:01<00:08, 181.78it/s, v_num=10, train_loss=1.160]
Epoch 0: 14%|█▍ | 270/1875 [00:01<00:08, 181.76it/s, v_num=10, train_loss=1.260]
Epoch 0: 14%|█▍ | 271/1875 [00:01<00:08, 181.79it/s, v_num=10, train_loss=1.260]
Epoch 0: 14%|█▍ | 271/1875 [00:01<00:08, 181.77it/s, v_num=10, train_loss=1.180]
Epoch 0: 15%|█▍ | 272/1875 [00:01<00:08, 181.79it/s, v_num=10, train_loss=1.180]
Epoch 0: 15%|█▍ | 272/1875 [00:01<00:08, 181.78it/s, v_num=10, train_loss=1.020]
Epoch 0: 15%|█▍ | 273/1875 [00:01<00:08, 181.80it/s, v_num=10, train_loss=1.020]
Epoch 0: 15%|█▍ | 273/1875 [00:01<00:08, 181.78it/s, v_num=10, train_loss=1.240]
Epoch 0: 15%|█▍ | 274/1875 [00:01<00:08, 181.81it/s, v_num=10, train_loss=1.240]
Epoch 0: 15%|█▍ | 274/1875 [00:01<00:08, 181.79it/s, v_num=10, train_loss=1.150]
Epoch 0: 15%|█▍ | 275/1875 [00:01<00:08, 181.81it/s, v_num=10, train_loss=1.150]
Epoch 0: 15%|█▍ | 275/1875 [00:01<00:08, 181.79it/s, v_num=10, train_loss=1.430]
Epoch 0: 15%|█▍ | 276/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.430]
Epoch 0: 15%|█▍ | 276/1875 [00:01<00:08, 181.80it/s, v_num=10, train_loss=1.140]
Epoch 0: 15%|█▍ | 277/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.140]
Epoch 0: 15%|█▍ | 277/1875 [00:01<00:08, 181.80it/s, v_num=10, train_loss=1.260]
Epoch 0: 15%|█▍ | 278/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.260]
Epoch 0: 15%|█▍ | 278/1875 [00:01<00:08, 181.81it/s, v_num=10, train_loss=1.120]
Epoch 0: 15%|█▍ | 279/1875 [00:01<00:08, 181.83it/s, v_num=10, train_loss=1.120]
Epoch 0: 15%|█▍ | 279/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.270]
Epoch 0: 15%|█▍ | 280/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.270]
Epoch 0: 15%|█▍ | 280/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.200]
Epoch 0: 15%|█▍ | 281/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.200]
Epoch 0: 15%|█▍ | 281/1875 [00:01<00:08, 181.82it/s, v_num=10, train_loss=1.030]
Epoch 0: 15%|█▌ | 282/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.030]
Epoch 0: 15%|█▌ | 282/1875 [00:01<00:08, 181.83it/s, v_num=10, train_loss=1.590]
Epoch 0: 15%|█▌ | 283/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.590]
Epoch 0: 15%|█▌ | 283/1875 [00:01<00:08, 181.83it/s, v_num=10, train_loss=1.390]
Epoch 0: 15%|█▌ | 284/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.390]
Epoch 0: 15%|█▌ | 284/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.300]
Epoch 0: 15%|█▌ | 285/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.300]
Epoch 0: 15%|█▌ | 285/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.260]
Epoch 0: 15%|█▌ | 286/1875 [00:01<00:08, 181.86it/s, v_num=10, train_loss=1.260]
Epoch 0: 15%|█▌ | 286/1875 [00:01<00:08, 181.84it/s, v_num=10, train_loss=1.520]
Epoch 0: 15%|█▌ | 287/1875 [00:01<00:08, 181.86it/s, v_num=10, train_loss=1.520]
Epoch 0: 15%|█▌ | 287/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.210]
Epoch 0: 15%|█▌ | 288/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=1.210]
Epoch 0: 15%|█▌ | 288/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.070]
Epoch 0: 15%|█▌ | 289/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=1.070]
Epoch 0: 15%|█▌ | 289/1875 [00:01<00:08, 181.85it/s, v_num=10, train_loss=1.090]
Epoch 0: 15%|█▌ | 290/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.090]
Epoch 0: 15%|█▌ | 290/1875 [00:01<00:08, 181.86it/s, v_num=10, train_loss=1.020]
Epoch 0: 16%|█▌ | 291/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.020]
Epoch 0: 16%|█▌ | 291/1875 [00:01<00:08, 181.86it/s, v_num=10, train_loss=1.150]
Epoch 0: 16%|█▌ | 292/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.150]
Epoch 0: 16%|█▌ | 292/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=1.300]
Epoch 0: 16%|█▌ | 293/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.300]
Epoch 0: 16%|█▌ | 293/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=1.220]
Epoch 0: 16%|█▌ | 294/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.220]
Epoch 0: 16%|█▌ | 294/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.180]
Epoch 0: 16%|█▌ | 295/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.180]
Epoch 0: 16%|█▌ | 295/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=0.733]
Epoch 0: 16%|█▌ | 296/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=0.733]
Epoch 0: 16%|█▌ | 296/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.040]
Epoch 0: 16%|█▌ | 297/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=1.040]
Epoch 0: 16%|█▌ | 297/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.030]
Epoch 0: 16%|█▌ | 298/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.030]
Epoch 0: 16%|█▌ | 298/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.810]
Epoch 0: 16%|█▌ | 299/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.810]
Epoch 0: 16%|█▌ | 299/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.220]
Epoch 0: 16%|█▌ | 300/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.220]
Epoch 0: 16%|█▌ | 300/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.160]
Epoch 0: 16%|█▌ | 301/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.160]
Epoch 0: 16%|█▌ | 301/1875 [00:01<00:08, 181.86it/s, v_num=10, train_loss=1.230]
Epoch 0: 16%|█▌ | 302/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.230]
Epoch 0: 16%|█▌ | 302/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=0.830]
Epoch 0: 16%|█▌ | 303/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=0.830]
Epoch 0: 16%|█▌ | 303/1875 [00:01<00:08, 181.87it/s, v_num=10, train_loss=1.170]
Epoch 0: 16%|█▌ | 304/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.170]
Epoch 0: 16%|█▌ | 304/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.390]
Epoch 0: 16%|█▋ | 305/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.390]
Epoch 0: 16%|█▋ | 305/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.200]
Epoch 0: 16%|█▋ | 306/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=1.200]
Epoch 0: 16%|█▋ | 306/1875 [00:01<00:08, 181.88it/s, v_num=10, train_loss=1.270]
Epoch 0: 16%|█▋ | 307/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=1.270]
Epoch 0: 16%|█▋ | 307/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.460]
Epoch 0: 16%|█▋ | 308/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.460]
Epoch 0: 16%|█▋ | 308/1875 [00:01<00:08, 181.89it/s, v_num=10, train_loss=1.520]
Epoch 0: 16%|█▋ | 309/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.520]
Epoch 0: 16%|█▋ | 309/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=1.550]
Epoch 0: 17%|█▋ | 310/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.550]
Epoch 0: 17%|█▋ | 310/1875 [00:01<00:08, 181.90it/s, v_num=10, train_loss=1.270]
Epoch 0: 17%|█▋ | 311/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.270]
Epoch 0: 17%|█▋ | 311/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.030]
Epoch 0: 17%|█▋ | 312/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.030]
Epoch 0: 17%|█▋ | 312/1875 [00:01<00:08, 181.91it/s, v_num=10, train_loss=1.100]
Epoch 0: 17%|█▋ | 313/1875 [00:01<00:08, 181.93it/s, v_num=10, train_loss=1.100]
Epoch 0: 17%|█▋ | 313/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=0.851]
Epoch 0: 17%|█▋ | 314/1875 [00:01<00:08, 181.93it/s, v_num=10, train_loss=0.851]
Epoch 0: 17%|█▋ | 314/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.170]
Epoch 0: 17%|█▋ | 315/1875 [00:01<00:08, 181.94it/s, v_num=10, train_loss=1.170]
Epoch 0: 17%|█▋ | 315/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.420]
Epoch 0: 17%|█▋ | 316/1875 [00:01<00:08, 181.94it/s, v_num=10, train_loss=1.420]
Epoch 0: 17%|█▋ | 316/1875 [00:01<00:08, 181.92it/s, v_num=10, train_loss=1.030]
Epoch 0: 17%|█▋ | 317/1875 [00:01<00:08, 181.94it/s, v_num=10, train_loss=1.030]
Epoch 0: 17%|█▋ | 317/1875 [00:01<00:08, 181.93it/s, v_num=10, train_loss=0.904]
Epoch 0: 17%|█▋ | 318/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=0.904]
Epoch 0: 17%|█▋ | 318/1875 [00:01<00:08, 181.93it/s, v_num=10, train_loss=1.090]
Epoch 0: 17%|█▋ | 319/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=1.090]
Epoch 0: 17%|█▋ | 319/1875 [00:01<00:08, 181.94it/s, v_num=10, train_loss=1.240]
Epoch 0: 17%|█▋ | 320/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=1.240]
Epoch 0: 17%|█▋ | 320/1875 [00:01<00:08, 181.94it/s, v_num=10, train_loss=1.060]
Epoch 0: 17%|█▋ | 321/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=1.060]
Epoch 0: 17%|█▋ | 321/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=1.390]
Epoch 0: 17%|█▋ | 322/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=1.390]
Epoch 0: 17%|█▋ | 322/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=1.590]
Epoch 0: 17%|█▋ | 323/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=1.590]
Epoch 0: 17%|█▋ | 323/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=1.150]
Epoch 0: 17%|█▋ | 324/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=1.150]
Epoch 0: 17%|█▋ | 324/1875 [00:01<00:08, 181.95it/s, v_num=10, train_loss=1.110]
Epoch 0: 17%|█▋ | 325/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=1.110]
Epoch 0: 17%|█▋ | 325/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=1.000]
Epoch 0: 17%|█▋ | 326/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=1.000]
Epoch 0: 17%|█▋ | 326/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=0.847]
Epoch 0: 17%|█▋ | 327/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.847]
Epoch 0: 17%|█▋ | 327/1875 [00:01<00:08, 181.96it/s, v_num=10, train_loss=0.833]
Epoch 0: 17%|█▋ | 328/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.833]
Epoch 0: 17%|█▋ | 328/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=0.708]
Epoch 0: 18%|█▊ | 329/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.708]
Epoch 0: 18%|█▊ | 329/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=0.655]
Epoch 0: 18%|█▊ | 330/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.655]
Epoch 0: 18%|█▊ | 330/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=0.957]
Epoch 0: 18%|█▊ | 331/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=0.957]
Epoch 0: 18%|█▊ | 331/1875 [00:01<00:08, 181.97it/s, v_num=10, train_loss=0.940]
Epoch 0: 18%|█▊ | 332/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=0.940]
Epoch 0: 18%|█▊ | 332/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.691]
Epoch 0: 18%|█▊ | 333/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=0.691]
Epoch 0: 18%|█▊ | 333/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=1.030]
Epoch 0: 18%|█▊ | 334/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.030]
Epoch 0: 18%|█▊ | 334/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=1.020]
Epoch 0: 18%|█▊ | 335/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=1.020]
Epoch 0: 18%|█▊ | 335/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.857]
Epoch 0: 18%|█▊ | 336/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.857]
Epoch 0: 18%|█▊ | 336/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.952]
Epoch 0: 18%|█▊ | 337/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.952]
Epoch 0: 18%|█▊ | 337/1875 [00:01<00:08, 181.98it/s, v_num=10, train_loss=0.816]
Epoch 0: 18%|█▊ | 338/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.816]
Epoch 0: 18%|█▊ | 338/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.210]
Epoch 0: 18%|█▊ | 339/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.210]
Epoch 0: 18%|█▊ | 339/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=0.852]
Epoch 0: 18%|█▊ | 340/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.852]
Epoch 0: 18%|█▊ | 340/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.860]
Epoch 0: 18%|█▊ | 341/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.860]
Epoch 0: 18%|█▊ | 341/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.973]
Epoch 0: 18%|█▊ | 342/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.973]
Epoch 0: 18%|█▊ | 342/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.732]
Epoch 0: 18%|█▊ | 343/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.732]
Epoch 0: 18%|█▊ | 343/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.630]
Epoch 0: 18%|█▊ | 344/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.630]
Epoch 0: 18%|█▊ | 344/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.998]
Epoch 0: 18%|█▊ | 345/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.998]
Epoch 0: 18%|█▊ | 345/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.758]
Epoch 0: 18%|█▊ | 346/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.758]
Epoch 0: 18%|█▊ | 346/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.190]
Epoch 0: 19%|█▊ | 347/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=1.190]
Epoch 0: 19%|█▊ | 347/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.250]
Epoch 0: 19%|█▊ | 348/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=1.250]
Epoch 0: 19%|█▊ | 348/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.030]
Epoch 0: 19%|█▊ | 349/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=1.030]
Epoch 0: 19%|█▊ | 349/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.815]
Epoch 0: 19%|█▊ | 350/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.815]
Epoch 0: 19%|█▊ | 350/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.862]
Epoch 0: 19%|█▊ | 351/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.862]
Epoch 0: 19%|█▊ | 351/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=0.737]
Epoch 0: 19%|█▉ | 352/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.737]
Epoch 0: 19%|█▉ | 352/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.320]
Epoch 0: 19%|█▉ | 353/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=1.320]
Epoch 0: 19%|█▉ | 353/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.510]
Epoch 0: 19%|█▉ | 354/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=1.510]
Epoch 0: 19%|█▉ | 354/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.140]
Epoch 0: 19%|█▉ | 355/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.140]
Epoch 0: 19%|█▉ | 355/1875 [00:01<00:08, 181.99it/s, v_num=10, train_loss=1.060]
Epoch 0: 19%|█▉ | 356/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=1.060]
Epoch 0: 19%|█▉ | 356/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.785]
Epoch 0: 19%|█▉ | 357/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.785]
Epoch 0: 19%|█▉ | 357/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.797]
Epoch 0: 19%|█▉ | 358/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.797]
Epoch 0: 19%|█▉ | 358/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=0.895]
Epoch 0: 19%|█▉ | 359/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.895]
Epoch 0: 19%|█▉ | 359/1875 [00:01<00:08, 182.00it/s, v_num=10, train_loss=1.000]
Epoch 0: 19%|█▉ | 360/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=1.000]
Epoch 0: 19%|█▉ | 360/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.810]
Epoch 0: 19%|█▉ | 361/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.810]
Epoch 0: 19%|█▉ | 361/1875 [00:01<00:08, 182.01it/s, v_num=10, train_loss=0.693]
Epoch 0: 19%|█▉ | 362/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.693]
Epoch 0: 19%|█▉ | 362/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.986]
Epoch 0: 19%|█▉ | 363/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.986]
Epoch 0: 19%|█▉ | 363/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=1.170]
Epoch 0: 19%|█▉ | 364/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=1.170]
Epoch 0: 19%|█▉ | 364/1875 [00:01<00:08, 182.02it/s, v_num=10, train_loss=0.807]
Epoch 0: 19%|█▉ | 365/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=0.807]
Epoch 0: 19%|█▉ | 365/1875 [00:02<00:08, 182.02it/s, v_num=10, train_loss=0.735]
Epoch 0: 20%|█▉ | 366/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=0.735]
Epoch 0: 20%|█▉ | 366/1875 [00:02<00:08, 182.03it/s, v_num=10, train_loss=1.300]
Epoch 0: 20%|█▉ | 367/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=1.300]
Epoch 0: 20%|█▉ | 367/1875 [00:02<00:08, 182.03it/s, v_num=10, train_loss=0.960]
Epoch 0: 20%|█▉ | 368/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=0.960]
Epoch 0: 20%|█▉ | 368/1875 [00:02<00:08, 182.03it/s, v_num=10, train_loss=0.698]
Epoch 0: 20%|█▉ | 369/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.698]
Epoch 0: 20%|█▉ | 369/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=0.762]
Epoch 0: 20%|█▉ | 370/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.762]
Epoch 0: 20%|█▉ | 370/1875 [00:02<00:08, 182.04it/s, v_num=10, train_loss=0.775]
Epoch 0: 20%|█▉ | 371/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.775]
Epoch 0: 20%|█▉ | 371/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.828]
Epoch 0: 20%|█▉ | 372/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.828]
Epoch 0: 20%|█▉ | 372/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=1.020]
Epoch 0: 20%|█▉ | 373/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=1.020]
Epoch 0: 20%|█▉ | 373/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=1.070]
Epoch 0: 20%|█▉ | 374/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=1.070]
Epoch 0: 20%|█▉ | 374/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.671]
Epoch 0: 20%|██ | 375/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.671]
Epoch 0: 20%|██ | 375/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.752]
Epoch 0: 20%|██ | 376/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.752]
Epoch 0: 20%|██ | 376/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.724]
Epoch 0: 20%|██ | 377/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.724]
Epoch 0: 20%|██ | 377/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=1.020]
Epoch 0: 20%|██ | 378/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=1.020]
Epoch 0: 20%|██ | 378/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=1.050]
Epoch 0: 20%|██ | 379/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=1.050]
Epoch 0: 20%|██ | 379/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.901]
Epoch 0: 20%|██ | 380/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.901]
Epoch 0: 20%|██ | 380/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.823]
Epoch 0: 20%|██ | 381/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.823]
Epoch 0: 20%|██ | 381/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.806]
Epoch 0: 20%|██ | 382/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.806]
Epoch 0: 20%|██ | 382/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.612]
Epoch 0: 20%|██ | 383/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.612]
Epoch 0: 20%|██ | 383/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.544]
Epoch 0: 20%|██ | 384/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.544]
Epoch 0: 20%|██ | 384/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.694]
Epoch 0: 21%|██ | 385/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.694]
Epoch 0: 21%|██ | 385/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.570]
Epoch 0: 21%|██ | 386/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.570]
Epoch 0: 21%|██ | 386/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.818]
Epoch 0: 21%|██ | 387/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.818]
Epoch 0: 21%|██ | 387/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.803]
Epoch 0: 21%|██ | 388/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.803]
Epoch 0: 21%|██ | 388/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.799]
Epoch 0: 21%|██ | 389/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.799]
Epoch 0: 21%|██ | 389/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.997]
Epoch 0: 21%|██ | 390/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.997]
Epoch 0: 21%|██ | 390/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.917]
Epoch 0: 21%|██ | 391/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.917]
Epoch 0: 21%|██ | 391/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.684]
Epoch 0: 21%|██ | 392/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.684]
Epoch 0: 21%|██ | 392/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.823]
Epoch 0: 21%|██ | 393/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.823]
Epoch 0: 21%|██ | 393/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.590]
Epoch 0: 21%|██ | 394/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.590]
Epoch 0: 21%|██ | 394/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.704]
Epoch 0: 21%|██ | 395/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.704]
Epoch 0: 21%|██ | 395/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.583]
Epoch 0: 21%|██ | 396/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.583]
Epoch 0: 21%|██ | 396/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=1.030]
Epoch 0: 21%|██ | 397/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=1.030]
Epoch 0: 21%|██ | 397/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.772]
Epoch 0: 21%|██ | 398/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.772]
Epoch 0: 21%|██ | 398/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.884]
Epoch 0: 21%|██▏ | 399/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.884]
Epoch 0: 21%|██▏ | 399/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.780]
Epoch 0: 21%|██▏ | 400/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.780]
Epoch 0: 21%|██▏ | 400/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.434]
Epoch 0: 21%|██▏ | 401/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.434]
Epoch 0: 21%|██▏ | 401/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.621]
Epoch 0: 21%|██▏ | 402/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.621]
Epoch 0: 21%|██▏ | 402/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.868]
Epoch 0: 21%|██▏ | 403/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.868]
Epoch 0: 21%|██▏ | 403/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=1.290]
Epoch 0: 22%|██▏ | 404/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=1.290]
Epoch 0: 22%|██▏ | 404/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.828]
Epoch 0: 22%|██▏ | 405/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.828]
Epoch 0: 22%|██▏ | 405/1875 [00:02<00:08, 182.10it/s, v_num=10, train_loss=0.841]
Epoch 0: 22%|██▏ | 406/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.841]
Epoch 0: 22%|██▏ | 406/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.789]
Epoch 0: 22%|██▏ | 407/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.789]
Epoch 0: 22%|██▏ | 407/1875 [00:02<00:08, 182.11it/s, v_num=10, train_loss=0.361]
Epoch 0: 22%|██▏ | 408/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.361]
Epoch 0: 22%|██▏ | 408/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=0.753]
Epoch 0: 22%|██▏ | 409/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.753]
Epoch 0: 22%|██▏ | 409/1875 [00:02<00:08, 182.12it/s, v_num=10, train_loss=1.320]
Epoch 0: 22%|██▏ | 410/1875 [00:02<00:08, 182.14it/s, v_num=10, train_loss=1.320]
Epoch 0: 22%|██▏ | 410/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=0.872]
Epoch 0: 22%|██▏ | 411/1875 [00:02<00:08, 182.14it/s, v_num=10, train_loss=0.872]
Epoch 0: 22%|██▏ | 411/1875 [00:02<00:08, 182.13it/s, v_num=10, train_loss=1.070]
Epoch 0: 22%|██▏ | 412/1875 [00:02<00:08, 182.15it/s, v_num=10, train_loss=1.070]
Epoch 0: 22%|██▏ | 412/1875 [00:02<00:08, 182.14it/s, v_num=10, train_loss=0.757]
Epoch 0: 22%|██▏ | 413/1875 [00:02<00:08, 182.15it/s, v_num=10, train_loss=0.757]
Epoch 0: 22%|██▏ | 413/1875 [00:02<00:08, 182.14it/s, v_num=10, train_loss=0.584]
Epoch 0: 22%|██▏ | 414/1875 [00:02<00:08, 182.16it/s, v_num=10, train_loss=0.584]
Epoch 0: 22%|██▏ | 414/1875 [00:02<00:08, 182.15it/s, v_num=10, train_loss=0.687]
Epoch 0: 22%|██▏ | 415/1875 [00:02<00:08, 182.16it/s, v_num=10, train_loss=0.687]
Epoch 0: 22%|██▏ | 415/1875 [00:02<00:08, 182.15it/s, v_num=10, train_loss=1.170]
Epoch 0: 22%|██▏ | 416/1875 [00:02<00:08, 182.16it/s, v_num=10, train_loss=1.170]
Epoch 0: 22%|██▏ | 416/1875 [00:02<00:08, 182.15it/s, v_num=10, train_loss=0.854]
Epoch 0: 22%|██▏ | 417/1875 [00:02<00:08, 182.17it/s, v_num=10, train_loss=0.854]
Epoch 0: 22%|██▏ | 417/1875 [00:02<00:08, 182.16it/s, v_num=10, train_loss=0.959]
Epoch 0: 22%|██▏ | 418/1875 [00:02<00:07, 182.17it/s, v_num=10, train_loss=0.959]
Epoch 0: 22%|██▏ | 418/1875 [00:02<00:07, 182.16it/s, v_num=10, train_loss=1.030]
Epoch 0: 22%|██▏ | 419/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=1.030]
Epoch 0: 22%|██▏ | 419/1875 [00:02<00:07, 182.17it/s, v_num=10, train_loss=0.968]
Epoch 0: 22%|██▏ | 420/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=0.968]
Epoch 0: 22%|██▏ | 420/1875 [00:02<00:07, 182.17it/s, v_num=10, train_loss=0.797]
Epoch 0: 22%|██▏ | 421/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.797]
Epoch 0: 22%|██▏ | 421/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=0.916]
Epoch 0: 23%|██▎ | 422/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.916]
Epoch 0: 23%|██▎ | 422/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=0.876]
Epoch 0: 23%|██▎ | 423/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.876]
Epoch 0: 23%|██▎ | 423/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=0.874]
Epoch 0: 23%|██▎ | 424/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.874]
Epoch 0: 23%|██▎ | 424/1875 [00:02<00:07, 182.18it/s, v_num=10, train_loss=0.865]
Epoch 0: 23%|██▎ | 425/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.865]
Epoch 0: 23%|██▎ | 425/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.411]
Epoch 0: 23%|██▎ | 426/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.411]
Epoch 0: 23%|██▎ | 426/1875 [00:02<00:07, 182.19it/s, v_num=10, train_loss=0.706]
Epoch 0: 23%|██▎ | 427/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.706]
Epoch 0: 23%|██▎ | 427/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.733]
Epoch 0: 23%|██▎ | 428/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.733]
Epoch 0: 23%|██▎ | 428/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.701]
Epoch 0: 23%|██▎ | 429/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.701]
Epoch 0: 23%|██▎ | 429/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.678]
Epoch 0: 23%|██▎ | 430/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.678]
Epoch 0: 23%|██▎ | 430/1875 [00:02<00:07, 182.20it/s, v_num=10, train_loss=0.686]
Epoch 0: 23%|██▎ | 431/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.686]
Epoch 0: 23%|██▎ | 431/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.875]
Epoch 0: 23%|██▎ | 432/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.875]
Epoch 0: 23%|██▎ | 432/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.610]
Epoch 0: 23%|██▎ | 433/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.610]
Epoch 0: 23%|██▎ | 433/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.630]
Epoch 0: 23%|██▎ | 434/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.630]
Epoch 0: 23%|██▎ | 434/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.838]
Epoch 0: 23%|██▎ | 435/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.838]
Epoch 0: 23%|██▎ | 435/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.617]
Epoch 0: 23%|██▎ | 436/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.617]
Epoch 0: 23%|██▎ | 436/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.611]
Epoch 0: 23%|██▎ | 437/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.611]
Epoch 0: 23%|██▎ | 437/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.874]
Epoch 0: 23%|██▎ | 438/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.874]
Epoch 0: 23%|██▎ | 438/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.714]
Epoch 0: 23%|██▎ | 439/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.714]
Epoch 0: 23%|██▎ | 439/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.975]
Epoch 0: 23%|██▎ | 440/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.975]
Epoch 0: 23%|██▎ | 440/1875 [00:02<00:07, 182.21it/s, v_num=10, train_loss=0.728]
Epoch 0: 24%|██▎ | 441/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.728]
Epoch 0: 24%|██▎ | 441/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.746]
Epoch 0: 24%|██▎ | 442/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.746]
Epoch 0: 24%|██▎ | 442/1875 [00:02<00:07, 182.22it/s, v_num=10, train_loss=0.720]
Epoch 0: 24%|██▎ | 443/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.720]
Epoch 0: 24%|██▎ | 443/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.864]
Epoch 0: 24%|██▎ | 444/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.864]
Epoch 0: 24%|██▎ | 444/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=1.120]
Epoch 0: 24%|██▎ | 445/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=1.120]
Epoch 0: 24%|██▎ | 445/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.929]
Epoch 0: 24%|██▍ | 446/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.929]
Epoch 0: 24%|██▍ | 446/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.649]
Epoch 0: 24%|██▍ | 447/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.649]
Epoch 0: 24%|██▍ | 447/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.624]
Epoch 0: 24%|██▍ | 448/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.624]
Epoch 0: 24%|██▍ | 448/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.624]
Epoch 0: 24%|██▍ | 449/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.624]
Epoch 0: 24%|██▍ | 449/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.442]
Epoch 0: 24%|██▍ | 450/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.442]
Epoch 0: 24%|██▍ | 450/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.763]
Epoch 0: 24%|██▍ | 451/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.763]
Epoch 0: 24%|██▍ | 451/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.695]
Epoch 0: 24%|██▍ | 452/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.695]
Epoch 0: 24%|██▍ | 452/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.988]
Epoch 0: 24%|██▍ | 453/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.988]
Epoch 0: 24%|██▍ | 453/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.806]
Epoch 0: 24%|██▍ | 454/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.806]
Epoch 0: 24%|██▍ | 454/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.733]
Epoch 0: 24%|██▍ | 455/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.733]
Epoch 0: 24%|██▍ | 455/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.422]
Epoch 0: 24%|██▍ | 456/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.422]
Epoch 0: 24%|██▍ | 456/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.609]
Epoch 0: 24%|██▍ | 457/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.609]
Epoch 0: 24%|██▍ | 457/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.825]
Epoch 0: 24%|██▍ | 458/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.825]
Epoch 0: 24%|██▍ | 458/1875 [00:02<00:07, 182.23it/s, v_num=10, train_loss=0.516]
Epoch 0: 24%|██▍ | 459/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.516]
Epoch 0: 24%|██▍ | 459/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.470]
Epoch 0: 25%|██▍ | 460/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.470]
Epoch 0: 25%|██▍ | 460/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.682]
Epoch 0: 25%|██▍ | 461/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.682]
Epoch 0: 25%|██▍ | 461/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.770]
Epoch 0: 25%|██▍ | 462/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.770]
Epoch 0: 25%|██▍ | 462/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.671]
Epoch 0: 25%|██▍ | 463/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.671]
Epoch 0: 25%|██▍ | 463/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.469]
Epoch 0: 25%|██▍ | 464/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.469]
Epoch 0: 25%|██▍ | 464/1875 [00:02<00:07, 182.24it/s, v_num=10, train_loss=0.613]
Epoch 0: 25%|██▍ | 465/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.613]
Epoch 0: 25%|██▍ | 465/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.659]
Epoch 0: 25%|██▍ | 466/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.659]
Epoch 0: 25%|██▍ | 466/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=1.280]
Epoch 0: 25%|██▍ | 467/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=1.280]
Epoch 0: 25%|██▍ | 467/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=1.150]
Epoch 0: 25%|██▍ | 468/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=1.150]
Epoch 0: 25%|██▍ | 468/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.630]
Epoch 0: 25%|██▌ | 469/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.630]
Epoch 0: 25%|██▌ | 469/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.597]
Epoch 0: 25%|██▌ | 470/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.597]
Epoch 0: 25%|██▌ | 470/1875 [00:02<00:07, 182.25it/s, v_num=10, train_loss=0.442]
Epoch 0: 25%|██▌ | 471/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.442]
Epoch 0: 25%|██▌ | 471/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.557]
Epoch 0: 25%|██▌ | 472/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.557]
Epoch 0: 25%|██▌ | 472/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.721]
Epoch 0: 25%|██▌ | 473/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.721]
Epoch 0: 25%|██▌ | 473/1875 [00:02<00:07, 182.26it/s, v_num=10, train_loss=0.513]
Epoch 0: 25%|██▌ | 474/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.513]
Epoch 0: 25%|██▌ | 474/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.599]
Epoch 0: 25%|██▌ | 475/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.599]
Epoch 0: 25%|██▌ | 475/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.707]
Epoch 0: 25%|██▌ | 476/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.707]
Epoch 0: 25%|██▌ | 476/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.558]
Epoch 0: 25%|██▌ | 477/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.558]
Epoch 0: 25%|██▌ | 477/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.449]
Epoch 0: 25%|██▌ | 478/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.449]
Epoch 0: 25%|██▌ | 478/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.563]
Epoch 0: 26%|██▌ | 479/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.563]
Epoch 0: 26%|██▌ | 479/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.576]
Epoch 0: 26%|██▌ | 480/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.576]
Epoch 0: 26%|██▌ | 480/1875 [00:02<00:07, 182.27it/s, v_num=10, train_loss=0.916]
Epoch 0: 26%|██▌ | 481/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.916]
Epoch 0: 26%|██▌ | 481/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=1.150]
Epoch 0: 26%|██▌ | 482/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=1.150]
Epoch 0: 26%|██▌ | 482/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.689]
Epoch 0: 26%|██▌ | 483/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.689]
Epoch 0: 26%|██▌ | 483/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.492]
Epoch 0: 26%|██▌ | 484/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.492]
Epoch 0: 26%|██▌ | 484/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.785]
Epoch 0: 26%|██▌ | 485/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.785]
Epoch 0: 26%|██▌ | 485/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.471]
Epoch 0: 26%|██▌ | 486/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.471]
Epoch 0: 26%|██▌ | 486/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.422]
Epoch 0: 26%|██▌ | 487/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.422]
Epoch 0: 26%|██▌ | 487/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.664]
Epoch 0: 26%|██▌ | 488/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.664]
Epoch 0: 26%|██▌ | 488/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.794]
Epoch 0: 26%|██▌ | 489/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.794]
Epoch 0: 26%|██▌ | 489/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=1.050]
Epoch 0: 26%|██▌ | 490/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=1.050]
Epoch 0: 26%|██▌ | 490/1875 [00:02<00:07, 182.28it/s, v_num=10, train_loss=0.801]
Epoch 0: 26%|██▌ | 491/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.801]
Epoch 0: 26%|██▌ | 491/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.480]
Epoch 0: 26%|██▌ | 492/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.480]
Epoch 0: 26%|██▌ | 492/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.431]
Epoch 0: 26%|██▋ | 493/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.431]
Epoch 0: 26%|██▋ | 493/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.622]
Epoch 0: 26%|██▋ | 494/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.622]
Epoch 0: 26%|██▋ | 494/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.685]
Epoch 0: 26%|██▋ | 495/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.685]
Epoch 0: 26%|██▋ | 495/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.467]
Epoch 0: 26%|██▋ | 496/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.467]
Epoch 0: 26%|██▋ | 496/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.674]
Epoch 0: 27%|██▋ | 497/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.674]
Epoch 0: 27%|██▋ | 497/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.976]
Epoch 0: 27%|██▋ | 498/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.976]
Epoch 0: 27%|██▋ | 498/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.581]
Epoch 0: 27%|██▋ | 499/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.581]
Epoch 0: 27%|██▋ | 499/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.587]
Epoch 0: 27%|██▋ | 500/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.587]
Epoch 0: 27%|██▋ | 500/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.384]
Epoch 0: 27%|██▋ | 501/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.384]
Epoch 0: 27%|██▋ | 501/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.551]
Epoch 0: 27%|██▋ | 502/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.551]
Epoch 0: 27%|██▋ | 502/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.798]
Epoch 0: 27%|██▋ | 503/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.798]
Epoch 0: 27%|██▋ | 503/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.379]
Epoch 0: 27%|██▋ | 504/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.379]
Epoch 0: 27%|██▋ | 504/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.296]
Epoch 0: 27%|██▋ | 505/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.296]
Epoch 0: 27%|██▋ | 505/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.927]
Epoch 0: 27%|██▋ | 506/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.927]
Epoch 0: 27%|██▋ | 506/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.558]
Epoch 0: 27%|██▋ | 507/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.558]
Epoch 0: 27%|██▋ | 507/1875 [00:02<00:07, 182.29it/s, v_num=10, train_loss=0.629]
Epoch 0: 27%|██▋ | 508/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.629]
Epoch 0: 27%|██▋ | 508/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.565]
Epoch 0: 27%|██▋ | 509/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.565]
Epoch 0: 27%|██▋ | 509/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.396]
Epoch 0: 27%|██▋ | 510/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.396]
Epoch 0: 27%|██▋ | 510/1875 [00:02<00:07, 182.30it/s, v_num=10, train_loss=0.390]
Epoch 0: 27%|██▋ | 511/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.390]
Epoch 0: 27%|██▋ | 511/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.460]
Epoch 0: 27%|██▋ | 512/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.460]
Epoch 0: 27%|██▋ | 512/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.487]
Epoch 0: 27%|██▋ | 513/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.487]
Epoch 0: 27%|██▋ | 513/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.510]
Epoch 0: 27%|██▋ | 514/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.510]
Epoch 0: 27%|██▋ | 514/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.342]
Epoch 0: 27%|██▋ | 515/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.342]
Epoch 0: 27%|██▋ | 515/1875 [00:02<00:07, 182.31it/s, v_num=10, train_loss=0.565]
Epoch 0: 28%|██▊ | 516/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.565]
Epoch 0: 28%|██▊ | 516/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.644]
Epoch 0: 28%|██▊ | 517/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.644]
Epoch 0: 28%|██▊ | 517/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.378]
Epoch 0: 28%|██▊ | 518/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.378]
Epoch 0: 28%|██▊ | 518/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.367]
Epoch 0: 28%|██▊ | 519/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.367]
Epoch 0: 28%|██▊ | 519/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.585]
Epoch 0: 28%|██▊ | 520/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.585]
Epoch 0: 28%|██▊ | 520/1875 [00:02<00:07, 182.32it/s, v_num=10, train_loss=0.584]
Epoch 0: 28%|██▊ | 521/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.584]
Epoch 0: 28%|██▊ | 521/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.792]
Epoch 0: 28%|██▊ | 522/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.792]
Epoch 0: 28%|██▊ | 522/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.294]
Epoch 0: 28%|██▊ | 523/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.294]
Epoch 0: 28%|██▊ | 523/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=1.260]
Epoch 0: 28%|██▊ | 524/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=1.260]
Epoch 0: 28%|██▊ | 524/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=1.010]
Epoch 0: 28%|██▊ | 525/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=1.010]
Epoch 0: 28%|██▊ | 525/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.307]
Epoch 0: 28%|██▊ | 526/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.307]
Epoch 0: 28%|██▊ | 526/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.403]
Epoch 0: 28%|██▊ | 527/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.403]
Epoch 0: 28%|██▊ | 527/1875 [00:02<00:07, 182.33it/s, v_num=10, train_loss=0.467]
Epoch 0: 28%|██▊ | 528/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.467]
Epoch 0: 28%|██▊ | 528/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.515]
Epoch 0: 28%|██▊ | 529/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.515]
Epoch 0: 28%|██▊ | 529/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.262]
Epoch 0: 28%|██▊ | 530/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.262]
Epoch 0: 28%|██▊ | 530/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.520]
Epoch 0: 28%|██▊ | 531/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.520]
Epoch 0: 28%|██▊ | 531/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.589]
Epoch 0: 28%|██▊ | 532/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.589]
Epoch 0: 28%|██▊ | 532/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.359]
Epoch 0: 28%|██▊ | 533/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.359]
Epoch 0: 28%|██▊ | 533/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.404]
Epoch 0: 28%|██▊ | 534/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.404]
Epoch 0: 28%|██▊ | 534/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.511]
Epoch 0: 29%|██▊ | 535/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.511]
Epoch 0: 29%|██▊ | 535/1875 [00:02<00:07, 182.34it/s, v_num=10, train_loss=0.659]
Epoch 0: 29%|██▊ | 536/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.659]
Epoch 0: 29%|██▊ | 536/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=1.090]
Epoch 0: 29%|██▊ | 537/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=1.090]
Epoch 0: 29%|██▊ | 537/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.486]
Epoch 0: 29%|██▊ | 538/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.486]
Epoch 0: 29%|██▊ | 538/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=1.020]
Epoch 0: 29%|██▊ | 539/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=1.020]
Epoch 0: 29%|██▊ | 539/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.386]
Epoch 0: 29%|██▉ | 540/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.386]
Epoch 0: 29%|██▉ | 540/1875 [00:02<00:07, 182.35it/s, v_num=10, train_loss=0.850]
Epoch 0: 29%|██▉ | 541/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.850]
Epoch 0: 29%|██▉ | 541/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.412]
Epoch 0: 29%|██▉ | 542/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.412]
Epoch 0: 29%|██▉ | 542/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.517]
Epoch 0: 29%|██▉ | 543/1875 [00:02<00:07, 182.37it/s, v_num=10, train_loss=0.517]
Epoch 0: 29%|██▉ | 543/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.539]
Epoch 0: 29%|██▉ | 544/1875 [00:02<00:07, 182.37it/s, v_num=10, train_loss=0.539]
Epoch 0: 29%|██▉ | 544/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.616]
Epoch 0: 29%|██▉ | 545/1875 [00:02<00:07, 182.37it/s, v_num=10, train_loss=0.616]
Epoch 0: 29%|██▉ | 545/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.462]
Epoch 0: 29%|██▉ | 546/1875 [00:02<00:07, 182.37it/s, v_num=10, train_loss=0.462]
Epoch 0: 29%|██▉ | 546/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.457]
Epoch 0: 29%|██▉ | 547/1875 [00:02<00:07, 182.37it/s, v_num=10, train_loss=0.457]
Epoch 0: 29%|██▉ | 547/1875 [00:02<00:07, 182.36it/s, v_num=10, train_loss=0.357]
Epoch 0: 29%|██▉ | 548/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.357]
Epoch 0: 29%|██▉ | 548/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.736]
Epoch 0: 29%|██▉ | 549/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.736]
Epoch 0: 29%|██▉ | 549/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.270]
Epoch 0: 29%|██▉ | 550/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.270]
Epoch 0: 29%|██▉ | 550/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.475]
Epoch 0: 29%|██▉ | 551/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.475]
Epoch 0: 29%|██▉ | 551/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.332]
Epoch 0: 29%|██▉ | 552/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.332]
Epoch 0: 29%|██▉ | 552/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.513]
Epoch 0: 29%|██▉ | 553/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.513]
Epoch 0: 29%|██▉ | 553/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.665]
Epoch 0: 30%|██▉ | 554/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.665]
Epoch 0: 30%|██▉ | 554/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.324]
Epoch 0: 30%|██▉ | 555/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.324]
Epoch 0: 30%|██▉ | 555/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.422]
Epoch 0: 30%|██▉ | 556/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.422]
Epoch 0: 30%|██▉ | 556/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.413]
Epoch 0: 30%|██▉ | 557/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.413]
Epoch 0: 30%|██▉ | 557/1875 [00:03<00:07, 182.35it/s, v_num=10, train_loss=0.387]
Epoch 0: 30%|██▉ | 558/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.387]
Epoch 0: 30%|██▉ | 558/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.427]
Epoch 0: 30%|██▉ | 559/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.427]
Epoch 0: 30%|██▉ | 559/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.570]
Epoch 0: 30%|██▉ | 560/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.570]
Epoch 0: 30%|██▉ | 560/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.811]
Epoch 0: 30%|██▉ | 561/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.811]
Epoch 0: 30%|██▉ | 561/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=1.020]
Epoch 0: 30%|██▉ | 562/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=1.020]
Epoch 0: 30%|██▉ | 562/1875 [00:03<00:07, 182.36it/s, v_num=10, train_loss=0.601]
Epoch 0: 30%|███ | 563/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.601]
Epoch 0: 30%|███ | 563/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.511]
Epoch 0: 30%|███ | 564/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.511]
Epoch 0: 30%|███ | 564/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.689]
Epoch 0: 30%|███ | 565/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.689]
Epoch 0: 30%|███ | 565/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=1.170]
Epoch 0: 30%|███ | 566/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=1.170]
Epoch 0: 30%|███ | 566/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.444]
Epoch 0: 30%|███ | 567/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.444]
Epoch 0: 30%|███ | 567/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.398]
Epoch 0: 30%|███ | 568/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.398]
Epoch 0: 30%|███ | 568/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.582]
Epoch 0: 30%|███ | 569/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.582]
Epoch 0: 30%|███ | 569/1875 [00:03<00:07, 182.37it/s, v_num=10, train_loss=0.868]
Epoch 0: 30%|███ | 570/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.868]
Epoch 0: 30%|███ | 570/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.443]
Epoch 0: 30%|███ | 571/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.443]
Epoch 0: 30%|███ | 571/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.601]
Epoch 0: 31%|███ | 572/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.601]
Epoch 0: 31%|███ | 572/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.655]
Epoch 0: 31%|███ | 573/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.655]
Epoch 0: 31%|███ | 573/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.326]
Epoch 0: 31%|███ | 574/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.326]
Epoch 0: 31%|███ | 574/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.593]
Epoch 0: 31%|███ | 575/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.593]
Epoch 0: 31%|███ | 575/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.690]
Epoch 0: 31%|███ | 576/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.690]
Epoch 0: 31%|███ | 576/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.569]
Epoch 0: 31%|███ | 577/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.569]
Epoch 0: 31%|███ | 577/1875 [00:03<00:07, 182.38it/s, v_num=10, train_loss=0.719]
Epoch 0: 31%|███ | 578/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.719]
Epoch 0: 31%|███ | 578/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.471]
Epoch 0: 31%|███ | 579/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.471]
Epoch 0: 31%|███ | 579/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.430]
Epoch 0: 31%|███ | 580/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.430]
Epoch 0: 31%|███ | 580/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.689]
Epoch 0: 31%|███ | 581/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.689]
Epoch 0: 31%|███ | 581/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.449]
Epoch 0: 31%|███ | 582/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.449]
Epoch 0: 31%|███ | 582/1875 [00:03<00:07, 182.39it/s, v_num=10, train_loss=0.705]
Epoch 0: 31%|███ | 583/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.705]
Epoch 0: 31%|███ | 583/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.475]
Epoch 0: 31%|███ | 584/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.475]
Epoch 0: 31%|███ | 584/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.620]
Epoch 0: 31%|███ | 585/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.620]
Epoch 0: 31%|███ | 585/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.378]
Epoch 0: 31%|███▏ | 586/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.378]
Epoch 0: 31%|███▏ | 586/1875 [00:03<00:07, 182.40it/s, v_num=10, train_loss=0.206]
Epoch 0: 31%|███▏ | 587/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.206]
Epoch 0: 31%|███▏ | 587/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.323]
Epoch 0: 31%|███▏ | 588/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.323]
Epoch 0: 31%|███▏ | 588/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.395]
Epoch 0: 31%|███▏ | 589/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.395]
Epoch 0: 31%|███▏ | 589/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.598]
Epoch 0: 31%|███▏ | 590/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.598]
Epoch 0: 31%|███▏ | 590/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.386]
Epoch 0: 32%|███▏ | 591/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.386]
Epoch 0: 32%|███▏ | 591/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.603]
Epoch 0: 32%|███▏ | 592/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.603]
Epoch 0: 32%|███▏ | 592/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.295]
Epoch 0: 32%|███▏ | 593/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.295]
Epoch 0: 32%|███▏ | 593/1875 [00:03<00:07, 182.41it/s, v_num=10, train_loss=0.156]
Epoch 0: 32%|███▏ | 594/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.156]
Epoch 0: 32%|███▏ | 594/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.289]
Epoch 0: 32%|███▏ | 595/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.289]
Epoch 0: 32%|███▏ | 595/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.652]
Epoch 0: 32%|███▏ | 596/1875 [00:03<00:07, 182.43it/s, v_num=10, train_loss=0.652]
Epoch 0: 32%|███▏ | 596/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.367]
Epoch 0: 32%|███▏ | 597/1875 [00:03<00:07, 182.43it/s, v_num=10, train_loss=0.367]
Epoch 0: 32%|███▏ | 597/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.679]
Epoch 0: 32%|███▏ | 598/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.679]
Epoch 0: 32%|███▏ | 598/1875 [00:03<00:07, 182.42it/s, v_num=10, train_loss=0.516]
Epoch 0: 32%|███▏ | 599/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.516]
Epoch 0: 32%|███▏ | 599/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.553]
Epoch 0: 32%|███▏ | 600/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.553]
Epoch 0: 32%|███▏ | 600/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.582]
Epoch 0: 32%|███▏ | 601/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.582]
Epoch 0: 32%|███▏ | 601/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.392]
Epoch 0: 32%|███▏ | 602/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.392]
Epoch 0: 32%|███▏ | 602/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.640]
Epoch 0: 32%|███▏ | 603/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.640]
Epoch 0: 32%|███▏ | 603/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.295]
Epoch 0: 32%|███▏ | 604/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.295]
Epoch 0: 32%|███▏ | 604/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.327]
Epoch 0: 32%|███▏ | 605/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.327]
Epoch 0: 32%|███▏ | 605/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.430]
Epoch 0: 32%|███▏ | 606/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.430]
Epoch 0: 32%|███▏ | 606/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.578]
Epoch 0: 32%|███▏ | 607/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.578]
Epoch 0: 32%|███▏ | 607/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.429]
Epoch 0: 32%|███▏ | 608/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.429]
Epoch 0: 32%|███▏ | 608/1875 [00:03<00:06, 182.41it/s, v_num=10, train_loss=0.442]
Epoch 0: 32%|███▏ | 609/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.442]
Epoch 0: 32%|███▏ | 609/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.483]
Epoch 0: 33%|███▎ | 610/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.483]
Epoch 0: 33%|███▎ | 610/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.831]
Epoch 0: 33%|███▎ | 611/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.831]
Epoch 0: 33%|███▎ | 611/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.527]
Epoch 0: 33%|███▎ | 612/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.527]
Epoch 0: 33%|███▎ | 612/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.546]
Epoch 0: 33%|███▎ | 613/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.546]
Epoch 0: 33%|███▎ | 613/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.402]
Epoch 0: 33%|███▎ | 614/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.402]
Epoch 0: 33%|███▎ | 614/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.437]
Epoch 0: 33%|███▎ | 615/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.437]
Epoch 0: 33%|███▎ | 615/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.603]
Epoch 0: 33%|███▎ | 616/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.603]
Epoch 0: 33%|███▎ | 616/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.476]
Epoch 0: 33%|███▎ | 617/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.476]
Epoch 0: 33%|███▎ | 617/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.558]
Epoch 0: 33%|███▎ | 618/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.558]
Epoch 0: 33%|███▎ | 618/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.784]
Epoch 0: 33%|███▎ | 619/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.784]
Epoch 0: 33%|███▎ | 619/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.515]
Epoch 0: 33%|███▎ | 620/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.515]
Epoch 0: 33%|███▎ | 620/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.380]
Epoch 0: 33%|███▎ | 621/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.380]
Epoch 0: 33%|███▎ | 621/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.330]
Epoch 0: 33%|███▎ | 622/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.330]
Epoch 0: 33%|███▎ | 622/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.303]
Epoch 0: 33%|███▎ | 623/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.303]
Epoch 0: 33%|███▎ | 623/1875 [00:03<00:06, 182.42it/s, v_num=10, train_loss=0.581]
Epoch 0: 33%|███▎ | 624/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.581]
Epoch 0: 33%|███▎ | 624/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.310]
Epoch 0: 33%|███▎ | 625/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.310]
Epoch 0: 33%|███▎ | 625/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.526]
Epoch 0: 33%|███▎ | 626/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.526]
Epoch 0: 33%|███▎ | 626/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.405]
Epoch 0: 33%|███▎ | 627/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.405]
Epoch 0: 33%|███▎ | 627/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.420]
Epoch 0: 33%|███▎ | 628/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.420]
Epoch 0: 33%|███▎ | 628/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.787]
Epoch 0: 34%|███▎ | 629/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.787]
Epoch 0: 34%|███▎ | 629/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.734]
Epoch 0: 34%|███▎ | 630/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.734]
Epoch 0: 34%|███▎ | 630/1875 [00:03<00:06, 182.43it/s, v_num=10, train_loss=0.329]
Epoch 0: 34%|███▎ | 631/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.329]
Epoch 0: 34%|███▎ | 631/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.398]
Epoch 0: 34%|███▎ | 632/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.398]
Epoch 0: 34%|███▎ | 632/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.509]
Epoch 0: 34%|███▍ | 633/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.509]
Epoch 0: 34%|███▍ | 633/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.465]
Epoch 0: 34%|███▍ | 634/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.465]
Epoch 0: 34%|███▍ | 634/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.185]
Epoch 0: 34%|███▍ | 635/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.185]
Epoch 0: 34%|███▍ | 635/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.475]
Epoch 0: 34%|███▍ | 636/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.475]
Epoch 0: 34%|███▍ | 636/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.395]
Epoch 0: 34%|███▍ | 637/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.395]
Epoch 0: 34%|███▍ | 637/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.528]
Epoch 0: 34%|███▍ | 638/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.528]
Epoch 0: 34%|███▍ | 638/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.471]
Epoch 0: 34%|███▍ | 639/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.471]
Epoch 0: 34%|███▍ | 639/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.728]
Epoch 0: 34%|███▍ | 640/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.728]
Epoch 0: 34%|███▍ | 640/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.665]
Epoch 0: 34%|███▍ | 641/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.665]
Epoch 0: 34%|███▍ | 641/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.472]
Epoch 0: 34%|███▍ | 642/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.472]
Epoch 0: 34%|███▍ | 642/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.388]
Epoch 0: 34%|███▍ | 643/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.388]
Epoch 0: 34%|███▍ | 643/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.552]
Epoch 0: 34%|███▍ | 644/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.552]
Epoch 0: 34%|███▍ | 644/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.232]
Epoch 0: 34%|███▍ | 645/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.232]
Epoch 0: 34%|███▍ | 645/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.419]
Epoch 0: 34%|███▍ | 646/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.419]
Epoch 0: 34%|███▍ | 646/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.411]
Epoch 0: 35%|███▍ | 647/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.411]
Epoch 0: 35%|███▍ | 647/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.344]
Epoch 0: 35%|███▍ | 648/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.344]
Epoch 0: 35%|███▍ | 648/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.334]
Epoch 0: 35%|███▍ | 649/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.334]
Epoch 0: 35%|███▍ | 649/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.715]
Epoch 0: 35%|███▍ | 650/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.715]
Epoch 0: 35%|███▍ | 650/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.554]
Epoch 0: 35%|███▍ | 651/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.554]
Epoch 0: 35%|███▍ | 651/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.414]
Epoch 0: 35%|███▍ | 652/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.414]
Epoch 0: 35%|███▍ | 652/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.348]
Epoch 0: 35%|███▍ | 653/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.348]
Epoch 0: 35%|███▍ | 653/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.256]
Epoch 0: 35%|███▍ | 654/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.256]
Epoch 0: 35%|███▍ | 654/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.251]
Epoch 0: 35%|███▍ | 655/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.251]
Epoch 0: 35%|███▍ | 655/1875 [00:03<00:06, 182.44it/s, v_num=10, train_loss=0.230]
Epoch 0: 35%|███▍ | 656/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.230]
Epoch 0: 35%|███▍ | 656/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.209]
Epoch 0: 35%|███▌ | 657/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.209]
Epoch 0: 35%|███▌ | 657/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.134]
Epoch 0: 35%|███▌ | 658/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.134]
Epoch 0: 35%|███▌ | 658/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.766]
Epoch 0: 35%|███▌ | 659/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.766]
Epoch 0: 35%|███▌ | 659/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.328]
Epoch 0: 35%|███▌ | 660/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.328]
Epoch 0: 35%|███▌ | 660/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.574]
Epoch 0: 35%|███▌ | 661/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.574]
Epoch 0: 35%|███▌ | 661/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.235]
Epoch 0: 35%|███▌ | 662/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.235]
Epoch 0: 35%|███▌ | 662/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.756]
Epoch 0: 35%|███▌ | 663/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.756]
Epoch 0: 35%|███▌ | 663/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.453]
Epoch 0: 35%|███▌ | 664/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.453]
Epoch 0: 35%|███▌ | 664/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.422]
Epoch 0: 35%|███▌ | 665/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.422]
Epoch 0: 35%|███▌ | 665/1875 [00:03<00:06, 182.45it/s, v_num=10, train_loss=0.722]
Epoch 0: 36%|███▌ | 666/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.722]
Epoch 0: 36%|███▌ | 666/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.741]
Epoch 0: 36%|███▌ | 667/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.741]
Epoch 0: 36%|███▌ | 667/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.309]
Epoch 0: 36%|███▌ | 668/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.309]
Epoch 0: 36%|███▌ | 668/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.652]
Epoch 0: 36%|███▌ | 669/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.652]
Epoch 0: 36%|███▌ | 669/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.824]
Epoch 0: 36%|███▌ | 670/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.824]
Epoch 0: 36%|███▌ | 670/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.347]
Epoch 0: 36%|███▌ | 671/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.347]
Epoch 0: 36%|███▌ | 671/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.294]
Epoch 0: 36%|███▌ | 672/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.294]
Epoch 0: 36%|███▌ | 672/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.317]
Epoch 0: 36%|███▌ | 673/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.317]
Epoch 0: 36%|███▌ | 673/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.672]
Epoch 0: 36%|███▌ | 674/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.672]
Epoch 0: 36%|███▌ | 674/1875 [00:03<00:06, 182.46it/s, v_num=10, train_loss=0.541]
Epoch 0: 36%|███▌ | 675/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.541]
Epoch 0: 36%|███▌ | 675/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.293]
Epoch 0: 36%|███▌ | 676/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.293]
Epoch 0: 36%|███▌ | 676/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.772]
Epoch 0: 36%|███▌ | 677/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.772]
Epoch 0: 36%|███▌ | 677/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.515]
Epoch 0: 36%|███▌ | 678/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.515]
Epoch 0: 36%|███▌ | 678/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.223]
Epoch 0: 36%|███▌ | 679/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.223]
Epoch 0: 36%|███▌ | 679/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.184]
Epoch 0: 36%|███▋ | 680/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.184]
Epoch 0: 36%|███▋ | 680/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.343]
Epoch 0: 36%|███▋ | 681/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.343]
Epoch 0: 36%|███▋ | 681/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.830]
Epoch 0: 36%|███▋ | 682/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.830]
Epoch 0: 36%|███▋ | 682/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.488]
Epoch 0: 36%|███▋ | 683/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.488]
Epoch 0: 36%|███▋ | 683/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.441]
Epoch 0: 36%|███▋ | 684/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.441]
Epoch 0: 36%|███▋ | 684/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.334]
Epoch 0: 37%|███▋ | 685/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.334]
Epoch 0: 37%|███▋ | 685/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.499]
Epoch 0: 37%|███▋ | 686/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.499]
Epoch 0: 37%|███▋ | 686/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.619]
Epoch 0: 37%|███▋ | 687/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.619]
Epoch 0: 37%|███▋ | 687/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.725]
Epoch 0: 37%|███▋ | 688/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.725]
Epoch 0: 37%|███▋ | 688/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.539]
Epoch 0: 37%|███▋ | 689/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.539]
Epoch 0: 37%|███▋ | 689/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.472]
Epoch 0: 37%|███▋ | 690/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.472]
Epoch 0: 37%|███▋ | 690/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.489]
Epoch 0: 37%|███▋ | 691/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.489]
Epoch 0: 37%|███▋ | 691/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.502]
Epoch 0: 37%|███▋ | 692/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.502]
Epoch 0: 37%|███▋ | 692/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.309]
Epoch 0: 37%|███▋ | 693/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.309]
Epoch 0: 37%|███▋ | 693/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.259]
Epoch 0: 37%|███▋ | 694/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.259]
Epoch 0: 37%|███▋ | 694/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.520]
Epoch 0: 37%|███▋ | 695/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.520]
Epoch 0: 37%|███▋ | 695/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.354]
Epoch 0: 37%|███▋ | 696/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.354]
Epoch 0: 37%|███▋ | 696/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.584]
Epoch 0: 37%|███▋ | 697/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.584]
Epoch 0: 37%|███▋ | 697/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.200]
Epoch 0: 37%|███▋ | 698/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.200]
Epoch 0: 37%|███▋ | 698/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.466]
Epoch 0: 37%|███▋ | 699/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.466]
Epoch 0: 37%|███▋ | 699/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.665]
Epoch 0: 37%|███▋ | 700/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.665]
Epoch 0: 37%|███▋ | 700/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.423]
Epoch 0: 37%|███▋ | 701/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.423]
Epoch 0: 37%|███▋ | 701/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.512]
Epoch 0: 37%|███▋ | 702/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.512]
Epoch 0: 37%|███▋ | 702/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.530]
Epoch 0: 37%|███▋ | 703/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.530]
Epoch 0: 37%|███▋ | 703/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.392]
Epoch 0: 38%|███▊ | 704/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.392]
Epoch 0: 38%|███▊ | 704/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.344]
Epoch 0: 38%|███▊ | 705/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.344]
Epoch 0: 38%|███▊ | 705/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.529]
Epoch 0: 38%|███▊ | 706/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.529]
Epoch 0: 38%|███▊ | 706/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.748]
Epoch 0: 38%|███▊ | 707/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.748]
Epoch 0: 38%|███▊ | 707/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.564]
Epoch 0: 38%|███▊ | 708/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.564]
Epoch 0: 38%|███▊ | 708/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.385]
Epoch 0: 38%|███▊ | 709/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.385]
Epoch 0: 38%|███▊ | 709/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.518]
Epoch 0: 38%|███▊ | 710/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.518]
Epoch 0: 38%|███▊ | 710/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.913]
Epoch 0: 38%|███▊ | 711/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.913]
Epoch 0: 38%|███▊ | 711/1875 [00:03<00:06, 182.47it/s, v_num=10, train_loss=0.495]
Epoch 0: 38%|███▊ | 712/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.495]
Epoch 0: 38%|███▊ | 712/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.201]
Epoch 0: 38%|███▊ | 713/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.201]
Epoch 0: 38%|███▊ | 713/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.313]
Epoch 0: 38%|███▊ | 714/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.313]
Epoch 0: 38%|███▊ | 714/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.681]
Epoch 0: 38%|███▊ | 715/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.681]
Epoch 0: 38%|███▊ | 715/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.272]
Epoch 0: 38%|███▊ | 716/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.272]
Epoch 0: 38%|███▊ | 716/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.249]
Epoch 0: 38%|███▊ | 717/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.249]
Epoch 0: 38%|███▊ | 717/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.182]
Epoch 0: 38%|███▊ | 718/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.182]
Epoch 0: 38%|███▊ | 718/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.478]
Epoch 0: 38%|███▊ | 719/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.478]
Epoch 0: 38%|███▊ | 719/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.421]
Epoch 0: 38%|███▊ | 720/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.421]
Epoch 0: 38%|███▊ | 720/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.454]
Epoch 0: 38%|███▊ | 721/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.454]
Epoch 0: 38%|███▊ | 721/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.341]
Epoch 0: 39%|███▊ | 722/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.341]
Epoch 0: 39%|███▊ | 722/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.405]
Epoch 0: 39%|███▊ | 723/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.405]
Epoch 0: 39%|███▊ | 723/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.207]
Epoch 0: 39%|███▊ | 724/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.207]
Epoch 0: 39%|███▊ | 724/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.442]
Epoch 0: 39%|███▊ | 725/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.442]
Epoch 0: 39%|███▊ | 725/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.135]
Epoch 0: 39%|███▊ | 726/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.135]
Epoch 0: 39%|███▊ | 726/1875 [00:03<00:06, 182.48it/s, v_num=10, train_loss=0.277]
Epoch 0: 39%|███▉ | 727/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.277]
Epoch 0: 39%|███▉ | 727/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.376]
Epoch 0: 39%|███▉ | 728/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.376]
Epoch 0: 39%|███▉ | 728/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.578]
Epoch 0: 39%|███▉ | 729/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.578]
Epoch 0: 39%|███▉ | 729/1875 [00:03<00:06, 182.49it/s, v_num=10, train_loss=0.503]
Epoch 0: 39%|███▉ | 730/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.503]
Epoch 0: 39%|███▉ | 730/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.372]
Epoch 0: 39%|███▉ | 731/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.372]
Epoch 0: 39%|███▉ | 731/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.513]
Epoch 0: 39%|███▉ | 732/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.513]
Epoch 0: 39%|███▉ | 732/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.307]
Epoch 0: 39%|███▉ | 733/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.307]
Epoch 0: 39%|███▉ | 733/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.538]
Epoch 0: 39%|███▉ | 734/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.538]
Epoch 0: 39%|███▉ | 734/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.266]
Epoch 0: 39%|███▉ | 735/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.266]
Epoch 0: 39%|███▉ | 735/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.213]
Epoch 0: 39%|███▉ | 736/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.213]
Epoch 0: 39%|███▉ | 736/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.325]
Epoch 0: 39%|███▉ | 737/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.325]
Epoch 0: 39%|███▉ | 737/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.360]
Epoch 0: 39%|███▉ | 738/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.360]
Epoch 0: 39%|███▉ | 738/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.660]
Epoch 0: 39%|███▉ | 739/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.660]
Epoch 0: 39%|███▉ | 739/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.454]
Epoch 0: 39%|███▉ | 740/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.454]
Epoch 0: 39%|███▉ | 740/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.255]
Epoch 0: 40%|███▉ | 741/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.255]
Epoch 0: 40%|███▉ | 741/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.473]
Epoch 0: 40%|███▉ | 742/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.473]
Epoch 0: 40%|███▉ | 742/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.483]
Epoch 0: 40%|███▉ | 743/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.483]
Epoch 0: 40%|███▉ | 743/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.493]
Epoch 0: 40%|███▉ | 744/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.493]
Epoch 0: 40%|███▉ | 744/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.375]
Epoch 0: 40%|███▉ | 745/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.375]
Epoch 0: 40%|███▉ | 745/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.446]
Epoch 0: 40%|███▉ | 746/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.446]
Epoch 0: 40%|███▉ | 746/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.148]
Epoch 0: 40%|███▉ | 747/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.148]
Epoch 0: 40%|███▉ | 747/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.574]
Epoch 0: 40%|███▉ | 748/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.574]
Epoch 0: 40%|███▉ | 748/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.549]
Epoch 0: 40%|███▉ | 749/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.549]
Epoch 0: 40%|███▉ | 749/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.486]
Epoch 0: 40%|████ | 750/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.486]
Epoch 0: 40%|████ | 750/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.267]
Epoch 0: 40%|████ | 751/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.267]
Epoch 0: 40%|████ | 751/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.454]
Epoch 0: 40%|████ | 752/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.454]
Epoch 0: 40%|████ | 752/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.482]
Epoch 0: 40%|████ | 753/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.482]
Epoch 0: 40%|████ | 753/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.316]
Epoch 0: 40%|████ | 754/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.316]
Epoch 0: 40%|████ | 754/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.749]
Epoch 0: 40%|████ | 755/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.749]
Epoch 0: 40%|████ | 755/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.467]
Epoch 0: 40%|████ | 756/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.467]
Epoch 0: 40%|████ | 756/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.485]
Epoch 0: 40%|████ | 757/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.485]
Epoch 0: 40%|████ | 757/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.232]
Epoch 0: 40%|████ | 758/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.232]
Epoch 0: 40%|████ | 758/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.195]
Epoch 0: 40%|████ | 759/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.195]
Epoch 0: 40%|████ | 759/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.445]
Epoch 0: 41%|████ | 760/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.445]
Epoch 0: 41%|████ | 760/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.358]
Epoch 0: 41%|████ | 761/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.358]
Epoch 0: 41%|████ | 761/1875 [00:04<00:06, 182.49it/s, v_num=10, train_loss=0.410]
Epoch 0: 41%|████ | 762/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.410]
Epoch 0: 41%|████ | 762/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.273]
Epoch 0: 41%|████ | 763/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.273]
Epoch 0: 41%|████ | 763/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.810]
Epoch 0: 41%|████ | 764/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.810]
Epoch 0: 41%|████ | 764/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.238]
Epoch 0: 41%|████ | 765/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.238]
Epoch 0: 41%|████ | 765/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.190]
Epoch 0: 41%|████ | 766/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.190]
Epoch 0: 41%|████ | 766/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.398]
Epoch 0: 41%|████ | 767/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.398]
Epoch 0: 41%|████ | 767/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.265]
Epoch 0: 41%|████ | 768/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.265]
Epoch 0: 41%|████ | 768/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.306]
Epoch 0: 41%|████ | 769/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.306]
Epoch 0: 41%|████ | 769/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.155]
Epoch 0: 41%|████ | 770/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.155]
Epoch 0: 41%|████ | 770/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.208]
Epoch 0: 41%|████ | 771/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.208]
Epoch 0: 41%|████ | 771/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.289]
Epoch 0: 41%|████ | 772/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.289]
Epoch 0: 41%|████ | 772/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.282]
Epoch 0: 41%|████ | 773/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.282]
Epoch 0: 41%|████ | 773/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.222]
Epoch 0: 41%|████▏ | 774/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.222]
Epoch 0: 41%|████▏ | 774/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.226]
Epoch 0: 41%|████▏ | 775/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.226]
Epoch 0: 41%|████▏ | 775/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.461]
Epoch 0: 41%|████▏ | 776/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.461]
Epoch 0: 41%|████▏ | 776/1875 [00:04<00:06, 182.50it/s, v_num=10, train_loss=0.177]
Epoch 0: 41%|████▏ | 777/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.177]
Epoch 0: 41%|████▏ | 777/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.317]
Epoch 0: 41%|████▏ | 778/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.317]
Epoch 0: 41%|████▏ | 778/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.655]
Epoch 0: 42%|████▏ | 779/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.655]
Epoch 0: 42%|████▏ | 779/1875 [00:04<00:06, 182.51it/s, v_num=10, train_loss=0.613]
Epoch 0: 42%|████▏ | 780/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.613]
Epoch 0: 42%|████▏ | 780/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.199]
Epoch 0: 42%|████▏ | 781/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.199]
Epoch 0: 42%|████▏ | 781/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.424]
Epoch 0: 42%|████▏ | 782/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.424]
Epoch 0: 42%|████▏ | 782/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.569]
Epoch 0: 42%|████▏ | 783/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.569]
Epoch 0: 42%|████▏ | 783/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.439]
Epoch 0: 42%|████▏ | 784/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.439]
Epoch 0: 42%|████▏ | 784/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.404]
Epoch 0: 42%|████▏ | 785/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.404]
Epoch 0: 42%|████▏ | 785/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.699]
Epoch 0: 42%|████▏ | 786/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.699]
Epoch 0: 42%|████▏ | 786/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.552]
Epoch 0: 42%|████▏ | 787/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.552]
Epoch 0: 42%|████▏ | 787/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.536]
Epoch 0: 42%|████▏ | 788/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.536]
Epoch 0: 42%|████▏ | 788/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.393]
Epoch 0: 42%|████▏ | 789/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.393]
Epoch 0: 42%|████▏ | 789/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.244]
Epoch 0: 42%|████▏ | 790/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.244]
Epoch 0: 42%|████▏ | 790/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.665]
Epoch 0: 42%|████▏ | 791/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.665]
Epoch 0: 42%|████▏ | 791/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.498]
Epoch 0: 42%|████▏ | 792/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.498]
Epoch 0: 42%|████▏ | 792/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.250]
Epoch 0: 42%|████▏ | 793/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.250]
Epoch 0: 42%|████▏ | 793/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.0932]
Epoch 0: 42%|████▏ | 794/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.0932]
Epoch 0: 42%|████▏ | 794/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.456]
Epoch 0: 42%|████▏ | 795/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.456]
Epoch 0: 42%|████▏ | 795/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.463]
Epoch 0: 42%|████▏ | 796/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.463]
Epoch 0: 42%|████▏ | 796/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.745]
Epoch 0: 43%|████▎ | 797/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.745]
Epoch 0: 43%|████▎ | 797/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.255]
Epoch 0: 43%|████▎ | 798/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.255]
Epoch 0: 43%|████▎ | 798/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.404]
Epoch 0: 43%|████▎ | 799/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.404]
Epoch 0: 43%|████▎ | 799/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.637]
Epoch 0: 43%|████▎ | 800/1875 [00:04<00:05, 182.53it/s, v_num=10, train_loss=0.637]
Epoch 0: 43%|████▎ | 800/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.254]
Epoch 0: 43%|████▎ | 801/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.254]
Epoch 0: 43%|████▎ | 801/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.562]
Epoch 0: 43%|████▎ | 802/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.562]
Epoch 0: 43%|████▎ | 802/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.421]
Epoch 0: 43%|████▎ | 803/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.421]
Epoch 0: 43%|████▎ | 803/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.182]
Epoch 0: 43%|████▎ | 804/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.182]
Epoch 0: 43%|████▎ | 804/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.375]
Epoch 0: 43%|████▎ | 805/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.375]
Epoch 0: 43%|████▎ | 805/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.585]
Epoch 0: 43%|████▎ | 806/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.585]
Epoch 0: 43%|████▎ | 806/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.165]
Epoch 0: 43%|████▎ | 807/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.165]
Epoch 0: 43%|████▎ | 807/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.554]
Epoch 0: 43%|████▎ | 808/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.554]
Epoch 0: 43%|████▎ | 808/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.516]
Epoch 0: 43%|████▎ | 809/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.516]
Epoch 0: 43%|████▎ | 809/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.460]
Epoch 0: 43%|████▎ | 810/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.460]
Epoch 0: 43%|████▎ | 810/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.482]
Epoch 0: 43%|████▎ | 811/1875 [00:04<00:05, 182.52it/s, v_num=10, train_loss=0.482]
Epoch 0: 43%|████▎ | 811/1875 [00:04<00:05, 182.51it/s, v_num=10, train_loss=0.284]
Epoch 0: 43%|████▎ | 812/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.284]
Epoch 0: 43%|████▎ | 812/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.404]
Epoch 0: 43%|████▎ | 813/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.404]
Epoch 0: 43%|████▎ | 813/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.502]
Epoch 0: 43%|████▎ | 814/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.502]
Epoch 0: 43%|████▎ | 814/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.279]
Epoch 0: 43%|████▎ | 815/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.279]
Epoch 0: 43%|████▎ | 815/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.521]
Epoch 0: 44%|████▎ | 816/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.521]
Epoch 0: 44%|████▎ | 816/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.334]
Epoch 0: 44%|████▎ | 817/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.334]
Epoch 0: 44%|████▎ | 817/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.202]
Epoch 0: 44%|████▎ | 818/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.202]
Epoch 0: 44%|████▎ | 818/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.418]
Epoch 0: 44%|████▎ | 819/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.418]
Epoch 0: 44%|████▎ | 819/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.644]
Epoch 0: 44%|████▎ | 820/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.644]
Epoch 0: 44%|████▎ | 820/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.236]
Epoch 0: 44%|████▍ | 821/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.236]
Epoch 0: 44%|████▍ | 821/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.152]
Epoch 0: 44%|████▍ | 822/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.152]
Epoch 0: 44%|████▍ | 822/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.448]
Epoch 0: 44%|████▍ | 823/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.448]
Epoch 0: 44%|████▍ | 823/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.537]
Epoch 0: 44%|████▍ | 824/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.537]
Epoch 0: 44%|████▍ | 824/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.173]
Epoch 0: 44%|████▍ | 825/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.173]
Epoch 0: 44%|████▍ | 825/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.245]
Epoch 0: 44%|████▍ | 826/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.245]
Epoch 0: 44%|████▍ | 826/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.293]
Epoch 0: 44%|████▍ | 827/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.293]
Epoch 0: 44%|████▍ | 827/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.330]
Epoch 0: 44%|████▍ | 828/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.330]
Epoch 0: 44%|████▍ | 828/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.413]
Epoch 0: 44%|████▍ | 829/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.413]
Epoch 0: 44%|████▍ | 829/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.397]
Epoch 0: 44%|████▍ | 830/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.397]
Epoch 0: 44%|████▍ | 830/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.534]
Epoch 0: 44%|████▍ | 831/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.534]
Epoch 0: 44%|████▍ | 831/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.335]
Epoch 0: 44%|████▍ | 832/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.335]
Epoch 0: 44%|████▍ | 832/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.314]
Epoch 0: 44%|████▍ | 833/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.314]
Epoch 0: 44%|████▍ | 833/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.524]
Epoch 0: 44%|████▍ | 834/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.524]
Epoch 0: 44%|████▍ | 834/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.226]
Epoch 0: 45%|████▍ | 835/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.226]
Epoch 0: 45%|████▍ | 835/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.502]
Epoch 0: 45%|████▍ | 836/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.502]
Epoch 0: 45%|████▍ | 836/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.280]
Epoch 0: 45%|████▍ | 837/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.280]
Epoch 0: 45%|████▍ | 837/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.530]
Epoch 0: 45%|████▍ | 838/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.530]
Epoch 0: 45%|████▍ | 838/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.251]
Epoch 0: 45%|████▍ | 839/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.251]
Epoch 0: 45%|████▍ | 839/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.153]
Epoch 0: 45%|████▍ | 840/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.153]
Epoch 0: 45%|████▍ | 840/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.305]
Epoch 0: 45%|████▍ | 841/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.305]
Epoch 0: 45%|████▍ | 841/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.204]
Epoch 0: 45%|████▍ | 842/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.204]
Epoch 0: 45%|████▍ | 842/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.183]
Epoch 0: 45%|████▍ | 843/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.183]
Epoch 0: 45%|████▍ | 843/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.227]
Epoch 0: 45%|████▌ | 844/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.227]
Epoch 0: 45%|████▌ | 844/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.238]
Epoch 0: 45%|████▌ | 845/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.238]
Epoch 0: 45%|████▌ | 845/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.152]
Epoch 0: 45%|████▌ | 846/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.152]
Epoch 0: 45%|████▌ | 846/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.255]
Epoch 0: 45%|████▌ | 847/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.255]
Epoch 0: 45%|████▌ | 847/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.189]
Epoch 0: 45%|████▌ | 848/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.189]
Epoch 0: 45%|████▌ | 848/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.139]
Epoch 0: 45%|████▌ | 849/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.139]
Epoch 0: 45%|████▌ | 849/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.276]
Epoch 0: 45%|████▌ | 850/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.276]
Epoch 0: 45%|████▌ | 850/1875 [00:04<00:05, 182.49it/s, v_num=10, train_loss=0.177]
Epoch 0: 45%|████▌ | 851/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.177]
Epoch 0: 45%|████▌ | 851/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.247]
Epoch 0: 45%|████▌ | 852/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.247]
Epoch 0: 45%|████▌ | 852/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.260]
Epoch 0: 45%|████▌ | 853/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.260]
Epoch 0: 45%|████▌ | 853/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.212]
Epoch 0: 46%|████▌ | 854/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.212]
Epoch 0: 46%|████▌ | 854/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.449]
Epoch 0: 46%|████▌ | 855/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.449]
Epoch 0: 46%|████▌ | 855/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.309]
Epoch 0: 46%|████▌ | 856/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.309]
Epoch 0: 46%|████▌ | 856/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.317]
Epoch 0: 46%|████▌ | 857/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.317]
Epoch 0: 46%|████▌ | 857/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.409]
Epoch 0: 46%|████▌ | 858/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.409]
Epoch 0: 46%|████▌ | 858/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.322]
Epoch 0: 46%|████▌ | 859/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.322]
Epoch 0: 46%|████▌ | 859/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.176]
Epoch 0: 46%|████▌ | 860/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.176]
Epoch 0: 46%|████▌ | 860/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.401]
Epoch 0: 46%|████▌ | 861/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.401]
Epoch 0: 46%|████▌ | 861/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.615]
Epoch 0: 46%|████▌ | 862/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.615]
Epoch 0: 46%|████▌ | 862/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.187]
Epoch 0: 46%|████▌ | 863/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.187]
Epoch 0: 46%|████▌ | 863/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.459]
Epoch 0: 46%|████▌ | 864/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.459]
Epoch 0: 46%|████▌ | 864/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.316]
Epoch 0: 46%|████▌ | 865/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.316]
Epoch 0: 46%|████▌ | 865/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.185]
Epoch 0: 46%|████▌ | 866/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.185]
Epoch 0: 46%|████▌ | 866/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.414]
Epoch 0: 46%|████▌ | 867/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.414]
Epoch 0: 46%|████▌ | 867/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.489]
Epoch 0: 46%|████▋ | 868/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.489]
Epoch 0: 46%|████▋ | 868/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.300]
Epoch 0: 46%|████▋ | 869/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.300]
Epoch 0: 46%|████▋ | 869/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.239]
Epoch 0: 46%|████▋ | 870/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.239]
Epoch 0: 46%|████▋ | 870/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.552]
Epoch 0: 46%|████▋ | 871/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.552]
Epoch 0: 46%|████▋ | 871/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.0947]
Epoch 0: 47%|████▋ | 872/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.0947]
Epoch 0: 47%|████▋ | 872/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.364]
Epoch 0: 47%|████▋ | 873/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.364]
Epoch 0: 47%|████▋ | 873/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.418]
Epoch 0: 47%|████▋ | 874/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.418]
Epoch 0: 47%|████▋ | 874/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.469]
Epoch 0: 47%|████▋ | 875/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.469]
Epoch 0: 47%|████▋ | 875/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.176]
Epoch 0: 47%|████▋ | 876/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.176]
Epoch 0: 47%|████▋ | 876/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.614]
Epoch 0: 47%|████▋ | 877/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.614]
Epoch 0: 47%|████▋ | 877/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.358]
Epoch 0: 47%|████▋ | 878/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.358]
Epoch 0: 47%|████▋ | 878/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.437]
Epoch 0: 47%|████▋ | 879/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.437]
Epoch 0: 47%|████▋ | 879/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.402]
Epoch 0: 47%|████▋ | 880/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.402]
Epoch 0: 47%|████▋ | 880/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.842]
Epoch 0: 47%|████▋ | 881/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.842]
Epoch 0: 47%|████▋ | 881/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.367]
Epoch 0: 47%|████▋ | 882/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.367]
Epoch 0: 47%|████▋ | 882/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.537]
Epoch 0: 47%|████▋ | 883/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.537]
Epoch 0: 47%|████▋ | 883/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.266]
Epoch 0: 47%|████▋ | 884/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.266]
Epoch 0: 47%|████▋ | 884/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.276]
Epoch 0: 47%|████▋ | 885/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.276]
Epoch 0: 47%|████▋ | 885/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.451]
Epoch 0: 47%|████▋ | 886/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.451]
Epoch 0: 47%|████▋ | 886/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.277]
Epoch 0: 47%|████▋ | 887/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.277]
Epoch 0: 47%|████▋ | 887/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.243]
Epoch 0: 47%|████▋ | 888/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.243]
Epoch 0: 47%|████▋ | 888/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.456]
Epoch 0: 47%|████▋ | 889/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.456]
Epoch 0: 47%|████▋ | 889/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.572]
Epoch 0: 47%|████▋ | 890/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.572]
Epoch 0: 47%|████▋ | 890/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.126]
Epoch 0: 48%|████▊ | 891/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.126]
Epoch 0: 48%|████▊ | 891/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.223]
Epoch 0: 48%|████▊ | 892/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.223]
Epoch 0: 48%|████▊ | 892/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.214]
Epoch 0: 48%|████▊ | 893/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.214]
Epoch 0: 48%|████▊ | 893/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.468]
Epoch 0: 48%|████▊ | 894/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.468]
Epoch 0: 48%|████▊ | 894/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.433]
Epoch 0: 48%|████▊ | 895/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.433]
Epoch 0: 48%|████▊ | 895/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.356]
Epoch 0: 48%|████▊ | 896/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.356]
Epoch 0: 48%|████▊ | 896/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.391]
Epoch 0: 48%|████▊ | 897/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.391]
Epoch 0: 48%|████▊ | 897/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.416]
Epoch 0: 48%|████▊ | 898/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.416]
Epoch 0: 48%|████▊ | 898/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.210]
Epoch 0: 48%|████▊ | 899/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.210]
Epoch 0: 48%|████▊ | 899/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.628]
Epoch 0: 48%|████▊ | 900/1875 [00:04<00:05, 182.48it/s, v_num=10, train_loss=0.628]
Epoch 0: 48%|████▊ | 900/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.290]
Epoch 0: 48%|████▊ | 901/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.290]
Epoch 0: 48%|████▊ | 901/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.195]
Epoch 0: 48%|████▊ | 902/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.195]
Epoch 0: 48%|████▊ | 902/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.362]
Epoch 0: 48%|████▊ | 903/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.362]
Epoch 0: 48%|████▊ | 903/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.0938]
Epoch 0: 48%|████▊ | 904/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.0938]
Epoch 0: 48%|████▊ | 904/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.481]
Epoch 0: 48%|████▊ | 905/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.481]
Epoch 0: 48%|████▊ | 905/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.285]
Epoch 0: 48%|████▊ | 906/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.285]
Epoch 0: 48%|████▊ | 906/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.333]
Epoch 0: 48%|████▊ | 907/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.333]
Epoch 0: 48%|████▊ | 907/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.638]
Epoch 0: 48%|████▊ | 908/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.638]
Epoch 0: 48%|████▊ | 908/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.231]
Epoch 0: 48%|████▊ | 909/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.231]
Epoch 0: 48%|████▊ | 909/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.400]
Epoch 0: 49%|████▊ | 910/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.400]
Epoch 0: 49%|████▊ | 910/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.293]
Epoch 0: 49%|████▊ | 911/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.293]
Epoch 0: 49%|████▊ | 911/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.401]
Epoch 0: 49%|████▊ | 912/1875 [00:04<00:05, 182.47it/s, v_num=10, train_loss=0.401]
Epoch 0: 49%|████▊ | 912/1875 [00:04<00:05, 182.46it/s, v_num=10, train_loss=0.396]
Epoch 0: 49%|████▊ | 913/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.396]
Epoch 0: 49%|████▊ | 913/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.241]
Epoch 0: 49%|████▊ | 914/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.241]
Epoch 0: 49%|████▊ | 914/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.604]
Epoch 0: 49%|████▉ | 915/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.604]
Epoch 0: 49%|████▉ | 915/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.196]
Epoch 0: 49%|████▉ | 916/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.196]
Epoch 0: 49%|████▉ | 916/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.308]
Epoch 0: 49%|████▉ | 917/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.308]
Epoch 0: 49%|████▉ | 917/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.185]
Epoch 0: 49%|████▉ | 918/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.185]
Epoch 0: 49%|████▉ | 918/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.352]
Epoch 0: 49%|████▉ | 919/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.352]
Epoch 0: 49%|████▉ | 919/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.386]
Epoch 0: 49%|████▉ | 920/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.386]
Epoch 0: 49%|████▉ | 920/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.333]
Epoch 0: 49%|████▉ | 921/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.333]
Epoch 0: 49%|████▉ | 921/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.487]
Epoch 0: 49%|████▉ | 922/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.487]
Epoch 0: 49%|████▉ | 922/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.523]
Epoch 0: 49%|████▉ | 923/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.523]
Epoch 0: 49%|████▉ | 923/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.400]
Epoch 0: 49%|████▉ | 924/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.400]
Epoch 0: 49%|████▉ | 924/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.383]
Epoch 0: 49%|████▉ | 925/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.383]
Epoch 0: 49%|████▉ | 925/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.159]
Epoch 0: 49%|████▉ | 926/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.159]
Epoch 0: 49%|████▉ | 926/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.100]
Epoch 0: 49%|████▉ | 927/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.100]
Epoch 0: 49%|████▉ | 927/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.213]
Epoch 0: 49%|████▉ | 928/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.213]
Epoch 0: 49%|████▉ | 928/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.252]
Epoch 0: 50%|████▉ | 929/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.252]
Epoch 0: 50%|████▉ | 929/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.600]
Epoch 0: 50%|████▉ | 930/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.600]
Epoch 0: 50%|████▉ | 930/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.445]
Epoch 0: 50%|████▉ | 931/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.445]
Epoch 0: 50%|████▉ | 931/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.523]
Epoch 0: 50%|████▉ | 932/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.523]
Epoch 0: 50%|████▉ | 932/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.240]
Epoch 0: 50%|████▉ | 933/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.240]
Epoch 0: 50%|████▉ | 933/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.441]
Epoch 0: 50%|████▉ | 934/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.441]
Epoch 0: 50%|████▉ | 934/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.265]
Epoch 0: 50%|████▉ | 935/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.265]
Epoch 0: 50%|████▉ | 935/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.227]
Epoch 0: 50%|████▉ | 936/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.227]
Epoch 0: 50%|████▉ | 936/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.374]
Epoch 0: 50%|████▉ | 937/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.374]
Epoch 0: 50%|████▉ | 937/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.170]
Epoch 0: 50%|█████ | 938/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.170]
Epoch 0: 50%|█████ | 938/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.198]
Epoch 0: 50%|█████ | 939/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.198]
Epoch 0: 50%|█████ | 939/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.442]
Epoch 0: 50%|█████ | 940/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.442]
Epoch 0: 50%|█████ | 940/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.435]
Epoch 0: 50%|█████ | 941/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.435]
Epoch 0: 50%|█████ | 941/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.381]
Epoch 0: 50%|█████ | 942/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.381]
Epoch 0: 50%|█████ | 942/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.232]
Epoch 0: 50%|█████ | 943/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.232]
Epoch 0: 50%|█████ | 943/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.250]
Epoch 0: 50%|█████ | 944/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.250]
Epoch 0: 50%|█████ | 944/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.0747]
Epoch 0: 50%|█████ | 945/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.0747]
Epoch 0: 50%|█████ | 945/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.732]
Epoch 0: 50%|█████ | 946/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.732]
Epoch 0: 50%|█████ | 946/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.349]
Epoch 0: 51%|█████ | 947/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.349]
Epoch 0: 51%|█████ | 947/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.525]
Epoch 0: 51%|█████ | 948/1875 [00:05<00:05, 182.47it/s, v_num=10, train_loss=0.525]
Epoch 0: 51%|█████ | 948/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.414]
Epoch 0: 51%|█████ | 949/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.414]
Epoch 0: 51%|█████ | 949/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.135]
Epoch 0: 51%|█████ | 950/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.135]
Epoch 0: 51%|█████ | 950/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.445]
Epoch 0: 51%|█████ | 951/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.445]
Epoch 0: 51%|█████ | 951/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.167]
Epoch 0: 51%|█████ | 952/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.167]
Epoch 0: 51%|█████ | 952/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.377]
Epoch 0: 51%|█████ | 953/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.377]
Epoch 0: 51%|█████ | 953/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.645]
Epoch 0: 51%|█████ | 954/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.645]
Epoch 0: 51%|█████ | 954/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.205]
Epoch 0: 51%|█████ | 955/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.205]
Epoch 0: 51%|█████ | 955/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.264]
Epoch 0: 51%|█████ | 956/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.264]
Epoch 0: 51%|█████ | 956/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.377]
Epoch 0: 51%|█████ | 957/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.377]
Epoch 0: 51%|█████ | 957/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.145]
Epoch 0: 51%|█████ | 958/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.145]
Epoch 0: 51%|█████ | 958/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.170]
Epoch 0: 51%|█████ | 959/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.170]
Epoch 0: 51%|█████ | 959/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.238]
Epoch 0: 51%|█████ | 960/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.238]
Epoch 0: 51%|█████ | 960/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.592]
Epoch 0: 51%|█████▏ | 961/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.592]
Epoch 0: 51%|█████▏ | 961/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.305]
Epoch 0: 51%|█████▏ | 962/1875 [00:05<00:05, 182.46it/s, v_num=10, train_loss=0.305]
Epoch 0: 51%|█████▏ | 962/1875 [00:05<00:05, 182.45it/s, v_num=10, train_loss=0.392]
Epoch 0: 51%|█████▏ | 963/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.392]
Epoch 0: 51%|█████▏ | 963/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.256]
Epoch 0: 51%|█████▏ | 964/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.256]
Epoch 0: 51%|█████▏ | 964/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.406]
Epoch 0: 51%|█████▏ | 965/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.406]
Epoch 0: 51%|█████▏ | 965/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.154]
Epoch 0: 52%|█████▏ | 966/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.154]
Epoch 0: 52%|█████▏ | 966/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.209]
Epoch 0: 52%|█████▏ | 967/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.209]
Epoch 0: 52%|█████▏ | 967/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.300]
Epoch 0: 52%|█████▏ | 968/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.300]
Epoch 0: 52%|█████▏ | 968/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.386]
Epoch 0: 52%|█████▏ | 969/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.386]
Epoch 0: 52%|█████▏ | 969/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.211]
Epoch 0: 52%|█████▏ | 970/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.211]
Epoch 0: 52%|█████▏ | 970/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.145]
Epoch 0: 52%|█████▏ | 971/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.145]
Epoch 0: 52%|█████▏ | 971/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.214]
Epoch 0: 52%|█████▏ | 972/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.214]
Epoch 0: 52%|█████▏ | 972/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.387]
Epoch 0: 52%|█████▏ | 973/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.387]
Epoch 0: 52%|█████▏ | 973/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.348]
Epoch 0: 52%|█████▏ | 974/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.348]
Epoch 0: 52%|█████▏ | 974/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.143]
Epoch 0: 52%|█████▏ | 975/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.143]
Epoch 0: 52%|█████▏ | 975/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.617]
Epoch 0: 52%|█████▏ | 976/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.617]
Epoch 0: 52%|█████▏ | 976/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.749]
Epoch 0: 52%|█████▏ | 977/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.749]
Epoch 0: 52%|█████▏ | 977/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.162]
Epoch 0: 52%|█████▏ | 978/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.162]
Epoch 0: 52%|█████▏ | 978/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.345]
Epoch 0: 52%|█████▏ | 979/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.345]
Epoch 0: 52%|█████▏ | 979/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.224]
Epoch 0: 52%|█████▏ | 980/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.224]
Epoch 0: 52%|█████▏ | 980/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.088]
Epoch 0: 52%|█████▏ | 981/1875 [00:05<00:04, 182.46it/s, v_num=10, train_loss=0.088]
Epoch 0: 52%|█████▏ | 981/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.189]
Epoch 0: 52%|█████▏ | 982/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.189]
Epoch 0: 52%|█████▏ | 982/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.288]
Epoch 0: 52%|█████▏ | 983/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.288]
Epoch 0: 52%|█████▏ | 983/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.446]
Epoch 0: 52%|█████▏ | 984/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.446]
Epoch 0: 52%|█████▏ | 984/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.569]
Epoch 0: 53%|█████▎ | 985/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.569]
Epoch 0: 53%|█████▎ | 985/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.489]
Epoch 0: 53%|█████▎ | 986/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.489]
Epoch 0: 53%|█████▎ | 986/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=1.370]
Epoch 0: 53%|█████▎ | 987/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=1.370]
Epoch 0: 53%|█████▎ | 987/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.521]
Epoch 0: 53%|█████▎ | 988/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.521]
Epoch 0: 53%|█████▎ | 988/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.461]
Epoch 0: 53%|█████▎ | 989/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.461]
Epoch 0: 53%|█████▎ | 989/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.227]
Epoch 0: 53%|█████▎ | 990/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.227]
Epoch 0: 53%|█████▎ | 990/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.255]
Epoch 0: 53%|█████▎ | 991/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.255]
Epoch 0: 53%|█████▎ | 991/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.268]
Epoch 0: 53%|█████▎ | 992/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.268]
Epoch 0: 53%|█████▎ | 992/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.219]
Epoch 0: 53%|█████▎ | 993/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.219]
Epoch 0: 53%|█████▎ | 993/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.132]
Epoch 0: 53%|█████▎ | 994/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.132]
Epoch 0: 53%|█████▎ | 994/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.113]
Epoch 0: 53%|█████▎ | 995/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.113]
Epoch 0: 53%|█████▎ | 995/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.383]
Epoch 0: 53%|█████▎ | 996/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.383]
Epoch 0: 53%|█████▎ | 996/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.503]
Epoch 0: 53%|█████▎ | 997/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.503]
Epoch 0: 53%|█████▎ | 997/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.298]
Epoch 0: 53%|█████▎ | 998/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.298]
Epoch 0: 53%|█████▎ | 998/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.187]
Epoch 0: 53%|█████▎ | 999/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.187]
Epoch 0: 53%|█████▎ | 999/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.625]
Epoch 0: 53%|█████▎ | 1000/1875 [00:05<00:04, 182.45it/s, v_num=10, train_loss=0.625]
Epoch 0: 53%|█████▎ | 1000/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.297]
Epoch 0: 53%|█████▎ | 1001/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.297]
Epoch 0: 53%|█████▎ | 1001/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.262]
Epoch 0: 53%|█████▎ | 1002/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.262]
Epoch 0: 53%|█████▎ | 1002/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.539]
Epoch 0: 53%|█████▎ | 1003/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.539]
Epoch 0: 53%|█████▎ | 1003/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.186]
Epoch 0: 54%|█████▎ | 1004/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.186]
Epoch 0: 54%|█████▎ | 1004/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.241]
Epoch 0: 54%|█████▎ | 1005/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.241]
Epoch 0: 54%|█████▎ | 1005/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.256]
Epoch 0: 54%|█████▎ | 1006/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.256]
Epoch 0: 54%|█████▎ | 1006/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.274]
Epoch 0: 54%|█████▎ | 1007/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.274]
Epoch 0: 54%|█████▎ | 1007/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.257]
Epoch 0: 54%|█████▍ | 1008/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.257]
Epoch 0: 54%|█████▍ | 1008/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.480]
Epoch 0: 54%|█████▍ | 1009/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.480]
Epoch 0: 54%|█████▍ | 1009/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.216]
Epoch 0: 54%|█████▍ | 1010/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.216]
Epoch 0: 54%|█████▍ | 1010/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.448]
Epoch 0: 54%|█████▍ | 1011/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.448]
Epoch 0: 54%|█████▍ | 1011/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.238]
Epoch 0: 54%|█████▍ | 1012/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.238]
Epoch 0: 54%|█████▍ | 1012/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.398]
Epoch 0: 54%|█████▍ | 1013/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.398]
Epoch 0: 54%|█████▍ | 1013/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.581]
Epoch 0: 54%|█████▍ | 1014/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.581]
Epoch 0: 54%|█████▍ | 1014/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.298]
Epoch 0: 54%|█████▍ | 1015/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.298]
Epoch 0: 54%|█████▍ | 1015/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.300]
Epoch 0: 54%|█████▍ | 1016/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.300]
Epoch 0: 54%|█████▍ | 1016/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.427]
Epoch 0: 54%|█████▍ | 1017/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.427]
Epoch 0: 54%|█████▍ | 1017/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.054]
Epoch 0: 54%|█████▍ | 1018/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.054]
Epoch 0: 54%|█████▍ | 1018/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.372]
Epoch 0: 54%|█████▍ | 1019/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.372]
Epoch 0: 54%|█████▍ | 1019/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.162]
Epoch 0: 54%|█████▍ | 1020/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.162]
Epoch 0: 54%|█████▍ | 1020/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.487]
Epoch 0: 54%|█████▍ | 1021/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.487]
Epoch 0: 54%|█████▍ | 1021/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.302]
Epoch 0: 55%|█████▍ | 1022/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.302]
Epoch 0: 55%|█████▍ | 1022/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.609]
Epoch 0: 55%|█████▍ | 1023/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.609]
Epoch 0: 55%|█████▍ | 1023/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.180]
Epoch 0: 55%|█████▍ | 1024/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.180]
Epoch 0: 55%|█████▍ | 1024/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.479]
Epoch 0: 55%|█████▍ | 1025/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.479]
Epoch 0: 55%|█████▍ | 1025/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.346]
Epoch 0: 55%|█████▍ | 1026/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.346]
Epoch 0: 55%|█████▍ | 1026/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.274]
Epoch 0: 55%|█████▍ | 1027/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.274]
Epoch 0: 55%|█████▍ | 1027/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.188]
Epoch 0: 55%|█████▍ | 1028/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.188]
Epoch 0: 55%|█████▍ | 1028/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.139]
Epoch 0: 55%|█████▍ | 1029/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.139]
Epoch 0: 55%|█████▍ | 1029/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.119]
Epoch 0: 55%|█████▍ | 1030/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.119]
Epoch 0: 55%|█████▍ | 1030/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.421]
Epoch 0: 55%|█████▍ | 1031/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.421]
Epoch 0: 55%|█████▍ | 1031/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.307]
Epoch 0: 55%|█████▌ | 1032/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.307]
Epoch 0: 55%|█████▌ | 1032/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.295]
Epoch 0: 55%|█████▌ | 1033/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.295]
Epoch 0: 55%|█████▌ | 1033/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.213]
Epoch 0: 55%|█████▌ | 1034/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.213]
Epoch 0: 55%|█████▌ | 1034/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.248]
Epoch 0: 55%|█████▌ | 1035/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.248]
Epoch 0: 55%|█████▌ | 1035/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.263]
Epoch 0: 55%|█████▌ | 1036/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.263]
Epoch 0: 55%|█████▌ | 1036/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.110]
Epoch 0: 55%|█████▌ | 1037/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.110]
Epoch 0: 55%|█████▌ | 1037/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.0954]
Epoch 0: 55%|█████▌ | 1038/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.0954]
Epoch 0: 55%|█████▌ | 1038/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.249]
Epoch 0: 55%|█████▌ | 1039/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.249]
Epoch 0: 55%|█████▌ | 1039/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.613]
Epoch 0: 55%|█████▌ | 1040/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.613]
Epoch 0: 55%|█████▌ | 1040/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.668]
Epoch 0: 56%|█████▌ | 1041/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.668]
Epoch 0: 56%|█████▌ | 1041/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.328]
Epoch 0: 56%|█████▌ | 1042/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.328]
Epoch 0: 56%|█████▌ | 1042/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.411]
Epoch 0: 56%|█████▌ | 1043/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.411]
Epoch 0: 56%|█████▌ | 1043/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.677]
Epoch 0: 56%|█████▌ | 1044/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.677]
Epoch 0: 56%|█████▌ | 1044/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.215]
Epoch 0: 56%|█████▌ | 1045/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.215]
Epoch 0: 56%|█████▌ | 1045/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.209]
Epoch 0: 56%|█████▌ | 1046/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.209]
Epoch 0: 56%|█████▌ | 1046/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.255]
Epoch 0: 56%|█████▌ | 1047/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.255]
Epoch 0: 56%|█████▌ | 1047/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.315]
Epoch 0: 56%|█████▌ | 1048/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.315]
Epoch 0: 56%|█████▌ | 1048/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.424]
Epoch 0: 56%|█████▌ | 1049/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.424]
Epoch 0: 56%|█████▌ | 1049/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.298]
Epoch 0: 56%|█████▌ | 1050/1875 [00:05<00:04, 182.44it/s, v_num=10, train_loss=0.298]
Epoch 0: 56%|█████▌ | 1050/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.622]
Epoch 0: 56%|█████▌ | 1051/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.622]
Epoch 0: 56%|█████▌ | 1051/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.331]
Epoch 0: 56%|█████▌ | 1052/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.331]
Epoch 0: 56%|█████▌ | 1052/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.0837]
Epoch 0: 56%|█████▌ | 1053/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.0837]
Epoch 0: 56%|█████▌ | 1053/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.336]
Epoch 0: 56%|█████▌ | 1054/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.336]
Epoch 0: 56%|█████▌ | 1054/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 56%|█████▋ | 1055/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.247]
Epoch 0: 56%|█████▋ | 1055/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.290]
Epoch 0: 56%|█████▋ | 1056/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.290]
Epoch 0: 56%|█████▋ | 1056/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.207]
Epoch 0: 56%|█████▋ | 1057/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.207]
Epoch 0: 56%|█████▋ | 1057/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.0926]
Epoch 0: 56%|█████▋ | 1058/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.0926]
Epoch 0: 56%|█████▋ | 1058/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.145]
Epoch 0: 56%|█████▋ | 1059/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.145]
Epoch 0: 56%|█████▋ | 1059/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.280]
Epoch 0: 57%|█████▋ | 1060/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.280]
Epoch 0: 57%|█████▋ | 1060/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 57%|█████▋ | 1061/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.247]
Epoch 0: 57%|█████▋ | 1061/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.221]
Epoch 0: 57%|█████▋ | 1062/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.221]
Epoch 0: 57%|█████▋ | 1062/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.237]
Epoch 0: 57%|█████▋ | 1063/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.237]
Epoch 0: 57%|█████▋ | 1063/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.493]
Epoch 0: 57%|█████▋ | 1064/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.493]
Epoch 0: 57%|█████▋ | 1064/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.597]
Epoch 0: 57%|█████▋ | 1065/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.597]
Epoch 0: 57%|█████▋ | 1065/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.827]
Epoch 0: 57%|█████▋ | 1066/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.827]
Epoch 0: 57%|█████▋ | 1066/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.598]
Epoch 0: 57%|█████▋ | 1067/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.598]
Epoch 0: 57%|█████▋ | 1067/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.309]
Epoch 0: 57%|█████▋ | 1068/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.309]
Epoch 0: 57%|█████▋ | 1068/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.512]
Epoch 0: 57%|█████▋ | 1069/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.512]
Epoch 0: 57%|█████▋ | 1069/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.165]
Epoch 0: 57%|█████▋ | 1070/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.165]
Epoch 0: 57%|█████▋ | 1070/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.245]
Epoch 0: 57%|█████▋ | 1071/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.245]
Epoch 0: 57%|█████▋ | 1071/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.194]
Epoch 0: 57%|█████▋ | 1072/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.194]
Epoch 0: 57%|█████▋ | 1072/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.245]
Epoch 0: 57%|█████▋ | 1073/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.245]
Epoch 0: 57%|█████▋ | 1073/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.359]
Epoch 0: 57%|█████▋ | 1074/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.359]
Epoch 0: 57%|█████▋ | 1074/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.387]
Epoch 0: 57%|█████▋ | 1075/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.387]
Epoch 0: 57%|█████▋ | 1075/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.196]
Epoch 0: 57%|█████▋ | 1076/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.196]
Epoch 0: 57%|█████▋ | 1076/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.141]
Epoch 0: 57%|█████▋ | 1077/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.141]
Epoch 0: 57%|█████▋ | 1077/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 57%|█████▋ | 1078/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 57%|█████▋ | 1078/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.338]
Epoch 0: 58%|█████▊ | 1079/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.338]
Epoch 0: 58%|█████▊ | 1079/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.715]
Epoch 0: 58%|█████▊ | 1080/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.715]
Epoch 0: 58%|█████▊ | 1080/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.501]
Epoch 0: 58%|█████▊ | 1081/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.501]
Epoch 0: 58%|█████▊ | 1081/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.241]
Epoch 0: 58%|█████▊ | 1082/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.241]
Epoch 0: 58%|█████▊ | 1082/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.578]
Epoch 0: 58%|█████▊ | 1083/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.578]
Epoch 0: 58%|█████▊ | 1083/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.569]
Epoch 0: 58%|█████▊ | 1084/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.569]
Epoch 0: 58%|█████▊ | 1084/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.108]
Epoch 0: 58%|█████▊ | 1085/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.108]
Epoch 0: 58%|█████▊ | 1085/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.162]
Epoch 0: 58%|█████▊ | 1086/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.162]
Epoch 0: 58%|█████▊ | 1086/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.325]
Epoch 0: 58%|█████▊ | 1087/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.325]
Epoch 0: 58%|█████▊ | 1087/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.206]
Epoch 0: 58%|█████▊ | 1088/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.206]
Epoch 0: 58%|█████▊ | 1088/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.0797]
Epoch 0: 58%|█████▊ | 1089/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.0797]
Epoch 0: 58%|█████▊ | 1089/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1090/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1090/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.406]
Epoch 0: 58%|█████▊ | 1091/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.406]
Epoch 0: 58%|█████▊ | 1091/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.449]
Epoch 0: 58%|█████▊ | 1092/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.449]
Epoch 0: 58%|█████▊ | 1092/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.384]
Epoch 0: 58%|█████▊ | 1093/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.384]
Epoch 0: 58%|█████▊ | 1093/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.512]
Epoch 0: 58%|█████▊ | 1094/1875 [00:05<00:04, 182.43it/s, v_num=10, train_loss=0.512]
Epoch 0: 58%|█████▊ | 1094/1875 [00:05<00:04, 182.42it/s, v_num=10, train_loss=0.345]
Epoch 0: 58%|█████▊ | 1095/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.345]
Epoch 0: 58%|█████▊ | 1095/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.171]
Epoch 0: 58%|█████▊ | 1096/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.171]
Epoch 0: 58%|█████▊ | 1096/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.310]
Epoch 0: 59%|█████▊ | 1097/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.310]
Epoch 0: 59%|█████▊ | 1097/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 59%|█████▊ | 1098/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.247]
Epoch 0: 59%|█████▊ | 1098/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.410]
Epoch 0: 59%|█████▊ | 1099/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.410]
Epoch 0: 59%|█████▊ | 1099/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.110]
Epoch 0: 59%|█████▊ | 1100/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.110]
Epoch 0: 59%|█████▊ | 1100/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 59%|█████▊ | 1101/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 59%|█████▊ | 1101/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.0458]
Epoch 0: 59%|█████▉ | 1102/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.0458]
Epoch 0: 59%|█████▉ | 1102/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.484]
Epoch 0: 59%|█████▉ | 1103/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.484]
Epoch 0: 59%|█████▉ | 1103/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.355]
Epoch 0: 59%|█████▉ | 1104/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.355]
Epoch 0: 59%|█████▉ | 1104/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.255]
Epoch 0: 59%|█████▉ | 1105/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.255]
Epoch 0: 59%|█████▉ | 1105/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.184]
Epoch 0: 59%|█████▉ | 1106/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.184]
Epoch 0: 59%|█████▉ | 1106/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.273]
Epoch 0: 59%|█████▉ | 1107/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.273]
Epoch 0: 59%|█████▉ | 1107/1875 [00:06<00:04, 182.41it/s, v_num=10, train_loss=0.124]
Epoch 0: 59%|█████▉ | 1108/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.124]
Epoch 0: 59%|█████▉ | 1108/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.140]
Epoch 0: 59%|█████▉ | 1109/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.140]
Epoch 0: 59%|█████▉ | 1109/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.268]
Epoch 0: 59%|█████▉ | 1110/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.268]
Epoch 0: 59%|█████▉ | 1110/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.461]
Epoch 0: 59%|█████▉ | 1111/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.461]
Epoch 0: 59%|█████▉ | 1111/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.446]
Epoch 0: 59%|█████▉ | 1112/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.446]
Epoch 0: 59%|█████▉ | 1112/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.118]
Epoch 0: 59%|█████▉ | 1113/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.118]
Epoch 0: 59%|█████▉ | 1113/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.327]
Epoch 0: 59%|█████▉ | 1114/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.327]
Epoch 0: 59%|█████▉ | 1114/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.138]
Epoch 0: 59%|█████▉ | 1115/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.138]
Epoch 0: 59%|█████▉ | 1115/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.475]
Epoch 0: 60%|█████▉ | 1116/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.475]
Epoch 0: 60%|█████▉ | 1116/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.134]
Epoch 0: 60%|█████▉ | 1117/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.134]
Epoch 0: 60%|█████▉ | 1117/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.274]
Epoch 0: 60%|█████▉ | 1118/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.274]
Epoch 0: 60%|█████▉ | 1118/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.553]
Epoch 0: 60%|█████▉ | 1119/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.553]
Epoch 0: 60%|█████▉ | 1119/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.101]
Epoch 0: 60%|█████▉ | 1120/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.101]
Epoch 0: 60%|█████▉ | 1120/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.169]
Epoch 0: 60%|█████▉ | 1121/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.169]
Epoch 0: 60%|█████▉ | 1121/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.212]
Epoch 0: 60%|█████▉ | 1122/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.212]
Epoch 0: 60%|█████▉ | 1122/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.341]
Epoch 0: 60%|█████▉ | 1123/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.341]
Epoch 0: 60%|█████▉ | 1123/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.252]
Epoch 0: 60%|█████▉ | 1124/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.252]
Epoch 0: 60%|█████▉ | 1124/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.0765]
Epoch 0: 60%|██████ | 1125/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.0765]
Epoch 0: 60%|██████ | 1125/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.703]
Epoch 0: 60%|██████ | 1126/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.703]
Epoch 0: 60%|██████ | 1126/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.0947]
Epoch 0: 60%|██████ | 1127/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.0947]
Epoch 0: 60%|██████ | 1127/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 60%|██████ | 1128/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.247]
Epoch 0: 60%|██████ | 1128/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.237]
Epoch 0: 60%|██████ | 1129/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.237]
Epoch 0: 60%|██████ | 1129/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.280]
Epoch 0: 60%|██████ | 1130/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.280]
Epoch 0: 60%|██████ | 1130/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.395]
Epoch 0: 60%|██████ | 1131/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.395]
Epoch 0: 60%|██████ | 1131/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.334]
Epoch 0: 60%|██████ | 1132/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.334]
Epoch 0: 60%|██████ | 1132/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.117]
Epoch 0: 60%|██████ | 1133/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.117]
Epoch 0: 60%|██████ | 1133/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.464]
Epoch 0: 60%|██████ | 1134/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.464]
Epoch 0: 60%|██████ | 1134/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.254]
Epoch 0: 61%|██████ | 1135/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.254]
Epoch 0: 61%|██████ | 1135/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.315]
Epoch 0: 61%|██████ | 1136/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.315]
Epoch 0: 61%|██████ | 1136/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.323]
Epoch 0: 61%|██████ | 1137/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.323]
Epoch 0: 61%|██████ | 1137/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.313]
Epoch 0: 61%|██████ | 1138/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.313]
Epoch 0: 61%|██████ | 1138/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.589]
Epoch 0: 61%|██████ | 1139/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.589]
Epoch 0: 61%|██████ | 1139/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.436]
Epoch 0: 61%|██████ | 1140/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.436]
Epoch 0: 61%|██████ | 1140/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.0591]
Epoch 0: 61%|██████ | 1141/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.0591]
Epoch 0: 61%|██████ | 1141/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.223]
Epoch 0: 61%|██████ | 1142/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.223]
Epoch 0: 61%|██████ | 1142/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.143]
Epoch 0: 61%|██████ | 1143/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.143]
Epoch 0: 61%|██████ | 1143/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.199]
Epoch 0: 61%|██████ | 1144/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.199]
Epoch 0: 61%|██████ | 1144/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.201]
Epoch 0: 61%|██████ | 1145/1875 [00:06<00:04, 182.43it/s, v_num=10, train_loss=0.201]
Epoch 0: 61%|██████ | 1145/1875 [00:06<00:04, 182.42it/s, v_num=10, train_loss=0.173]
Epoch 0: 61%|██████ | 1146/1875 [00:06<00:03, 182.43it/s, v_num=10, train_loss=0.173]
Epoch 0: 61%|██████ | 1146/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.322]
Epoch 0: 61%|██████ | 1147/1875 [00:06<00:03, 182.43it/s, v_num=10, train_loss=0.322]
Epoch 0: 61%|██████ | 1147/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.412]
Epoch 0: 61%|██████ | 1148/1875 [00:06<00:03, 182.43it/s, v_num=10, train_loss=0.412]
Epoch 0: 61%|██████ | 1148/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0911]
Epoch 0: 61%|██████▏ | 1149/1875 [00:06<00:03, 182.43it/s, v_num=10, train_loss=0.0911]
Epoch 0: 61%|██████▏ | 1149/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.346]
Epoch 0: 61%|██████▏ | 1150/1875 [00:06<00:03, 182.43it/s, v_num=10, train_loss=0.346]
Epoch 0: 61%|██████▏ | 1150/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.501]
Epoch 0: 61%|██████▏ | 1151/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.501]
Epoch 0: 61%|██████▏ | 1151/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.541]
Epoch 0: 61%|██████▏ | 1152/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.541]
Epoch 0: 61%|██████▏ | 1152/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.587]
Epoch 0: 61%|██████▏ | 1153/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.587]
Epoch 0: 61%|██████▏ | 1153/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.268]
Epoch 0: 62%|██████▏ | 1154/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.268]
Epoch 0: 62%|██████▏ | 1154/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.117]
Epoch 0: 62%|██████▏ | 1155/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.117]
Epoch 0: 62%|██████▏ | 1155/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.149]
Epoch 0: 62%|██████▏ | 1156/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.149]
Epoch 0: 62%|██████▏ | 1156/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.467]
Epoch 0: 62%|██████▏ | 1157/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.467]
Epoch 0: 62%|██████▏ | 1157/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.309]
Epoch 0: 62%|██████▏ | 1158/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.309]
Epoch 0: 62%|██████▏ | 1158/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.111]
Epoch 0: 62%|██████▏ | 1159/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.111]
Epoch 0: 62%|██████▏ | 1159/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.156]
Epoch 0: 62%|██████▏ | 1160/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.156]
Epoch 0: 62%|██████▏ | 1160/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.195]
Epoch 0: 62%|██████▏ | 1161/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.195]
Epoch 0: 62%|██████▏ | 1161/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.231]
Epoch 0: 62%|██████▏ | 1162/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.231]
Epoch 0: 62%|██████▏ | 1162/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.079]
Epoch 0: 62%|██████▏ | 1163/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.079]
Epoch 0: 62%|██████▏ | 1163/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.313]
Epoch 0: 62%|██████▏ | 1164/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.313]
Epoch 0: 62%|██████▏ | 1164/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.133]
Epoch 0: 62%|██████▏ | 1165/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.133]
Epoch 0: 62%|██████▏ | 1165/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.157]
Epoch 0: 62%|██████▏ | 1166/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.157]
Epoch 0: 62%|██████▏ | 1166/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.280]
Epoch 0: 62%|██████▏ | 1167/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.280]
Epoch 0: 62%|██████▏ | 1167/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 62%|██████▏ | 1168/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 62%|██████▏ | 1168/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.445]
Epoch 0: 62%|██████▏ | 1169/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.445]
Epoch 0: 62%|██████▏ | 1169/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.377]
Epoch 0: 62%|██████▏ | 1170/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.377]
Epoch 0: 62%|██████▏ | 1170/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.408]
Epoch 0: 62%|██████▏ | 1171/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.408]
Epoch 0: 62%|██████▏ | 1171/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.211]
Epoch 0: 63%|██████▎ | 1172/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.211]
Epoch 0: 63%|██████▎ | 1172/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.549]
Epoch 0: 63%|██████▎ | 1173/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.549]
Epoch 0: 63%|██████▎ | 1173/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.189]
Epoch 0: 63%|██████▎ | 1174/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.189]
Epoch 0: 63%|██████▎ | 1174/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.193]
Epoch 0: 63%|██████▎ | 1175/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.193]
Epoch 0: 63%|██████▎ | 1175/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0962]
Epoch 0: 63%|██████▎ | 1176/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0962]
Epoch 0: 63%|██████▎ | 1176/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.169]
Epoch 0: 63%|██████▎ | 1177/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.169]
Epoch 0: 63%|██████▎ | 1177/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.276]
Epoch 0: 63%|██████▎ | 1178/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.276]
Epoch 0: 63%|██████▎ | 1178/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.194]
Epoch 0: 63%|██████▎ | 1179/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.194]
Epoch 0: 63%|██████▎ | 1179/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.222]
Epoch 0: 63%|██████▎ | 1180/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.222]
Epoch 0: 63%|██████▎ | 1180/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.496]
Epoch 0: 63%|██████▎ | 1181/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.496]
Epoch 0: 63%|██████▎ | 1181/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.257]
Epoch 0: 63%|██████▎ | 1182/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.257]
Epoch 0: 63%|██████▎ | 1182/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.310]
Epoch 0: 63%|██████▎ | 1183/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.310]
Epoch 0: 63%|██████▎ | 1183/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.289]
Epoch 0: 63%|██████▎ | 1184/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.289]
Epoch 0: 63%|██████▎ | 1184/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.293]
Epoch 0: 63%|██████▎ | 1185/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.293]
Epoch 0: 63%|██████▎ | 1185/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.334]
Epoch 0: 63%|██████▎ | 1186/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.334]
Epoch 0: 63%|██████▎ | 1186/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 63%|██████▎ | 1187/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 63%|██████▎ | 1187/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.270]
Epoch 0: 63%|██████▎ | 1188/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.270]
Epoch 0: 63%|██████▎ | 1188/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.329]
Epoch 0: 63%|██████▎ | 1189/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.329]
Epoch 0: 63%|██████▎ | 1189/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.379]
Epoch 0: 63%|██████▎ | 1190/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.379]
Epoch 0: 63%|██████▎ | 1190/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0772]
Epoch 0: 64%|██████▎ | 1191/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0772]
Epoch 0: 64%|██████▎ | 1191/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0469]
Epoch 0: 64%|██████▎ | 1192/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0469]
Epoch 0: 64%|██████▎ | 1192/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.171]
Epoch 0: 64%|██████▎ | 1193/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.171]
Epoch 0: 64%|██████▎ | 1193/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 64%|██████▎ | 1194/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 64%|██████▎ | 1194/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.207]
Epoch 0: 64%|██████▎ | 1195/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.207]
Epoch 0: 64%|██████▎ | 1195/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.177]
Epoch 0: 64%|██████▍ | 1196/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.177]
Epoch 0: 64%|██████▍ | 1196/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 64%|██████▍ | 1197/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 64%|██████▍ | 1197/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.234]
Epoch 0: 64%|██████▍ | 1198/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.234]
Epoch 0: 64%|██████▍ | 1198/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0292]
Epoch 0: 64%|██████▍ | 1199/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0292]
Epoch 0: 64%|██████▍ | 1199/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0802]
Epoch 0: 64%|██████▍ | 1200/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0802]
Epoch 0: 64%|██████▍ | 1200/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.203]
Epoch 0: 64%|██████▍ | 1201/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.203]
Epoch 0: 64%|██████▍ | 1201/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.277]
Epoch 0: 64%|██████▍ | 1202/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.277]
Epoch 0: 64%|██████▍ | 1202/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.865]
Epoch 0: 64%|██████▍ | 1203/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.865]
Epoch 0: 64%|██████▍ | 1203/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.330]
Epoch 0: 64%|██████▍ | 1204/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.330]
Epoch 0: 64%|██████▍ | 1204/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.485]
Epoch 0: 64%|██████▍ | 1205/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.485]
Epoch 0: 64%|██████▍ | 1205/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.175]
Epoch 0: 64%|██████▍ | 1206/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.175]
Epoch 0: 64%|██████▍ | 1206/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.102]
Epoch 0: 64%|██████▍ | 1207/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.102]
Epoch 0: 64%|██████▍ | 1207/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.264]
Epoch 0: 64%|██████▍ | 1208/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.264]
Epoch 0: 64%|██████▍ | 1208/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.357]
Epoch 0: 64%|██████▍ | 1209/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.357]
Epoch 0: 64%|██████▍ | 1209/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.345]
Epoch 0: 65%|██████▍ | 1210/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.345]
Epoch 0: 65%|██████▍ | 1210/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.235]
Epoch 0: 65%|██████▍ | 1211/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.235]
Epoch 0: 65%|██████▍ | 1211/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.105]
Epoch 0: 65%|██████▍ | 1212/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.105]
Epoch 0: 65%|██████▍ | 1212/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.241]
Epoch 0: 65%|██████▍ | 1213/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.241]
Epoch 0: 65%|██████▍ | 1213/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.166]
Epoch 0: 65%|██████▍ | 1214/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.166]
Epoch 0: 65%|██████▍ | 1214/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.535]
Epoch 0: 65%|██████▍ | 1215/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.535]
Epoch 0: 65%|██████▍ | 1215/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.312]
Epoch 0: 65%|██████▍ | 1216/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.312]
Epoch 0: 65%|██████▍ | 1216/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.304]
Epoch 0: 65%|██████▍ | 1217/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.304]
Epoch 0: 65%|██████▍ | 1217/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.384]
Epoch 0: 65%|██████▍ | 1218/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.384]
Epoch 0: 65%|██████▍ | 1218/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.447]
Epoch 0: 65%|██████▌ | 1219/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.447]
Epoch 0: 65%|██████▌ | 1219/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.450]
Epoch 0: 65%|██████▌ | 1220/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.450]
Epoch 0: 65%|██████▌ | 1220/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.488]
Epoch 0: 65%|██████▌ | 1221/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.488]
Epoch 0: 65%|██████▌ | 1221/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.171]
Epoch 0: 65%|██████▌ | 1222/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.171]
Epoch 0: 65%|██████▌ | 1222/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0465]
Epoch 0: 65%|██████▌ | 1223/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0465]
Epoch 0: 65%|██████▌ | 1223/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.263]
Epoch 0: 65%|██████▌ | 1224/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.263]
Epoch 0: 65%|██████▌ | 1224/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.329]
Epoch 0: 65%|██████▌ | 1225/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.329]
Epoch 0: 65%|██████▌ | 1225/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.524]
Epoch 0: 65%|██████▌ | 1226/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.524]
Epoch 0: 65%|██████▌ | 1226/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0357]
Epoch 0: 65%|██████▌ | 1227/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0357]
Epoch 0: 65%|██████▌ | 1227/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.223]
Epoch 0: 65%|██████▌ | 1228/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.223]
Epoch 0: 65%|██████▌ | 1228/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.175]
Epoch 0: 66%|██████▌ | 1229/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.175]
Epoch 0: 66%|██████▌ | 1229/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.326]
Epoch 0: 66%|██████▌ | 1230/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.326]
Epoch 0: 66%|██████▌ | 1230/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.171]
Epoch 0: 66%|██████▌ | 1231/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.171]
Epoch 0: 66%|██████▌ | 1231/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0503]
Epoch 0: 66%|██████▌ | 1232/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0503]
Epoch 0: 66%|██████▌ | 1232/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.175]
Epoch 0: 66%|██████▌ | 1233/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.175]
Epoch 0: 66%|██████▌ | 1233/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.368]
Epoch 0: 66%|██████▌ | 1234/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.368]
Epoch 0: 66%|██████▌ | 1234/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.254]
Epoch 0: 66%|██████▌ | 1235/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.254]
Epoch 0: 66%|██████▌ | 1235/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.287]
Epoch 0: 66%|██████▌ | 1236/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.287]
Epoch 0: 66%|██████▌ | 1236/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.154]
Epoch 0: 66%|██████▌ | 1237/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.154]
Epoch 0: 66%|██████▌ | 1237/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.172]
Epoch 0: 66%|██████▌ | 1238/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 66%|██████▌ | 1238/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0801]
Epoch 0: 66%|██████▌ | 1239/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0801]
Epoch 0: 66%|██████▌ | 1239/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.104]
Epoch 0: 66%|██████▌ | 1240/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.104]
Epoch 0: 66%|██████▌ | 1240/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.159]
Epoch 0: 66%|██████▌ | 1241/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.159]
Epoch 0: 66%|██████▌ | 1241/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.0872]
Epoch 0: 66%|██████▌ | 1242/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.0872]
Epoch 0: 66%|██████▌ | 1242/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.267]
Epoch 0: 66%|██████▋ | 1243/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.267]
Epoch 0: 66%|██████▋ | 1243/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.603]
Epoch 0: 66%|██████▋ | 1244/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.603]
Epoch 0: 66%|██████▋ | 1244/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.244]
Epoch 0: 66%|██████▋ | 1245/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.244]
Epoch 0: 66%|██████▋ | 1245/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.216]
Epoch 0: 66%|██████▋ | 1246/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.216]
Epoch 0: 66%|██████▋ | 1246/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.396]
Epoch 0: 67%|██████▋ | 1247/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.396]
Epoch 0: 67%|██████▋ | 1247/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.139]
Epoch 0: 67%|██████▋ | 1248/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.139]
Epoch 0: 67%|██████▋ | 1248/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.120]
Epoch 0: 67%|██████▋ | 1249/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.120]
Epoch 0: 67%|██████▋ | 1249/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.225]
Epoch 0: 67%|██████▋ | 1250/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.225]
Epoch 0: 67%|██████▋ | 1250/1875 [00:06<00:03, 182.42it/s, v_num=10, train_loss=0.234]
Epoch 0: 67%|██████▋ | 1251/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.234]
Epoch 0: 67%|██████▋ | 1251/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.349]
Epoch 0: 67%|██████▋ | 1252/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.349]
Epoch 0: 67%|██████▋ | 1252/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.219]
Epoch 0: 67%|██████▋ | 1253/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.219]
Epoch 0: 67%|██████▋ | 1253/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1254/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1254/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.187]
Epoch 0: 67%|██████▋ | 1255/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.187]
Epoch 0: 67%|██████▋ | 1255/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.164]
Epoch 0: 67%|██████▋ | 1256/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.164]
Epoch 0: 67%|██████▋ | 1256/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.438]
Epoch 0: 67%|██████▋ | 1257/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.438]
Epoch 0: 67%|██████▋ | 1257/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.382]
Epoch 0: 67%|██████▋ | 1258/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.382]
Epoch 0: 67%|██████▋ | 1258/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.119]
Epoch 0: 67%|██████▋ | 1259/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.119]
Epoch 0: 67%|██████▋ | 1259/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.360]
Epoch 0: 67%|██████▋ | 1260/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.360]
Epoch 0: 67%|██████▋ | 1260/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.739]
Epoch 0: 67%|██████▋ | 1261/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.739]
Epoch 0: 67%|██████▋ | 1261/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.355]
Epoch 0: 67%|██████▋ | 1262/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.355]
Epoch 0: 67%|██████▋ | 1262/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.216]
Epoch 0: 67%|██████▋ | 1263/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.216]
Epoch 0: 67%|██████▋ | 1263/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.261]
Epoch 0: 67%|██████▋ | 1264/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.261]
Epoch 0: 67%|██████▋ | 1264/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.263]
Epoch 0: 67%|██████▋ | 1265/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.263]
Epoch 0: 67%|██████▋ | 1265/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.378]
Epoch 0: 68%|██████▊ | 1266/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.378]
Epoch 0: 68%|██████▊ | 1266/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.142]
Epoch 0: 68%|██████▊ | 1267/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.142]
Epoch 0: 68%|██████▊ | 1267/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.165]
Epoch 0: 68%|██████▊ | 1268/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.165]
Epoch 0: 68%|██████▊ | 1268/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.191]
Epoch 0: 68%|██████▊ | 1269/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.191]
Epoch 0: 68%|██████▊ | 1269/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.380]
Epoch 0: 68%|██████▊ | 1270/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.380]
Epoch 0: 68%|██████▊ | 1270/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.681]
Epoch 0: 68%|██████▊ | 1271/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.681]
Epoch 0: 68%|██████▊ | 1271/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.245]
Epoch 0: 68%|██████▊ | 1272/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.245]
Epoch 0: 68%|██████▊ | 1272/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.114]
Epoch 0: 68%|██████▊ | 1273/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.114]
Epoch 0: 68%|██████▊ | 1273/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.369]
Epoch 0: 68%|██████▊ | 1274/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.369]
Epoch 0: 68%|██████▊ | 1274/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.199]
Epoch 0: 68%|██████▊ | 1275/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.199]
Epoch 0: 68%|██████▊ | 1275/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.101]
Epoch 0: 68%|██████▊ | 1276/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.101]
Epoch 0: 68%|██████▊ | 1276/1875 [00:06<00:03, 182.41it/s, v_num=10, train_loss=0.104]
Epoch 0: 68%|██████▊ | 1277/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.104]
Epoch 0: 68%|██████▊ | 1277/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.383]
Epoch 0: 68%|██████▊ | 1278/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.383]
Epoch 0: 68%|██████▊ | 1278/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0934]
Epoch 0: 68%|██████▊ | 1279/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0934]
Epoch 0: 68%|██████▊ | 1279/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0917]
Epoch 0: 68%|██████▊ | 1280/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0917]
Epoch 0: 68%|██████▊ | 1280/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.281]
Epoch 0: 68%|██████▊ | 1281/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.281]
Epoch 0: 68%|██████▊ | 1281/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.383]
Epoch 0: 68%|██████▊ | 1282/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.383]
Epoch 0: 68%|██████▊ | 1282/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.483]
Epoch 0: 68%|██████▊ | 1283/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.483]
Epoch 0: 68%|██████▊ | 1283/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.180]
Epoch 0: 68%|██████▊ | 1284/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.180]
Epoch 0: 68%|██████▊ | 1284/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.182]
Epoch 0: 69%|██████▊ | 1285/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.182]
Epoch 0: 69%|██████▊ | 1285/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.193]
Epoch 0: 69%|██████▊ | 1286/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.193]
Epoch 0: 69%|██████▊ | 1286/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.421]
Epoch 0: 69%|██████▊ | 1287/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.421]
Epoch 0: 69%|██████▊ | 1287/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.165]
Epoch 0: 69%|██████▊ | 1288/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.165]
Epoch 0: 69%|██████▊ | 1288/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.224]
Epoch 0: 69%|██████▊ | 1289/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.224]
Epoch 0: 69%|██████▊ | 1289/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.232]
Epoch 0: 69%|██████▉ | 1290/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.232]
Epoch 0: 69%|██████▉ | 1290/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.109]
Epoch 0: 69%|██████▉ | 1291/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.109]
Epoch 0: 69%|██████▉ | 1291/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.383]
Epoch 0: 69%|██████▉ | 1292/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.383]
Epoch 0: 69%|██████▉ | 1292/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.409]
Epoch 0: 69%|██████▉ | 1293/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.409]
Epoch 0: 69%|██████▉ | 1293/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.179]
Epoch 0: 69%|██████▉ | 1294/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.179]
Epoch 0: 69%|██████▉ | 1294/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.107]
Epoch 0: 69%|██████▉ | 1295/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.107]
Epoch 0: 69%|██████▉ | 1295/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.125]
Epoch 0: 69%|██████▉ | 1296/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.125]
Epoch 0: 69%|██████▉ | 1296/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.328]
Epoch 0: 69%|██████▉ | 1297/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.328]
Epoch 0: 69%|██████▉ | 1297/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 69%|██████▉ | 1298/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 69%|██████▉ | 1298/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 69%|██████▉ | 1299/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 69%|██████▉ | 1299/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.379]
Epoch 0: 69%|██████▉ | 1300/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.379]
Epoch 0: 69%|██████▉ | 1300/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.167]
Epoch 0: 69%|██████▉ | 1301/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.167]
Epoch 0: 69%|██████▉ | 1301/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.599]
Epoch 0: 69%|██████▉ | 1302/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.599]
Epoch 0: 69%|██████▉ | 1302/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.182]
Epoch 0: 69%|██████▉ | 1303/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.182]
Epoch 0: 69%|██████▉ | 1303/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.184]
Epoch 0: 70%|██████▉ | 1304/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.184]
Epoch 0: 70%|██████▉ | 1304/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.247]
Epoch 0: 70%|██████▉ | 1305/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.247]
Epoch 0: 70%|██████▉ | 1305/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.388]
Epoch 0: 70%|██████▉ | 1306/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.388]
Epoch 0: 70%|██████▉ | 1306/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.333]
Epoch 0: 70%|██████▉ | 1307/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.333]
Epoch 0: 70%|██████▉ | 1307/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.181]
Epoch 0: 70%|██████▉ | 1308/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.181]
Epoch 0: 70%|██████▉ | 1308/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.269]
Epoch 0: 70%|██████▉ | 1309/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.269]
Epoch 0: 70%|██████▉ | 1309/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.184]
Epoch 0: 70%|██████▉ | 1310/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.184]
Epoch 0: 70%|██████▉ | 1310/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0654]
Epoch 0: 70%|██████▉ | 1311/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0654]
Epoch 0: 70%|██████▉ | 1311/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.561]
Epoch 0: 70%|██████▉ | 1312/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.561]
Epoch 0: 70%|██████▉ | 1312/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.288]
Epoch 0: 70%|███████ | 1313/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.288]
Epoch 0: 70%|███████ | 1313/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.356]
Epoch 0: 70%|███████ | 1314/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.356]
Epoch 0: 70%|███████ | 1314/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.260]
Epoch 0: 70%|███████ | 1315/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.260]
Epoch 0: 70%|███████ | 1315/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.254]
Epoch 0: 70%|███████ | 1316/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.254]
Epoch 0: 70%|███████ | 1316/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.320]
Epoch 0: 70%|███████ | 1317/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.320]
Epoch 0: 70%|███████ | 1317/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.286]
Epoch 0: 70%|███████ | 1318/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.286]
Epoch 0: 70%|███████ | 1318/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.101]
Epoch 0: 70%|███████ | 1319/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.101]
Epoch 0: 70%|███████ | 1319/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.292]
Epoch 0: 70%|███████ | 1320/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.292]
Epoch 0: 70%|███████ | 1320/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.305]
Epoch 0: 70%|███████ | 1321/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.305]
Epoch 0: 70%|███████ | 1321/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.185]
Epoch 0: 71%|███████ | 1322/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.185]
Epoch 0: 71%|███████ | 1322/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.0547]
Epoch 0: 71%|███████ | 1323/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.0547]
Epoch 0: 71%|███████ | 1323/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.169]
Epoch 0: 71%|███████ | 1324/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.169]
Epoch 0: 71%|███████ | 1324/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.311]
Epoch 0: 71%|███████ | 1325/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.311]
Epoch 0: 71%|███████ | 1325/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.156]
Epoch 0: 71%|███████ | 1326/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.156]
Epoch 0: 71%|███████ | 1326/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.200]
Epoch 0: 71%|███████ | 1327/1875 [00:07<00:03, 182.42it/s, v_num=10, train_loss=0.200]
Epoch 0: 71%|███████ | 1327/1875 [00:07<00:03, 182.41it/s, v_num=10, train_loss=0.280]
Epoch 0: 71%|███████ | 1328/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.280]
Epoch 0: 71%|███████ | 1328/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.0299]
Epoch 0: 71%|███████ | 1329/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0299]
Epoch 0: 71%|███████ | 1329/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.264]
Epoch 0: 71%|███████ | 1330/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 71%|███████ | 1330/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.451]
Epoch 0: 71%|███████ | 1331/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.451]
Epoch 0: 71%|███████ | 1331/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.464]
Epoch 0: 71%|███████ | 1332/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.464]
Epoch 0: 71%|███████ | 1332/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.149]
Epoch 0: 71%|███████ | 1333/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.149]
Epoch 0: 71%|███████ | 1333/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.301]
Epoch 0: 71%|███████ | 1334/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.301]
Epoch 0: 71%|███████ | 1334/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.286]
Epoch 0: 71%|███████ | 1335/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.286]
Epoch 0: 71%|███████ | 1335/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 71%|███████▏ | 1336/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 71%|███████▏ | 1336/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 71%|███████▏ | 1337/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 71%|███████▏ | 1337/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 71%|███████▏ | 1338/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 71%|███████▏ | 1338/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.309]
Epoch 0: 71%|███████▏ | 1339/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.309]
Epoch 0: 71%|███████▏ | 1339/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.194]
Epoch 0: 71%|███████▏ | 1340/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.194]
Epoch 0: 71%|███████▏ | 1340/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.223]
Epoch 0: 72%|███████▏ | 1341/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.223]
Epoch 0: 72%|███████▏ | 1341/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.263]
Epoch 0: 72%|███████▏ | 1342/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.263]
Epoch 0: 72%|███████▏ | 1342/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.406]
Epoch 0: 72%|███████▏ | 1343/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.406]
Epoch 0: 72%|███████▏ | 1343/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.132]
Epoch 0: 72%|███████▏ | 1344/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.132]
Epoch 0: 72%|███████▏ | 1344/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 72%|███████▏ | 1345/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 72%|███████▏ | 1345/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.368]
Epoch 0: 72%|███████▏ | 1346/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.368]
Epoch 0: 72%|███████▏ | 1346/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.262]
Epoch 0: 72%|███████▏ | 1347/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.262]
Epoch 0: 72%|███████▏ | 1347/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 72%|███████▏ | 1348/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 72%|███████▏ | 1348/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.412]
Epoch 0: 72%|███████▏ | 1349/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.412]
Epoch 0: 72%|███████▏ | 1349/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 72%|███████▏ | 1350/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 72%|███████▏ | 1350/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.171]
Epoch 0: 72%|███████▏ | 1351/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.171]
Epoch 0: 72%|███████▏ | 1351/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.205]
Epoch 0: 72%|███████▏ | 1352/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.205]
Epoch 0: 72%|███████▏ | 1352/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.122]
Epoch 0: 72%|███████▏ | 1353/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.122]
Epoch 0: 72%|███████▏ | 1353/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.374]
Epoch 0: 72%|███████▏ | 1354/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.374]
Epoch 0: 72%|███████▏ | 1354/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.0716]
Epoch 0: 72%|███████▏ | 1355/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0716]
Epoch 0: 72%|███████▏ | 1355/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.571]
Epoch 0: 72%|███████▏ | 1356/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.571]
Epoch 0: 72%|███████▏ | 1356/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.177]
Epoch 0: 72%|███████▏ | 1357/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.177]
Epoch 0: 72%|███████▏ | 1357/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.489]
Epoch 0: 72%|███████▏ | 1358/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.489]
Epoch 0: 72%|███████▏ | 1358/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.173]
Epoch 0: 72%|███████▏ | 1359/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.173]
Epoch 0: 72%|███████▏ | 1359/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.288]
Epoch 0: 73%|███████▎ | 1360/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.288]
Epoch 0: 73%|███████▎ | 1360/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.273]
Epoch 0: 73%|███████▎ | 1361/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.273]
Epoch 0: 73%|███████▎ | 1361/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.451]
Epoch 0: 73%|███████▎ | 1362/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.451]
Epoch 0: 73%|███████▎ | 1362/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.162]
Epoch 0: 73%|███████▎ | 1363/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.162]
Epoch 0: 73%|███████▎ | 1363/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.394]
Epoch 0: 73%|███████▎ | 1364/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.394]
Epoch 0: 73%|███████▎ | 1364/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.183]
Epoch 0: 73%|███████▎ | 1365/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.183]
Epoch 0: 73%|███████▎ | 1365/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.231]
Epoch 0: 73%|███████▎ | 1366/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.231]
Epoch 0: 73%|███████▎ | 1366/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.182]
Epoch 0: 73%|███████▎ | 1367/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.182]
Epoch 0: 73%|███████▎ | 1367/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.281]
Epoch 0: 73%|███████▎ | 1368/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.281]
Epoch 0: 73%|███████▎ | 1368/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.0706]
Epoch 0: 73%|███████▎ | 1369/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0706]
Epoch 0: 73%|███████▎ | 1369/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.143]
Epoch 0: 73%|███████▎ | 1370/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.143]
Epoch 0: 73%|███████▎ | 1370/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.189]
Epoch 0: 73%|███████▎ | 1371/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.189]
Epoch 0: 73%|███████▎ | 1371/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.190]
Epoch 0: 73%|███████▎ | 1372/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.190]
Epoch 0: 73%|███████▎ | 1372/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.530]
Epoch 0: 73%|███████▎ | 1373/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.530]
Epoch 0: 73%|███████▎ | 1373/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.191]
Epoch 0: 73%|███████▎ | 1374/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.191]
Epoch 0: 73%|███████▎ | 1374/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.351]
Epoch 0: 73%|███████▎ | 1375/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.351]
Epoch 0: 73%|███████▎ | 1375/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.414]
Epoch 0: 73%|███████▎ | 1376/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.414]
Epoch 0: 73%|███████▎ | 1376/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.345]
Epoch 0: 73%|███████▎ | 1377/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.345]
Epoch 0: 73%|███████▎ | 1377/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.222]
Epoch 0: 73%|███████▎ | 1378/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.222]
Epoch 0: 73%|███████▎ | 1378/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.108]
Epoch 0: 74%|███████▎ | 1379/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.108]
Epoch 0: 74%|███████▎ | 1379/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.319]
Epoch 0: 74%|███████▎ | 1380/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.319]
Epoch 0: 74%|███████▎ | 1380/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.363]
Epoch 0: 74%|███████▎ | 1381/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.363]
Epoch 0: 74%|███████▎ | 1381/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 74%|███████▎ | 1382/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 74%|███████▎ | 1382/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.123]
Epoch 0: 74%|███████▍ | 1383/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.123]
Epoch 0: 74%|███████▍ | 1383/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 74%|███████▍ | 1384/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 74%|███████▍ | 1384/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.304]
Epoch 0: 74%|███████▍ | 1385/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.304]
Epoch 0: 74%|███████▍ | 1385/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.337]
Epoch 0: 74%|███████▍ | 1386/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.337]
Epoch 0: 74%|███████▍ | 1386/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.342]
Epoch 0: 74%|███████▍ | 1387/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.342]
Epoch 0: 74%|███████▍ | 1387/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.220]
Epoch 0: 74%|███████▍ | 1388/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.220]
Epoch 0: 74%|███████▍ | 1388/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 74%|███████▍ | 1389/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.247]
Epoch 0: 74%|███████▍ | 1389/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0867]
Epoch 0: 74%|███████▍ | 1390/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0867]
Epoch 0: 74%|███████▍ | 1390/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.335]
Epoch 0: 74%|███████▍ | 1391/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.335]
Epoch 0: 74%|███████▍ | 1391/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 74%|███████▍ | 1392/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.219]
Epoch 0: 74%|███████▍ | 1392/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0677]
Epoch 0: 74%|███████▍ | 1393/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0677]
Epoch 0: 74%|███████▍ | 1393/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 74%|███████▍ | 1394/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.172]
Epoch 0: 74%|███████▍ | 1394/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.191]
Epoch 0: 74%|███████▍ | 1395/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.191]
Epoch 0: 74%|███████▍ | 1395/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.503]
Epoch 0: 74%|███████▍ | 1396/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.503]
Epoch 0: 74%|███████▍ | 1396/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.621]
Epoch 0: 75%|███████▍ | 1397/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.621]
Epoch 0: 75%|███████▍ | 1397/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.671]
Epoch 0: 75%|███████▍ | 1398/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.671]
Epoch 0: 75%|███████▍ | 1398/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.140]
Epoch 0: 75%|███████▍ | 1399/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.140]
Epoch 0: 75%|███████▍ | 1399/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.310]
Epoch 0: 75%|███████▍ | 1400/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.310]
Epoch 0: 75%|███████▍ | 1400/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0641]
Epoch 0: 75%|███████▍ | 1401/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0641]
Epoch 0: 75%|███████▍ | 1401/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.201]
Epoch 0: 75%|███████▍ | 1402/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.201]
Epoch 0: 75%|███████▍ | 1402/1875 [00:07<00:02, 182.41it/s, v_num=10, train_loss=0.299]
Epoch 0: 75%|███████▍ | 1403/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.299]
Epoch 0: 75%|███████▍ | 1403/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 75%|███████▍ | 1404/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.364]
Epoch 0: 75%|███████▍ | 1404/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.361]
Epoch 0: 75%|███████▍ | 1405/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.361]
Epoch 0: 75%|███████▍ | 1405/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.288]
Epoch 0: 75%|███████▍ | 1406/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.288]
Epoch 0: 75%|███████▍ | 1406/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.161]
Epoch 0: 75%|███████▌ | 1407/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.161]
Epoch 0: 75%|███████▌ | 1407/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.303]
Epoch 0: 75%|███████▌ | 1408/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.303]
Epoch 0: 75%|███████▌ | 1408/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.430]
Epoch 0: 75%|███████▌ | 1409/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.430]
Epoch 0: 75%|███████▌ | 1409/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.504]
Epoch 0: 75%|███████▌ | 1410/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.504]
Epoch 0: 75%|███████▌ | 1410/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.265]
Epoch 0: 75%|███████▌ | 1411/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.265]
Epoch 0: 75%|███████▌ | 1411/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 75%|███████▌ | 1412/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 75%|███████▌ | 1412/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.170]
Epoch 0: 75%|███████▌ | 1413/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.170]
Epoch 0: 75%|███████▌ | 1413/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0337]
Epoch 0: 75%|███████▌ | 1414/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0337]
Epoch 0: 75%|███████▌ | 1414/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.196]
Epoch 0: 75%|███████▌ | 1415/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.196]
Epoch 0: 75%|███████▌ | 1415/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0491]
Epoch 0: 76%|███████▌ | 1416/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0491]
Epoch 0: 76%|███████▌ | 1416/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.363]
Epoch 0: 76%|███████▌ | 1417/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.363]
Epoch 0: 76%|███████▌ | 1417/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0656]
Epoch 0: 76%|███████▌ | 1418/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0656]
Epoch 0: 76%|███████▌ | 1418/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.246]
Epoch 0: 76%|███████▌ | 1419/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.246]
Epoch 0: 76%|███████▌ | 1419/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.202]
Epoch 0: 76%|███████▌ | 1420/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.202]
Epoch 0: 76%|███████▌ | 1420/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.150]
Epoch 0: 76%|███████▌ | 1421/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.150]
Epoch 0: 76%|███████▌ | 1421/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 76%|███████▌ | 1422/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.264]
Epoch 0: 76%|███████▌ | 1422/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.229]
Epoch 0: 76%|███████▌ | 1423/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.229]
Epoch 0: 76%|███████▌ | 1423/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.277]
Epoch 0: 76%|███████▌ | 1424/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.277]
Epoch 0: 76%|███████▌ | 1424/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.212]
Epoch 0: 76%|███████▌ | 1425/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.212]
Epoch 0: 76%|███████▌ | 1425/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.129]
Epoch 0: 76%|███████▌ | 1426/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.129]
Epoch 0: 76%|███████▌ | 1426/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.176]
Epoch 0: 76%|███████▌ | 1427/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.176]
Epoch 0: 76%|███████▌ | 1427/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.152]
Epoch 0: 76%|███████▌ | 1428/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.152]
Epoch 0: 76%|███████▌ | 1428/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.241]
Epoch 0: 76%|███████▌ | 1429/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.241]
Epoch 0: 76%|███████▌ | 1429/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.360]
Epoch 0: 76%|███████▋ | 1430/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.360]
Epoch 0: 76%|███████▋ | 1430/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.228]
Epoch 0: 76%|███████▋ | 1431/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.228]
Epoch 0: 76%|███████▋ | 1431/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.343]
Epoch 0: 76%|███████▋ | 1432/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.343]
Epoch 0: 76%|███████▋ | 1432/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.404]
Epoch 0: 76%|███████▋ | 1433/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.404]
Epoch 0: 76%|███████▋ | 1433/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.135]
Epoch 0: 76%|███████▋ | 1434/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.135]
Epoch 0: 76%|███████▋ | 1434/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.222]
Epoch 0: 77%|███████▋ | 1435/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.222]
Epoch 0: 77%|███████▋ | 1435/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.515]
Epoch 0: 77%|███████▋ | 1436/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.515]
Epoch 0: 77%|███████▋ | 1436/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.403]
Epoch 0: 77%|███████▋ | 1437/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.403]
Epoch 0: 77%|███████▋ | 1437/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.276]
Epoch 0: 77%|███████▋ | 1438/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.276]
Epoch 0: 77%|███████▋ | 1438/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.547]
Epoch 0: 77%|███████▋ | 1439/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.547]
Epoch 0: 77%|███████▋ | 1439/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.165]
Epoch 0: 77%|███████▋ | 1440/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.165]
Epoch 0: 77%|███████▋ | 1440/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.132]
Epoch 0: 77%|███████▋ | 1441/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.132]
Epoch 0: 77%|███████▋ | 1441/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.285]
Epoch 0: 77%|███████▋ | 1442/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.285]
Epoch 0: 77%|███████▋ | 1442/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.205]
Epoch 0: 77%|███████▋ | 1443/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.205]
Epoch 0: 77%|███████▋ | 1443/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.342]
Epoch 0: 77%|███████▋ | 1444/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.342]
Epoch 0: 77%|███████▋ | 1444/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.345]
Epoch 0: 77%|███████▋ | 1445/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.345]
Epoch 0: 77%|███████▋ | 1445/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.192]
Epoch 0: 77%|███████▋ | 1446/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.192]
Epoch 0: 77%|███████▋ | 1446/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.258]
Epoch 0: 77%|███████▋ | 1447/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.258]
Epoch 0: 77%|███████▋ | 1447/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.108]
Epoch 0: 77%|███████▋ | 1448/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.108]
Epoch 0: 77%|███████▋ | 1448/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0547]
Epoch 0: 77%|███████▋ | 1449/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.0547]
Epoch 0: 77%|███████▋ | 1449/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.241]
Epoch 0: 77%|███████▋ | 1450/1875 [00:07<00:02, 182.43it/s, v_num=10, train_loss=0.241]
Epoch 0: 77%|███████▋ | 1450/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.166]
Epoch 0: 77%|███████▋ | 1451/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.166]
Epoch 0: 77%|███████▋ | 1451/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0941]
Epoch 0: 77%|███████▋ | 1452/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0941]
Epoch 0: 77%|███████▋ | 1452/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0964]
Epoch 0: 77%|███████▋ | 1453/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0964]
Epoch 0: 77%|███████▋ | 1453/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.142]
Epoch 0: 78%|███████▊ | 1454/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.142]
Epoch 0: 78%|███████▊ | 1454/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.216]
Epoch 0: 78%|███████▊ | 1455/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.216]
Epoch 0: 78%|███████▊ | 1455/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.136]
Epoch 0: 78%|███████▊ | 1456/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.136]
Epoch 0: 78%|███████▊ | 1456/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.032]
Epoch 0: 78%|███████▊ | 1457/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.032]
Epoch 0: 78%|███████▊ | 1457/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.385]
Epoch 0: 78%|███████▊ | 1458/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.385]
Epoch 0: 78%|███████▊ | 1458/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0737]
Epoch 0: 78%|███████▊ | 1459/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0737]
Epoch 0: 78%|███████▊ | 1459/1875 [00:07<00:02, 182.42it/s, v_num=10, train_loss=0.0246]
Epoch 0: 78%|███████▊ | 1460/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0246]
Epoch 0: 78%|███████▊ | 1460/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.396]
Epoch 0: 78%|███████▊ | 1461/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.396]
Epoch 0: 78%|███████▊ | 1461/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.296]
Epoch 0: 78%|███████▊ | 1462/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.296]
Epoch 0: 78%|███████▊ | 1462/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.291]
Epoch 0: 78%|███████▊ | 1463/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.291]
Epoch 0: 78%|███████▊ | 1463/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.266]
Epoch 0: 78%|███████▊ | 1464/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.266]
Epoch 0: 78%|███████▊ | 1464/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.152]
Epoch 0: 78%|███████▊ | 1465/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.152]
Epoch 0: 78%|███████▊ | 1465/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 78%|███████▊ | 1466/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.243]
Epoch 0: 78%|███████▊ | 1466/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.230]
Epoch 0: 78%|███████▊ | 1467/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.230]
Epoch 0: 78%|███████▊ | 1467/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.212]
Epoch 0: 78%|███████▊ | 1468/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.212]
Epoch 0: 78%|███████▊ | 1468/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.198]
Epoch 0: 78%|███████▊ | 1469/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.198]
Epoch 0: 78%|███████▊ | 1469/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.175]
Epoch 0: 78%|███████▊ | 1470/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.175]
Epoch 0: 78%|███████▊ | 1470/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0888]
Epoch 0: 78%|███████▊ | 1471/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0888]
Epoch 0: 78%|███████▊ | 1471/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.210]
Epoch 0: 79%|███████▊ | 1472/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.210]
Epoch 0: 79%|███████▊ | 1472/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.061]
Epoch 0: 79%|███████▊ | 1473/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.061]
Epoch 0: 79%|███████▊ | 1473/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.114]
Epoch 0: 79%|███████▊ | 1474/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.114]
Epoch 0: 79%|███████▊ | 1474/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.446]
Epoch 0: 79%|███████▊ | 1475/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.446]
Epoch 0: 79%|███████▊ | 1475/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.399]
Epoch 0: 79%|███████▊ | 1476/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.399]
Epoch 0: 79%|███████▊ | 1476/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.124]
Epoch 0: 79%|███████▉ | 1477/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.124]
Epoch 0: 79%|███████▉ | 1477/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.279]
Epoch 0: 79%|███████▉ | 1478/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.279]
Epoch 0: 79%|███████▉ | 1478/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.139]
Epoch 0: 79%|███████▉ | 1479/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.139]
Epoch 0: 79%|███████▉ | 1479/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0659]
Epoch 0: 79%|███████▉ | 1480/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0659]
Epoch 0: 79%|███████▉ | 1480/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.265]
Epoch 0: 79%|███████▉ | 1481/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.265]
Epoch 0: 79%|███████▉ | 1481/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.251]
Epoch 0: 79%|███████▉ | 1482/1875 [00:08<00:02, 182.43it/s, v_num=10, train_loss=0.251]
Epoch 0: 79%|███████▉ | 1482/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.244]
Epoch 0: 79%|███████▉ | 1483/1875 [00:08<00:02, 182.43it/s, v_num=10, train_loss=0.244]
Epoch 0: 79%|███████▉ | 1483/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.404]
Epoch 0: 79%|███████▉ | 1484/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.404]
Epoch 0: 79%|███████▉ | 1484/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.162]
Epoch 0: 79%|███████▉ | 1485/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.162]
Epoch 0: 79%|███████▉ | 1485/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.301]
Epoch 0: 79%|███████▉ | 1486/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.301]
Epoch 0: 79%|███████▉ | 1486/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.268]
Epoch 0: 79%|███████▉ | 1487/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.268]
Epoch 0: 79%|███████▉ | 1487/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.121]
Epoch 0: 79%|███████▉ | 1488/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.121]
Epoch 0: 79%|███████▉ | 1488/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.118]
Epoch 0: 79%|███████▉ | 1489/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.118]
Epoch 0: 79%|███████▉ | 1489/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.110]
Epoch 0: 79%|███████▉ | 1490/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.110]
Epoch 0: 79%|███████▉ | 1490/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.141]
Epoch 0: 80%|███████▉ | 1491/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.141]
Epoch 0: 80%|███████▉ | 1491/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.223]
Epoch 0: 80%|███████▉ | 1492/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.223]
Epoch 0: 80%|███████▉ | 1492/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0526]
Epoch 0: 80%|███████▉ | 1493/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0526]
Epoch 0: 80%|███████▉ | 1493/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.261]
Epoch 0: 80%|███████▉ | 1494/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.261]
Epoch 0: 80%|███████▉ | 1494/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0822]
Epoch 0: 80%|███████▉ | 1495/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.0822]
Epoch 0: 80%|███████▉ | 1495/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.281]
Epoch 0: 80%|███████▉ | 1496/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.281]
Epoch 0: 80%|███████▉ | 1496/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.380]
Epoch 0: 80%|███████▉ | 1497/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.380]
Epoch 0: 80%|███████▉ | 1497/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.412]
Epoch 0: 80%|███████▉ | 1498/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.412]
Epoch 0: 80%|███████▉ | 1498/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.269]
Epoch 0: 80%|███████▉ | 1499/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.269]
Epoch 0: 80%|███████▉ | 1499/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 80%|████████ | 1500/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.259]
Epoch 0: 80%|████████ | 1500/1875 [00:08<00:02, 182.42it/s, v_num=10, train_loss=0.596]
Epoch 0: 80%|████████ | 1501/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.596]
Epoch 0: 80%|████████ | 1501/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.132]
Epoch 0: 80%|████████ | 1502/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.132]
Epoch 0: 80%|████████ | 1502/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.0815]
Epoch 0: 80%|████████ | 1503/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.0815]
Epoch 0: 80%|████████ | 1503/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.116]
Epoch 0: 80%|████████ | 1504/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.116]
Epoch 0: 80%|████████ | 1504/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.355]
Epoch 0: 80%|████████ | 1505/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.355]
Epoch 0: 80%|████████ | 1505/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.231]
Epoch 0: 80%|████████ | 1506/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.231]
Epoch 0: 80%|████████ | 1506/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.200]
Epoch 0: 80%|████████ | 1507/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.200]
Epoch 0: 80%|████████ | 1507/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.200]
Epoch 0: 80%|████████ | 1508/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.200]
Epoch 0: 80%|████████ | 1508/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.271]
Epoch 0: 80%|████████ | 1509/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.271]
Epoch 0: 80%|████████ | 1509/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.694]
Epoch 0: 81%|████████ | 1510/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.694]
Epoch 0: 81%|████████ | 1510/1875 [00:08<00:02, 182.41it/s, v_num=10, train_loss=0.145]
Epoch 0: 81%|████████ | 1511/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.145]
Epoch 0: 81%|████████ | 1511/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.542]
Epoch 0: 81%|████████ | 1512/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.542]
Epoch 0: 81%|████████ | 1512/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.335]
Epoch 0: 81%|████████ | 1513/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.335]
Epoch 0: 81%|████████ | 1513/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.309]
Epoch 0: 81%|████████ | 1514/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.309]
Epoch 0: 81%|████████ | 1514/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.248]
Epoch 0: 81%|████████ | 1515/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.248]
Epoch 0: 81%|████████ | 1515/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.342]
Epoch 0: 81%|████████ | 1516/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.342]
Epoch 0: 81%|████████ | 1516/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.323]
Epoch 0: 81%|████████ | 1517/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.323]
Epoch 0: 81%|████████ | 1517/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.152]
Epoch 0: 81%|████████ | 1518/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.152]
Epoch 0: 81%|████████ | 1518/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.346]
Epoch 0: 81%|████████ | 1519/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.346]
Epoch 0: 81%|████████ | 1519/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.324]
Epoch 0: 81%|████████ | 1520/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.324]
Epoch 0: 81%|████████ | 1520/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.644]
Epoch 0: 81%|████████ | 1521/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.644]
Epoch 0: 81%|████████ | 1521/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.177]
Epoch 0: 81%|████████ | 1522/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.177]
Epoch 0: 81%|████████ | 1522/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.125]
Epoch 0: 81%|████████ | 1523/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.125]
Epoch 0: 81%|████████ | 1523/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.222]
Epoch 0: 81%|████████▏ | 1524/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.222]
Epoch 0: 81%|████████▏ | 1524/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.126]
Epoch 0: 81%|████████▏ | 1525/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.126]
Epoch 0: 81%|████████▏ | 1525/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.428]
Epoch 0: 81%|████████▏ | 1526/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.428]
Epoch 0: 81%|████████▏ | 1526/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.263]
Epoch 0: 81%|████████▏ | 1527/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.263]
Epoch 0: 81%|████████▏ | 1527/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.255]
Epoch 0: 81%|████████▏ | 1528/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.255]
Epoch 0: 81%|████████▏ | 1528/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.111]
Epoch 0: 82%|████████▏ | 1529/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.111]
Epoch 0: 82%|████████▏ | 1529/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.137]
Epoch 0: 82%|████████▏ | 1530/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.137]
Epoch 0: 82%|████████▏ | 1530/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.187]
Epoch 0: 82%|████████▏ | 1531/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.187]
Epoch 0: 82%|████████▏ | 1531/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.0641]
Epoch 0: 82%|████████▏ | 1532/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.0641]
Epoch 0: 82%|████████▏ | 1532/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.246]
Epoch 0: 82%|████████▏ | 1533/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.246]
Epoch 0: 82%|████████▏ | 1533/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.313]
Epoch 0: 82%|████████▏ | 1534/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.313]
Epoch 0: 82%|████████▏ | 1534/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.521]
Epoch 0: 82%|████████▏ | 1535/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.521]
Epoch 0: 82%|████████▏ | 1535/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.270]
Epoch 0: 82%|████████▏ | 1536/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.270]
Epoch 0: 82%|████████▏ | 1536/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.421]
Epoch 0: 82%|████████▏ | 1537/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.421]
Epoch 0: 82%|████████▏ | 1537/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.223]
Epoch 0: 82%|████████▏ | 1538/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.223]
Epoch 0: 82%|████████▏ | 1538/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.571]
Epoch 0: 82%|████████▏ | 1539/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.571]
Epoch 0: 82%|████████▏ | 1539/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.224]
Epoch 0: 82%|████████▏ | 1540/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.224]
Epoch 0: 82%|████████▏ | 1540/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.410]
Epoch 0: 82%|████████▏ | 1541/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.410]
Epoch 0: 82%|████████▏ | 1541/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 82%|████████▏ | 1542/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.215]
Epoch 0: 82%|████████▏ | 1542/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.210]
Epoch 0: 82%|████████▏ | 1543/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.210]
Epoch 0: 82%|████████▏ | 1543/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.409]
Epoch 0: 82%|████████▏ | 1544/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.409]
Epoch 0: 82%|████████▏ | 1544/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.234]
Epoch 0: 82%|████████▏ | 1545/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.234]
Epoch 0: 82%|████████▏ | 1545/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.0881]
Epoch 0: 82%|████████▏ | 1546/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.0881]
Epoch 0: 82%|████████▏ | 1546/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.217]
Epoch 0: 83%|████████▎ | 1547/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.217]
Epoch 0: 83%|████████▎ | 1547/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.315]
Epoch 0: 83%|████████▎ | 1548/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.315]
Epoch 0: 83%|████████▎ | 1548/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.297]
Epoch 0: 83%|████████▎ | 1549/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.297]
Epoch 0: 83%|████████▎ | 1549/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.282]
Epoch 0: 83%|████████▎ | 1550/1875 [00:08<00:01, 182.42it/s, v_num=10, train_loss=0.282]
Epoch 0: 83%|████████▎ | 1550/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0665]
Epoch 0: 83%|████████▎ | 1551/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0665]
Epoch 0: 83%|████████▎ | 1551/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.366]
Epoch 0: 83%|████████▎ | 1552/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.366]
Epoch 0: 83%|████████▎ | 1552/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0678]
Epoch 0: 83%|████████▎ | 1553/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0678]
Epoch 0: 83%|████████▎ | 1553/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.350]
Epoch 0: 83%|████████▎ | 1554/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.350]
Epoch 0: 83%|████████▎ | 1554/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.197]
Epoch 0: 83%|████████▎ | 1555/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.197]
Epoch 0: 83%|████████▎ | 1555/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0474]
Epoch 0: 83%|████████▎ | 1556/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0474]
Epoch 0: 83%|████████▎ | 1556/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.211]
Epoch 0: 83%|████████▎ | 1557/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.211]
Epoch 0: 83%|████████▎ | 1557/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.114]
Epoch 0: 83%|████████▎ | 1558/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.114]
Epoch 0: 83%|████████▎ | 1558/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.568]
Epoch 0: 83%|████████▎ | 1559/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.568]
Epoch 0: 83%|████████▎ | 1559/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.143]
Epoch 0: 83%|████████▎ | 1560/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.143]
Epoch 0: 83%|████████▎ | 1560/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0994]
Epoch 0: 83%|████████▎ | 1561/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0994]
Epoch 0: 83%|████████▎ | 1561/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0959]
Epoch 0: 83%|████████▎ | 1562/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0959]
Epoch 0: 83%|████████▎ | 1562/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0948]
Epoch 0: 83%|████████▎ | 1563/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.0948]
Epoch 0: 83%|████████▎ | 1563/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.179]
Epoch 0: 83%|████████▎ | 1564/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.179]
Epoch 0: 83%|████████▎ | 1564/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.174]
Epoch 0: 83%|████████▎ | 1565/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.174]
Epoch 0: 83%|████████▎ | 1565/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.218]
Epoch 0: 84%|████████▎ | 1566/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.218]
Epoch 0: 84%|████████▎ | 1566/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.361]
Epoch 0: 84%|████████▎ | 1567/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.361]
Epoch 0: 84%|████████▎ | 1567/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.266]
Epoch 0: 84%|████████▎ | 1568/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.266]
Epoch 0: 84%|████████▎ | 1568/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.450]
Epoch 0: 84%|████████▎ | 1569/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.450]
Epoch 0: 84%|████████▎ | 1569/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.145]
Epoch 0: 84%|████████▎ | 1570/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.145]
Epoch 0: 84%|████████▎ | 1570/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.195]
Epoch 0: 84%|████████▍ | 1571/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.195]
Epoch 0: 84%|████████▍ | 1571/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.409]
Epoch 0: 84%|████████▍ | 1572/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.409]
Epoch 0: 84%|████████▍ | 1572/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.128]
Epoch 0: 84%|████████▍ | 1573/1875 [00:08<00:01, 182.41it/s, v_num=10, train_loss=0.128]
Epoch 0: 84%|████████▍ | 1573/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.750]
Epoch 0: 84%|████████▍ | 1574/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.750]
Epoch 0: 84%|████████▍ | 1574/1875 [00:08<00:01, 182.40it/s, v_num=10, train_loss=0.173]
Epoch 0: 84%|████████▍ | 1575/1875 [00:08<00:01, 182.39it/s, v_num=10, train_loss=0.173]
Epoch 0: 84%|████████▍ | 1575/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.364]
Epoch 0: 84%|████████▍ | 1576/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.364]
Epoch 0: 84%|████████▍ | 1576/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.158]
Epoch 0: 84%|████████▍ | 1577/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.158]
Epoch 0: 84%|████████▍ | 1577/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.430]
Epoch 0: 84%|████████▍ | 1578/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.430]
Epoch 0: 84%|████████▍ | 1578/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0865]
Epoch 0: 84%|████████▍ | 1579/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0865]
Epoch 0: 84%|████████▍ | 1579/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.207]
Epoch 0: 84%|████████▍ | 1580/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.207]
Epoch 0: 84%|████████▍ | 1580/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.222]
Epoch 0: 84%|████████▍ | 1581/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.222]
Epoch 0: 84%|████████▍ | 1581/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.077]
Epoch 0: 84%|████████▍ | 1582/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.077]
Epoch 0: 84%|████████▍ | 1582/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.179]
Epoch 0: 84%|████████▍ | 1583/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.179]
Epoch 0: 84%|████████▍ | 1583/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.536]
Epoch 0: 84%|████████▍ | 1584/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.536]
Epoch 0: 84%|████████▍ | 1584/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.239]
Epoch 0: 85%|████████▍ | 1585/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.239]
Epoch 0: 85%|████████▍ | 1585/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.422]
Epoch 0: 85%|████████▍ | 1586/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.422]
Epoch 0: 85%|████████▍ | 1586/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.149]
Epoch 0: 85%|████████▍ | 1587/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.149]
Epoch 0: 85%|████████▍ | 1587/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.262]
Epoch 0: 85%|████████▍ | 1588/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.262]
Epoch 0: 85%|████████▍ | 1588/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.155]
Epoch 0: 85%|████████▍ | 1589/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.155]
Epoch 0: 85%|████████▍ | 1589/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.174]
Epoch 0: 85%|████████▍ | 1590/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.174]
Epoch 0: 85%|████████▍ | 1590/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0668]
Epoch 0: 85%|████████▍ | 1591/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0668]
Epoch 0: 85%|████████▍ | 1591/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.121]
Epoch 0: 85%|████████▍ | 1592/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.121]
Epoch 0: 85%|████████▍ | 1592/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.436]
Epoch 0: 85%|████████▍ | 1593/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.436]
Epoch 0: 85%|████████▍ | 1593/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.183]
Epoch 0: 85%|████████▌ | 1594/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.183]
Epoch 0: 85%|████████▌ | 1594/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.117]
Epoch 0: 85%|████████▌ | 1595/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.117]
Epoch 0: 85%|████████▌ | 1595/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.318]
Epoch 0: 85%|████████▌ | 1596/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.318]
Epoch 0: 85%|████████▌ | 1596/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.245]
Epoch 0: 85%|████████▌ | 1597/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.245]
Epoch 0: 85%|████████▌ | 1597/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.163]
Epoch 0: 85%|████████▌ | 1598/1875 [00:08<00:01, 182.39it/s, v_num=10, train_loss=0.163]
Epoch 0: 85%|████████▌ | 1598/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.245]
Epoch 0: 85%|████████▌ | 1599/1875 [00:08<00:01, 182.39it/s, v_num=10, train_loss=0.245]
Epoch 0: 85%|████████▌ | 1599/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.158]
Epoch 0: 85%|████████▌ | 1600/1875 [00:08<00:01, 182.39it/s, v_num=10, train_loss=0.158]
Epoch 0: 85%|████████▌ | 1600/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.291]
Epoch 0: 85%|████████▌ | 1601/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.291]
Epoch 0: 85%|████████▌ | 1601/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.144]
Epoch 0: 85%|████████▌ | 1602/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.144]
Epoch 0: 85%|████████▌ | 1602/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.099]
Epoch 0: 85%|████████▌ | 1603/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.099]
Epoch 0: 85%|████████▌ | 1603/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0813]
Epoch 0: 86%|████████▌ | 1604/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.0813]
Epoch 0: 86%|████████▌ | 1604/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.246]
Epoch 0: 86%|████████▌ | 1605/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.246]
Epoch 0: 86%|████████▌ | 1605/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.189]
Epoch 0: 86%|████████▌ | 1606/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.189]
Epoch 0: 86%|████████▌ | 1606/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.118]
Epoch 0: 86%|████████▌ | 1607/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.118]
Epoch 0: 86%|████████▌ | 1607/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.245]
Epoch 0: 86%|████████▌ | 1608/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.245]
Epoch 0: 86%|████████▌ | 1608/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.465]
Epoch 0: 86%|████████▌ | 1609/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.465]
Epoch 0: 86%|████████▌ | 1609/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.250]
Epoch 0: 86%|████████▌ | 1610/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.250]
Epoch 0: 86%|████████▌ | 1610/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.351]
Epoch 0: 86%|████████▌ | 1611/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.351]
Epoch 0: 86%|████████▌ | 1611/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.414]
Epoch 0: 86%|████████▌ | 1612/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.414]
Epoch 0: 86%|████████▌ | 1612/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.530]
Epoch 0: 86%|████████▌ | 1613/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.530]
Epoch 0: 86%|████████▌ | 1613/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.129]
Epoch 0: 86%|████████▌ | 1614/1875 [00:08<00:01, 182.38it/s, v_num=10, train_loss=0.129]
Epoch 0: 86%|████████▌ | 1614/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.370]
Epoch 0: 86%|████████▌ | 1615/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.370]
Epoch 0: 86%|████████▌ | 1615/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.367]
Epoch 0: 86%|████████▌ | 1616/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.367]
Epoch 0: 86%|████████▌ | 1616/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.441]
Epoch 0: 86%|████████▌ | 1617/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.441]
Epoch 0: 86%|████████▌ | 1617/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.326]
Epoch 0: 86%|████████▋ | 1618/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.326]
Epoch 0: 86%|████████▋ | 1618/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.162]
Epoch 0: 86%|████████▋ | 1619/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.162]
Epoch 0: 86%|████████▋ | 1619/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.364]
Epoch 0: 86%|████████▋ | 1620/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.364]
Epoch 0: 86%|████████▋ | 1620/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.340]
Epoch 0: 86%|████████▋ | 1621/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.340]
Epoch 0: 86%|████████▋ | 1621/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.103]
Epoch 0: 87%|████████▋ | 1622/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.103]
Epoch 0: 87%|████████▋ | 1622/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.343]
Epoch 0: 87%|████████▋ | 1623/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.343]
Epoch 0: 87%|████████▋ | 1623/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.129]
Epoch 0: 87%|████████▋ | 1624/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.129]
Epoch 0: 87%|████████▋ | 1624/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0429]
Epoch 0: 87%|████████▋ | 1625/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0429]
Epoch 0: 87%|████████▋ | 1625/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.166]
Epoch 0: 87%|████████▋ | 1626/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.166]
Epoch 0: 87%|████████▋ | 1626/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0687]
Epoch 0: 87%|████████▋ | 1627/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0687]
Epoch 0: 87%|████████▋ | 1627/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.439]
Epoch 0: 87%|████████▋ | 1628/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.439]
Epoch 0: 87%|████████▋ | 1628/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0853]
Epoch 0: 87%|████████▋ | 1629/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0853]
Epoch 0: 87%|████████▋ | 1629/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0749]
Epoch 0: 87%|████████▋ | 1630/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0749]
Epoch 0: 87%|████████▋ | 1630/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0658]
Epoch 0: 87%|████████▋ | 1631/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0658]
Epoch 0: 87%|████████▋ | 1631/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.170]
Epoch 0: 87%|████████▋ | 1632/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.170]
Epoch 0: 87%|████████▋ | 1632/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.270]
Epoch 0: 87%|████████▋ | 1633/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.270]
Epoch 0: 87%|████████▋ | 1633/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0961]
Epoch 0: 87%|████████▋ | 1634/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.0961]
Epoch 0: 87%|████████▋ | 1634/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.105]
Epoch 0: 87%|████████▋ | 1635/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.105]
Epoch 0: 87%|████████▋ | 1635/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.182]
Epoch 0: 87%|████████▋ | 1636/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.182]
Epoch 0: 87%|████████▋ | 1636/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.143]
Epoch 0: 87%|████████▋ | 1637/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.143]
Epoch 0: 87%|████████▋ | 1637/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.107]
Epoch 0: 87%|████████▋ | 1638/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.107]
Epoch 0: 87%|████████▋ | 1638/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.244]
Epoch 0: 87%|████████▋ | 1639/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.244]
Epoch 0: 87%|████████▋ | 1639/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.177]
Epoch 0: 87%|████████▋ | 1640/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.177]
Epoch 0: 87%|████████▋ | 1640/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.199]
Epoch 0: 88%|████████▊ | 1641/1875 [00:08<00:01, 182.37it/s, v_num=10, train_loss=0.199]
Epoch 0: 88%|████████▊ | 1641/1875 [00:08<00:01, 182.36it/s, v_num=10, train_loss=0.0907]
Epoch 0: 88%|████████▊ | 1642/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.0907]
Epoch 0: 88%|████████▊ | 1642/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0898]
Epoch 0: 88%|████████▊ | 1643/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.0898]
Epoch 0: 88%|████████▊ | 1643/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.109]
Epoch 0: 88%|████████▊ | 1644/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.109]
Epoch 0: 88%|████████▊ | 1644/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.142]
Epoch 0: 88%|████████▊ | 1645/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.142]
Epoch 0: 88%|████████▊ | 1645/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0999]
Epoch 0: 88%|████████▊ | 1646/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.0999]
Epoch 0: 88%|████████▊ | 1646/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.228]
Epoch 0: 88%|████████▊ | 1647/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.228]
Epoch 0: 88%|████████▊ | 1647/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.174]
Epoch 0: 88%|████████▊ | 1648/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.174]
Epoch 0: 88%|████████▊ | 1648/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.117]
Epoch 0: 88%|████████▊ | 1649/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.117]
Epoch 0: 88%|████████▊ | 1649/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.394]
Epoch 0: 88%|████████▊ | 1650/1875 [00:09<00:01, 182.37it/s, v_num=10, train_loss=0.394]
Epoch 0: 88%|████████▊ | 1650/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.063]
Epoch 0: 88%|████████▊ | 1651/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.063]
Epoch 0: 88%|████████▊ | 1651/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0948]
Epoch 0: 88%|████████▊ | 1652/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0948]
Epoch 0: 88%|████████▊ | 1652/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.108]
Epoch 0: 88%|████████▊ | 1653/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.108]
Epoch 0: 88%|████████▊ | 1653/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.261]
Epoch 0: 88%|████████▊ | 1654/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.261]
Epoch 0: 88%|████████▊ | 1654/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.182]
Epoch 0: 88%|████████▊ | 1655/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.182]
Epoch 0: 88%|████████▊ | 1655/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.222]
Epoch 0: 88%|████████▊ | 1656/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.222]
Epoch 0: 88%|████████▊ | 1656/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.350]
Epoch 0: 88%|████████▊ | 1657/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.350]
Epoch 0: 88%|████████▊ | 1657/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.358]
Epoch 0: 88%|████████▊ | 1658/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.358]
Epoch 0: 88%|████████▊ | 1658/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.110]
Epoch 0: 88%|████████▊ | 1659/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.110]
Epoch 0: 88%|████████▊ | 1659/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.181]
Epoch 0: 89%|████████▊ | 1660/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.181]
Epoch 0: 89%|████████▊ | 1660/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0742]
Epoch 0: 89%|████████▊ | 1661/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0742]
Epoch 0: 89%|████████▊ | 1661/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.172]
Epoch 0: 89%|████████▊ | 1662/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.172]
Epoch 0: 89%|████████▊ | 1662/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.183]
Epoch 0: 89%|████████▊ | 1663/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.183]
Epoch 0: 89%|████████▊ | 1663/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0756]
Epoch 0: 89%|████████▊ | 1664/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0756]
Epoch 0: 89%|████████▊ | 1664/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0878]
Epoch 0: 89%|████████▉ | 1665/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0878]
Epoch 0: 89%|████████▉ | 1665/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.225]
Epoch 0: 89%|████████▉ | 1666/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.225]
Epoch 0: 89%|████████▉ | 1666/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.522]
Epoch 0: 89%|████████▉ | 1667/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.522]
Epoch 0: 89%|████████▉ | 1667/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.712]
Epoch 0: 89%|████████▉ | 1668/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.712]
Epoch 0: 89%|████████▉ | 1668/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.101]
Epoch 0: 89%|████████▉ | 1669/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.101]
Epoch 0: 89%|████████▉ | 1669/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.630]
Epoch 0: 89%|████████▉ | 1670/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.630]
Epoch 0: 89%|████████▉ | 1670/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.260]
Epoch 0: 89%|████████▉ | 1671/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.260]
Epoch 0: 89%|████████▉ | 1671/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.106]
Epoch 0: 89%|████████▉ | 1672/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.106]
Epoch 0: 89%|████████▉ | 1672/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.247]
Epoch 0: 89%|████████▉ | 1673/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.247]
Epoch 0: 89%|████████▉ | 1673/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.386]
Epoch 0: 89%|████████▉ | 1674/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.386]
Epoch 0: 89%|████████▉ | 1674/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.235]
Epoch 0: 89%|████████▉ | 1675/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.235]
Epoch 0: 89%|████████▉ | 1675/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.107]
Epoch 0: 89%|████████▉ | 1676/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.107]
Epoch 0: 89%|████████▉ | 1676/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.381]
Epoch 0: 89%|████████▉ | 1677/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.381]
Epoch 0: 89%|████████▉ | 1677/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.147]
Epoch 0: 89%|████████▉ | 1678/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.147]
Epoch 0: 89%|████████▉ | 1678/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.279]
Epoch 0: 90%|████████▉ | 1679/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.279]
Epoch 0: 90%|████████▉ | 1679/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.338]
Epoch 0: 90%|████████▉ | 1680/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.338]
Epoch 0: 90%|████████▉ | 1680/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.179]
Epoch 0: 90%|████████▉ | 1681/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.179]
Epoch 0: 90%|████████▉ | 1681/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.527]
Epoch 0: 90%|████████▉ | 1682/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.527]
Epoch 0: 90%|████████▉ | 1682/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.192]
Epoch 0: 90%|████████▉ | 1683/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.192]
Epoch 0: 90%|████████▉ | 1683/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.313]
Epoch 0: 90%|████████▉ | 1684/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.313]
Epoch 0: 90%|████████▉ | 1684/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.120]
Epoch 0: 90%|████████▉ | 1685/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.120]
Epoch 0: 90%|████████▉ | 1685/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.259]
Epoch 0: 90%|████████▉ | 1686/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.259]
Epoch 0: 90%|████████▉ | 1686/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0587]
Epoch 0: 90%|████████▉ | 1687/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0587]
Epoch 0: 90%|████████▉ | 1687/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.191]
Epoch 0: 90%|█████████ | 1688/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.191]
Epoch 0: 90%|█████████ | 1688/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.423]
Epoch 0: 90%|█████████ | 1689/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.423]
Epoch 0: 90%|█████████ | 1689/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0926]
Epoch 0: 90%|█████████ | 1690/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0926]
Epoch 0: 90%|█████████ | 1690/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0997]
Epoch 0: 90%|█████████ | 1691/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0997]
Epoch 0: 90%|█████████ | 1691/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.415]
Epoch 0: 90%|█████████ | 1692/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.415]
Epoch 0: 90%|█████████ | 1692/1875 [00:09<00:01, 182.36it/s, v_num=10, train_loss=0.0973]
Epoch 0: 90%|█████████ | 1693/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0973]
Epoch 0: 90%|█████████ | 1693/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.191]
Epoch 0: 90%|█████████ | 1694/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.191]
Epoch 0: 90%|█████████ | 1694/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.327]
Epoch 0: 90%|█████████ | 1695/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.327]
Epoch 0: 90%|█████████ | 1695/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.112]
Epoch 0: 90%|█████████ | 1696/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.112]
Epoch 0: 90%|█████████ | 1696/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.324]
Epoch 0: 91%|█████████ | 1697/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.324]
Epoch 0: 91%|█████████ | 1697/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.163]
Epoch 0: 91%|█████████ | 1698/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.163]
Epoch 0: 91%|█████████ | 1698/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.285]
Epoch 0: 91%|█████████ | 1699/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.285]
Epoch 0: 91%|█████████ | 1699/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.370]
Epoch 0: 91%|█████████ | 1700/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.370]
Epoch 0: 91%|█████████ | 1700/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.159]
Epoch 0: 91%|█████████ | 1701/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.159]
Epoch 0: 91%|█████████ | 1701/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.203]
Epoch 0: 91%|█████████ | 1702/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.203]
Epoch 0: 91%|█████████ | 1702/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0812]
Epoch 0: 91%|█████████ | 1703/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0812]
Epoch 0: 91%|█████████ | 1703/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0959]
Epoch 0: 91%|█████████ | 1704/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0959]
Epoch 0: 91%|█████████ | 1704/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.262]
Epoch 0: 91%|█████████ | 1705/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.262]
Epoch 0: 91%|█████████ | 1705/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0926]
Epoch 0: 91%|█████████ | 1706/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0926]
Epoch 0: 91%|█████████ | 1706/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0582]
Epoch 0: 91%|█████████ | 1707/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0582]
Epoch 0: 91%|█████████ | 1707/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.121]
Epoch 0: 91%|█████████ | 1708/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.121]
Epoch 0: 91%|█████████ | 1708/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.098]
Epoch 0: 91%|█████████ | 1709/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.098]
Epoch 0: 91%|█████████ | 1709/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.196]
Epoch 0: 91%|█████████ | 1710/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.196]
Epoch 0: 91%|█████████ | 1710/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0687]
Epoch 0: 91%|█████████▏| 1711/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0687]
Epoch 0: 91%|█████████▏| 1711/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.259]
Epoch 0: 91%|█████████▏| 1712/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.259]
Epoch 0: 91%|█████████▏| 1712/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0597]
Epoch 0: 91%|█████████▏| 1713/1875 [00:09<00:00, 182.36it/s, v_num=10, train_loss=0.0597]
Epoch 0: 91%|█████████▏| 1713/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.123]
Epoch 0: 91%|█████████▏| 1714/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.123]
Epoch 0: 91%|█████████▏| 1714/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.194]
Epoch 0: 91%|█████████▏| 1715/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.194]
Epoch 0: 91%|█████████▏| 1715/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.332]
Epoch 0: 92%|█████████▏| 1716/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.332]
Epoch 0: 92%|█████████▏| 1716/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.197]
Epoch 0: 92%|█████████▏| 1717/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.197]
Epoch 0: 92%|█████████▏| 1717/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.307]
Epoch 0: 92%|█████████▏| 1718/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.307]
Epoch 0: 92%|█████████▏| 1718/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.561]
Epoch 0: 92%|█████████▏| 1719/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.561]
Epoch 0: 92%|█████████▏| 1719/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.158]
Epoch 0: 92%|█████████▏| 1720/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.158]
Epoch 0: 92%|█████████▏| 1720/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.261]
Epoch 0: 92%|█████████▏| 1721/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.261]
Epoch 0: 92%|█████████▏| 1721/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.182]
Epoch 0: 92%|█████████▏| 1722/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.182]
Epoch 0: 92%|█████████▏| 1722/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.174]
Epoch 0: 92%|█████████▏| 1723/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.174]
Epoch 0: 92%|█████████▏| 1723/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.338]
Epoch 0: 92%|█████████▏| 1724/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.338]
Epoch 0: 92%|█████████▏| 1724/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.401]
Epoch 0: 92%|█████████▏| 1725/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.401]
Epoch 0: 92%|█████████▏| 1725/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.133]
Epoch 0: 92%|█████████▏| 1726/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.133]
Epoch 0: 92%|█████████▏| 1726/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.166]
Epoch 0: 92%|█████████▏| 1727/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.166]
Epoch 0: 92%|█████████▏| 1727/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.144]
Epoch 0: 92%|█████████▏| 1728/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.144]
Epoch 0: 92%|█████████▏| 1728/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0766]
Epoch 0: 92%|█████████▏| 1729/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0766]
Epoch 0: 92%|█████████▏| 1729/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.499]
Epoch 0: 92%|█████████▏| 1730/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.499]
Epoch 0: 92%|█████████▏| 1730/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0433]
Epoch 0: 92%|█████████▏| 1731/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0433]
Epoch 0: 92%|█████████▏| 1731/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.513]
Epoch 0: 92%|█████████▏| 1732/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.513]
Epoch 0: 92%|█████████▏| 1732/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.111]
Epoch 0: 92%|█████████▏| 1733/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.111]
Epoch 0: 92%|█████████▏| 1733/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.305]
Epoch 0: 92%|█████████▏| 1734/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.305]
Epoch 0: 92%|█████████▏| 1734/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0764]
Epoch 0: 93%|█████████▎| 1735/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0764]
Epoch 0: 93%|█████████▎| 1735/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.224]
Epoch 0: 93%|█████████▎| 1736/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.224]
Epoch 0: 93%|█████████▎| 1736/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.445]
Epoch 0: 93%|█████████▎| 1737/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.445]
Epoch 0: 93%|█████████▎| 1737/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.133]
Epoch 0: 93%|█████████▎| 1738/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.133]
Epoch 0: 93%|█████████▎| 1738/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.474]
Epoch 0: 93%|█████████▎| 1739/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.474]
Epoch 0: 93%|█████████▎| 1739/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.432]
Epoch 0: 93%|█████████▎| 1740/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.432]
Epoch 0: 93%|█████████▎| 1740/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.146]
Epoch 0: 93%|█████████▎| 1741/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.146]
Epoch 0: 93%|█████████▎| 1741/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.103]
Epoch 0: 93%|█████████▎| 1742/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.103]
Epoch 0: 93%|█████████▎| 1742/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.165]
Epoch 0: 93%|█████████▎| 1743/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.165]
Epoch 0: 93%|█████████▎| 1743/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.148]
Epoch 0: 93%|█████████▎| 1744/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.148]
Epoch 0: 93%|█████████▎| 1744/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.034]
Epoch 0: 93%|█████████▎| 1745/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.034]
Epoch 0: 93%|█████████▎| 1745/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.248]
Epoch 0: 93%|█████████▎| 1746/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.248]
Epoch 0: 93%|█████████▎| 1746/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.476]
Epoch 0: 93%|█████████▎| 1747/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.476]
Epoch 0: 93%|█████████▎| 1747/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.135]
Epoch 0: 93%|█████████▎| 1748/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.135]
Epoch 0: 93%|█████████▎| 1748/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.218]
Epoch 0: 93%|█████████▎| 1749/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.218]
Epoch 0: 93%|█████████▎| 1749/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0799]
Epoch 0: 93%|█████████▎| 1750/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.0799]
Epoch 0: 93%|█████████▎| 1750/1875 [00:09<00:00, 182.35it/s, v_num=10, train_loss=0.380]
Epoch 0: 93%|█████████▎| 1751/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.380]
Epoch 0: 93%|█████████▎| 1751/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0461]
Epoch 0: 93%|█████████▎| 1752/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0461]
Epoch 0: 93%|█████████▎| 1752/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 93%|█████████▎| 1753/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 93%|█████████▎| 1753/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.176]
Epoch 0: 94%|█████████▎| 1754/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.176]
Epoch 0: 94%|█████████▎| 1754/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 94%|█████████▎| 1755/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 94%|█████████▎| 1755/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0507]
Epoch 0: 94%|█████████▎| 1756/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0507]
Epoch 0: 94%|█████████▎| 1756/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.217]
Epoch 0: 94%|█████████▎| 1757/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.217]
Epoch 0: 94%|█████████▎| 1757/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.186]
Epoch 0: 94%|█████████▍| 1758/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.186]
Epoch 0: 94%|█████████▍| 1758/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.106]
Epoch 0: 94%|█████████▍| 1759/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.106]
Epoch 0: 94%|█████████▍| 1759/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.118]
Epoch 0: 94%|█████████▍| 1760/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.118]
Epoch 0: 94%|█████████▍| 1760/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.111]
Epoch 0: 94%|█████████▍| 1761/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.111]
Epoch 0: 94%|█████████▍| 1761/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0668]
Epoch 0: 94%|█████████▍| 1762/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0668]
Epoch 0: 94%|█████████▍| 1762/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.276]
Epoch 0: 94%|█████████▍| 1763/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.276]
Epoch 0: 94%|█████████▍| 1763/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0749]
Epoch 0: 94%|█████████▍| 1764/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0749]
Epoch 0: 94%|█████████▍| 1764/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.344]
Epoch 0: 94%|█████████▍| 1765/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.344]
Epoch 0: 94%|█████████▍| 1765/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.224]
Epoch 0: 94%|█████████▍| 1766/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.224]
Epoch 0: 94%|█████████▍| 1766/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.111]
Epoch 0: 94%|█████████▍| 1767/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.111]
Epoch 0: 94%|█████████▍| 1767/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.168]
Epoch 0: 94%|█████████▍| 1768/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.168]
Epoch 0: 94%|█████████▍| 1768/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0201]
Epoch 0: 94%|█████████▍| 1769/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0201]
Epoch 0: 94%|█████████▍| 1769/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.096]
Epoch 0: 94%|█████████▍| 1770/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.096]
Epoch 0: 94%|█████████▍| 1770/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.225]
Epoch 0: 94%|█████████▍| 1771/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.225]
Epoch 0: 94%|█████████▍| 1771/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0836]
Epoch 0: 95%|█████████▍| 1772/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0836]
Epoch 0: 95%|█████████▍| 1772/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.451]
Epoch 0: 95%|█████████▍| 1773/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.451]
Epoch 0: 95%|█████████▍| 1773/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.105]
Epoch 0: 95%|█████████▍| 1774/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.105]
Epoch 0: 95%|█████████▍| 1774/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0982]
Epoch 0: 95%|█████████▍| 1775/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0982]
Epoch 0: 95%|█████████▍| 1775/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.125]
Epoch 0: 95%|█████████▍| 1776/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.125]
Epoch 0: 95%|█████████▍| 1776/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.322]
Epoch 0: 95%|█████████▍| 1777/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.322]
Epoch 0: 95%|█████████▍| 1777/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.267]
Epoch 0: 95%|█████████▍| 1778/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.267]
Epoch 0: 95%|█████████▍| 1778/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.110]
Epoch 0: 95%|█████████▍| 1779/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.110]
Epoch 0: 95%|█████████▍| 1779/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.213]
Epoch 0: 95%|█████████▍| 1780/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.213]
Epoch 0: 95%|█████████▍| 1780/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.246]
Epoch 0: 95%|█████████▍| 1781/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.246]
Epoch 0: 95%|█████████▍| 1781/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0831]
Epoch 0: 95%|█████████▌| 1782/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0831]
Epoch 0: 95%|█████████▌| 1782/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.194]
Epoch 0: 95%|█████████▌| 1783/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.194]
Epoch 0: 95%|█████████▌| 1783/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.109]
Epoch 0: 95%|█████████▌| 1784/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.109]
Epoch 0: 95%|█████████▌| 1784/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0447]
Epoch 0: 95%|█████████▌| 1785/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0447]
Epoch 0: 95%|█████████▌| 1785/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.197]
Epoch 0: 95%|█████████▌| 1786/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.197]
Epoch 0: 95%|█████████▌| 1786/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.069]
Epoch 0: 95%|█████████▌| 1787/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.069]
Epoch 0: 95%|█████████▌| 1787/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0821]
Epoch 0: 95%|█████████▌| 1788/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0821]
Epoch 0: 95%|█████████▌| 1788/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.721]
Epoch 0: 95%|█████████▌| 1789/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.721]
Epoch 0: 95%|█████████▌| 1789/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.485]
Epoch 0: 95%|█████████▌| 1790/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.485]
Epoch 0: 95%|█████████▌| 1790/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.150]
Epoch 0: 96%|█████████▌| 1791/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.150]
Epoch 0: 96%|█████████▌| 1791/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 96%|█████████▌| 1792/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.200]
Epoch 0: 96%|█████████▌| 1792/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.134]
Epoch 0: 96%|█████████▌| 1793/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.134]
Epoch 0: 96%|█████████▌| 1793/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.296]
Epoch 0: 96%|█████████▌| 1794/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.296]
Epoch 0: 96%|█████████▌| 1794/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0959]
Epoch 0: 96%|█████████▌| 1795/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0959]
Epoch 0: 96%|█████████▌| 1795/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.140]
Epoch 0: 96%|█████████▌| 1796/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.140]
Epoch 0: 96%|█████████▌| 1796/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.283]
Epoch 0: 96%|█████████▌| 1797/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.283]
Epoch 0: 96%|█████████▌| 1797/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.340]
Epoch 0: 96%|█████████▌| 1798/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.340]
Epoch 0: 96%|█████████▌| 1798/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.195]
Epoch 0: 96%|█████████▌| 1799/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.195]
Epoch 0: 96%|█████████▌| 1799/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0975]
Epoch 0: 96%|█████████▌| 1800/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.0975]
Epoch 0: 96%|█████████▌| 1800/1875 [00:09<00:00, 182.34it/s, v_num=10, train_loss=0.195]
Epoch 0: 96%|█████████▌| 1801/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.195]
Epoch 0: 96%|█████████▌| 1801/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0598]
Epoch 0: 96%|█████████▌| 1802/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0598]
Epoch 0: 96%|█████████▌| 1802/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.253]
Epoch 0: 96%|█████████▌| 1803/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.253]
Epoch 0: 96%|█████████▌| 1803/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0706]
Epoch 0: 96%|█████████▌| 1804/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0706]
Epoch 0: 96%|█████████▌| 1804/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.107]
Epoch 0: 96%|█████████▋| 1805/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.107]
Epoch 0: 96%|█████████▋| 1805/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.212]
Epoch 0: 96%|█████████▋| 1806/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.212]
Epoch 0: 96%|█████████▋| 1806/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0543]
Epoch 0: 96%|█████████▋| 1807/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0543]
Epoch 0: 96%|█████████▋| 1807/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.129]
Epoch 0: 96%|█████████▋| 1808/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.129]
Epoch 0: 96%|█████████▋| 1808/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0997]
Epoch 0: 96%|█████████▋| 1809/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0997]
Epoch 0: 96%|█████████▋| 1809/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.292]
Epoch 0: 97%|█████████▋| 1810/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.292]
Epoch 0: 97%|█████████▋| 1810/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.263]
Epoch 0: 97%|█████████▋| 1811/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.263]
Epoch 0: 97%|█████████▋| 1811/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.256]
Epoch 0: 97%|█████████▋| 1812/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.256]
Epoch 0: 97%|█████████▋| 1812/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.220]
Epoch 0: 97%|█████████▋| 1813/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.220]
Epoch 0: 97%|█████████▋| 1813/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.122]
Epoch 0: 97%|█████████▋| 1814/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.122]
Epoch 0: 97%|█████████▋| 1814/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.274]
Epoch 0: 97%|█████████▋| 1815/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.274]
Epoch 0: 97%|█████████▋| 1815/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.172]
Epoch 0: 97%|█████████▋| 1816/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.172]
Epoch 0: 97%|█████████▋| 1816/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0962]
Epoch 0: 97%|█████████▋| 1817/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.0962]
Epoch 0: 97%|█████████▋| 1817/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.298]
Epoch 0: 97%|█████████▋| 1818/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.298]
Epoch 0: 97%|█████████▋| 1818/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.431]
Epoch 0: 97%|█████████▋| 1819/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.431]
Epoch 0: 97%|█████████▋| 1819/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.234]
Epoch 0: 97%|█████████▋| 1820/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.234]
Epoch 0: 97%|█████████▋| 1820/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.414]
Epoch 0: 97%|█████████▋| 1821/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.414]
Epoch 0: 97%|█████████▋| 1821/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.110]
Epoch 0: 97%|█████████▋| 1822/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.110]
Epoch 0: 97%|█████████▋| 1822/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.102]
Epoch 0: 97%|█████████▋| 1823/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.102]
Epoch 0: 97%|█████████▋| 1823/1875 [00:09<00:00, 182.33it/s, v_num=10, train_loss=0.327]
Epoch 0: 97%|█████████▋| 1824/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.327]
Epoch 0: 97%|█████████▋| 1824/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.372]
Epoch 0: 97%|█████████▋| 1825/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.372]
Epoch 0: 97%|█████████▋| 1825/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0886]
Epoch 0: 97%|█████████▋| 1826/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0886]
Epoch 0: 97%|█████████▋| 1826/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.190]
Epoch 0: 97%|█████████▋| 1827/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.190]
Epoch 0: 97%|█████████▋| 1827/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.556]
Epoch 0: 97%|█████████▋| 1828/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.556]
Epoch 0: 97%|█████████▋| 1828/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.133]
Epoch 0: 98%|█████████▊| 1829/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.133]
Epoch 0: 98%|█████████▊| 1829/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0429]
Epoch 0: 98%|█████████▊| 1830/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0429]
Epoch 0: 98%|█████████▊| 1830/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.373]
Epoch 0: 98%|█████████▊| 1831/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.373]
Epoch 0: 98%|█████████▊| 1831/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.170]
Epoch 0: 98%|█████████▊| 1832/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.170]
Epoch 0: 98%|█████████▊| 1832/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.218]
Epoch 0: 98%|█████████▊| 1833/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.218]
Epoch 0: 98%|█████████▊| 1833/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.203]
Epoch 0: 98%|█████████▊| 1834/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.203]
Epoch 0: 98%|█████████▊| 1834/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.416]
Epoch 0: 98%|█████████▊| 1835/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.416]
Epoch 0: 98%|█████████▊| 1835/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0984]
Epoch 0: 98%|█████████▊| 1836/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0984]
Epoch 0: 98%|█████████▊| 1836/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.242]
Epoch 0: 98%|█████████▊| 1837/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.242]
Epoch 0: 98%|█████████▊| 1837/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.129]
Epoch 0: 98%|█████████▊| 1838/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.129]
Epoch 0: 98%|█████████▊| 1838/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.395]
Epoch 0: 98%|█████████▊| 1839/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.395]
Epoch 0: 98%|█████████▊| 1839/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.268]
Epoch 0: 98%|█████████▊| 1840/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.268]
Epoch 0: 98%|█████████▊| 1840/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.254]
Epoch 0: 98%|█████████▊| 1841/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.254]
Epoch 0: 98%|█████████▊| 1841/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0944]
Epoch 0: 98%|█████████▊| 1842/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0944]
Epoch 0: 98%|█████████▊| 1842/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0363]
Epoch 0: 98%|█████████▊| 1843/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0363]
Epoch 0: 98%|█████████▊| 1843/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.223]
Epoch 0: 98%|█████████▊| 1844/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.223]
Epoch 0: 98%|█████████▊| 1844/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1845/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1845/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.110]
Epoch 0: 98%|█████████▊| 1846/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.110]
Epoch 0: 98%|█████████▊| 1846/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0863]
Epoch 0: 99%|█████████▊| 1847/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0863]
Epoch 0: 99%|█████████▊| 1847/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.160]
Epoch 0: 99%|█████████▊| 1848/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.160]
Epoch 0: 99%|█████████▊| 1848/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.119]
Epoch 0: 99%|█████████▊| 1849/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.119]
Epoch 0: 99%|█████████▊| 1849/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.323]
Epoch 0: 99%|█████████▊| 1850/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.323]
Epoch 0: 99%|█████████▊| 1850/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.270]
Epoch 0: 99%|█████████▊| 1851/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.270]
Epoch 0: 99%|█████████▊| 1851/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.260]
Epoch 0: 99%|█████████▉| 1852/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.260]
Epoch 0: 99%|█████████▉| 1852/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.137]
Epoch 0: 99%|█████████▉| 1853/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.137]
Epoch 0: 99%|█████████▉| 1853/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.482]
Epoch 0: 99%|█████████▉| 1854/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.482]
Epoch 0: 99%|█████████▉| 1854/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.292]
Epoch 0: 99%|█████████▉| 1855/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.292]
Epoch 0: 99%|█████████▉| 1855/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.103]
Epoch 0: 99%|█████████▉| 1856/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.103]
Epoch 0: 99%|█████████▉| 1856/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.194]
Epoch 0: 99%|█████████▉| 1857/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.194]
Epoch 0: 99%|█████████▉| 1857/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.0587]
Epoch 0: 99%|█████████▉| 1858/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0587]
Epoch 0: 99%|█████████▉| 1858/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.134]
Epoch 0: 99%|█████████▉| 1859/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.134]
Epoch 0: 99%|█████████▉| 1859/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.513]
Epoch 0: 99%|█████████▉| 1860/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.513]
Epoch 0: 99%|█████████▉| 1860/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.173]
Epoch 0: 99%|█████████▉| 1861/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.173]
Epoch 0: 99%|█████████▉| 1861/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.0903]
Epoch 0: 99%|█████████▉| 1862/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0903]
Epoch 0: 99%|█████████▉| 1862/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.190]
Epoch 0: 99%|█████████▉| 1863/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.190]
Epoch 0: 99%|█████████▉| 1863/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.185]
Epoch 0: 99%|█████████▉| 1864/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.185]
Epoch 0: 99%|█████████▉| 1864/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.0687]
Epoch 0: 99%|█████████▉| 1865/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0687]
Epoch 0: 99%|█████████▉| 1865/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.141]
Epoch 0: 100%|█████████▉| 1866/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.141]
Epoch 0: 100%|█████████▉| 1866/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.102]
Epoch 0: 100%|█████████▉| 1867/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.102]
Epoch 0: 100%|█████████▉| 1867/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.101]
Epoch 0: 100%|█████████▉| 1868/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.101]
Epoch 0: 100%|█████████▉| 1868/1875 [00:10<00:00, 182.32it/s, v_num=10, train_loss=0.178]
Epoch 0: 100%|█████████▉| 1869/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.178]
Epoch 0: 100%|█████████▉| 1869/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.318]
Epoch 0: 100%|█████████▉| 1870/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.318]
Epoch 0: 100%|█████████▉| 1870/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0618]
Epoch 0: 100%|█████████▉| 1871/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0618]
Epoch 0: 100%|█████████▉| 1871/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.497]
Epoch 0: 100%|█████████▉| 1872/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.497]
Epoch 0: 100%|█████████▉| 1872/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.389]
Epoch 0: 100%|█████████▉| 1873/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.389]
Epoch 0: 100%|█████████▉| 1873/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.175]
Epoch 0: 100%|█████████▉| 1874/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.175]
Epoch 0: 100%|█████████▉| 1874/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0918]
Epoch 0: 100%|██████████| 1875/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.0918]
Epoch 0: 100%|██████████| 1875/1875 [00:10<00:00, 182.33it/s, v_num=10, train_loss=0.155]
Validation: | | 0/? [00:00<?, ?it/s]
Validation: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 1/313 [00:00<00:00, 664.71it/s]
Validation DataLoader 0: 1%| | 2/313 [00:00<00:00, 402.29it/s]
Validation DataLoader 0: 1%| | 3/313 [00:00<00:00, 359.41it/s]
Validation DataLoader 0: 1%|▏ | 4/313 [00:00<00:00, 340.11it/s]
Validation DataLoader 0: 2%|▏ | 5/313 [00:00<00:00, 329.96it/s]
Validation DataLoader 0: 2%|▏ | 6/313 [00:00<00:00, 323.28it/s]
Validation DataLoader 0: 2%|▏ | 7/313 [00:00<00:00, 318.92it/s]
Validation DataLoader 0: 3%|▎ | 8/313 [00:00<00:00, 315.53it/s]
Validation DataLoader 0: 3%|▎ | 9/313 [00:00<00:00, 313.48it/s]
Validation DataLoader 0: 3%|▎ | 10/313 [00:00<00:00, 311.41it/s]
Validation DataLoader 0: 4%|▎ | 11/313 [00:00<00:00, 309.95it/s]
Validation DataLoader 0: 4%|▍ | 12/313 [00:00<00:00, 308.42it/s]
Validation DataLoader 0: 4%|▍ | 13/313 [00:00<00:00, 307.55it/s]
Validation DataLoader 0: 4%|▍ | 14/313 [00:00<00:00, 306.51it/s]
Validation DataLoader 0: 5%|▍ | 15/313 [00:00<00:00, 305.75it/s]
Validation DataLoader 0: 5%|▌ | 16/313 [00:00<00:00, 304.98it/s]
Validation DataLoader 0: 5%|▌ | 17/313 [00:00<00:00, 304.48it/s]
Validation DataLoader 0: 6%|▌ | 18/313 [00:00<00:00, 303.84it/s]
Validation DataLoader 0: 6%|▌ | 19/313 [00:00<00:00, 303.51it/s]
Validation DataLoader 0: 6%|▋ | 20/313 [00:00<00:00, 303.07it/s]
Validation DataLoader 0: 7%|▋ | 21/313 [00:00<00:00, 302.85it/s]
Validation DataLoader 0: 7%|▋ | 22/313 [00:00<00:00, 302.50it/s]
Validation DataLoader 0: 7%|▋ | 23/313 [00:00<00:00, 302.24it/s]
Validation DataLoader 0: 8%|▊ | 24/313 [00:00<00:00, 301.92it/s]
Validation DataLoader 0: 8%|▊ | 25/313 [00:00<00:00, 301.72it/s]
Validation DataLoader 0: 8%|▊ | 26/313 [00:00<00:00, 301.48it/s]
Validation DataLoader 0: 9%|▊ | 27/313 [00:00<00:00, 301.32it/s]
Validation DataLoader 0: 9%|▉ | 28/313 [00:00<00:00, 301.11it/s]
Validation DataLoader 0: 9%|▉ | 29/313 [00:00<00:00, 301.04it/s]
Validation DataLoader 0: 10%|▉ | 30/313 [00:00<00:00, 300.79it/s]
Validation DataLoader 0: 10%|▉ | 31/313 [00:00<00:00, 300.65it/s]
Validation DataLoader 0: 10%|█ | 32/313 [00:00<00:00, 300.50it/s]
Validation DataLoader 0: 11%|█ | 33/313 [00:00<00:00, 300.11it/s]
Validation DataLoader 0: 11%|█ | 34/313 [00:00<00:00, 299.90it/s]
Validation DataLoader 0: 11%|█ | 35/313 [00:00<00:00, 299.83it/s]
Validation DataLoader 0: 12%|█▏ | 36/313 [00:00<00:00, 299.69it/s]
Validation DataLoader 0: 12%|█▏ | 37/313 [00:00<00:00, 299.60it/s]
Validation DataLoader 0: 12%|█▏ | 38/313 [00:00<00:00, 299.44it/s]
Validation DataLoader 0: 12%|█▏ | 39/313 [00:00<00:00, 299.45it/s]
Validation DataLoader 0: 13%|█▎ | 40/313 [00:00<00:00, 299.32it/s]
Validation DataLoader 0: 13%|█▎ | 41/313 [00:00<00:00, 299.27it/s]
Validation DataLoader 0: 13%|█▎ | 42/313 [00:00<00:00, 299.16it/s]
Validation DataLoader 0: 14%|█▎ | 43/313 [00:00<00:00, 299.19it/s]
Validation DataLoader 0: 14%|█▍ | 44/313 [00:00<00:00, 299.09it/s]
Validation DataLoader 0: 14%|█▍ | 45/313 [00:00<00:00, 299.11it/s]
Validation DataLoader 0: 15%|█▍ | 46/313 [00:00<00:00, 299.01it/s]
Validation DataLoader 0: 15%|█▌ | 47/313 [00:00<00:00, 299.02it/s]
Validation DataLoader 0: 15%|█▌ | 48/313 [00:00<00:00, 298.94it/s]
Validation DataLoader 0: 16%|█▌ | 49/313 [00:00<00:00, 298.95it/s]
Validation DataLoader 0: 16%|█▌ | 50/313 [00:00<00:00, 298.90it/s]
Validation DataLoader 0: 16%|█▋ | 51/313 [00:00<00:00, 298.89it/s]
Validation DataLoader 0: 17%|█▋ | 52/313 [00:00<00:00, 298.83it/s]
Validation DataLoader 0: 17%|█▋ | 53/313 [00:00<00:00, 298.90it/s]
Validation DataLoader 0: 17%|█▋ | 54/313 [00:00<00:00, 298.85it/s]
Validation DataLoader 0: 18%|█▊ | 55/313 [00:00<00:00, 298.88it/s]
Validation DataLoader 0: 18%|█▊ | 56/313 [00:00<00:00, 298.84it/s]
Validation DataLoader 0: 18%|█▊ | 57/313 [00:00<00:00, 298.82it/s]
Validation DataLoader 0: 19%|█▊ | 58/313 [00:00<00:00, 298.79it/s]
Validation DataLoader 0: 19%|█▉ | 59/313 [00:00<00:00, 298.79it/s]
Validation DataLoader 0: 19%|█▉ | 60/313 [00:00<00:00, 298.79it/s]
Validation DataLoader 0: 19%|█▉ | 61/313 [00:00<00:00, 298.77it/s]
Validation DataLoader 0: 20%|█▉ | 62/313 [00:00<00:00, 298.74it/s]
Validation DataLoader 0: 20%|██ | 63/313 [00:00<00:00, 298.73it/s]
Validation DataLoader 0: 20%|██ | 64/313 [00:00<00:00, 298.70it/s]
Validation DataLoader 0: 21%|██ | 65/313 [00:00<00:00, 298.72it/s]
Validation DataLoader 0: 21%|██ | 66/313 [00:00<00:00, 298.65it/s]
Validation DataLoader 0: 21%|██▏ | 67/313 [00:00<00:00, 298.66it/s]
Validation DataLoader 0: 22%|██▏ | 68/313 [00:00<00:00, 298.62it/s]
Validation DataLoader 0: 22%|██▏ | 69/313 [00:00<00:00, 298.62it/s]
Validation DataLoader 0: 22%|██▏ | 70/313 [00:00<00:00, 298.59it/s]
Validation DataLoader 0: 23%|██▎ | 71/313 [00:00<00:00, 298.58it/s]
Validation DataLoader 0: 23%|██▎ | 72/313 [00:00<00:00, 298.57it/s]
Validation DataLoader 0: 23%|██▎ | 73/313 [00:00<00:00, 298.58it/s]
Validation DataLoader 0: 24%|██▎ | 74/313 [00:00<00:00, 298.58it/s]
Validation DataLoader 0: 24%|██▍ | 75/313 [00:00<00:00, 298.58it/s]
Validation DataLoader 0: 24%|██▍ | 76/313 [00:00<00:00, 298.54it/s]
Validation DataLoader 0: 25%|██▍ | 77/313 [00:00<00:00, 298.55it/s]
Validation DataLoader 0: 25%|██▍ | 78/313 [00:00<00:00, 298.52it/s]
Validation DataLoader 0: 25%|██▌ | 79/313 [00:00<00:00, 298.52it/s]
Validation DataLoader 0: 26%|██▌ | 80/313 [00:00<00:00, 298.47it/s]
Validation DataLoader 0: 26%|██▌ | 81/313 [00:00<00:00, 298.50it/s]
Validation DataLoader 0: 26%|██▌ | 82/313 [00:00<00:00, 298.46it/s]
Validation DataLoader 0: 27%|██▋ | 83/313 [00:00<00:00, 298.45it/s]
Validation DataLoader 0: 27%|██▋ | 84/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 27%|██▋ | 85/313 [00:00<00:00, 298.44it/s]
Validation DataLoader 0: 27%|██▋ | 86/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 28%|██▊ | 87/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 28%|██▊ | 88/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 28%|██▊ | 89/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 29%|██▉ | 90/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 29%|██▉ | 91/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 29%|██▉ | 92/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 30%|██▉ | 93/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 30%|███ | 94/313 [00:00<00:00, 298.35it/s]
Validation DataLoader 0: 30%|███ | 95/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 31%|███ | 96/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 31%|███ | 97/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 31%|███▏ | 98/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 32%|███▏ | 99/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 32%|███▏ | 100/313 [00:00<00:00, 298.35it/s]
Validation DataLoader 0: 32%|███▏ | 101/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 33%|███▎ | 102/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 33%|███▎ | 103/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 33%|███▎ | 104/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 34%|███▎ | 105/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 34%|███▍ | 106/313 [00:00<00:00, 298.35it/s]
Validation DataLoader 0: 34%|███▍ | 107/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 35%|███▍ | 108/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 35%|███▍ | 109/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 35%|███▌ | 110/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 35%|███▌ | 111/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 36%|███▌ | 112/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 36%|███▌ | 113/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 36%|███▋ | 114/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 37%|███▋ | 115/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 37%|███▋ | 116/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 37%|███▋ | 117/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 38%|███▊ | 118/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 38%|███▊ | 119/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 38%|███▊ | 120/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 39%|███▊ | 121/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 39%|███▉ | 122/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 39%|███▉ | 123/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 40%|███▉ | 124/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 40%|███▉ | 125/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 40%|████ | 126/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 41%|████ | 127/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 41%|████ | 128/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 41%|████ | 129/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 42%|████▏ | 130/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 42%|████▏ | 131/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 42%|████▏ | 132/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 42%|████▏ | 133/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 43%|████▎ | 134/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 56%|█████▌ | 176/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 57%|█████▋ | 177/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 57%|█████▋ | 178/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 57%|█████▋ | 179/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 58%|█████▊ | 180/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 58%|█████▊ | 181/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 58%|█████▊ | 182/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 58%|█████▊ | 183/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 59%|█████▉ | 184/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 59%|█████▉ | 185/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 59%|█████▉ | 186/313 [00:00<00:00, 298.18it/s]
Validation DataLoader 0: 60%|█████▉ | 187/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 60%|██████ | 188/313 [00:00<00:00, 298.18it/s]
Validation DataLoader 0: 60%|██████ | 189/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 61%|██████ | 190/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 61%|██████ | 191/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 61%|██████▏ | 192/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 62%|██████▏ | 193/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 62%|██████▏ | 194/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 62%|██████▏ | 195/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 63%|██████▎ | 196/313 [00:00<00:00, 298.19it/s]
Validation DataLoader 0: 63%|██████▎ | 197/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 63%|██████▎ | 198/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 64%|██████▎ | 199/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 64%|██████▍ | 200/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 64%|██████▍ | 201/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 65%|██████▍ | 202/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 65%|██████▍ | 203/313 [00:00<00:00, 298.22it/s]
Validation DataLoader 0: 65%|██████▌ | 204/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 65%|██████▌ | 205/313 [00:00<00:00, 298.22it/s]
Validation DataLoader 0: 66%|██████▌ | 206/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 66%|██████▌ | 207/313 [00:00<00:00, 298.22it/s]
Validation DataLoader 0: 66%|██████▋ | 208/313 [00:00<00:00, 298.21it/s]
Validation DataLoader 0: 67%|██████▋ | 209/313 [00:00<00:00, 298.23it/s]
Validation DataLoader 0: 67%|██████▋ | 210/313 [00:00<00:00, 298.22it/s]
Validation DataLoader 0: 67%|██████▋ | 211/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 68%|██████▊ | 212/313 [00:00<00:00, 298.23it/s]
Validation DataLoader 0: 68%|██████▊ | 213/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 68%|██████▊ | 214/313 [00:00<00:00, 298.24it/s]
Validation DataLoader 0: 69%|██████▊ | 215/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 69%|██████▉ | 216/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 69%|██████▉ | 217/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 70%|██████▉ | 218/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 70%|██████▉ | 219/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 70%|███████ | 220/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 71%|███████ | 221/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 71%|███████ | 222/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 71%|███████ | 223/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 72%|███████▏ | 224/313 [00:00<00:00, 298.27it/s]
Validation DataLoader 0: 72%|███████▏ | 225/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 72%|███████▏ | 226/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 73%|███████▎ | 227/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 73%|███████▎ | 228/313 [00:00<00:00, 298.28it/s]
Validation DataLoader 0: 73%|███████▎ | 229/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 73%|███████▎ | 230/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 74%|███████▍ | 231/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 74%|███████▍ | 232/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 74%|███████▍ | 233/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 75%|███████▍ | 234/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 75%|███████▌ | 235/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 75%|███████▌ | 236/313 [00:00<00:00, 298.29it/s]
Validation DataLoader 0: 76%|███████▌ | 237/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 76%|███████▌ | 238/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 76%|███████▋ | 239/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 77%|███████▋ | 240/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 77%|███████▋ | 241/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 77%|███████▋ | 242/313 [00:00<00:00, 298.30it/s]
Validation DataLoader 0: 78%|███████▊ | 243/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 78%|███████▊ | 244/313 [00:00<00:00, 298.31it/s]
Validation DataLoader 0: 78%|███████▊ | 245/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 79%|███████▊ | 246/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 79%|███████▉ | 247/313 [00:00<00:00, 298.33it/s]
Validation DataLoader 0: 79%|███████▉ | 248/313 [00:00<00:00, 298.33it/s]
Validation DataLoader 0: 80%|███████▉ | 249/313 [00:00<00:00, 298.34it/s]
Validation DataLoader 0: 80%|███████▉ | 250/313 [00:00<00:00, 298.33it/s]
Validation DataLoader 0: 80%|████████ | 251/313 [00:00<00:00, 298.34it/s]
Validation DataLoader 0: 81%|████████ | 252/313 [00:00<00:00, 298.34it/s]
Validation DataLoader 0: 81%|████████ | 253/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 81%|████████ | 254/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 81%|████████▏ | 255/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 82%|████████▏ | 256/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 82%|████████▏ | 257/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 82%|████████▏ | 258/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 83%|████████▎ | 259/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 83%|████████▎ | 260/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 83%|████████▎ | 261/313 [00:00<00:00, 298.36it/s]
Validation DataLoader 0: 84%|████████▎ | 262/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 84%|████████▍ | 263/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 84%|████████▍ | 264/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 85%|████████▍ | 265/313 [00:00<00:00, 298.39it/s]
Validation DataLoader 0: 85%|████████▍ | 266/313 [00:00<00:00, 298.39it/s]
Validation DataLoader 0: 85%|████████▌ | 267/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 86%|████████▌ | 268/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 86%|████████▌ | 269/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 86%|████████▋ | 270/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 87%|████████▋ | 271/313 [00:00<00:00, 298.39it/s]
Validation DataLoader 0: 87%|████████▋ | 272/313 [00:00<00:00, 298.39it/s]
Validation DataLoader 0: 87%|████████▋ | 273/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 88%|████████▊ | 274/313 [00:00<00:00, 298.39it/s]
Validation DataLoader 0: 88%|████████▊ | 275/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 88%|████████▊ | 276/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 88%|████████▊ | 277/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 89%|████████▉ | 278/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 89%|████████▉ | 279/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 89%|████████▉ | 280/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 90%|████████▉ | 281/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 90%|█████████ | 282/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 90%|█████████ | 283/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 91%|█████████ | 284/313 [00:00<00:00, 298.40it/s]
Validation DataLoader 0: 91%|█████████ | 285/313 [00:00<00:00, 298.41it/s]
Validation DataLoader 0: 91%|█████████▏| 286/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 92%|█████████▏| 287/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 92%|█████████▏| 288/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 92%|█████████▏| 289/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 93%|█████████▎| 290/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 93%|█████████▎| 291/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 93%|█████████▎| 292/313 [00:00<00:00, 298.42it/s]
Validation DataLoader 0: 94%|█████████▎| 293/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 94%|█████████▍| 294/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 94%|█████████▍| 295/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 95%|█████████▍| 296/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 95%|█████████▍| 297/313 [00:00<00:00, 298.44it/s]
Validation DataLoader 0: 95%|█████████▌| 298/313 [00:00<00:00, 298.44it/s]
Validation DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 298.45it/s]
Validation DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 298.45it/s]
Validation DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 298.46it/s]
Validation DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 298.46it/s]
Validation DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 298.46it/s]
Validation DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 298.45it/s]
Validation DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 298.45it/s]
Validation DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 298.45it/s]
Validation DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 298.46it/s]
Validation DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 298.46it/s]
Validation DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 298.47it/s]
Validation DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 298.47it/s]
Validation DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 298.47it/s]
Validation DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 298.47it/s]
Validation DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 298.74it/s]
Epoch 0: 100%|██████████| 1875/1875 [00:11<00:00, 165.33it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 0: 100%|██████████| 1875/1875 [00:11<00:00, 165.32it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 0: 0%| | 0/1875 [00:00<?, ?it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 0%| | 0/1875 [00:00<?, ?it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 0%| | 1/1875 [00:00<00:12, 149.35it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 0%| | 1/1875 [00:00<00:12, 146.27it/s, v_num=10, train_loss=0.423, Acc%=96.40]
Epoch 1: 0%| | 2/1875 [00:00<00:11, 163.31it/s, v_num=10, train_loss=0.423, Acc%=96.40]
Epoch 1: 0%| | 2/1875 [00:00<00:11, 161.53it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 0%| | 3/1875 [00:00<00:11, 166.45it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 0%| | 3/1875 [00:00<00:11, 165.21it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 0%| | 4/1875 [00:00<00:10, 170.24it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 0%| | 4/1875 [00:00<00:11, 169.29it/s, v_num=10, train_loss=0.0593, Acc%=96.40]
Epoch 1: 0%| | 5/1875 [00:00<00:10, 172.63it/s, v_num=10, train_loss=0.0593, Acc%=96.40]
Epoch 1: 0%| | 5/1875 [00:00<00:10, 171.85it/s, v_num=10, train_loss=0.0296, Acc%=96.40]
Epoch 1: 0%| | 6/1875 [00:00<00:10, 174.13it/s, v_num=10, train_loss=0.0296, Acc%=96.40]
Epoch 1: 0%| | 6/1875 [00:00<00:10, 173.46it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 0%| | 7/1875 [00:00<00:10, 175.40it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 0%| | 7/1875 [00:00<00:10, 174.81it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 0%| | 8/1875 [00:00<00:10, 176.17it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 0%| | 8/1875 [00:00<00:10, 175.65it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 0%| | 9/1875 [00:00<00:10, 176.85it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 0%| | 9/1875 [00:00<00:10, 176.38it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 1%| | 10/1875 [00:00<00:10, 177.39it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 1%| | 10/1875 [00:00<00:10, 176.97it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 1%| | 11/1875 [00:00<00:10, 177.92it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 1%| | 11/1875 [00:00<00:10, 177.53it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 1%| | 12/1875 [00:00<00:10, 178.39it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 1%| | 12/1875 [00:00<00:10, 178.03it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 1%| | 13/1875 [00:00<00:10, 178.70it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 1%| | 13/1875 [00:00<00:10, 178.36it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 1%| | 14/1875 [00:00<00:10, 179.00it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 1%| | 14/1875 [00:00<00:10, 178.69it/s, v_num=10, train_loss=0.0641, Acc%=96.40]
Epoch 1: 1%| | 15/1875 [00:00<00:10, 179.22it/s, v_num=10, train_loss=0.0641, Acc%=96.40]
Epoch 1: 1%| | 15/1875 [00:00<00:10, 178.93it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 1%| | 16/1875 [00:00<00:10, 179.40it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 1%| | 16/1875 [00:00<00:10, 179.13it/s, v_num=10, train_loss=0.0383, Acc%=96.40]
Epoch 1: 1%| | 17/1875 [00:00<00:10, 179.60it/s, v_num=10, train_loss=0.0383, Acc%=96.40]
Epoch 1: 1%| | 17/1875 [00:00<00:10, 179.35it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 1%| | 18/1875 [00:00<00:10, 179.72it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 1%| | 18/1875 [00:00<00:10, 179.48it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 1%| | 19/1875 [00:00<00:10, 179.78it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 1%| | 19/1875 [00:00<00:10, 179.56it/s, v_num=10, train_loss=0.0542, Acc%=96.40]
Epoch 1: 1%| | 20/1875 [00:00<00:10, 179.87it/s, v_num=10, train_loss=0.0542, Acc%=96.40]
Epoch 1: 1%| | 20/1875 [00:00<00:10, 179.66it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 1%| | 21/1875 [00:00<00:10, 179.95it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 1%| | 21/1875 [00:00<00:10, 179.73it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 1%| | 22/1875 [00:00<00:10, 180.03it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 1%| | 22/1875 [00:00<00:10, 179.83it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 1%| | 23/1875 [00:00<00:10, 180.14it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 1%| | 23/1875 [00:00<00:10, 179.95it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 1%|▏ | 24/1875 [00:00<00:10, 180.21it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 1%|▏ | 24/1875 [00:00<00:10, 180.03it/s, v_num=10, train_loss=0.0523, Acc%=96.40]
Epoch 1: 1%|▏ | 25/1875 [00:00<00:10, 180.30it/s, v_num=10, train_loss=0.0523, Acc%=96.40]
Epoch 1: 1%|▏ | 25/1875 [00:00<00:10, 180.12it/s, v_num=10, train_loss=0.0398, Acc%=96.40]
Epoch 1: 1%|▏ | 26/1875 [00:00<00:10, 179.95it/s, v_num=10, train_loss=0.0398, Acc%=96.40]
Epoch 1: 1%|▏ | 26/1875 [00:00<00:10, 179.78it/s, v_num=10, train_loss=0.0897, Acc%=96.40]
Epoch 1: 1%|▏ | 27/1875 [00:00<00:10, 180.04it/s, v_num=10, train_loss=0.0897, Acc%=96.40]
Epoch 1: 1%|▏ | 27/1875 [00:00<00:10, 179.87it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 1%|▏ | 28/1875 [00:00<00:10, 180.09it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 1%|▏ | 28/1875 [00:00<00:10, 179.94it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 2%|▏ | 29/1875 [00:00<00:10, 180.18it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 2%|▏ | 29/1875 [00:00<00:10, 180.03it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 2%|▏ | 30/1875 [00:00<00:10, 180.27it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 2%|▏ | 30/1875 [00:00<00:10, 180.13it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 2%|▏ | 31/1875 [00:00<00:10, 180.33it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 2%|▏ | 31/1875 [00:00<00:10, 180.19it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 2%|▏ | 32/1875 [00:00<00:10, 180.38it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 2%|▏ | 32/1875 [00:00<00:10, 180.24it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 2%|▏ | 33/1875 [00:00<00:10, 180.43it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 2%|▏ | 33/1875 [00:00<00:10, 180.30it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 2%|▏ | 34/1875 [00:00<00:10, 180.49it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 2%|▏ | 34/1875 [00:00<00:10, 180.36it/s, v_num=10, train_loss=0.540, Acc%=96.40]
Epoch 1: 2%|▏ | 35/1875 [00:00<00:10, 180.54it/s, v_num=10, train_loss=0.540, Acc%=96.40]
Epoch 1: 2%|▏ | 35/1875 [00:00<00:10, 180.41it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 2%|▏ | 36/1875 [00:00<00:10, 180.59it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 2%|▏ | 36/1875 [00:00<00:10, 180.46it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 2%|▏ | 37/1875 [00:00<00:10, 180.63it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 2%|▏ | 37/1875 [00:00<00:10, 180.51it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 2%|▏ | 38/1875 [00:00<00:10, 180.70it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 2%|▏ | 38/1875 [00:00<00:10, 180.58it/s, v_num=10, train_loss=0.0571, Acc%=96.40]
Epoch 1: 2%|▏ | 39/1875 [00:00<00:10, 180.74it/s, v_num=10, train_loss=0.0571, Acc%=96.40]
Epoch 1: 2%|▏ | 39/1875 [00:00<00:10, 180.63it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 2%|▏ | 40/1875 [00:00<00:10, 180.78it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 2%|▏ | 40/1875 [00:00<00:10, 180.67it/s, v_num=10, train_loss=0.0913, Acc%=96.40]
Epoch 1: 2%|▏ | 41/1875 [00:00<00:10, 180.82it/s, v_num=10, train_loss=0.0913, Acc%=96.40]
Epoch 1: 2%|▏ | 41/1875 [00:00<00:10, 180.71it/s, v_num=10, train_loss=0.276, Acc%=96.40]
Epoch 1: 2%|▏ | 42/1875 [00:00<00:10, 180.85it/s, v_num=10, train_loss=0.276, Acc%=96.40]
Epoch 1: 2%|▏ | 42/1875 [00:00<00:10, 180.74it/s, v_num=10, train_loss=0.290, Acc%=96.40]
Epoch 1: 2%|▏ | 43/1875 [00:00<00:10, 180.87it/s, v_num=10, train_loss=0.290, Acc%=96.40]
Epoch 1: 2%|▏ | 43/1875 [00:00<00:10, 180.76it/s, v_num=10, train_loss=0.037, Acc%=96.40]
Epoch 1: 2%|▏ | 44/1875 [00:00<00:10, 180.91it/s, v_num=10, train_loss=0.037, Acc%=96.40]
Epoch 1: 2%|▏ | 44/1875 [00:00<00:10, 180.81it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 2%|▏ | 45/1875 [00:00<00:10, 180.94it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 2%|▏ | 45/1875 [00:00<00:10, 180.84it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 2%|▏ | 46/1875 [00:00<00:10, 180.97it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 2%|▏ | 46/1875 [00:00<00:10, 180.87it/s, v_num=10, train_loss=0.035, Acc%=96.40]
Epoch 1: 3%|▎ | 47/1875 [00:00<00:10, 181.03it/s, v_num=10, train_loss=0.035, Acc%=96.40]
Epoch 1: 3%|▎ | 47/1875 [00:00<00:10, 180.93it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 3%|▎ | 48/1875 [00:00<00:10, 181.04it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 3%|▎ | 48/1875 [00:00<00:10, 180.95it/s, v_num=10, train_loss=0.0841, Acc%=96.40]
Epoch 1: 3%|▎ | 49/1875 [00:00<00:10, 181.06it/s, v_num=10, train_loss=0.0841, Acc%=96.40]
Epoch 1: 3%|▎ | 49/1875 [00:00<00:10, 180.97it/s, v_num=10, train_loss=0.050, Acc%=96.40]
Epoch 1: 3%|▎ | 50/1875 [00:00<00:10, 181.08it/s, v_num=10, train_loss=0.050, Acc%=96.40]
Epoch 1: 3%|▎ | 50/1875 [00:00<00:10, 180.99it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 3%|▎ | 51/1875 [00:00<00:10, 181.12it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 3%|▎ | 51/1875 [00:00<00:10, 181.03it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 3%|▎ | 52/1875 [00:00<00:10, 181.16it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 3%|▎ | 52/1875 [00:00<00:10, 181.08it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 3%|▎ | 53/1875 [00:00<00:10, 181.19it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 3%|▎ | 53/1875 [00:00<00:10, 181.11it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 3%|▎ | 54/1875 [00:00<00:10, 181.23it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 3%|▎ | 54/1875 [00:00<00:10, 181.14it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 3%|▎ | 55/1875 [00:00<00:10, 181.25it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 3%|▎ | 55/1875 [00:00<00:10, 181.17it/s, v_num=10, train_loss=0.434, Acc%=96.40]
Epoch 1: 3%|▎ | 56/1875 [00:00<00:10, 181.26it/s, v_num=10, train_loss=0.434, Acc%=96.40]
Epoch 1: 3%|▎ | 56/1875 [00:00<00:10, 181.18it/s, v_num=10, train_loss=0.0349, Acc%=96.40]
Epoch 1: 3%|▎ | 57/1875 [00:00<00:10, 181.28it/s, v_num=10, train_loss=0.0349, Acc%=96.40]
Epoch 1: 3%|▎ | 57/1875 [00:00<00:10, 181.21it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 3%|▎ | 58/1875 [00:00<00:10, 181.31it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 3%|▎ | 58/1875 [00:00<00:10, 181.23it/s, v_num=10, train_loss=0.409, Acc%=96.40]
Epoch 1: 3%|▎ | 59/1875 [00:00<00:10, 181.33it/s, v_num=10, train_loss=0.409, Acc%=96.40]
Epoch 1: 3%|▎ | 59/1875 [00:00<00:10, 181.25it/s, v_num=10, train_loss=0.061, Acc%=96.40]
Epoch 1: 3%|▎ | 60/1875 [00:00<00:10, 181.36it/s, v_num=10, train_loss=0.061, Acc%=96.40]
Epoch 1: 3%|▎ | 60/1875 [00:00<00:10, 181.28it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 3%|▎ | 61/1875 [00:00<00:10, 181.38it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 3%|▎ | 61/1875 [00:00<00:10, 181.31it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 3%|▎ | 62/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 3%|▎ | 62/1875 [00:00<00:09, 181.33it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 3%|▎ | 63/1875 [00:00<00:09, 181.41it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 3%|▎ | 63/1875 [00:00<00:09, 181.34it/s, v_num=10, train_loss=0.0956, Acc%=96.40]
Epoch 1: 3%|▎ | 64/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=0.0956, Acc%=96.40]
Epoch 1: 3%|▎ | 64/1875 [00:00<00:09, 181.37it/s, v_num=10, train_loss=0.441, Acc%=96.40]
Epoch 1: 3%|▎ | 65/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=0.441, Acc%=96.40]
Epoch 1: 3%|▎ | 65/1875 [00:00<00:09, 181.38it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 4%|▎ | 66/1875 [00:00<00:09, 181.47it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 4%|▎ | 66/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 4%|▎ | 67/1875 [00:00<00:09, 181.48it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 4%|▎ | 67/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 4%|▎ | 68/1875 [00:00<00:09, 181.49it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 4%|▎ | 68/1875 [00:00<00:09, 181.43it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 4%|▎ | 69/1875 [00:00<00:09, 181.51it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 4%|▎ | 69/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=0.0929, Acc%=96.40]
Epoch 1: 4%|▎ | 70/1875 [00:00<00:09, 181.52it/s, v_num=10, train_loss=0.0929, Acc%=96.40]
Epoch 1: 4%|▎ | 70/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 4%|▍ | 71/1875 [00:00<00:09, 181.53it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 4%|▍ | 71/1875 [00:00<00:09, 181.47it/s, v_num=10, train_loss=0.184, Acc%=96.40]
Epoch 1: 4%|▍ | 72/1875 [00:00<00:09, 181.55it/s, v_num=10, train_loss=0.184, Acc%=96.40]
Epoch 1: 4%|▍ | 72/1875 [00:00<00:09, 181.48it/s, v_num=10, train_loss=0.0984, Acc%=96.40]
Epoch 1: 4%|▍ | 73/1875 [00:00<00:09, 181.56it/s, v_num=10, train_loss=0.0984, Acc%=96.40]
Epoch 1: 4%|▍ | 73/1875 [00:00<00:09, 181.50it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 4%|▍ | 74/1875 [00:00<00:09, 181.57it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 4%|▍ | 74/1875 [00:00<00:09, 181.51it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 4%|▍ | 75/1875 [00:00<00:09, 181.58it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 4%|▍ | 75/1875 [00:00<00:09, 181.52it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 4%|▍ | 76/1875 [00:00<00:09, 181.44it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 4%|▍ | 76/1875 [00:00<00:09, 181.38it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 4%|▍ | 77/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 4%|▍ | 77/1875 [00:00<00:09, 181.39it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 4%|▍ | 78/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 4%|▍ | 78/1875 [00:00<00:09, 181.39it/s, v_num=10, train_loss=0.464, Acc%=96.40]
Epoch 1: 4%|▍ | 79/1875 [00:00<00:09, 181.46it/s, v_num=10, train_loss=0.464, Acc%=96.40]
Epoch 1: 4%|▍ | 79/1875 [00:00<00:09, 181.40it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 4%|▍ | 80/1875 [00:00<00:09, 181.48it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 4%|▍ | 80/1875 [00:00<00:09, 181.42it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 4%|▍ | 81/1875 [00:00<00:09, 181.50it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 4%|▍ | 81/1875 [00:00<00:09, 181.45it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 4%|▍ | 82/1875 [00:00<00:09, 181.52it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 4%|▍ | 82/1875 [00:00<00:09, 181.47it/s, v_num=10, train_loss=0.0658, Acc%=96.40]
Epoch 1: 4%|▍ | 83/1875 [00:00<00:09, 181.54it/s, v_num=10, train_loss=0.0658, Acc%=96.40]
Epoch 1: 4%|▍ | 83/1875 [00:00<00:09, 181.49it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 4%|▍ | 84/1875 [00:00<00:09, 181.56it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 4%|▍ | 84/1875 [00:00<00:09, 181.50it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 5%|▍ | 85/1875 [00:00<00:09, 181.57it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 5%|▍ | 85/1875 [00:00<00:09, 181.52it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 5%|▍ | 86/1875 [00:00<00:09, 181.59it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 5%|▍ | 86/1875 [00:00<00:09, 181.54it/s, v_num=10, train_loss=0.173, Acc%=96.40]
Epoch 1: 5%|▍ | 87/1875 [00:00<00:09, 181.60it/s, v_num=10, train_loss=0.173, Acc%=96.40]
Epoch 1: 5%|▍ | 87/1875 [00:00<00:09, 181.55it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 5%|▍ | 88/1875 [00:00<00:09, 181.62it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 5%|▍ | 88/1875 [00:00<00:09, 181.56it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 5%|▍ | 89/1875 [00:00<00:09, 181.63it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 5%|▍ | 89/1875 [00:00<00:09, 181.58it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 5%|▍ | 90/1875 [00:00<00:09, 181.64it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 5%|▍ | 90/1875 [00:00<00:09, 181.59it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 5%|▍ | 91/1875 [00:00<00:09, 181.65it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 5%|▍ | 91/1875 [00:00<00:09, 181.60it/s, v_num=10, train_loss=0.448, Acc%=96.40]
Epoch 1: 5%|▍ | 92/1875 [00:00<00:09, 181.67it/s, v_num=10, train_loss=0.448, Acc%=96.40]
Epoch 1: 5%|▍ | 92/1875 [00:00<00:09, 181.62it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 5%|▍ | 93/1875 [00:00<00:09, 181.69it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 5%|▍ | 93/1875 [00:00<00:09, 181.64it/s, v_num=10, train_loss=0.0575, Acc%=96.40]
Epoch 1: 5%|▌ | 94/1875 [00:00<00:09, 181.70it/s, v_num=10, train_loss=0.0575, Acc%=96.40]
Epoch 1: 5%|▌ | 94/1875 [00:00<00:09, 181.65it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 5%|▌ | 95/1875 [00:00<00:09, 181.71it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 5%|▌ | 95/1875 [00:00<00:09, 181.66it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 5%|▌ | 96/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 5%|▌ | 96/1875 [00:00<00:09, 181.67it/s, v_num=10, train_loss=0.467, Acc%=96.40]
Epoch 1: 5%|▌ | 97/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.467, Acc%=96.40]
Epoch 1: 5%|▌ | 97/1875 [00:00<00:09, 181.68it/s, v_num=10, train_loss=0.0548, Acc%=96.40]
Epoch 1: 5%|▌ | 98/1875 [00:00<00:09, 181.73it/s, v_num=10, train_loss=0.0548, Acc%=96.40]
Epoch 1: 5%|▌ | 98/1875 [00:00<00:09, 181.69it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 5%|▌ | 99/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 5%|▌ | 99/1875 [00:00<00:09, 181.69it/s, v_num=10, train_loss=0.0771, Acc%=96.40]
Epoch 1: 5%|▌ | 100/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.0771, Acc%=96.40]
Epoch 1: 5%|▌ | 100/1875 [00:00<00:09, 181.70it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 5%|▌ | 101/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 5%|▌ | 101/1875 [00:00<00:09, 181.70it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 5%|▌ | 102/1875 [00:00<00:09, 181.75it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 5%|▌ | 102/1875 [00:00<00:09, 181.71it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 5%|▌ | 103/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 5%|▌ | 103/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 6%|▌ | 104/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 6%|▌ | 104/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 6%|▌ | 105/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 6%|▌ | 105/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.0581, Acc%=96.40]
Epoch 1: 6%|▌ | 106/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.0581, Acc%=96.40]
Epoch 1: 6%|▌ | 106/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 6%|▌ | 107/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 6%|▌ | 107/1875 [00:00<00:09, 181.72it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 6%|▌ | 108/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 6%|▌ | 108/1875 [00:00<00:09, 181.73it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 6%|▌ | 109/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 6%|▌ | 109/1875 [00:00<00:09, 181.73it/s, v_num=10, train_loss=0.063, Acc%=96.40]
Epoch 1: 6%|▌ | 110/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.063, Acc%=96.40]
Epoch 1: 6%|▌ | 110/1875 [00:00<00:09, 181.73it/s, v_num=10, train_loss=0.095, Acc%=96.40]
Epoch 1: 6%|▌ | 111/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.095, Acc%=96.40]
Epoch 1: 6%|▌ | 111/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 6%|▌ | 112/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 6%|▌ | 112/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 6%|▌ | 113/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 6%|▌ | 113/1875 [00:00<00:09, 181.75it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 6%|▌ | 114/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 6%|▌ | 114/1875 [00:00<00:09, 181.75it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 6%|▌ | 115/1875 [00:00<00:09, 181.80it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 6%|▌ | 115/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 6%|▌ | 116/1875 [00:00<00:09, 181.80it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 6%|▌ | 116/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.097, Acc%=96.40]
Epoch 1: 6%|▌ | 117/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.097, Acc%=96.40]
Epoch 1: 6%|▌ | 117/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.0605, Acc%=96.40]
Epoch 1: 6%|▋ | 118/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.0605, Acc%=96.40]
Epoch 1: 6%|▋ | 118/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.041, Acc%=96.40]
Epoch 1: 6%|▋ | 119/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.041, Acc%=96.40]
Epoch 1: 6%|▋ | 119/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.0425, Acc%=96.40]
Epoch 1: 6%|▋ | 120/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.0425, Acc%=96.40]
Epoch 1: 6%|▋ | 120/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 6%|▋ | 121/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 6%|▋ | 121/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 7%|▋ | 122/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 7%|▋ | 122/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 7%|▋ | 123/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 7%|▋ | 123/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 7%|▋ | 124/1875 [00:00<00:09, 181.83it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 7%|▋ | 124/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 7%|▋ | 125/1875 [00:00<00:09, 181.83it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 7%|▋ | 125/1875 [00:00<00:09, 181.80it/s, v_num=10, train_loss=0.0944, Acc%=96.40]
Epoch 1: 7%|▋ | 126/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.0944, Acc%=96.40]
Epoch 1: 7%|▋ | 126/1875 [00:00<00:09, 181.71it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 7%|▋ | 127/1875 [00:00<00:09, 181.75it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 7%|▋ | 127/1875 [00:00<00:09, 181.71it/s, v_num=10, train_loss=0.0737, Acc%=96.40]
Epoch 1: 7%|▋ | 128/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.0737, Acc%=96.40]
Epoch 1: 7%|▋ | 128/1875 [00:00<00:09, 181.73it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 7%|▋ | 129/1875 [00:00<00:09, 181.77it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 7%|▋ | 129/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.309, Acc%=96.40]
Epoch 1: 7%|▋ | 130/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.309, Acc%=96.40]
Epoch 1: 7%|▋ | 130/1875 [00:00<00:09, 181.74it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 7%|▋ | 131/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 7%|▋ | 131/1875 [00:00<00:09, 181.75it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 7%|▋ | 132/1875 [00:00<00:09, 181.80it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 7%|▋ | 132/1875 [00:00<00:09, 181.76it/s, v_num=10, train_loss=0.302, Acc%=96.40]
Epoch 1: 7%|▋ | 133/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.302, Acc%=96.40]
Epoch 1: 7%|▋ | 133/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 7%|▋ | 134/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 7%|▋ | 134/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 7%|▋ | 135/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 7%|▋ | 135/1875 [00:00<00:09, 181.78it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 7%|▋ | 136/1875 [00:00<00:09, 181.82it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 7%|▋ | 136/1875 [00:00<00:09, 181.79it/s, v_num=10, train_loss=0.413, Acc%=96.40]
Epoch 1: 7%|▋ | 137/1875 [00:00<00:09, 181.83it/s, v_num=10, train_loss=0.413, Acc%=96.40]
Epoch 1: 7%|▋ | 137/1875 [00:00<00:09, 181.80it/s, v_num=10, train_loss=0.0731, Acc%=96.40]
Epoch 1: 7%|▋ | 138/1875 [00:00<00:09, 181.84it/s, v_num=10, train_loss=0.0731, Acc%=96.40]
Epoch 1: 7%|▋ | 138/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 7%|▋ | 139/1875 [00:00<00:09, 181.84it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 7%|▋ | 139/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.232, Acc%=96.40]
Epoch 1: 7%|▋ | 140/1875 [00:00<00:09, 181.85it/s, v_num=10, train_loss=0.232, Acc%=96.40]
Epoch 1: 7%|▋ | 140/1875 [00:00<00:09, 181.81it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 8%|▊ | 141/1875 [00:00<00:09, 181.86it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 8%|▊ | 141/1875 [00:00<00:09, 181.83it/s, v_num=10, train_loss=0.120, Acc%=96.40]
Epoch 1: 8%|▊ | 142/1875 [00:00<00:09, 181.87it/s, v_num=10, train_loss=0.120, Acc%=96.40]
Epoch 1: 8%|▊ | 142/1875 [00:00<00:09, 181.83it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 8%|▊ | 143/1875 [00:00<00:09, 181.88it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 8%|▊ | 143/1875 [00:00<00:09, 181.84it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 8%|▊ | 144/1875 [00:00<00:09, 181.88it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 8%|▊ | 144/1875 [00:00<00:09, 181.85it/s, v_num=10, train_loss=0.0981, Acc%=96.40]
Epoch 1: 8%|▊ | 145/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.0981, Acc%=96.40]
Epoch 1: 8%|▊ | 145/1875 [00:00<00:09, 181.85it/s, v_num=10, train_loss=0.0481, Acc%=96.40]
Epoch 1: 8%|▊ | 146/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.0481, Acc%=96.40]
Epoch 1: 8%|▊ | 146/1875 [00:00<00:09, 181.86it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 8%|▊ | 147/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 8%|▊ | 147/1875 [00:00<00:09, 181.86it/s, v_num=10, train_loss=0.0268, Acc%=96.40]
Epoch 1: 8%|▊ | 148/1875 [00:00<00:09, 181.90it/s, v_num=10, train_loss=0.0268, Acc%=96.40]
Epoch 1: 8%|▊ | 148/1875 [00:00<00:09, 181.87it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 8%|▊ | 149/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 8%|▊ | 149/1875 [00:00<00:09, 181.88it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 8%|▊ | 150/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 8%|▊ | 150/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.052, Acc%=96.40]
Epoch 1: 8%|▊ | 151/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.052, Acc%=96.40]
Epoch 1: 8%|▊ | 151/1875 [00:00<00:09, 181.88it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 8%|▊ | 152/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 8%|▊ | 152/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.332, Acc%=96.40]
Epoch 1: 8%|▊ | 153/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.332, Acc%=96.40]
Epoch 1: 8%|▊ | 153/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 8%|▊ | 154/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 8%|▊ | 154/1875 [00:00<00:09, 181.89it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 8%|▊ | 155/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 8%|▊ | 155/1875 [00:00<00:09, 181.90it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 8%|▊ | 156/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 8%|▊ | 156/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 8%|▊ | 157/1875 [00:00<00:09, 181.94it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 8%|▊ | 157/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 8%|▊ | 158/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 8%|▊ | 158/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 8%|▊ | 159/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 8%|▊ | 159/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=1.090, Acc%=96.40]
Epoch 1: 9%|▊ | 160/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=1.090, Acc%=96.40]
Epoch 1: 9%|▊ | 160/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 9%|▊ | 161/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 9%|▊ | 161/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.181, Acc%=96.40]
Epoch 1: 9%|▊ | 162/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.181, Acc%=96.40]
Epoch 1: 9%|▊ | 162/1875 [00:00<00:09, 181.94it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 9%|▊ | 163/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 9%|▊ | 163/1875 [00:00<00:09, 181.94it/s, v_num=10, train_loss=0.054, Acc%=96.40]
Epoch 1: 9%|▊ | 164/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.054, Acc%=96.40]
Epoch 1: 9%|▊ | 164/1875 [00:00<00:09, 181.94it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 9%|▉ | 165/1875 [00:00<00:09, 181.98it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 9%|▉ | 165/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 9%|▉ | 166/1875 [00:00<00:09, 181.98it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 9%|▉ | 166/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.0309, Acc%=96.40]
Epoch 1: 9%|▉ | 167/1875 [00:00<00:09, 181.98it/s, v_num=10, train_loss=0.0309, Acc%=96.40]
Epoch 1: 9%|▉ | 167/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 9%|▉ | 168/1875 [00:00<00:09, 181.98it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 9%|▉ | 168/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 9%|▉ | 169/1875 [00:00<00:09, 181.99it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 9%|▉ | 169/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.0341, Acc%=96.40]
Epoch 1: 9%|▉ | 170/1875 [00:00<00:09, 181.99it/s, v_num=10, train_loss=0.0341, Acc%=96.40]
Epoch 1: 9%|▉ | 170/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 9%|▉ | 171/1875 [00:00<00:09, 181.99it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 9%|▉ | 171/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 9%|▉ | 172/1875 [00:00<00:09, 181.99it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 9%|▉ | 172/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 9%|▉ | 173/1875 [00:00<00:09, 182.00it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 9%|▉ | 173/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 9%|▉ | 174/1875 [00:00<00:09, 182.00it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 9%|▉ | 174/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 9%|▉ | 175/1875 [00:00<00:09, 182.00it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 9%|▉ | 175/1875 [00:00<00:09, 181.97it/s, v_num=10, train_loss=0.308, Acc%=96.40]
Epoch 1: 9%|▉ | 176/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.308, Acc%=96.40]
Epoch 1: 9%|▉ | 176/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 9%|▉ | 177/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 9%|▉ | 177/1875 [00:00<00:09, 181.91it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 9%|▉ | 178/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 9%|▉ | 178/1875 [00:00<00:09, 181.92it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 10%|▉ | 179/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 10%|▉ | 179/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 10%|▉ | 180/1875 [00:00<00:09, 181.95it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 10%|▉ | 180/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.0894, Acc%=96.40]
Epoch 1: 10%|▉ | 181/1875 [00:00<00:09, 181.96it/s, v_num=10, train_loss=0.0894, Acc%=96.40]
Epoch 1: 10%|▉ | 181/1875 [00:00<00:09, 181.93it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 10%|▉ | 182/1875 [00:01<00:09, 181.96it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 10%|▉ | 182/1875 [00:01<00:09, 181.94it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 10%|▉ | 183/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 10%|▉ | 183/1875 [00:01<00:09, 181.95it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 10%|▉ | 184/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 10%|▉ | 184/1875 [00:01<00:09, 181.95it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 10%|▉ | 185/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 10%|▉ | 185/1875 [00:01<00:09, 181.95it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 10%|▉ | 186/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 10%|▉ | 186/1875 [00:01<00:09, 181.95it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 10%|▉ | 187/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 10%|▉ | 187/1875 [00:01<00:09, 181.96it/s, v_num=10, train_loss=0.615, Acc%=96.40]
Epoch 1: 10%|█ | 188/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.615, Acc%=96.40]
Epoch 1: 10%|█ | 188/1875 [00:01<00:09, 181.96it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 10%|█ | 189/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 10%|█ | 189/1875 [00:01<00:09, 181.96it/s, v_num=10, train_loss=0.336, Acc%=96.40]
Epoch 1: 10%|█ | 190/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.336, Acc%=96.40]
Epoch 1: 10%|█ | 190/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 10%|█ | 191/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 10%|█ | 191/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.0735, Acc%=96.40]
Epoch 1: 10%|█ | 192/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.0735, Acc%=96.40]
Epoch 1: 10%|█ | 192/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 10%|█ | 193/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 10%|█ | 193/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.302, Acc%=96.40]
Epoch 1: 10%|█ | 194/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.302, Acc%=96.40]
Epoch 1: 10%|█ | 194/1875 [00:01<00:09, 181.97it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 10%|█ | 195/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.386, Acc%=96.40]
Epoch 1: 10%|█ | 195/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 10%|█ | 196/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 10%|█ | 196/1875 [00:01<00:09, 181.98it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 11%|█ | 197/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 11%|█ | 197/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 11%|█ | 198/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 11%|█ | 198/1875 [00:01<00:09, 181.99it/s, v_num=10, train_loss=0.0934, Acc%=96.40]
Epoch 1: 11%|█ | 199/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.0934, Acc%=96.40]
Epoch 1: 11%|█ | 199/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 11%|█ | 200/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 11%|█ | 200/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.0773, Acc%=96.40]
Epoch 1: 11%|█ | 201/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.0773, Acc%=96.40]
Epoch 1: 11%|█ | 201/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 11%|█ | 202/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 11%|█ | 202/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 11%|█ | 203/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 11%|█ | 203/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 11%|█ | 204/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 11%|█ | 204/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 11%|█ | 205/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 11%|█ | 205/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 11%|█ | 206/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 11%|█ | 206/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 11%|█ | 207/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 11%|█ | 207/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.314, Acc%=96.40]
Epoch 1: 11%|█ | 208/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.314, Acc%=96.40]
Epoch 1: 11%|█ | 208/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 11%|█ | 209/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 11%|█ | 209/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.340, Acc%=96.40]
Epoch 1: 11%|█ | 210/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.340, Acc%=96.40]
Epoch 1: 11%|█ | 210/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.391, Acc%=96.40]
Epoch 1: 11%|█▏ | 211/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.391, Acc%=96.40]
Epoch 1: 11%|█▏ | 211/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 11%|█▏ | 212/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 11%|█▏ | 212/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 11%|█▏ | 213/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 11%|█▏ | 213/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.0752, Acc%=96.40]
Epoch 1: 11%|█▏ | 214/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.0752, Acc%=96.40]
Epoch 1: 11%|█▏ | 214/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 11%|█▏ | 215/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 11%|█▏ | 215/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 12%|█▏ | 216/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 12%|█▏ | 216/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 12%|█▏ | 217/1875 [00:01<00:09, 182.06it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 12%|█▏ | 217/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 12%|█▏ | 218/1875 [00:01<00:09, 182.06it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 12%|█▏ | 218/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 12%|█▏ | 219/1875 [00:01<00:09, 182.06it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 12%|█▏ | 219/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 12%|█▏ | 220/1875 [00:01<00:09, 182.07it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 12%|█▏ | 220/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.352, Acc%=96.40]
Epoch 1: 12%|█▏ | 221/1875 [00:01<00:09, 182.06it/s, v_num=10, train_loss=0.352, Acc%=96.40]
Epoch 1: 12%|█▏ | 221/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 12%|█▏ | 222/1875 [00:01<00:09, 182.07it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 12%|█▏ | 222/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.0292, Acc%=96.40]
Epoch 1: 12%|█▏ | 223/1875 [00:01<00:09, 182.07it/s, v_num=10, train_loss=0.0292, Acc%=96.40]
Epoch 1: 12%|█▏ | 223/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.0301, Acc%=96.40]
Epoch 1: 12%|█▏ | 224/1875 [00:01<00:09, 182.07it/s, v_num=10, train_loss=0.0301, Acc%=96.40]
Epoch 1: 12%|█▏ | 224/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 12%|█▏ | 225/1875 [00:01<00:09, 182.07it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 12%|█▏ | 225/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.283, Acc%=96.40]
Epoch 1: 12%|█▏ | 226/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.283, Acc%=96.40]
Epoch 1: 12%|█▏ | 226/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 12%|█▏ | 227/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 12%|█▏ | 227/1875 [00:01<00:09, 182.00it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 12%|█▏ | 228/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 12%|█▏ | 228/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.0426, Acc%=96.40]
Epoch 1: 12%|█▏ | 229/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.0426, Acc%=96.40]
Epoch 1: 12%|█▏ | 229/1875 [00:01<00:09, 182.01it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 12%|█▏ | 230/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 12%|█▏ | 230/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 12%|█▏ | 231/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 12%|█▏ | 231/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.490, Acc%=96.40]
Epoch 1: 12%|█▏ | 232/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.490, Acc%=96.40]
Epoch 1: 12%|█▏ | 232/1875 [00:01<00:09, 182.02it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 12%|█▏ | 233/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 12%|█▏ | 233/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 12%|█▏ | 234/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 12%|█▏ | 234/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 13%|█▎ | 235/1875 [00:01<00:09, 182.05it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 13%|█▎ | 235/1875 [00:01<00:09, 182.03it/s, v_num=10, train_loss=0.0664, Acc%=96.40]
Epoch 1: 13%|█▎ | 236/1875 [00:01<00:09, 182.06it/s, v_num=10, train_loss=0.0664, Acc%=96.40]
Epoch 1: 13%|█▎ | 236/1875 [00:01<00:09, 182.04it/s, v_num=10, train_loss=0.0624, Acc%=96.40]
Epoch 1: 13%|█▎ | 237/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0624, Acc%=96.40]
Epoch 1: 13%|█▎ | 237/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0825, Acc%=96.40]
Epoch 1: 13%|█▎ | 238/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0825, Acc%=96.40]
Epoch 1: 13%|█▎ | 238/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.349, Acc%=96.40]
Epoch 1: 13%|█▎ | 239/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.349, Acc%=96.40]
Epoch 1: 13%|█▎ | 239/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 13%|█▎ | 240/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 13%|█▎ | 240/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.466, Acc%=96.40]
Epoch 1: 13%|█▎ | 241/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.466, Acc%=96.40]
Epoch 1: 13%|█▎ | 241/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 13%|█▎ | 242/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 13%|█▎ | 242/1875 [00:01<00:08, 182.03it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 13%|█▎ | 243/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 13%|█▎ | 243/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.581, Acc%=96.40]
Epoch 1: 13%|█▎ | 244/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.581, Acc%=96.40]
Epoch 1: 13%|█▎ | 244/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0791, Acc%=96.40]
Epoch 1: 13%|█▎ | 245/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0791, Acc%=96.40]
Epoch 1: 13%|█▎ | 245/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 13%|█▎ | 246/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 13%|█▎ | 246/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 13%|█▎ | 247/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 13%|█▎ | 247/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 13%|█▎ | 248/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 13%|█▎ | 248/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.446, Acc%=96.40]
Epoch 1: 13%|█▎ | 249/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.446, Acc%=96.40]
Epoch 1: 13%|█▎ | 249/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 13%|█▎ | 250/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 13%|█▎ | 250/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 13%|█▎ | 251/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 13%|█▎ | 251/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 13%|█▎ | 252/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 13%|█▎ | 252/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0417, Acc%=96.40]
Epoch 1: 13%|█▎ | 253/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0417, Acc%=96.40]
Epoch 1: 13%|█▎ | 253/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0599, Acc%=96.40]
Epoch 1: 14%|█▎ | 254/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0599, Acc%=96.40]
Epoch 1: 14%|█▎ | 254/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.354, Acc%=96.40]
Epoch 1: 14%|█▎ | 255/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.354, Acc%=96.40]
Epoch 1: 14%|█▎ | 255/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 14%|█▎ | 256/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 14%|█▎ | 256/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 14%|█▎ | 257/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 14%|█▎ | 257/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 14%|█▍ | 258/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 14%|█▍ | 258/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 14%|█▍ | 259/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.174, Acc%=96.40]
Epoch 1: 14%|█▍ | 259/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0344, Acc%=96.40]
Epoch 1: 14%|█▍ | 260/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0344, Acc%=96.40]
Epoch 1: 14%|█▍ | 260/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.433, Acc%=96.40]
Epoch 1: 14%|█▍ | 261/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.433, Acc%=96.40]
Epoch 1: 14%|█▍ | 261/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0669, Acc%=96.40]
Epoch 1: 14%|█▍ | 262/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0669, Acc%=96.40]
Epoch 1: 14%|█▍ | 262/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 14%|█▍ | 263/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 14%|█▍ | 263/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.323, Acc%=96.40]
Epoch 1: 14%|█▍ | 264/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.323, Acc%=96.40]
Epoch 1: 14%|█▍ | 264/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 14%|█▍ | 265/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 14%|█▍ | 265/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 14%|█▍ | 266/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 14%|█▍ | 266/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 14%|█▍ | 267/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 14%|█▍ | 267/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.352, Acc%=96.40]
Epoch 1: 14%|█▍ | 268/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.352, Acc%=96.40]
Epoch 1: 14%|█▍ | 268/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 14%|█▍ | 269/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 14%|█▍ | 269/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 14%|█▍ | 270/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 14%|█▍ | 270/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 14%|█▍ | 271/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 14%|█▍ | 271/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0751, Acc%=96.40]
Epoch 1: 15%|█▍ | 272/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.0751, Acc%=96.40]
Epoch 1: 15%|█▍ | 272/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 15%|█▍ | 273/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 15%|█▍ | 273/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 15%|█▍ | 274/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 15%|█▍ | 274/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 15%|█▍ | 275/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 15%|█▍ | 275/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 15%|█▍ | 276/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 15%|█▍ | 276/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 15%|█▍ | 277/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 15%|█▍ | 277/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0897, Acc%=96.40]
Epoch 1: 15%|█▍ | 278/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0897, Acc%=96.40]
Epoch 1: 15%|█▍ | 278/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 15%|█▍ | 279/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 15%|█▍ | 279/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 15%|█▍ | 280/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 15%|█▍ | 280/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 15%|█▍ | 281/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 15%|█▍ | 281/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 15%|█▌ | 282/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 15%|█▌ | 282/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 15%|█▌ | 283/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 15%|█▌ | 283/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 15%|█▌ | 284/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 15%|█▌ | 284/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 15%|█▌ | 285/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 15%|█▌ | 285/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 15%|█▌ | 286/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 15%|█▌ | 286/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 15%|█▌ | 287/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 15%|█▌ | 287/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 15%|█▌ | 288/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 15%|█▌ | 288/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 15%|█▌ | 289/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 15%|█▌ | 289/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0334, Acc%=96.40]
Epoch 1: 15%|█▌ | 290/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0334, Acc%=96.40]
Epoch 1: 15%|█▌ | 290/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 16%|█▌ | 291/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 16%|█▌ | 291/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.529, Acc%=96.40]
Epoch 1: 16%|█▌ | 292/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.529, Acc%=96.40]
Epoch 1: 16%|█▌ | 292/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 16%|█▌ | 293/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 16%|█▌ | 293/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.381, Acc%=96.40]
Epoch 1: 16%|█▌ | 294/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.381, Acc%=96.40]
Epoch 1: 16%|█▌ | 294/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 16%|█▌ | 295/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 16%|█▌ | 295/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0661, Acc%=96.40]
Epoch 1: 16%|█▌ | 296/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0661, Acc%=96.40]
Epoch 1: 16%|█▌ | 296/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.017, Acc%=96.40]
Epoch 1: 16%|█▌ | 297/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.017, Acc%=96.40]
Epoch 1: 16%|█▌ | 297/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0589, Acc%=96.40]
Epoch 1: 16%|█▌ | 298/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0589, Acc%=96.40]
Epoch 1: 16%|█▌ | 298/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 16%|█▌ | 299/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 16%|█▌ | 299/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 16%|█▌ | 300/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 16%|█▌ | 300/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 16%|█▌ | 301/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 16%|█▌ | 301/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.081, Acc%=96.40]
Epoch 1: 16%|█▌ | 302/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.081, Acc%=96.40]
Epoch 1: 16%|█▌ | 302/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0948, Acc%=96.40]
Epoch 1: 16%|█▌ | 303/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0948, Acc%=96.40]
Epoch 1: 16%|█▌ | 303/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 16%|█▌ | 304/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 16%|█▌ | 304/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 16%|█▋ | 305/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 16%|█▋ | 305/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 16%|█▋ | 306/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 16%|█▋ | 306/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 16%|█▋ | 307/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 16%|█▋ | 307/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.375, Acc%=96.40]
Epoch 1: 16%|█▋ | 308/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.375, Acc%=96.40]
Epoch 1: 16%|█▋ | 308/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0623, Acc%=96.40]
Epoch 1: 16%|█▋ | 309/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0623, Acc%=96.40]
Epoch 1: 16%|█▋ | 309/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.380, Acc%=96.40]
Epoch 1: 17%|█▋ | 310/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.380, Acc%=96.40]
Epoch 1: 17%|█▋ | 310/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.449, Acc%=96.40]
Epoch 1: 17%|█▋ | 311/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.449, Acc%=96.40]
Epoch 1: 17%|█▋ | 311/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 17%|█▋ | 312/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 17%|█▋ | 312/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0783, Acc%=96.40]
Epoch 1: 17%|█▋ | 313/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.0783, Acc%=96.40]
Epoch 1: 17%|█▋ | 313/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 17%|█▋ | 314/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 17%|█▋ | 314/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 17%|█▋ | 315/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 17%|█▋ | 315/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 17%|█▋ | 316/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 17%|█▋ | 316/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 17%|█▋ | 317/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 17%|█▋ | 317/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 17%|█▋ | 318/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 17%|█▋ | 318/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 17%|█▋ | 319/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 17%|█▋ | 319/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 17%|█▋ | 320/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 17%|█▋ | 320/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 17%|█▋ | 321/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 17%|█▋ | 321/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 17%|█▋ | 322/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 17%|█▋ | 322/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 17%|█▋ | 323/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 17%|█▋ | 323/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.0283, Acc%=96.40]
Epoch 1: 17%|█▋ | 324/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.0283, Acc%=96.40]
Epoch 1: 17%|█▋ | 324/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.359, Acc%=96.40]
Epoch 1: 17%|█▋ | 325/1875 [00:01<00:08, 182.09it/s, v_num=10, train_loss=0.359, Acc%=96.40]
Epoch 1: 17%|█▋ | 325/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 17%|█▋ | 326/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 17%|█▋ | 326/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.033, Acc%=96.40]
Epoch 1: 17%|█▋ | 327/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.033, Acc%=96.40]
Epoch 1: 17%|█▋ | 327/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0522, Acc%=96.40]
Epoch 1: 17%|█▋ | 328/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0522, Acc%=96.40]
Epoch 1: 17%|█▋ | 328/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 18%|█▊ | 329/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 18%|█▊ | 329/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0204, Acc%=96.40]
Epoch 1: 18%|█▊ | 330/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0204, Acc%=96.40]
Epoch 1: 18%|█▊ | 330/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 18%|█▊ | 331/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 18%|█▊ | 331/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 18%|█▊ | 332/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 18%|█▊ | 332/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 18%|█▊ | 333/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 18%|█▊ | 333/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 18%|█▊ | 334/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 18%|█▊ | 334/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 18%|█▊ | 335/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 18%|█▊ | 335/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.311, Acc%=96.40]
Epoch 1: 18%|█▊ | 336/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.311, Acc%=96.40]
Epoch 1: 18%|█▊ | 336/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 18%|█▊ | 337/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 18%|█▊ | 337/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0524, Acc%=96.40]
Epoch 1: 18%|█▊ | 338/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0524, Acc%=96.40]
Epoch 1: 18%|█▊ | 338/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 18%|█▊ | 339/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 18%|█▊ | 339/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 18%|█▊ | 340/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 18%|█▊ | 340/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 18%|█▊ | 341/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 18%|█▊ | 341/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 18%|█▊ | 342/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 18%|█▊ | 342/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 18%|█▊ | 343/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 18%|█▊ | 343/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 18%|█▊ | 344/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 18%|█▊ | 344/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 18%|█▊ | 345/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 18%|█▊ | 345/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0475, Acc%=96.40]
Epoch 1: 18%|█▊ | 346/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0475, Acc%=96.40]
Epoch 1: 18%|█▊ | 346/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.377, Acc%=96.40]
Epoch 1: 19%|█▊ | 347/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.377, Acc%=96.40]
Epoch 1: 19%|█▊ | 347/1875 [00:01<00:08, 182.04it/s, v_num=10, train_loss=0.0705, Acc%=96.40]
Epoch 1: 19%|█▊ | 348/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0705, Acc%=96.40]
Epoch 1: 19%|█▊ | 348/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0844, Acc%=96.40]
Epoch 1: 19%|█▊ | 349/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0844, Acc%=96.40]
Epoch 1: 19%|█▊ | 349/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 19%|█▊ | 350/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 19%|█▊ | 350/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 19%|█▊ | 351/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 19%|█▊ | 351/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 19%|█▉ | 352/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 19%|█▉ | 352/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.0452, Acc%=96.40]
Epoch 1: 19%|█▉ | 353/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.0452, Acc%=96.40]
Epoch 1: 19%|█▉ | 353/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 19%|█▉ | 354/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 19%|█▉ | 354/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 19%|█▉ | 355/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 19%|█▉ | 355/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 19%|█▉ | 356/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 19%|█▉ | 356/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.384, Acc%=96.40]
Epoch 1: 19%|█▉ | 357/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.384, Acc%=96.40]
Epoch 1: 19%|█▉ | 357/1875 [00:01<00:08, 182.05it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 19%|█▉ | 358/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 19%|█▉ | 358/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 19%|█▉ | 359/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 19%|█▉ | 359/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 19%|█▉ | 360/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 19%|█▉ | 360/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 19%|█▉ | 361/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 19%|█▉ | 361/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 19%|█▉ | 362/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 19%|█▉ | 362/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 19%|█▉ | 363/1875 [00:01<00:08, 182.07it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 19%|█▉ | 363/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 19%|█▉ | 364/1875 [00:01<00:08, 182.08it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 19%|█▉ | 364/1875 [00:01<00:08, 182.06it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 19%|█▉ | 365/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 19%|█▉ | 365/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.066, Acc%=96.40]
Epoch 1: 20%|█▉ | 366/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.066, Acc%=96.40]
Epoch 1: 20%|█▉ | 366/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0119, Acc%=96.40]
Epoch 1: 20%|█▉ | 367/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0119, Acc%=96.40]
Epoch 1: 20%|█▉ | 367/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 20%|█▉ | 368/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 20%|█▉ | 368/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 20%|█▉ | 369/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 20%|█▉ | 369/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 20%|█▉ | 370/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 20%|█▉ | 370/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 20%|█▉ | 371/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 20%|█▉ | 371/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 20%|█▉ | 372/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 20%|█▉ | 372/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 20%|█▉ | 373/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 20%|█▉ | 373/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.253, Acc%=96.40]
Epoch 1: 20%|█▉ | 374/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.253, Acc%=96.40]
Epoch 1: 20%|█▉ | 374/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 20%|██ | 375/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 20%|██ | 375/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 20%|██ | 376/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 20%|██ | 376/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 20%|██ | 377/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 20%|██ | 377/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 20%|██ | 378/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 20%|██ | 378/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 20%|██ | 379/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 20%|██ | 379/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 20%|██ | 380/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 20%|██ | 380/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 20%|██ | 381/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 20%|██ | 381/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 20%|██ | 382/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 20%|██ | 382/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.0706, Acc%=96.40]
Epoch 1: 20%|██ | 383/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0706, Acc%=96.40]
Epoch 1: 20%|██ | 383/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 20%|██ | 384/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 20%|██ | 384/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 21%|██ | 385/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 21%|██ | 385/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 21%|██ | 386/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 21%|██ | 386/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 21%|██ | 387/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 21%|██ | 387/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.0953, Acc%=96.40]
Epoch 1: 21%|██ | 388/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0953, Acc%=96.40]
Epoch 1: 21%|██ | 388/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.086, Acc%=96.40]
Epoch 1: 21%|██ | 389/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.086, Acc%=96.40]
Epoch 1: 21%|██ | 389/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.0573, Acc%=96.40]
Epoch 1: 21%|██ | 390/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0573, Acc%=96.40]
Epoch 1: 21%|██ | 390/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 21%|██ | 391/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 21%|██ | 391/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.341, Acc%=96.40]
Epoch 1: 21%|██ | 392/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.341, Acc%=96.40]
Epoch 1: 21%|██ | 392/1875 [00:02<00:08, 182.05it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 21%|██ | 393/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 21%|██ | 393/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 21%|██ | 394/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 21%|██ | 394/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.465, Acc%=96.40]
Epoch 1: 21%|██ | 395/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.465, Acc%=96.40]
Epoch 1: 21%|██ | 395/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.0406, Acc%=96.40]
Epoch 1: 21%|██ | 396/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0406, Acc%=96.40]
Epoch 1: 21%|██ | 396/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.485, Acc%=96.40]
Epoch 1: 21%|██ | 397/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.485, Acc%=96.40]
Epoch 1: 21%|██ | 397/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 21%|██ | 398/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 21%|██ | 398/1875 [00:02<00:08, 182.06it/s, v_num=10, train_loss=0.279, Acc%=96.40]
Epoch 1: 21%|██▏ | 399/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.279, Acc%=96.40]
Epoch 1: 21%|██▏ | 399/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 21%|██▏ | 400/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 21%|██▏ | 400/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 21%|██▏ | 401/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.177, Acc%=96.40]
Epoch 1: 21%|██▏ | 401/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 21%|██▏ | 402/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 21%|██▏ | 402/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 21%|██▏ | 403/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 21%|██▏ | 403/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 22%|██▏ | 404/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 22%|██▏ | 404/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 22%|██▏ | 405/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 22%|██▏ | 405/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0108, Acc%=96.40]
Epoch 1: 22%|██▏ | 406/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0108, Acc%=96.40]
Epoch 1: 22%|██▏ | 406/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0964, Acc%=96.40]
Epoch 1: 22%|██▏ | 407/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0964, Acc%=96.40]
Epoch 1: 22%|██▏ | 407/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0478, Acc%=96.40]
Epoch 1: 22%|██▏ | 408/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0478, Acc%=96.40]
Epoch 1: 22%|██▏ | 408/1875 [00:02<00:08, 182.07it/s, v_num=10, train_loss=0.0412, Acc%=96.40]
Epoch 1: 22%|██▏ | 409/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0412, Acc%=96.40]
Epoch 1: 22%|██▏ | 409/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 22%|██▏ | 410/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 22%|██▏ | 410/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0648, Acc%=96.40]
Epoch 1: 22%|██▏ | 411/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0648, Acc%=96.40]
Epoch 1: 22%|██▏ | 411/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.077, Acc%=96.40]
Epoch 1: 22%|██▏ | 412/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.077, Acc%=96.40]
Epoch 1: 22%|██▏ | 412/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 22%|██▏ | 413/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 22%|██▏ | 413/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0675, Acc%=96.40]
Epoch 1: 22%|██▏ | 414/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0675, Acc%=96.40]
Epoch 1: 22%|██▏ | 414/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 22%|██▏ | 415/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 22%|██▏ | 415/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 22%|██▏ | 416/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 22%|██▏ | 416/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.0388, Acc%=96.40]
Epoch 1: 22%|██▏ | 417/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.0388, Acc%=96.40]
Epoch 1: 22%|██▏ | 417/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 22%|██▏ | 418/1875 [00:02<00:08, 182.09it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 22%|██▏ | 418/1875 [00:02<00:08, 182.08it/s, v_num=10, train_loss=0.431, Acc%=96.40]
Epoch 1: 22%|██▏ | 419/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.431, Acc%=96.40]
Epoch 1: 22%|██▏ | 419/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 22%|██▏ | 420/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 22%|██▏ | 420/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 22%|██▏ | 421/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 22%|██▏ | 421/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0139, Acc%=96.40]
Epoch 1: 23%|██▎ | 422/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0139, Acc%=96.40]
Epoch 1: 23%|██▎ | 422/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.474, Acc%=96.40]
Epoch 1: 23%|██▎ | 423/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.474, Acc%=96.40]
Epoch 1: 23%|██▎ | 423/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0143, Acc%=96.40]
Epoch 1: 23%|██▎ | 424/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0143, Acc%=96.40]
Epoch 1: 23%|██▎ | 424/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0777, Acc%=96.40]
Epoch 1: 23%|██▎ | 425/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0777, Acc%=96.40]
Epoch 1: 23%|██▎ | 425/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 23%|██▎ | 426/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 23%|██▎ | 426/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.479, Acc%=96.40]
Epoch 1: 23%|██▎ | 427/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.479, Acc%=96.40]
Epoch 1: 23%|██▎ | 427/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.0802, Acc%=96.40]
Epoch 1: 23%|██▎ | 428/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0802, Acc%=96.40]
Epoch 1: 23%|██▎ | 428/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.325, Acc%=96.40]
Epoch 1: 23%|██▎ | 429/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.325, Acc%=96.40]
Epoch 1: 23%|██▎ | 429/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.0258, Acc%=96.40]
Epoch 1: 23%|██▎ | 430/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0258, Acc%=96.40]
Epoch 1: 23%|██▎ | 430/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 23%|██▎ | 431/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 23%|██▎ | 431/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.205, Acc%=96.40]
Epoch 1: 23%|██▎ | 432/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.205, Acc%=96.40]
Epoch 1: 23%|██▎ | 432/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.00972, Acc%=96.40]
Epoch 1: 23%|██▎ | 433/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.00972, Acc%=96.40]
Epoch 1: 23%|██▎ | 433/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 23%|██▎ | 434/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 23%|██▎ | 434/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 23%|██▎ | 435/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 23%|██▎ | 435/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 23%|██▎ | 436/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 23%|██▎ | 436/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.342, Acc%=96.40]
Epoch 1: 23%|██▎ | 437/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.342, Acc%=96.40]
Epoch 1: 23%|██▎ | 437/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 23%|██▎ | 438/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 23%|██▎ | 438/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 23%|██▎ | 439/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 23%|██▎ | 439/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.061, Acc%=96.40]
Epoch 1: 23%|██▎ | 440/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.061, Acc%=96.40]
Epoch 1: 23%|██▎ | 440/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 24%|██▎ | 441/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 24%|██▎ | 441/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0594, Acc%=96.40]
Epoch 1: 24%|██▎ | 442/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0594, Acc%=96.40]
Epoch 1: 24%|██▎ | 442/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0454, Acc%=96.40]
Epoch 1: 24%|██▎ | 443/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0454, Acc%=96.40]
Epoch 1: 24%|██▎ | 443/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0166, Acc%=96.40]
Epoch 1: 24%|██▎ | 444/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0166, Acc%=96.40]
Epoch 1: 24%|██▎ | 444/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0549, Acc%=96.40]
Epoch 1: 24%|██▎ | 445/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0549, Acc%=96.40]
Epoch 1: 24%|██▎ | 445/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0871, Acc%=96.40]
Epoch 1: 24%|██▍ | 446/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0871, Acc%=96.40]
Epoch 1: 24%|██▍ | 446/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0805, Acc%=96.40]
Epoch 1: 24%|██▍ | 447/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0805, Acc%=96.40]
Epoch 1: 24%|██▍ | 447/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 24%|██▍ | 448/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 24%|██▍ | 448/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.463, Acc%=96.40]
Epoch 1: 24%|██▍ | 449/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.463, Acc%=96.40]
Epoch 1: 24%|██▍ | 449/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 24%|██▍ | 450/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 24%|██▍ | 450/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.055, Acc%=96.40]
Epoch 1: 24%|██▍ | 451/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.055, Acc%=96.40]
Epoch 1: 24%|██▍ | 451/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 24%|██▍ | 452/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 24%|██▍ | 452/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0978, Acc%=96.40]
Epoch 1: 24%|██▍ | 453/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0978, Acc%=96.40]
Epoch 1: 24%|██▍ | 453/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.446, Acc%=96.40]
Epoch 1: 24%|██▍ | 454/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.446, Acc%=96.40]
Epoch 1: 24%|██▍ | 454/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.040, Acc%=96.40]
Epoch 1: 24%|██▍ | 455/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.040, Acc%=96.40]
Epoch 1: 24%|██▍ | 455/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.554, Acc%=96.40]
Epoch 1: 24%|██▍ | 456/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.554, Acc%=96.40]
Epoch 1: 24%|██▍ | 456/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 24%|██▍ | 457/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 24%|██▍ | 457/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 24%|██▍ | 458/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 24%|██▍ | 458/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 24%|██▍ | 459/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 24%|██▍ | 459/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 25%|██▍ | 460/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 25%|██▍ | 460/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0935, Acc%=96.40]
Epoch 1: 25%|██▍ | 461/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0935, Acc%=96.40]
Epoch 1: 25%|██▍ | 461/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 25%|██▍ | 462/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 25%|██▍ | 462/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 25%|██▍ | 463/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 25%|██▍ | 463/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 25%|██▍ | 464/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 25%|██▍ | 464/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0596, Acc%=96.40]
Epoch 1: 25%|██▍ | 465/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0596, Acc%=96.40]
Epoch 1: 25%|██▍ | 465/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 25%|██▍ | 466/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 25%|██▍ | 466/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 25%|██▍ | 467/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 25%|██▍ | 467/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 25%|██▍ | 468/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 25%|██▍ | 468/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 25%|██▌ | 469/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 25%|██▌ | 469/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 25%|██▌ | 470/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 25%|██▌ | 470/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 25%|██▌ | 471/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 25%|██▌ | 471/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 25%|██▌ | 472/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 25%|██▌ | 472/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 25%|██▌ | 473/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 25%|██▌ | 473/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0627, Acc%=96.40]
Epoch 1: 25%|██▌ | 474/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0627, Acc%=96.40]
Epoch 1: 25%|██▌ | 474/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 25%|██▌ | 475/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 25%|██▌ | 475/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 25%|██▌ | 476/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 25%|██▌ | 476/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.173, Acc%=96.40]
Epoch 1: 25%|██▌ | 477/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.173, Acc%=96.40]
Epoch 1: 25%|██▌ | 477/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.0252, Acc%=96.40]
Epoch 1: 25%|██▌ | 478/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0252, Acc%=96.40]
Epoch 1: 25%|██▌ | 478/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 26%|██▌ | 479/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 26%|██▌ | 479/1875 [00:02<00:07, 182.07it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 26%|██▌ | 480/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 26%|██▌ | 480/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 26%|██▌ | 481/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 26%|██▌ | 481/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 26%|██▌ | 482/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 26%|██▌ | 482/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 26%|██▌ | 483/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 26%|██▌ | 483/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 26%|██▌ | 484/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 26%|██▌ | 484/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0861, Acc%=96.40]
Epoch 1: 26%|██▌ | 485/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0861, Acc%=96.40]
Epoch 1: 26%|██▌ | 485/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 26%|██▌ | 486/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 26%|██▌ | 486/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.091, Acc%=96.40]
Epoch 1: 26%|██▌ | 487/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.091, Acc%=96.40]
Epoch 1: 26%|██▌ | 487/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 26%|██▌ | 488/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 26%|██▌ | 488/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0652, Acc%=96.40]
Epoch 1: 26%|██▌ | 489/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0652, Acc%=96.40]
Epoch 1: 26%|██▌ | 489/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 26%|██▌ | 490/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 26%|██▌ | 490/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 26%|██▌ | 491/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 26%|██▌ | 491/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 26%|██▌ | 492/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 26%|██▌ | 492/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.0842, Acc%=96.40]
Epoch 1: 26%|██▋ | 493/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0842, Acc%=96.40]
Epoch 1: 26%|██▋ | 493/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 26%|██▋ | 494/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 26%|██▋ | 494/1875 [00:02<00:07, 182.08it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 26%|██▋ | 495/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 26%|██▋ | 495/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 26%|██▋ | 496/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 26%|██▋ | 496/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 27%|██▋ | 497/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 27%|██▋ | 497/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 27%|██▋ | 498/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 27%|██▋ | 498/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.368, Acc%=96.40]
Epoch 1: 27%|██▋ | 499/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.368, Acc%=96.40]
Epoch 1: 27%|██▋ | 499/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 27%|██▋ | 500/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 27%|██▋ | 500/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0965, Acc%=96.40]
Epoch 1: 27%|██▋ | 501/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0965, Acc%=96.40]
Epoch 1: 27%|██▋ | 501/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.0515, Acc%=96.40]
Epoch 1: 27%|██▋ | 502/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0515, Acc%=96.40]
Epoch 1: 27%|██▋ | 502/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 27%|██▋ | 503/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 27%|██▋ | 503/1875 [00:02<00:07, 182.09it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 27%|██▋ | 504/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 27%|██▋ | 504/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0209, Acc%=96.40]
Epoch 1: 27%|██▋ | 505/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0209, Acc%=96.40]
Epoch 1: 27%|██▋ | 505/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.337, Acc%=96.40]
Epoch 1: 27%|██▋ | 506/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.337, Acc%=96.40]
Epoch 1: 27%|██▋ | 506/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.448, Acc%=96.40]
Epoch 1: 27%|██▋ | 507/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.448, Acc%=96.40]
Epoch 1: 27%|██▋ | 507/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 27%|██▋ | 508/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 27%|██▋ | 508/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 27%|██▋ | 509/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 27%|██▋ | 509/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 27%|██▋ | 510/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 27%|██▋ | 510/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 27%|██▋ | 511/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 27%|██▋ | 511/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 27%|██▋ | 512/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 27%|██▋ | 512/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 27%|██▋ | 513/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 27%|██▋ | 513/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 27%|██▋ | 514/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 27%|██▋ | 514/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 27%|██▋ | 515/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 27%|██▋ | 515/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 28%|██▊ | 516/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 28%|██▊ | 516/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 28%|██▊ | 517/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 28%|██▊ | 517/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 28%|██▊ | 518/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 28%|██▊ | 518/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 28%|██▊ | 519/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 28%|██▊ | 519/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.317, Acc%=96.40]
Epoch 1: 28%|██▊ | 520/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.317, Acc%=96.40]
Epoch 1: 28%|██▊ | 520/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0611, Acc%=96.40]
Epoch 1: 28%|██▊ | 521/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0611, Acc%=96.40]
Epoch 1: 28%|██▊ | 521/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 28%|██▊ | 522/1875 [00:02<00:07, 182.13it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 28%|██▊ | 522/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 28%|██▊ | 523/1875 [00:02<00:07, 182.13it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 28%|██▊ | 523/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 28%|██▊ | 524/1875 [00:02<00:07, 182.13it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 28%|██▊ | 524/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 28%|██▊ | 525/1875 [00:02<00:07, 182.13it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 28%|██▊ | 525/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.451, Acc%=96.40]
Epoch 1: 28%|██▊ | 526/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.451, Acc%=96.40]
Epoch 1: 28%|██▊ | 526/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 28%|██▊ | 527/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 28%|██▊ | 527/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 28%|██▊ | 528/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 28%|██▊ | 528/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0932, Acc%=96.40]
Epoch 1: 28%|██▊ | 529/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0932, Acc%=96.40]
Epoch 1: 28%|██▊ | 529/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 28%|██▊ | 530/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 28%|██▊ | 530/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0237, Acc%=96.40]
Epoch 1: 28%|██▊ | 531/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0237, Acc%=96.40]
Epoch 1: 28%|██▊ | 531/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 28%|██▊ | 532/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 28%|██▊ | 532/1875 [00:02<00:07, 182.10it/s, v_num=10, train_loss=0.0967, Acc%=96.40]
Epoch 1: 28%|██▊ | 533/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0967, Acc%=96.40]
Epoch 1: 28%|██▊ | 533/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.452, Acc%=96.40]
Epoch 1: 28%|██▊ | 534/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.452, Acc%=96.40]
Epoch 1: 28%|██▊ | 534/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 29%|██▊ | 535/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 29%|██▊ | 535/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 29%|██▊ | 536/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 29%|██▊ | 536/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 29%|██▊ | 537/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 29%|██▊ | 537/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 29%|██▊ | 538/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 29%|██▊ | 538/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 29%|██▊ | 539/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 29%|██▊ | 539/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 29%|██▉ | 540/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 29%|██▉ | 540/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0525, Acc%=96.40]
Epoch 1: 29%|██▉ | 541/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0525, Acc%=96.40]
Epoch 1: 29%|██▉ | 541/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0673, Acc%=96.40]
Epoch 1: 29%|██▉ | 542/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0673, Acc%=96.40]
Epoch 1: 29%|██▉ | 542/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0568, Acc%=96.40]
Epoch 1: 29%|██▉ | 543/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.0568, Acc%=96.40]
Epoch 1: 29%|██▉ | 543/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 29%|██▉ | 544/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 29%|██▉ | 544/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 29%|██▉ | 545/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 29%|██▉ | 545/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.072, Acc%=96.40]
Epoch 1: 29%|██▉ | 546/1875 [00:02<00:07, 182.12it/s, v_num=10, train_loss=0.072, Acc%=96.40]
Epoch 1: 29%|██▉ | 546/1875 [00:02<00:07, 182.11it/s, v_num=10, train_loss=0.0118, Acc%=96.40]
Epoch 1: 29%|██▉ | 547/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0118, Acc%=96.40]
Epoch 1: 29%|██▉ | 547/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 29%|██▉ | 548/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 29%|██▉ | 548/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 29%|██▉ | 549/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 29%|██▉ | 549/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 29%|██▉ | 550/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 29%|██▉ | 550/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 29%|██▉ | 551/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 29%|██▉ | 551/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 29%|██▉ | 552/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 29%|██▉ | 552/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 29%|██▉ | 553/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 29%|██▉ | 553/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0914, Acc%=96.40]
Epoch 1: 30%|██▉ | 554/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0914, Acc%=96.40]
Epoch 1: 30%|██▉ | 554/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.043, Acc%=96.40]
Epoch 1: 30%|██▉ | 555/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.043, Acc%=96.40]
Epoch 1: 30%|██▉ | 555/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.443, Acc%=96.40]
Epoch 1: 30%|██▉ | 556/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.443, Acc%=96.40]
Epoch 1: 30%|██▉ | 556/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.385, Acc%=96.40]
Epoch 1: 30%|██▉ | 557/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.385, Acc%=96.40]
Epoch 1: 30%|██▉ | 557/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 30%|██▉ | 558/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 30%|██▉ | 558/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 30%|██▉ | 559/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 30%|██▉ | 559/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 30%|██▉ | 560/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 30%|██▉ | 560/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0481, Acc%=96.40]
Epoch 1: 30%|██▉ | 561/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0481, Acc%=96.40]
Epoch 1: 30%|██▉ | 561/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0277, Acc%=96.40]
Epoch 1: 30%|██▉ | 562/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0277, Acc%=96.40]
Epoch 1: 30%|██▉ | 562/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0724, Acc%=96.40]
Epoch 1: 30%|███ | 563/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0724, Acc%=96.40]
Epoch 1: 30%|███ | 563/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 30%|███ | 564/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 30%|███ | 564/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 30%|███ | 565/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 30%|███ | 565/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 30%|███ | 566/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 30%|███ | 566/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 30%|███ | 567/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 30%|███ | 567/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.646, Acc%=96.40]
Epoch 1: 30%|███ | 568/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.646, Acc%=96.40]
Epoch 1: 30%|███ | 568/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 30%|███ | 569/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 30%|███ | 569/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.076, Acc%=96.40]
Epoch 1: 30%|███ | 570/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.076, Acc%=96.40]
Epoch 1: 30%|███ | 570/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0612, Acc%=96.40]
Epoch 1: 30%|███ | 571/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0612, Acc%=96.40]
Epoch 1: 30%|███ | 571/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 31%|███ | 572/1875 [00:03<00:07, 182.15it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 31%|███ | 572/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0725, Acc%=96.40]
Epoch 1: 31%|███ | 573/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0725, Acc%=96.40]
Epoch 1: 31%|███ | 573/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 31%|███ | 574/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 31%|███ | 574/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 31%|███ | 575/1875 [00:03<00:07, 182.15it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 31%|███ | 575/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 31%|███ | 576/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 31%|███ | 576/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 31%|███ | 577/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 31%|███ | 577/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 31%|███ | 578/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 31%|███ | 578/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0936, Acc%=96.40]
Epoch 1: 31%|███ | 579/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0936, Acc%=96.40]
Epoch 1: 31%|███ | 579/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 31%|███ | 580/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 31%|███ | 580/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 31%|███ | 581/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 31%|███ | 581/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.154, Acc%=96.40]
Epoch 1: 31%|███ | 582/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.154, Acc%=96.40]
Epoch 1: 31%|███ | 582/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.0968, Acc%=96.40]
Epoch 1: 31%|███ | 583/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0968, Acc%=96.40]
Epoch 1: 31%|███ | 583/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 31%|███ | 584/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 31%|███ | 584/1875 [00:03<00:07, 182.12it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 31%|███ | 585/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 31%|███ | 585/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 31%|███▏ | 586/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 31%|███▏ | 586/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.394, Acc%=96.40]
Epoch 1: 31%|███▏ | 587/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.394, Acc%=96.40]
Epoch 1: 31%|███▏ | 587/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 31%|███▏ | 588/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 31%|███▏ | 588/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 31%|███▏ | 589/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 31%|███▏ | 589/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 31%|███▏ | 590/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 31%|███▏ | 590/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 32%|███▏ | 591/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 32%|███▏ | 591/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 32%|███▏ | 592/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 32%|███▏ | 592/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0764, Acc%=96.40]
Epoch 1: 32%|███▏ | 593/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0764, Acc%=96.40]
Epoch 1: 32%|███▏ | 593/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0589, Acc%=96.40]
Epoch 1: 32%|███▏ | 594/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0589, Acc%=96.40]
Epoch 1: 32%|███▏ | 594/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0596, Acc%=96.40]
Epoch 1: 32%|███▏ | 595/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0596, Acc%=96.40]
Epoch 1: 32%|███▏ | 595/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 32%|███▏ | 596/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.155, Acc%=96.40]
Epoch 1: 32%|███▏ | 596/1875 [00:03<00:07, 182.13it/s, v_num=10, train_loss=0.0528, Acc%=96.40]
Epoch 1: 32%|███▏ | 597/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.0528, Acc%=96.40]
Epoch 1: 32%|███▏ | 597/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.365, Acc%=96.40]
Epoch 1: 32%|███▏ | 598/1875 [00:03<00:07, 182.15it/s, v_num=10, train_loss=0.365, Acc%=96.40]
Epoch 1: 32%|███▏ | 598/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.193, Acc%=96.40]
Epoch 1: 32%|███▏ | 599/1875 [00:03<00:07, 182.15it/s, v_num=10, train_loss=0.193, Acc%=96.40]
Epoch 1: 32%|███▏ | 599/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 32%|███▏ | 600/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 32%|███▏ | 600/1875 [00:03<00:07, 182.14it/s, v_num=10, train_loss=0.096, Acc%=96.40]
Epoch 1: 32%|███▏ | 601/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.096, Acc%=96.40]
Epoch 1: 32%|███▏ | 601/1875 [00:03<00:06, 182.14it/s, v_num=10, train_loss=0.0779, Acc%=96.40]
Epoch 1: 32%|███▏ | 602/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.0779, Acc%=96.40]
Epoch 1: 32%|███▏ | 602/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 32%|███▏ | 603/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 32%|███▏ | 603/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.299, Acc%=96.40]
Epoch 1: 32%|███▏ | 604/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.299, Acc%=96.40]
Epoch 1: 32%|███▏ | 604/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 32%|███▏ | 605/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 32%|███▏ | 605/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 32%|███▏ | 606/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 32%|███▏ | 606/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 32%|███▏ | 607/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0473, Acc%=96.40]
Epoch 1: 32%|███▏ | 607/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 32%|███▏ | 608/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.111, Acc%=96.40]
Epoch 1: 32%|███▏ | 608/1875 [00:03<00:06, 182.15it/s, v_num=10, train_loss=0.0367, Acc%=96.40]
Epoch 1: 32%|███▏ | 609/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0367, Acc%=96.40]
Epoch 1: 32%|███▏ | 609/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.358, Acc%=96.40]
Epoch 1: 33%|███▎ | 610/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.358, Acc%=96.40]
Epoch 1: 33%|███▎ | 610/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 33%|███▎ | 611/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.171, Acc%=96.40]
Epoch 1: 33%|███▎ | 611/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0724, Acc%=96.40]
Epoch 1: 33%|███▎ | 612/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0724, Acc%=96.40]
Epoch 1: 33%|███▎ | 612/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 33%|███▎ | 613/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 33%|███▎ | 613/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0646, Acc%=96.40]
Epoch 1: 33%|███▎ | 614/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0646, Acc%=96.40]
Epoch 1: 33%|███▎ | 614/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0126, Acc%=96.40]
Epoch 1: 33%|███▎ | 615/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0126, Acc%=96.40]
Epoch 1: 33%|███▎ | 615/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 33%|███▎ | 616/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 33%|███▎ | 616/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 33%|███▎ | 617/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 33%|███▎ | 617/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0824, Acc%=96.40]
Epoch 1: 33%|███▎ | 618/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0824, Acc%=96.40]
Epoch 1: 33%|███▎ | 618/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 33%|███▎ | 619/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 33%|███▎ | 619/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0793, Acc%=96.40]
Epoch 1: 33%|███▎ | 620/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0793, Acc%=96.40]
Epoch 1: 33%|███▎ | 620/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 33%|███▎ | 621/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 33%|███▎ | 621/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 33%|███▎ | 622/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 33%|███▎ | 622/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 33%|███▎ | 623/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 33%|███▎ | 623/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 33%|███▎ | 624/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 33%|███▎ | 624/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 33%|███▎ | 625/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 33%|███▎ | 625/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.289, Acc%=96.40]
Epoch 1: 33%|███▎ | 626/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.289, Acc%=96.40]
Epoch 1: 33%|███▎ | 626/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0555, Acc%=96.40]
Epoch 1: 33%|███▎ | 627/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0555, Acc%=96.40]
Epoch 1: 33%|███▎ | 627/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.525, Acc%=96.40]
Epoch 1: 33%|███▎ | 628/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.525, Acc%=96.40]
Epoch 1: 33%|███▎ | 628/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.530, Acc%=96.40]
Epoch 1: 34%|███▎ | 629/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.530, Acc%=96.40]
Epoch 1: 34%|███▎ | 629/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.322, Acc%=96.40]
Epoch 1: 34%|███▎ | 630/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.322, Acc%=96.40]
Epoch 1: 34%|███▎ | 630/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.0789, Acc%=96.40]
Epoch 1: 34%|███▎ | 631/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0789, Acc%=96.40]
Epoch 1: 34%|███▎ | 631/1875 [00:03<00:06, 182.16it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 34%|███▎ | 632/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 34%|███▎ | 632/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 34%|███▍ | 633/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 34%|███▍ | 633/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 34%|███▍ | 634/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 34%|███▍ | 634/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0889, Acc%=96.40]
Epoch 1: 34%|███▍ | 635/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0889, Acc%=96.40]
Epoch 1: 34%|███▍ | 635/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 34%|███▍ | 636/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 34%|███▍ | 636/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 34%|███▍ | 637/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 34%|███▍ | 637/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0753, Acc%=96.40]
Epoch 1: 34%|███▍ | 638/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0753, Acc%=96.40]
Epoch 1: 34%|███▍ | 638/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0649, Acc%=96.40]
Epoch 1: 34%|███▍ | 639/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0649, Acc%=96.40]
Epoch 1: 34%|███▍ | 639/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0953, Acc%=96.40]
Epoch 1: 34%|███▍ | 640/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0953, Acc%=96.40]
Epoch 1: 34%|███▍ | 640/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.439, Acc%=96.40]
Epoch 1: 34%|███▍ | 641/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.439, Acc%=96.40]
Epoch 1: 34%|███▍ | 641/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 34%|███▍ | 642/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 34%|███▍ | 642/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 34%|███▍ | 643/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0937, Acc%=96.40]
Epoch 1: 34%|███▍ | 643/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.344, Acc%=96.40]
Epoch 1: 34%|███▍ | 644/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.344, Acc%=96.40]
Epoch 1: 34%|███▍ | 644/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 34%|███▍ | 645/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 34%|███▍ | 645/1875 [00:03<00:06, 182.17it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 34%|███▍ | 646/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 34%|███▍ | 646/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 35%|███▍ | 647/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 35%|███▍ | 647/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 35%|███▍ | 648/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 35%|███▍ | 648/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 35%|███▍ | 649/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 35%|███▍ | 649/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0198, Acc%=96.40]
Epoch 1: 35%|███▍ | 650/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0198, Acc%=96.40]
Epoch 1: 35%|███▍ | 650/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0804, Acc%=96.40]
Epoch 1: 35%|███▍ | 651/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0804, Acc%=96.40]
Epoch 1: 35%|███▍ | 651/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 35%|███▍ | 652/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 35%|███▍ | 652/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0404, Acc%=96.40]
Epoch 1: 35%|███▍ | 653/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0404, Acc%=96.40]
Epoch 1: 35%|███▍ | 653/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.431, Acc%=96.40]
Epoch 1: 35%|███▍ | 654/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.431, Acc%=96.40]
Epoch 1: 35%|███▍ | 654/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.453, Acc%=96.40]
Epoch 1: 35%|███▍ | 655/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.453, Acc%=96.40]
Epoch 1: 35%|███▍ | 655/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.459, Acc%=96.40]
Epoch 1: 35%|███▍ | 656/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.459, Acc%=96.40]
Epoch 1: 35%|███▍ | 656/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 35%|███▌ | 657/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 35%|███▌ | 657/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0384, Acc%=96.40]
Epoch 1: 35%|███▌ | 658/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0384, Acc%=96.40]
Epoch 1: 35%|███▌ | 658/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.285, Acc%=96.40]
Epoch 1: 35%|███▌ | 659/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.285, Acc%=96.40]
Epoch 1: 35%|███▌ | 659/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 35%|███▌ | 660/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 35%|███▌ | 660/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 35%|███▌ | 661/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 35%|███▌ | 661/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 35%|███▌ | 662/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 35%|███▌ | 662/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 35%|███▌ | 663/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 35%|███▌ | 663/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0851, Acc%=96.40]
Epoch 1: 35%|███▌ | 664/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0851, Acc%=96.40]
Epoch 1: 35%|███▌ | 664/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 35%|███▌ | 665/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 35%|███▌ | 665/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0746, Acc%=96.40]
Epoch 1: 36%|███▌ | 666/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0746, Acc%=96.40]
Epoch 1: 36%|███▌ | 666/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0427, Acc%=96.40]
Epoch 1: 36%|███▌ | 667/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0427, Acc%=96.40]
Epoch 1: 36%|███▌ | 667/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 36%|███▌ | 668/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 36%|███▌ | 668/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 36%|███▌ | 669/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 36%|███▌ | 669/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0278, Acc%=96.40]
Epoch 1: 36%|███▌ | 670/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0278, Acc%=96.40]
Epoch 1: 36%|███▌ | 670/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0254, Acc%=96.40]
Epoch 1: 36%|███▌ | 671/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0254, Acc%=96.40]
Epoch 1: 36%|███▌ | 671/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0905, Acc%=96.40]
Epoch 1: 36%|███▌ | 672/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0905, Acc%=96.40]
Epoch 1: 36%|███▌ | 672/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 36%|███▌ | 673/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 36%|███▌ | 673/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 36%|███▌ | 674/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.214, Acc%=96.40]
Epoch 1: 36%|███▌ | 674/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0201, Acc%=96.40]
Epoch 1: 36%|███▌ | 675/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0201, Acc%=96.40]
Epoch 1: 36%|███▌ | 675/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0636, Acc%=96.40]
Epoch 1: 36%|███▌ | 676/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0636, Acc%=96.40]
Epoch 1: 36%|███▌ | 676/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 36%|███▌ | 677/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 36%|███▌ | 677/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 36%|███▌ | 678/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 36%|███▌ | 678/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 36%|███▌ | 679/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 36%|███▌ | 679/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 36%|███▋ | 680/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 36%|███▋ | 680/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 36%|███▋ | 681/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 36%|███▋ | 681/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 36%|███▋ | 682/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 36%|███▋ | 682/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0744, Acc%=96.40]
Epoch 1: 36%|███▋ | 683/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0744, Acc%=96.40]
Epoch 1: 36%|███▋ | 683/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0308, Acc%=96.40]
Epoch 1: 36%|███▋ | 684/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0308, Acc%=96.40]
Epoch 1: 36%|███▋ | 684/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 37%|███▋ | 685/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 37%|███▋ | 685/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0373, Acc%=96.40]
Epoch 1: 37%|███▋ | 686/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0373, Acc%=96.40]
Epoch 1: 37%|███▋ | 686/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0875, Acc%=96.40]
Epoch 1: 37%|███▋ | 687/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0875, Acc%=96.40]
Epoch 1: 37%|███▋ | 687/1875 [00:03<00:06, 182.18it/s, v_num=10, train_loss=0.0633, Acc%=96.40]
Epoch 1: 37%|███▋ | 688/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0633, Acc%=96.40]
Epoch 1: 37%|███▋ | 688/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0882, Acc%=96.40]
Epoch 1: 37%|███▋ | 689/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0882, Acc%=96.40]
Epoch 1: 37%|███▋ | 689/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 37%|███▋ | 690/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 37%|███▋ | 690/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 37%|███▋ | 691/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 37%|███▋ | 691/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 37%|███▋ | 692/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 37%|███▋ | 692/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 37%|███▋ | 693/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 37%|███▋ | 693/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 37%|███▋ | 694/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 37%|███▋ | 694/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.333, Acc%=96.40]
Epoch 1: 37%|███▋ | 695/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.333, Acc%=96.40]
Epoch 1: 37%|███▋ | 695/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0836, Acc%=96.40]
Epoch 1: 37%|███▋ | 696/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0836, Acc%=96.40]
Epoch 1: 37%|███▋ | 696/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 37%|███▋ | 697/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 37%|███▋ | 697/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 37%|███▋ | 698/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.186, Acc%=96.40]
Epoch 1: 37%|███▋ | 698/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.299, Acc%=96.40]
Epoch 1: 37%|███▋ | 699/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.299, Acc%=96.40]
Epoch 1: 37%|███▋ | 699/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 37%|███▋ | 700/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 37%|███▋ | 700/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0738, Acc%=96.40]
Epoch 1: 37%|███▋ | 701/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0738, Acc%=96.40]
Epoch 1: 37%|███▋ | 701/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 37%|███▋ | 702/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 37%|███▋ | 702/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 37%|███▋ | 703/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 37%|███▋ | 703/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 38%|███▊ | 704/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 38%|███▊ | 704/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0878, Acc%=96.40]
Epoch 1: 38%|███▊ | 705/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0878, Acc%=96.40]
Epoch 1: 38%|███▊ | 705/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 38%|███▊ | 706/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 38%|███▊ | 706/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0996, Acc%=96.40]
Epoch 1: 38%|███▊ | 707/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0996, Acc%=96.40]
Epoch 1: 38%|███▊ | 707/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 38%|███▊ | 708/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 38%|███▊ | 708/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 38%|███▊ | 709/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 38%|███▊ | 709/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 38%|███▊ | 710/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 38%|███▊ | 710/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 38%|███▊ | 711/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 38%|███▊ | 711/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 38%|███▊ | 712/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 38%|███▊ | 712/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 38%|███▊ | 713/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 38%|███▊ | 713/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 38%|███▊ | 714/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.278, Acc%=96.40]
Epoch 1: 38%|███▊ | 714/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0968, Acc%=96.40]
Epoch 1: 38%|███▊ | 715/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0968, Acc%=96.40]
Epoch 1: 38%|███▊ | 715/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0567, Acc%=96.40]
Epoch 1: 38%|███▊ | 716/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0567, Acc%=96.40]
Epoch 1: 38%|███▊ | 716/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0508, Acc%=96.40]
Epoch 1: 38%|███▊ | 717/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0508, Acc%=96.40]
Epoch 1: 38%|███▊ | 717/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0164, Acc%=96.40]
Epoch 1: 38%|███▊ | 718/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0164, Acc%=96.40]
Epoch 1: 38%|███▊ | 718/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0957, Acc%=96.40]
Epoch 1: 38%|███▊ | 719/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0957, Acc%=96.40]
Epoch 1: 38%|███▊ | 719/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0449, Acc%=96.40]
Epoch 1: 38%|███▊ | 720/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0449, Acc%=96.40]
Epoch 1: 38%|███▊ | 720/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0958, Acc%=96.40]
Epoch 1: 38%|███▊ | 721/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0958, Acc%=96.40]
Epoch 1: 38%|███▊ | 721/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 39%|███▊ | 722/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 39%|███▊ | 722/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0775, Acc%=96.40]
Epoch 1: 39%|███▊ | 723/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0775, Acc%=96.40]
Epoch 1: 39%|███▊ | 723/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 39%|███▊ | 724/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 39%|███▊ | 724/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0988, Acc%=96.40]
Epoch 1: 39%|███▊ | 725/1875 [00:03<00:06, 182.21it/s, v_num=10, train_loss=0.0988, Acc%=96.40]
Epoch 1: 39%|███▊ | 725/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.198, Acc%=96.40]
Epoch 1: 39%|███▊ | 726/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.198, Acc%=96.40]
Epoch 1: 39%|███▊ | 726/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 39%|███▉ | 727/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 39%|███▉ | 727/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 39%|███▉ | 728/1875 [00:03<00:06, 182.20it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 39%|███▉ | 728/1875 [00:03<00:06, 182.19it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 39%|███▉ | 729/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 39%|███▉ | 729/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.0161, Acc%=96.40]
Epoch 1: 39%|███▉ | 730/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0161, Acc%=96.40]
Epoch 1: 39%|███▉ | 730/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.00305, Acc%=96.40]
Epoch 1: 39%|███▉ | 731/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.00305, Acc%=96.40]
Epoch 1: 39%|███▉ | 731/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 39%|███▉ | 732/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 39%|███▉ | 732/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.0837, Acc%=96.40]
Epoch 1: 39%|███▉ | 733/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0837, Acc%=96.40]
Epoch 1: 39%|███▉ | 733/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 39%|███▉ | 734/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 39%|███▉ | 734/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.187, Acc%=96.40]
Epoch 1: 39%|███▉ | 735/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.187, Acc%=96.40]
Epoch 1: 39%|███▉ | 735/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.0855, Acc%=96.40]
Epoch 1: 39%|███▉ | 736/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0855, Acc%=96.40]
Epoch 1: 39%|███▉ | 736/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.0576, Acc%=96.40]
Epoch 1: 39%|███▉ | 737/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0576, Acc%=96.40]
Epoch 1: 39%|███▉ | 737/1875 [00:04<00:06, 182.19it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 39%|███▉ | 738/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 39%|███▉ | 738/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0917, Acc%=96.40]
Epoch 1: 39%|███▉ | 739/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0917, Acc%=96.40]
Epoch 1: 39%|███▉ | 739/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 39%|███▉ | 740/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 39%|███▉ | 740/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 40%|███▉ | 741/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 40%|███▉ | 741/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.319, Acc%=96.40]
Epoch 1: 40%|███▉ | 742/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.319, Acc%=96.40]
Epoch 1: 40%|███▉ | 742/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 40%|███▉ | 743/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 40%|███▉ | 743/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 40%|███▉ | 744/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 40%|███▉ | 744/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0725, Acc%=96.40]
Epoch 1: 40%|███▉ | 745/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0725, Acc%=96.40]
Epoch 1: 40%|███▉ | 745/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 40%|███▉ | 746/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 40%|███▉ | 746/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0371, Acc%=96.40]
Epoch 1: 40%|███▉ | 747/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0371, Acc%=96.40]
Epoch 1: 40%|███▉ | 747/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0183, Acc%=96.40]
Epoch 1: 40%|███▉ | 748/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0183, Acc%=96.40]
Epoch 1: 40%|███▉ | 748/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 40%|███▉ | 749/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 40%|███▉ | 749/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 40%|████ | 750/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 40%|████ | 750/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 40%|████ | 751/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 40%|████ | 751/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 40%|████ | 752/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 40%|████ | 752/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0384, Acc%=96.40]
Epoch 1: 40%|████ | 753/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0384, Acc%=96.40]
Epoch 1: 40%|████ | 753/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 40%|████ | 754/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 40%|████ | 754/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 40%|████ | 755/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 40%|████ | 755/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 40%|████ | 756/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 40%|████ | 756/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.434, Acc%=96.40]
Epoch 1: 40%|████ | 757/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.434, Acc%=96.40]
Epoch 1: 40%|████ | 757/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0567, Acc%=96.40]
Epoch 1: 40%|████ | 758/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0567, Acc%=96.40]
Epoch 1: 40%|████ | 758/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 40%|████ | 759/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 40%|████ | 759/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0957, Acc%=96.40]
Epoch 1: 41%|████ | 760/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0957, Acc%=96.40]
Epoch 1: 41%|████ | 760/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 41%|████ | 761/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 41%|████ | 761/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.0835, Acc%=96.40]
Epoch 1: 41%|████ | 762/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0835, Acc%=96.40]
Epoch 1: 41%|████ | 762/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 41%|████ | 763/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 41%|████ | 763/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 41%|████ | 764/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.243, Acc%=96.40]
Epoch 1: 41%|████ | 764/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 41%|████ | 765/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 41%|████ | 765/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 41%|████ | 766/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 41%|████ | 766/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 41%|████ | 767/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 41%|████ | 767/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0472, Acc%=96.40]
Epoch 1: 41%|████ | 768/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0472, Acc%=96.40]
Epoch 1: 41%|████ | 768/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.297, Acc%=96.40]
Epoch 1: 41%|████ | 769/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.297, Acc%=96.40]
Epoch 1: 41%|████ | 769/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 41%|████ | 770/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 41%|████ | 770/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.333, Acc%=96.40]
Epoch 1: 41%|████ | 771/1875 [00:04<00:06, 182.22it/s, v_num=10, train_loss=0.333, Acc%=96.40]
Epoch 1: 41%|████ | 771/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 41%|████ | 772/1875 [00:04<00:06, 182.22it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 41%|████ | 772/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 41%|████ | 773/1875 [00:04<00:06, 182.22it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 41%|████ | 773/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.244, Acc%=96.40]
Epoch 1: 41%|████▏ | 774/1875 [00:04<00:06, 182.22it/s, v_num=10, train_loss=0.244, Acc%=96.40]
Epoch 1: 41%|████▏ | 774/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 41%|████▏ | 775/1875 [00:04<00:06, 182.22it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 41%|████▏ | 775/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0966, Acc%=96.40]
Epoch 1: 41%|████▏ | 776/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.0966, Acc%=96.40]
Epoch 1: 41%|████▏ | 776/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 41%|████▏ | 777/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 41%|████▏ | 777/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 41%|████▏ | 778/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 41%|████▏ | 778/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 42%|████▏ | 779/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 42%|████▏ | 779/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.354, Acc%=96.40]
Epoch 1: 42%|████▏ | 780/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.354, Acc%=96.40]
Epoch 1: 42%|████▏ | 780/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 42%|████▏ | 781/1875 [00:04<00:06, 182.21it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 42%|████▏ | 781/1875 [00:04<00:06, 182.20it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 42%|████▏ | 782/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 42%|████▏ | 782/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.467, Acc%=96.40]
Epoch 1: 42%|████▏ | 783/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.467, Acc%=96.40]
Epoch 1: 42%|████▏ | 783/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.205, Acc%=96.40]
Epoch 1: 42%|████▏ | 784/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.205, Acc%=96.40]
Epoch 1: 42%|████▏ | 784/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 42%|████▏ | 785/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 42%|████▏ | 785/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 42%|████▏ | 786/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 42%|████▏ | 786/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 42%|████▏ | 787/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0617, Acc%=96.40]
Epoch 1: 42%|████▏ | 787/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.172, Acc%=96.40]
Epoch 1: 42%|████▏ | 788/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.172, Acc%=96.40]
Epoch 1: 42%|████▏ | 788/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 42%|████▏ | 789/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 42%|████▏ | 789/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 42%|████▏ | 790/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 42%|████▏ | 790/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.258, Acc%=96.40]
Epoch 1: 42%|████▏ | 791/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.258, Acc%=96.40]
Epoch 1: 42%|████▏ | 791/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 42%|████▏ | 792/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 42%|████▏ | 792/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.143, Acc%=96.40]
Epoch 1: 42%|████▏ | 793/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.143, Acc%=96.40]
Epoch 1: 42%|████▏ | 793/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.055, Acc%=96.40]
Epoch 1: 42%|████▏ | 794/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.055, Acc%=96.40]
Epoch 1: 42%|████▏ | 794/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0646, Acc%=96.40]
Epoch 1: 42%|████▏ | 795/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0646, Acc%=96.40]
Epoch 1: 42%|████▏ | 795/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 42%|████▏ | 796/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.335, Acc%=96.40]
Epoch 1: 42%|████▏ | 796/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.630, Acc%=96.40]
Epoch 1: 43%|████▎ | 797/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.630, Acc%=96.40]
Epoch 1: 43%|████▎ | 797/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 43%|████▎ | 798/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 43%|████▎ | 798/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 43%|████▎ | 799/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 43%|████▎ | 799/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 43%|████▎ | 800/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 43%|████▎ | 800/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 43%|████▎ | 801/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 43%|████▎ | 801/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 43%|████▎ | 802/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 43%|████▎ | 802/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0863, Acc%=96.40]
Epoch 1: 43%|████▎ | 803/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0863, Acc%=96.40]
Epoch 1: 43%|████▎ | 803/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.268, Acc%=96.40]
Epoch 1: 43%|████▎ | 804/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.268, Acc%=96.40]
Epoch 1: 43%|████▎ | 804/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0612, Acc%=96.40]
Epoch 1: 43%|████▎ | 805/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0612, Acc%=96.40]
Epoch 1: 43%|████▎ | 805/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0986, Acc%=96.40]
Epoch 1: 43%|████▎ | 806/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0986, Acc%=96.40]
Epoch 1: 43%|████▎ | 806/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0395, Acc%=96.40]
Epoch 1: 43%|████▎ | 807/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0395, Acc%=96.40]
Epoch 1: 43%|████▎ | 807/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.303, Acc%=96.40]
Epoch 1: 43%|████▎ | 808/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.303, Acc%=96.40]
Epoch 1: 43%|████▎ | 808/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 43%|████▎ | 809/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 43%|████▎ | 809/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 43%|████▎ | 810/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 43%|████▎ | 810/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 43%|████▎ | 811/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 43%|████▎ | 811/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 43%|████▎ | 812/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 43%|████▎ | 812/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 43%|████▎ | 813/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 43%|████▎ | 813/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.213, Acc%=96.40]
Epoch 1: 43%|████▎ | 814/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.213, Acc%=96.40]
Epoch 1: 43%|████▎ | 814/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 43%|████▎ | 815/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 43%|████▎ | 815/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 44%|████▎ | 816/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 44%|████▎ | 816/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 44%|████▎ | 817/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 44%|████▎ | 817/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.093, Acc%=96.40]
Epoch 1: 44%|████▎ | 818/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.093, Acc%=96.40]
Epoch 1: 44%|████▎ | 818/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 44%|████▎ | 819/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 44%|████▎ | 819/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 44%|████▎ | 820/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 44%|████▎ | 820/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 44%|████▍ | 821/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.224, Acc%=96.40]
Epoch 1: 44%|████▍ | 821/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.254, Acc%=96.40]
Epoch 1: 44%|████▍ | 822/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.254, Acc%=96.40]
Epoch 1: 44%|████▍ | 822/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.184, Acc%=96.40]
Epoch 1: 44%|████▍ | 823/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.184, Acc%=96.40]
Epoch 1: 44%|████▍ | 823/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 44%|████▍ | 824/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 44%|████▍ | 824/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.419, Acc%=96.40]
Epoch 1: 44%|████▍ | 825/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.419, Acc%=96.40]
Epoch 1: 44%|████▍ | 825/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 44%|████▍ | 826/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 44%|████▍ | 826/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 44%|████▍ | 827/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 44%|████▍ | 827/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 44%|████▍ | 828/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 44%|████▍ | 828/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 44%|████▍ | 829/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 44%|████▍ | 829/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 44%|████▍ | 830/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.307, Acc%=96.40]
Epoch 1: 44%|████▍ | 830/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.213, Acc%=96.40]
Epoch 1: 44%|████▍ | 831/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.213, Acc%=96.40]
Epoch 1: 44%|████▍ | 831/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 44%|████▍ | 832/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 44%|████▍ | 832/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.063, Acc%=96.40]
Epoch 1: 44%|████▍ | 833/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.063, Acc%=96.40]
Epoch 1: 44%|████▍ | 833/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.143, Acc%=96.40]
Epoch 1: 44%|████▍ | 834/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.143, Acc%=96.40]
Epoch 1: 44%|████▍ | 834/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0466, Acc%=96.40]
Epoch 1: 45%|████▍ | 835/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0466, Acc%=96.40]
Epoch 1: 45%|████▍ | 835/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 45%|████▍ | 836/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 45%|████▍ | 836/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.0747, Acc%=96.40]
Epoch 1: 45%|████▍ | 837/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0747, Acc%=96.40]
Epoch 1: 45%|████▍ | 837/1875 [00:04<00:05, 182.21it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 45%|████▍ | 838/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 45%|████▍ | 838/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 45%|████▍ | 839/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 45%|████▍ | 839/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0546, Acc%=96.40]
Epoch 1: 45%|████▍ | 840/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0546, Acc%=96.40]
Epoch 1: 45%|████▍ | 840/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 45%|████▍ | 841/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 45%|████▍ | 841/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0867, Acc%=96.40]
Epoch 1: 45%|████▍ | 842/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0867, Acc%=96.40]
Epoch 1: 45%|████▍ | 842/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 45%|████▍ | 843/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 45%|████▍ | 843/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.028, Acc%=96.40]
Epoch 1: 45%|████▌ | 844/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.028, Acc%=96.40]
Epoch 1: 45%|████▌ | 844/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 45%|████▌ | 845/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 45%|████▌ | 845/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 45%|████▌ | 846/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 45%|████▌ | 846/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.403, Acc%=96.40]
Epoch 1: 45%|████▌ | 847/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.403, Acc%=96.40]
Epoch 1: 45%|████▌ | 847/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 45%|████▌ | 848/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 45%|████▌ | 848/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.425, Acc%=96.40]
Epoch 1: 45%|████▌ | 849/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.425, Acc%=96.40]
Epoch 1: 45%|████▌ | 849/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0833, Acc%=96.40]
Epoch 1: 45%|████▌ | 850/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0833, Acc%=96.40]
Epoch 1: 45%|████▌ | 850/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0576, Acc%=96.40]
Epoch 1: 45%|████▌ | 851/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0576, Acc%=96.40]
Epoch 1: 45%|████▌ | 851/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0868, Acc%=96.40]
Epoch 1: 45%|████▌ | 852/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0868, Acc%=96.40]
Epoch 1: 45%|████▌ | 852/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.257, Acc%=96.40]
Epoch 1: 45%|████▌ | 853/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.257, Acc%=96.40]
Epoch 1: 45%|████▌ | 853/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0955, Acc%=96.40]
Epoch 1: 46%|████▌ | 854/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0955, Acc%=96.40]
Epoch 1: 46%|████▌ | 854/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0392, Acc%=96.40]
Epoch 1: 46%|████▌ | 855/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0392, Acc%=96.40]
Epoch 1: 46%|████▌ | 855/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 46%|████▌ | 856/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 46%|████▌ | 856/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 46%|████▌ | 857/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 46%|████▌ | 857/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 46%|████▌ | 858/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 46%|████▌ | 858/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 46%|████▌ | 859/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 46%|████▌ | 859/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 46%|████▌ | 860/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 46%|████▌ | 860/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 46%|████▌ | 861/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 46%|████▌ | 861/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 46%|████▌ | 862/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 46%|████▌ | 862/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 46%|████▌ | 863/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 46%|████▌ | 863/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0281, Acc%=96.40]
Epoch 1: 46%|████▌ | 864/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0281, Acc%=96.40]
Epoch 1: 46%|████▌ | 864/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0878, Acc%=96.40]
Epoch 1: 46%|████▌ | 865/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0878, Acc%=96.40]
Epoch 1: 46%|████▌ | 865/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.301, Acc%=96.40]
Epoch 1: 46%|████▌ | 866/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.301, Acc%=96.40]
Epoch 1: 46%|████▌ | 866/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.050, Acc%=96.40]
Epoch 1: 46%|████▌ | 867/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.050, Acc%=96.40]
Epoch 1: 46%|████▌ | 867/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0732, Acc%=96.40]
Epoch 1: 46%|████▋ | 868/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0732, Acc%=96.40]
Epoch 1: 46%|████▋ | 868/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0888, Acc%=96.40]
Epoch 1: 46%|████▋ | 869/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0888, Acc%=96.40]
Epoch 1: 46%|████▋ | 869/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 46%|████▋ | 870/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 46%|████▋ | 870/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.437, Acc%=96.40]
Epoch 1: 46%|████▋ | 871/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.437, Acc%=96.40]
Epoch 1: 46%|████▋ | 871/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0215, Acc%=96.40]
Epoch 1: 47%|████▋ | 872/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0215, Acc%=96.40]
Epoch 1: 47%|████▋ | 872/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0882, Acc%=96.40]
Epoch 1: 47%|████▋ | 873/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0882, Acc%=96.40]
Epoch 1: 47%|████▋ | 873/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 47%|████▋ | 874/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 47%|████▋ | 874/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 47%|████▋ | 875/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 47%|████▋ | 875/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 47%|████▋ | 876/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 47%|████▋ | 876/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 47%|████▋ | 877/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 47%|████▋ | 877/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 47%|████▋ | 878/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 47%|████▋ | 878/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 47%|████▋ | 879/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 47%|████▋ | 879/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 47%|████▋ | 880/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 47%|████▋ | 880/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 47%|████▋ | 881/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 47%|████▋ | 881/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 47%|████▋ | 882/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 47%|████▋ | 882/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 47%|████▋ | 883/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 47%|████▋ | 883/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 47%|████▋ | 884/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 47%|████▋ | 884/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 47%|████▋ | 885/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 47%|████▋ | 885/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 47%|████▋ | 886/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 47%|████▋ | 886/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 47%|████▋ | 887/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 47%|████▋ | 887/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 47%|████▋ | 888/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 47%|████▋ | 888/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.519, Acc%=96.40]
Epoch 1: 47%|████▋ | 889/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.519, Acc%=96.40]
Epoch 1: 47%|████▋ | 889/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0363, Acc%=96.40]
Epoch 1: 47%|████▋ | 890/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0363, Acc%=96.40]
Epoch 1: 47%|████▋ | 890/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 48%|████▊ | 891/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.326, Acc%=96.40]
Epoch 1: 48%|████▊ | 891/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.363, Acc%=96.40]
Epoch 1: 48%|████▊ | 892/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.363, Acc%=96.40]
Epoch 1: 48%|████▊ | 892/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 48%|████▊ | 893/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 48%|████▊ | 893/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0179, Acc%=96.40]
Epoch 1: 48%|████▊ | 894/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0179, Acc%=96.40]
Epoch 1: 48%|████▊ | 894/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 48%|████▊ | 895/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 48%|████▊ | 895/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 48%|████▊ | 896/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.146, Acc%=96.40]
Epoch 1: 48%|████▊ | 896/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 48%|████▊ | 897/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 48%|████▊ | 897/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 48%|████▊ | 898/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 48%|████▊ | 898/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.276, Acc%=96.40]
Epoch 1: 48%|████▊ | 899/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.276, Acc%=96.40]
Epoch 1: 48%|████▊ | 899/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 48%|████▊ | 900/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 48%|████▊ | 900/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 48%|████▊ | 901/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.370, Acc%=96.40]
Epoch 1: 48%|████▊ | 901/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0824, Acc%=96.40]
Epoch 1: 48%|████▊ | 902/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0824, Acc%=96.40]
Epoch 1: 48%|████▊ | 902/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0405, Acc%=96.40]
Epoch 1: 48%|████▊ | 903/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0405, Acc%=96.40]
Epoch 1: 48%|████▊ | 903/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0847, Acc%=96.40]
Epoch 1: 48%|████▊ | 904/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0847, Acc%=96.40]
Epoch 1: 48%|████▊ | 904/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 48%|████▊ | 905/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 48%|████▊ | 905/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0857, Acc%=96.40]
Epoch 1: 48%|████▊ | 906/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0857, Acc%=96.40]
Epoch 1: 48%|████▊ | 906/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0235, Acc%=96.40]
Epoch 1: 48%|████▊ | 907/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0235, Acc%=96.40]
Epoch 1: 48%|████▊ | 907/1875 [00:04<00:05, 182.22it/s, v_num=10, train_loss=0.0391, Acc%=96.40]
Epoch 1: 48%|████▊ | 908/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0391, Acc%=96.40]
Epoch 1: 48%|████▊ | 908/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0246, Acc%=96.40]
Epoch 1: 48%|████▊ | 909/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0246, Acc%=96.40]
Epoch 1: 48%|████▊ | 909/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0636, Acc%=96.40]
Epoch 1: 49%|████▊ | 910/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0636, Acc%=96.40]
Epoch 1: 49%|████▊ | 910/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0204, Acc%=96.40]
Epoch 1: 49%|████▊ | 911/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.0204, Acc%=96.40]
Epoch 1: 49%|████▊ | 911/1875 [00:04<00:05, 182.23it/s, v_num=10, train_loss=0.306, Acc%=96.40]
Epoch 1: 49%|████▊ | 912/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.306, Acc%=96.40]
Epoch 1: 49%|████▊ | 912/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.198, Acc%=96.40]
Epoch 1: 49%|████▊ | 913/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.198, Acc%=96.40]
Epoch 1: 49%|████▊ | 913/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0749, Acc%=96.40]
Epoch 1: 49%|████▊ | 914/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0749, Acc%=96.40]
Epoch 1: 49%|████▊ | 914/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 49%|████▉ | 915/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 49%|████▉ | 915/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 49%|████▉ | 916/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 49%|████▉ | 916/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 49%|████▉ | 917/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 49%|████▉ | 917/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 49%|████▉ | 918/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 49%|████▉ | 918/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 49%|████▉ | 919/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 49%|████▉ | 919/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0942, Acc%=96.40]
Epoch 1: 49%|████▉ | 920/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0942, Acc%=96.40]
Epoch 1: 49%|████▉ | 920/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 49%|████▉ | 921/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 49%|████▉ | 921/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0524, Acc%=96.40]
Epoch 1: 49%|████▉ | 922/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0524, Acc%=96.40]
Epoch 1: 49%|████▉ | 922/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0213, Acc%=96.40]
Epoch 1: 49%|████▉ | 923/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0213, Acc%=96.40]
Epoch 1: 49%|████▉ | 923/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0978, Acc%=96.40]
Epoch 1: 49%|████▉ | 924/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0978, Acc%=96.40]
Epoch 1: 49%|████▉ | 924/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 49%|████▉ | 925/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 49%|████▉ | 925/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0391, Acc%=96.40]
Epoch 1: 49%|████▉ | 926/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0391, Acc%=96.40]
Epoch 1: 49%|████▉ | 926/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 49%|████▉ | 927/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 49%|████▉ | 927/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 49%|████▉ | 928/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 49%|████▉ | 928/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 50%|████▉ | 929/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 50%|████▉ | 929/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 50%|████▉ | 930/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 50%|████▉ | 930/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 50%|████▉ | 931/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 50%|████▉ | 931/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 50%|████▉ | 932/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 50%|████▉ | 932/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0509, Acc%=96.40]
Epoch 1: 50%|████▉ | 933/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0509, Acc%=96.40]
Epoch 1: 50%|████▉ | 933/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0331, Acc%=96.40]
Epoch 1: 50%|████▉ | 934/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0331, Acc%=96.40]
Epoch 1: 50%|████▉ | 934/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.0422, Acc%=96.40]
Epoch 1: 50%|████▉ | 935/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0422, Acc%=96.40]
Epoch 1: 50%|████▉ | 935/1875 [00:05<00:05, 182.22it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 50%|████▉ | 936/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 50%|████▉ | 936/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 50%|████▉ | 937/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 50%|████▉ | 937/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.575, Acc%=96.40]
Epoch 1: 50%|█████ | 938/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.575, Acc%=96.40]
Epoch 1: 50%|█████ | 938/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0695, Acc%=96.40]
Epoch 1: 50%|█████ | 939/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0695, Acc%=96.40]
Epoch 1: 50%|█████ | 939/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0571, Acc%=96.40]
Epoch 1: 50%|█████ | 940/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0571, Acc%=96.40]
Epoch 1: 50%|█████ | 940/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 50%|█████ | 941/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 50%|█████ | 941/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0542, Acc%=96.40]
Epoch 1: 50%|█████ | 942/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0542, Acc%=96.40]
Epoch 1: 50%|█████ | 942/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 50%|█████ | 943/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 50%|█████ | 943/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.332, Acc%=96.40]
Epoch 1: 50%|█████ | 944/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.332, Acc%=96.40]
Epoch 1: 50%|█████ | 944/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 50%|█████ | 945/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 50%|█████ | 945/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 50%|█████ | 946/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0969, Acc%=96.40]
Epoch 1: 50%|█████ | 946/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.433, Acc%=96.40]
Epoch 1: 51%|█████ | 947/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.433, Acc%=96.40]
Epoch 1: 51%|█████ | 947/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0221, Acc%=96.40]
Epoch 1: 51%|█████ | 948/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0221, Acc%=96.40]
Epoch 1: 51%|█████ | 948/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.015, Acc%=96.40]
Epoch 1: 51%|█████ | 949/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.015, Acc%=96.40]
Epoch 1: 51%|█████ | 949/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0192, Acc%=96.40]
Epoch 1: 51%|█████ | 950/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0192, Acc%=96.40]
Epoch 1: 51%|█████ | 950/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.451, Acc%=96.40]
Epoch 1: 51%|█████ | 951/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.451, Acc%=96.40]
Epoch 1: 51%|█████ | 951/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 51%|█████ | 952/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 51%|█████ | 952/1875 [00:05<00:05, 182.23it/s, v_num=10, train_loss=0.0801, Acc%=96.40]
Epoch 1: 51%|█████ | 953/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0801, Acc%=96.40]
Epoch 1: 51%|█████ | 953/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 51%|█████ | 954/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 51%|█████ | 954/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 51%|█████ | 955/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 51%|█████ | 955/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0838, Acc%=96.40]
Epoch 1: 51%|█████ | 956/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0838, Acc%=96.40]
Epoch 1: 51%|█████ | 956/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.051, Acc%=96.40]
Epoch 1: 51%|█████ | 957/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.051, Acc%=96.40]
Epoch 1: 51%|█████ | 957/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 51%|█████ | 958/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 51%|█████ | 958/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 51%|█████ | 959/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 51%|█████ | 959/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 51%|█████ | 960/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 51%|█████ | 960/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 51%|█████▏ | 961/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 51%|█████▏ | 961/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0886, Acc%=96.40]
Epoch 1: 51%|█████▏ | 962/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.0886, Acc%=96.40]
Epoch 1: 51%|█████▏ | 962/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.187, Acc%=96.40]
Epoch 1: 51%|█████▏ | 963/1875 [00:05<00:05, 182.25it/s, v_num=10, train_loss=0.187, Acc%=96.40]
Epoch 1: 51%|█████▏ | 963/1875 [00:05<00:05, 182.24it/s, v_num=10, train_loss=0.375, Acc%=96.40]
Epoch 1: 51%|█████▏ | 964/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.375, Acc%=96.40]
Epoch 1: 51%|█████▏ | 964/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0702, Acc%=96.40]
Epoch 1: 51%|█████▏ | 965/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0702, Acc%=96.40]
Epoch 1: 51%|█████▏ | 965/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.00883, Acc%=96.40]
Epoch 1: 52%|█████▏ | 966/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.00883, Acc%=96.40]
Epoch 1: 52%|█████▏ | 966/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0866, Acc%=96.40]
Epoch 1: 52%|█████▏ | 967/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0866, Acc%=96.40]
Epoch 1: 52%|█████▏ | 967/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 52%|█████▏ | 968/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0614, Acc%=96.40]
Epoch 1: 52%|█████▏ | 968/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 52%|█████▏ | 969/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 52%|█████▏ | 969/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 52%|█████▏ | 970/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 52%|█████▏ | 970/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 52%|█████▏ | 971/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 52%|█████▏ | 971/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 52%|█████▏ | 972/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 52%|█████▏ | 972/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.444, Acc%=96.40]
Epoch 1: 52%|█████▏ | 973/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.444, Acc%=96.40]
Epoch 1: 52%|█████▏ | 973/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 52%|█████▏ | 974/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 52%|█████▏ | 974/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0902, Acc%=96.40]
Epoch 1: 52%|█████▏ | 975/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0902, Acc%=96.40]
Epoch 1: 52%|█████▏ | 975/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 52%|█████▏ | 976/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 52%|█████▏ | 976/1875 [00:05<00:04, 182.23it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 52%|█████▏ | 977/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 52%|█████▏ | 977/1875 [00:05<00:04, 182.23it/s, v_num=10, train_loss=0.308, Acc%=96.40]
Epoch 1: 52%|█████▏ | 978/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.308, Acc%=96.40]
Epoch 1: 52%|█████▏ | 978/1875 [00:05<00:04, 182.23it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 52%|█████▏ | 979/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 52%|█████▏ | 979/1875 [00:05<00:04, 182.23it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 52%|█████▏ | 980/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 52%|█████▏ | 980/1875 [00:05<00:04, 182.23it/s, v_num=10, train_loss=0.0572, Acc%=96.40]
Epoch 1: 52%|█████▏ | 981/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0572, Acc%=96.40]
Epoch 1: 52%|█████▏ | 981/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 52%|█████▏ | 982/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 52%|█████▏ | 982/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0985, Acc%=96.40]
Epoch 1: 52%|█████▏ | 983/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0985, Acc%=96.40]
Epoch 1: 52%|█████▏ | 983/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 52%|█████▏ | 984/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 52%|█████▏ | 984/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 53%|█████▎ | 985/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 53%|█████▎ | 985/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 53%|█████▎ | 986/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 53%|█████▎ | 986/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0411, Acc%=96.40]
Epoch 1: 53%|█████▎ | 987/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0411, Acc%=96.40]
Epoch 1: 53%|█████▎ | 987/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0468, Acc%=96.40]
Epoch 1: 53%|█████▎ | 988/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0468, Acc%=96.40]
Epoch 1: 53%|█████▎ | 988/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 53%|█████▎ | 989/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 53%|█████▎ | 989/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0335, Acc%=96.40]
Epoch 1: 53%|█████▎ | 990/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0335, Acc%=96.40]
Epoch 1: 53%|█████▎ | 990/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 53%|█████▎ | 991/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 53%|█████▎ | 991/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 53%|█████▎ | 992/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 53%|█████▎ | 992/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 53%|█████▎ | 993/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 53%|█████▎ | 993/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 53%|█████▎ | 994/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 53%|█████▎ | 994/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 53%|█████▎ | 995/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 53%|█████▎ | 995/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 53%|█████▎ | 996/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 53%|█████▎ | 996/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 53%|█████▎ | 997/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 53%|█████▎ | 997/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 53%|█████▎ | 998/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.315, Acc%=96.40]
Epoch 1: 53%|█████▎ | 998/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.325, Acc%=96.40]
Epoch 1: 53%|█████▎ | 999/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.325, Acc%=96.40]
Epoch 1: 53%|█████▎ | 999/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0805, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1000/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0805, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1000/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0624, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1001/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0624, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1001/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1002/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.353, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1002/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1003/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 53%|█████▎ | 1003/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1004/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1004/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1005/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1005/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0762, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1006/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0762, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1006/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0579, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1007/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0579, Acc%=96.40]
Epoch 1: 54%|█████▎ | 1007/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1008/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1008/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1009/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1009/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1010/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1010/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1011/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1011/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0188, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1012/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0188, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1012/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.039, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1013/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.039, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1013/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1014/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1014/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1015/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1015/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1016/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.167, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1016/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1017/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.236, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1017/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1018/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1018/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1019/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1019/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1020/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1020/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1021/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 54%|█████▍ | 1021/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1022/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1022/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1023/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1023/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1024/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1024/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.293, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1025/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.293, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1025/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0677, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1026/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0677, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1026/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1027/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1027/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1028/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1028/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1029/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1029/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0498, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1030/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0498, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1030/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.312, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1031/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.312, Acc%=96.40]
Epoch 1: 55%|█████▍ | 1031/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1032/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1032/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1033/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1033/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1034/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1034/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1035/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1035/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1036/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1036/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1037/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.247, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1037/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1038/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1038/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1039/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1039/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0661, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1040/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0661, Acc%=96.40]
Epoch 1: 55%|█████▌ | 1040/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0242, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1041/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0242, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1041/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0917, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1042/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0917, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1042/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0485, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1043/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0485, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1043/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0961, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1044/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0961, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1044/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1045/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1045/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0243, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1046/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0243, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1046/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0566, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1047/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0566, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1047/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1048/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1048/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0232, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1049/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0232, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1049/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1050/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1050/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0281, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1051/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0281, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1051/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1052/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0659, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1052/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1053/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1053/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1054/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.304, Acc%=96.40]
Epoch 1: 56%|█████▌ | 1054/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.042, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1055/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.042, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1055/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1056/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1056/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1057/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1057/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1058/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1058/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1059/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 56%|█████▋ | 1059/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1060/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1060/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1061/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1061/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1062/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1062/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0289, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1063/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0289, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1063/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.059, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1064/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.059, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1064/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0454, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1065/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0454, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1065/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1066/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1066/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0408, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1067/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0408, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1067/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0167, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1068/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0167, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1068/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0404, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1069/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0404, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1069/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1070/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1070/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1071/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1071/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0809, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1072/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0809, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1072/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0755, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1073/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0755, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1073/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0852, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1074/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0852, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1074/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0547, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1075/1875 [00:05<00:04, 182.26it/s, v_num=10, train_loss=0.0547, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1075/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.011, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1076/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.011, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1076/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1077/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1077/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1078/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 57%|█████▋ | 1078/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1079/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0533, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1079/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.0783, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1080/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0783, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1080/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1081/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1081/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1082/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.388, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1082/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.345, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1083/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.345, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1083/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1084/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1084/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1085/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1085/1875 [00:05<00:04, 182.24it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1086/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1086/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1087/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.298, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1087/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1088/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1088/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1089/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1089/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0822, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1090/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0822, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1090/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1091/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1091/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0832, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1092/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0832, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1092/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0144, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1093/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.0144, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1093/1875 [00:05<00:04, 182.25it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1094/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1094/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1095/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1095/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1096/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 58%|█████▊ | 1096/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1097/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1097/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1098/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1098/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1099/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1099/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0428, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1100/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0428, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1100/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1101/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0584, Acc%=96.40]
Epoch 1: 59%|█████▊ | 1101/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0345, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1102/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0345, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1102/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0219, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1103/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0219, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1103/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0938, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1104/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0938, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1104/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.025, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1105/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.025, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1105/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1106/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1106/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0516, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1107/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0516, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1107/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1108/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.105, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1108/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0301, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1109/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0301, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1109/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0138, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1110/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0138, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1110/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1111/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1111/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.542, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1112/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.542, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1112/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1113/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1113/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1114/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1114/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.00402, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1115/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.00402, Acc%=96.40]
Epoch 1: 59%|█████▉ | 1115/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1116/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1116/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1117/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1117/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.403, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1118/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.403, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1118/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1119/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1119/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1120/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1120/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1121/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.092, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1121/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.435, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1122/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.435, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1122/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.346, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1123/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.346, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1123/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0784, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1124/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.0784, Acc%=96.40]
Epoch 1: 60%|█████▉ | 1124/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0826, Acc%=96.40]
Epoch 1: 60%|██████ | 1125/1875 [00:06<00:04, 182.27it/s, v_num=10, train_loss=0.0826, Acc%=96.40]
Epoch 1: 60%|██████ | 1125/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 60%|██████ | 1126/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 60%|██████ | 1126/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 60%|██████ | 1127/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 60%|██████ | 1127/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 60%|██████ | 1128/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 60%|██████ | 1128/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.0921, Acc%=96.40]
Epoch 1: 60%|██████ | 1129/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0921, Acc%=96.40]
Epoch 1: 60%|██████ | 1129/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 60%|██████ | 1130/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 60%|██████ | 1130/1875 [00:06<00:04, 182.25it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 60%|██████ | 1131/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 60%|██████ | 1131/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 60%|██████ | 1132/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 60%|██████ | 1132/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 60%|██████ | 1133/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 60%|██████ | 1133/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 60%|██████ | 1134/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 60%|██████ | 1134/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0821, Acc%=96.40]
Epoch 1: 61%|██████ | 1135/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0821, Acc%=96.40]
Epoch 1: 61%|██████ | 1135/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 61%|██████ | 1136/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 61%|██████ | 1136/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 61%|██████ | 1137/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 61%|██████ | 1137/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0714, Acc%=96.40]
Epoch 1: 61%|██████ | 1138/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0714, Acc%=96.40]
Epoch 1: 61%|██████ | 1138/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 61%|██████ | 1139/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 61%|██████ | 1139/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0297, Acc%=96.40]
Epoch 1: 61%|██████ | 1140/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0297, Acc%=96.40]
Epoch 1: 61%|██████ | 1140/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0645, Acc%=96.40]
Epoch 1: 61%|██████ | 1141/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0645, Acc%=96.40]
Epoch 1: 61%|██████ | 1141/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 61%|██████ | 1142/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 61%|██████ | 1142/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 61%|██████ | 1143/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 61%|██████ | 1143/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 61%|██████ | 1144/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 61%|██████ | 1144/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 61%|██████ | 1145/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 61%|██████ | 1145/1875 [00:06<00:04, 182.26it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 61%|██████ | 1146/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 61%|██████ | 1146/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0877, Acc%=96.40]
Epoch 1: 61%|██████ | 1147/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0877, Acc%=96.40]
Epoch 1: 61%|██████ | 1147/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 61%|██████ | 1148/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 61%|██████ | 1148/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1149/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1149/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0734, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1150/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0734, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1150/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0206, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1151/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0206, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1151/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.029, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1152/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.029, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1152/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1153/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 61%|██████▏ | 1153/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0866, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1154/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0866, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1154/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.469, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1155/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.469, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1155/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.038, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1156/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.038, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1156/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1157/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1157/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1158/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.217, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1158/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.059, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1159/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.059, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1159/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1160/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1160/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0298, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1161/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0298, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1161/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0333, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1162/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0333, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1162/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1163/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.034, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1163/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1164/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1164/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0401, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1165/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0401, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1165/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1166/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1166/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0143, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1167/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0143, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1167/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0929, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1168/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0929, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1168/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1169/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1169/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1170/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1170/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1171/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 62%|██████▏ | 1171/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1172/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1172/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1173/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1173/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0746, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1174/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0746, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1174/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0775, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1175/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0775, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1175/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1176/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1176/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0699, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1177/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0699, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1177/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1178/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1178/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0142, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1179/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0142, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1179/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1180/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.118, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1180/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1181/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1181/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0441, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1182/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0441, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1182/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1183/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1183/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1184/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1184/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1185/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1185/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1186/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1186/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1187/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1187/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1188/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1188/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0928, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1189/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0928, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1189/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1190/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 63%|██████▎ | 1190/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.596, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1191/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.596, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1191/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0469, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1192/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0469, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1192/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1193/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0435, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1193/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.0364, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1194/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0364, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1194/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1195/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 64%|██████▎ | 1195/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0586, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1196/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0586, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1196/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1197/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1197/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1198/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1198/1875 [00:06<00:03, 182.26it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1199/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1199/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0906, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1200/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0906, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1200/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0686, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1201/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0686, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1201/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1202/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1202/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1203/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.239, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1203/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0288, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1204/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0288, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1204/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1205/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1205/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1206/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1206/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1207/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1207/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.595, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1208/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.595, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1208/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1209/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 64%|██████▍ | 1209/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1210/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1210/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1211/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1211/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1212/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1212/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1213/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.212, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1213/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1214/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0949, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1214/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1215/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1215/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.277, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1216/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.277, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1216/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1217/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1217/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1218/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.286, Acc%=96.40]
Epoch 1: 65%|██████▍ | 1218/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1219/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0625, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1219/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1220/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1220/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1221/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1221/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1222/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1222/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.089, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1223/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.089, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1223/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1224/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1224/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1225/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1225/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0386, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1226/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0386, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1226/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0437, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1227/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0437, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1227/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1228/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0347, Acc%=96.40]
Epoch 1: 65%|██████▌ | 1228/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1229/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1229/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1230/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1230/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1231/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1231/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1232/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1232/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1233/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1233/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0828, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1234/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0828, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1234/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.029, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1235/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.029, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1235/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1236/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0933, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1236/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0285, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1237/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0285, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1237/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1238/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1238/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1239/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1239/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1240/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1240/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.530, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1241/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.530, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1241/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1242/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 66%|██████▌ | 1242/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1243/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1243/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0965, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1244/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0965, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1244/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1245/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1245/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0251, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1246/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0251, Acc%=96.40]
Epoch 1: 66%|██████▋ | 1246/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1247/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1247/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0256, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1248/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0256, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1248/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1249/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1249/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.081, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1250/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.081, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1250/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1251/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.324, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1251/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0876, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1252/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0876, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1252/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0444, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1253/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0444, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1253/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1254/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1254/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1255/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.203, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1255/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0831, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1256/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0831, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1256/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.389, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1257/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.389, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1257/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0811, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1258/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0811, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1258/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0498, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1259/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0498, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1259/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1260/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1260/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0828, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1261/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0828, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1261/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0916, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1262/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0916, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1262/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0489, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1263/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0489, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1263/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.046, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1264/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.046, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1264/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1265/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 67%|██████▋ | 1265/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1266/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1266/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.378, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1267/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.378, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1267/1875 [00:06<00:03, 182.27it/s, v_num=10, train_loss=0.0174, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1268/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0174, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1268/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1269/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0692, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1269/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0115, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1270/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0115, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1270/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0403, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1271/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0403, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1271/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1272/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.238, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1272/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0221, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1273/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0221, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1273/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1274/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.228, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1274/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0654, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1275/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.0654, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1275/1875 [00:06<00:03, 182.28it/s, v_num=10, train_loss=0.00958, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1276/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.00958, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1276/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1277/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1277/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.381, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1278/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.381, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1278/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1279/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1279/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0237, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1280/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0237, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1280/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1281/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1281/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0914, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1282/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0914, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1282/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1283/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1283/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0231, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1284/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0231, Acc%=96.40]
Epoch 1: 68%|██████▊ | 1284/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0351, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1285/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0351, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1285/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0231, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1286/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0231, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1286/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1287/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1287/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1288/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.170, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1288/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0541, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1289/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0541, Acc%=96.40]
Epoch 1: 69%|██████▊ | 1289/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0311, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1290/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0311, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1290/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0616, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1291/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0616, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1291/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0861, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1292/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0861, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1292/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0195, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1293/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0195, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1293/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1294/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1294/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1295/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1295/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.327, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1296/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.327, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1296/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0713, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1297/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0713, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1297/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0395, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1298/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0395, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1298/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.084, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1299/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.084, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1299/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1300/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1300/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1301/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1301/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1302/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1302/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1303/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.128, Acc%=96.40]
Epoch 1: 69%|██████▉ | 1303/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0261, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1304/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0261, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1304/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0205, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1305/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0205, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1305/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0427, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1306/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0427, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1306/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1307/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1307/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1308/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1308/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0359, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1309/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0359, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1309/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1310/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1310/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0337, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1311/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0337, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1311/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.365, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1312/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.365, Acc%=96.40]
Epoch 1: 70%|██████▉ | 1312/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 70%|███████ | 1313/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.103, Acc%=96.40]
Epoch 1: 70%|███████ | 1313/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 70%|███████ | 1314/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 70%|███████ | 1314/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 70%|███████ | 1315/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 70%|███████ | 1315/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 70%|███████ | 1316/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 70%|███████ | 1316/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0447, Acc%=96.40]
Epoch 1: 70%|███████ | 1317/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0447, Acc%=96.40]
Epoch 1: 70%|███████ | 1317/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 70%|███████ | 1318/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 70%|███████ | 1318/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 70%|███████ | 1319/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 70%|███████ | 1319/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0796, Acc%=96.40]
Epoch 1: 70%|███████ | 1320/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0796, Acc%=96.40]
Epoch 1: 70%|███████ | 1320/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 70%|███████ | 1321/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.152, Acc%=96.40]
Epoch 1: 70%|███████ | 1321/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 71%|███████ | 1322/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.127, Acc%=96.40]
Epoch 1: 71%|███████ | 1322/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 71%|███████ | 1323/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 71%|███████ | 1323/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0864, Acc%=96.40]
Epoch 1: 71%|███████ | 1324/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0864, Acc%=96.40]
Epoch 1: 71%|███████ | 1324/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 71%|███████ | 1325/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 71%|███████ | 1325/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0254, Acc%=96.40]
Epoch 1: 71%|███████ | 1326/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0254, Acc%=96.40]
Epoch 1: 71%|███████ | 1326/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 71%|███████ | 1327/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.169, Acc%=96.40]
Epoch 1: 71%|███████ | 1327/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.0447, Acc%=96.40]
Epoch 1: 71%|███████ | 1328/1875 [00:07<00:03, 182.28it/s, v_num=10, train_loss=0.0447, Acc%=96.40]
Epoch 1: 71%|███████ | 1328/1875 [00:07<00:03, 182.27it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 71%|███████ | 1329/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.166, Acc%=96.40]
Epoch 1: 71%|███████ | 1329/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.401, Acc%=96.40]
Epoch 1: 71%|███████ | 1330/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.401, Acc%=96.40]
Epoch 1: 71%|███████ | 1330/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.539, Acc%=96.40]
Epoch 1: 71%|███████ | 1331/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.539, Acc%=96.40]
Epoch 1: 71%|███████ | 1331/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.0336, Acc%=96.40]
Epoch 1: 71%|███████ | 1332/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0336, Acc%=96.40]
Epoch 1: 71%|███████ | 1332/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.0397, Acc%=96.40]
Epoch 1: 71%|███████ | 1333/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0397, Acc%=96.40]
Epoch 1: 71%|███████ | 1333/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.0518, Acc%=96.40]
Epoch 1: 71%|███████ | 1334/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0518, Acc%=96.40]
Epoch 1: 71%|███████ | 1334/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 71%|███████ | 1335/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0286, Acc%=96.40]
Epoch 1: 71%|███████ | 1335/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.0172, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1336/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0172, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1336/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0141, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1337/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0141, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1337/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0465, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1338/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0465, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1338/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1339/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1339/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.095, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1340/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.095, Acc%=96.40]
Epoch 1: 71%|███████▏ | 1340/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1341/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1341/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0486, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1342/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0486, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1342/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0737, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1343/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0737, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1343/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1344/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1344/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1345/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0815, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1345/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0505, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1346/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0505, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1346/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0394, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1347/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0394, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1347/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1348/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0846, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1348/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.201, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1349/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.201, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1349/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1350/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.320, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1350/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1351/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1351/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0686, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1352/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0686, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1352/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0265, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1353/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0265, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1353/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1354/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1354/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.323, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1355/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.323, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1355/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1356/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1356/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1357/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.218, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1357/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1358/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1358/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1359/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 72%|███████▏ | 1359/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1360/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1360/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0155, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1361/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0155, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1361/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0622, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1362/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0622, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1362/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.045, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1363/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.045, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1363/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0945, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1364/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0945, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1364/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1365/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.159, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1365/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.022, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1366/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.022, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1366/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0559, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1367/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0559, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1367/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.343, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1368/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.343, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1368/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.020, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1369/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.020, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1369/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0677, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1370/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0677, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1370/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0924, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1371/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.0924, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1371/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1372/1875 [00:07<00:02, 182.28it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1372/1875 [00:07<00:02, 182.27it/s, v_num=10, train_loss=0.038, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1373/1875 [00:07<00:02, 182.25it/s, v_num=10, train_loss=0.038, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1373/1875 [00:07<00:02, 182.24it/s, v_num=10, train_loss=0.0466, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1374/1875 [00:07<00:02, 182.24it/s, v_num=10, train_loss=0.0466, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1374/1875 [00:07<00:02, 182.24it/s, v_num=10, train_loss=0.033, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1375/1875 [00:07<00:02, 182.24it/s, v_num=10, train_loss=0.033, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1375/1875 [00:07<00:02, 182.24it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1376/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1376/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1377/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1377/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0736, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1378/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0736, Acc%=96.40]
Epoch 1: 73%|███████▎ | 1378/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0561, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1379/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0561, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1379/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1380/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1380/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1381/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1381/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1382/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.157, Acc%=96.40]
Epoch 1: 74%|███████▎ | 1382/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0839, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1383/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0839, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1383/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1384/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1384/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1385/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.366, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1385/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1386/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1386/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1387/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1387/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1388/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.023, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1388/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1389/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1389/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1390/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1390/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1391/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.219, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1391/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.00435, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1392/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.00435, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1392/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.562, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1393/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.562, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1393/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1394/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1394/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0512, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1395/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0512, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1395/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.376, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1396/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.376, Acc%=96.40]
Epoch 1: 74%|███████▍ | 1396/1875 [00:07<00:02, 182.21it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1397/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1397/1875 [00:07<00:02, 182.21it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1398/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1398/1875 [00:07<00:02, 182.21it/s, v_num=10, train_loss=0.0146, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1399/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0146, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1399/1875 [00:07<00:02, 182.21it/s, v_num=10, train_loss=0.533, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1400/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.533, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1400/1875 [00:07<00:02, 182.21it/s, v_num=10, train_loss=0.0491, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1401/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0491, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1401/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0559, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1402/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0559, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1402/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1403/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1403/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1404/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.240, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1404/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0739, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1405/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0739, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1405/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1406/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 75%|███████▍ | 1406/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1407/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.180, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1407/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1408/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.316, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1408/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0437, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1409/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0437, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1409/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0322, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1410/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0322, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1410/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1411/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1411/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0564, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1412/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0564, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1412/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.070, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1413/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.070, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1413/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0952, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1414/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0952, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1414/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.268, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1415/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.268, Acc%=96.40]
Epoch 1: 75%|███████▌ | 1415/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1416/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.223, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1416/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1417/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1417/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.00527, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1418/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.00527, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1418/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.078, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1419/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.078, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1419/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0818, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1420/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0818, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1420/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0851, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1421/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0851, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1421/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0689, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1422/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0689, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1422/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1423/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.207, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1423/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1424/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1424/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0442, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1425/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0442, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1425/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1426/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0151, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1426/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1427/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.108, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1427/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0975, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1428/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0975, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1428/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.259, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1429/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.259, Acc%=96.40]
Epoch 1: 76%|███████▌ | 1429/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0526, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1430/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0526, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1430/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1431/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1431/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1432/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.208, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1432/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.00888, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1433/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.00888, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1433/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0518, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1434/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0518, Acc%=96.40]
Epoch 1: 76%|███████▋ | 1434/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1435/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.196, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1435/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0634, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1436/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0634, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1436/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0664, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1437/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0664, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1437/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1438/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1438/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1439/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.153, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1439/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.355, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1440/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.355, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1440/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0637, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1441/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0637, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1441/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1442/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.221, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1442/1875 [00:07<00:02, 182.22it/s, v_num=10, train_loss=0.0794, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1443/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0794, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1443/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1444/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1444/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1445/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.226, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1445/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0881, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1446/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0881, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1446/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1447/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.231, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1447/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1448/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1448/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1449/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1449/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0831, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1450/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0831, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1450/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1451/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.287, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1451/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1452/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1452/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0216, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1453/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0216, Acc%=96.40]
Epoch 1: 77%|███████▋ | 1453/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1454/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1454/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1455/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.256, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1455/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0211, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1456/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.0211, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1456/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1457/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1457/1875 [00:07<00:02, 182.23it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1458/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.144, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1458/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1459/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1459/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0568, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1460/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0568, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1460/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1461/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0707, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1461/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0603, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1462/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0603, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1462/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0261, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1463/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0261, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1463/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1464/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1464/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1465/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.175, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1465/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1466/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1466/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0984, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1467/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.0984, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1467/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0389, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1468/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.0389, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1468/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1469/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1469/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0494, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1470/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.0494, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1470/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0801, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1471/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.0801, Acc%=96.40]
Epoch 1: 78%|███████▊ | 1471/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0609, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1472/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.0609, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1472/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1473/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1473/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1474/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1474/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1475/1875 [00:08<00:02, 182.24it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1475/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0714, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1476/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0714, Acc%=96.40]
Epoch 1: 79%|███████▊ | 1476/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1477/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.148, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1477/1875 [00:08<00:02, 182.22it/s, v_num=10, train_loss=0.0905, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1478/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0905, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1478/1875 [00:08<00:02, 182.22it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1479/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.318, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1479/1875 [00:08<00:02, 182.22it/s, v_num=10, train_loss=0.0311, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1480/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0311, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1480/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0499, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1481/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0499, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1481/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1482/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1482/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0607, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1483/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0607, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1483/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1484/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1484/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0814, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1485/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0814, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1485/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0165, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1486/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0165, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1486/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0159, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1487/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0159, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1487/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0959, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1488/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0959, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1488/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0871, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1489/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0871, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1489/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1490/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.179, Acc%=96.40]
Epoch 1: 79%|███████▉ | 1490/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1491/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1491/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0216, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1492/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0216, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1492/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1493/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1493/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1494/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1494/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.042, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1495/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.042, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1495/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1496/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.129, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1496/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0735, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1497/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0735, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1497/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1498/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1498/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.172, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1499/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.172, Acc%=96.40]
Epoch 1: 80%|███████▉ | 1499/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 80%|████████ | 1500/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 80%|████████ | 1500/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.125, Acc%=96.40]
Epoch 1: 80%|████████ | 1501/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.125, Acc%=96.40]
Epoch 1: 80%|████████ | 1501/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0922, Acc%=96.40]
Epoch 1: 80%|████████ | 1502/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0922, Acc%=96.40]
Epoch 1: 80%|████████ | 1502/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0411, Acc%=96.40]
Epoch 1: 80%|████████ | 1503/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0411, Acc%=96.40]
Epoch 1: 80%|████████ | 1503/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 80%|████████ | 1504/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.237, Acc%=96.40]
Epoch 1: 80%|████████ | 1504/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.277, Acc%=96.40]
Epoch 1: 80%|████████ | 1505/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.277, Acc%=96.40]
Epoch 1: 80%|████████ | 1505/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0676, Acc%=96.40]
Epoch 1: 80%|████████ | 1506/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0676, Acc%=96.40]
Epoch 1: 80%|████████ | 1506/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0248, Acc%=96.40]
Epoch 1: 80%|████████ | 1507/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0248, Acc%=96.40]
Epoch 1: 80%|████████ | 1507/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0789, Acc%=96.40]
Epoch 1: 80%|████████ | 1508/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0789, Acc%=96.40]
Epoch 1: 80%|████████ | 1508/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 80%|████████ | 1509/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 80%|████████ | 1509/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.255, Acc%=96.40]
Epoch 1: 81%|████████ | 1510/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.255, Acc%=96.40]
Epoch 1: 81%|████████ | 1510/1875 [00:08<00:02, 182.23it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 81%|████████ | 1511/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.249, Acc%=96.40]
Epoch 1: 81%|████████ | 1511/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.312, Acc%=96.40]
Epoch 1: 81%|████████ | 1512/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.312, Acc%=96.40]
Epoch 1: 81%|████████ | 1512/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 81%|████████ | 1513/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.222, Acc%=96.40]
Epoch 1: 81%|████████ | 1513/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0331, Acc%=96.40]
Epoch 1: 81%|████████ | 1514/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0331, Acc%=96.40]
Epoch 1: 81%|████████ | 1514/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0107, Acc%=96.40]
Epoch 1: 81%|████████ | 1515/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0107, Acc%=96.40]
Epoch 1: 81%|████████ | 1515/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 81%|████████ | 1516/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0414, Acc%=96.40]
Epoch 1: 81%|████████ | 1516/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0753, Acc%=96.40]
Epoch 1: 81%|████████ | 1517/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0753, Acc%=96.40]
Epoch 1: 81%|████████ | 1517/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 81%|████████ | 1518/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 81%|████████ | 1518/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.046, Acc%=96.40]
Epoch 1: 81%|████████ | 1519/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.046, Acc%=96.40]
Epoch 1: 81%|████████ | 1519/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 81%|████████ | 1520/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 81%|████████ | 1520/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 81%|████████ | 1521/1875 [00:08<00:01, 182.24it/s, v_num=10, train_loss=0.0781, Acc%=96.40]
Epoch 1: 81%|████████ | 1521/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 81%|████████ | 1522/1875 [00:08<00:01, 182.24it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 81%|████████ | 1522/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 81%|████████ | 1523/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.206, Acc%=96.40]
Epoch 1: 81%|████████ | 1523/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0424, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1524/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0424, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1524/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.0719, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1525/1875 [00:08<00:01, 182.23it/s, v_num=10, train_loss=0.0719, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1525/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1526/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.234, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1526/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1527/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.262, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1527/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1528/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.124, Acc%=96.40]
Epoch 1: 81%|████████▏ | 1528/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1529/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1529/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1530/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.195, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1530/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.060, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1531/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.060, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1531/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1532/1875 [00:08<00:01, 182.22it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1532/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1533/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.114, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1533/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1534/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1534/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1535/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1535/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.334, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1536/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.334, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1536/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0557, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1537/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0557, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1537/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1538/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1538/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0141, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1539/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0141, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1539/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1540/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.275, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1540/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1541/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1541/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1542/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1542/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1543/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1543/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0709, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1544/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0709, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1544/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1545/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.209, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1545/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0854, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1546/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0854, Acc%=96.40]
Epoch 1: 82%|████████▏ | 1546/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1547/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.362, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1547/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1548/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0915, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1548/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0354, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1549/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0354, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1549/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.364, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1550/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.364, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1550/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1551/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1551/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1552/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.229, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1552/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1553/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1553/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0293, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1554/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0293, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1554/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1555/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.261, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1555/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0513, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1556/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0513, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1556/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1557/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1557/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1558/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.185, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1558/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1559/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1559/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1560/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.117, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1560/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1561/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.215, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1561/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0177, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1562/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0177, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1562/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0111, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1563/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0111, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1563/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0557, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1564/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.0557, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1564/1875 [00:08<00:01, 182.21it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1565/1875 [00:08<00:01, 182.20it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 83%|████████▎ | 1565/1875 [00:08<00:01, 182.20it/s, v_num=10, train_loss=0.0845, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1566/1875 [00:08<00:01, 182.20it/s, v_num=10, train_loss=0.0845, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1566/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1567/1875 [00:08<00:01, 182.20it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1567/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1568/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1568/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0296, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1569/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0296, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1569/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1570/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 84%|████████▎ | 1570/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.201, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1571/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.201, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1571/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1572/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.296, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1572/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1573/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1573/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1574/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.331, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1574/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0245, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1575/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.0245, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1575/1875 [00:08<00:01, 182.19it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1576/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1576/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1577/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1577/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.576, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1578/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.576, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1578/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.329, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1579/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.329, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1579/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.264, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1580/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.264, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1580/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1581/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1581/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0111, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1582/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0111, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1582/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0505, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1583/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0505, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1583/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1584/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.130, Acc%=96.40]
Epoch 1: 84%|████████▍ | 1584/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1585/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1585/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.398, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1586/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.398, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1586/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1587/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1587/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.032, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1588/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.032, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1588/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1589/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.151, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1589/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1590/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1590/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1591/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.199, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1591/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1592/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.204, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1592/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.031, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1593/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.031, Acc%=96.40]
Epoch 1: 85%|████████▍ | 1593/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1594/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1594/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1595/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1595/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1596/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1596/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1597/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1597/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1598/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1598/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0598, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1599/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0598, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1599/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.245, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1600/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.245, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1600/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.363, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1601/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.363, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1601/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1602/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1602/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.368, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1603/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.368, Acc%=96.40]
Epoch 1: 85%|████████▌ | 1603/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0181, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1604/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0181, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1604/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.00964, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1605/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.00964, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1605/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1606/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.190, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1606/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1607/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0908, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1607/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1608/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1608/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1609/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.321, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1609/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1610/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.271, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1610/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1611/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1611/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.290, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1612/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.290, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1612/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1613/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.197, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1613/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.305, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1614/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.305, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1614/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0881, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1615/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0881, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1615/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1616/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.107, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1616/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1617/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.150, Acc%=96.40]
Epoch 1: 86%|████████▌ | 1617/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.245, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1618/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.245, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1618/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0239, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1619/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.0239, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1619/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1620/1875 [00:08<00:01, 182.18it/s, v_num=10, train_loss=0.360, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1620/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1621/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 86%|████████▋ | 1621/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1622/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1622/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1623/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1623/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1624/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.113, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1624/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1625/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1625/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.258, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1626/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.258, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1626/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.373, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1627/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.373, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1627/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1628/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1628/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0745, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1629/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0745, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1629/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0904, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1630/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0904, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1630/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1631/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0316, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1631/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0825, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1632/1875 [00:08<00:01, 182.17it/s, v_num=10, train_loss=0.0825, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1632/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1633/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0578, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1633/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.084, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1634/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.084, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1634/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1635/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1635/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0383, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1636/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0383, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1636/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1637/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.133, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1637/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.019, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1638/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.019, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1638/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1639/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1639/1875 [00:08<00:01, 182.16it/s, v_num=10, train_loss=0.0507, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1640/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0507, Acc%=96.40]
Epoch 1: 87%|████████▋ | 1640/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0189, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1641/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0189, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1641/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.062, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1642/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.062, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1642/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1643/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0816, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1643/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0549, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1644/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0549, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1644/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0972, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1645/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0972, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1645/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1646/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1646/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1647/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1647/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1648/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0295, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1648/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0224, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1649/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0224, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1649/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1650/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1650/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.017, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1651/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.017, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1651/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0367, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1652/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0367, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1652/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.040, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1653/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.040, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1653/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0382, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1654/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0382, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1654/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0401, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1655/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0401, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1655/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.292, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1656/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.292, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1656/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1657/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.182, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1657/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1658/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0979, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1658/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0263, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1659/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0263, Acc%=96.40]
Epoch 1: 88%|████████▊ | 1659/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1660/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1660/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0196, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1661/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0196, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1661/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0139, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1662/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0139, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1662/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1663/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0537, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1663/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1664/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.281, Acc%=96.40]
Epoch 1: 89%|████████▊ | 1664/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0155, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1665/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0155, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1665/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0129, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1666/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0129, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1666/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.390, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1667/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.390, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1667/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1668/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.251, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1668/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1669/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.263, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1669/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0202, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1670/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0202, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1670/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1671/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0685, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1671/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0684, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1672/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0684, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1672/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1673/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.149, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1673/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0762, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1674/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.0762, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1674/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1675/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.330, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1675/1875 [00:09<00:01, 182.16it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1676/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1676/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1677/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1677/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.066, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1678/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.066, Acc%=96.40]
Epoch 1: 89%|████████▉ | 1678/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1679/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.233, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1679/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0553, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1680/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0553, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1680/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.082, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1681/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.082, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1681/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.342, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1682/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.342, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1682/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0228, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1683/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0228, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1683/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0407, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1684/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0407, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1684/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0665, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1685/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0665, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1685/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1686/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0314, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1686/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0124, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1687/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0124, Acc%=96.40]
Epoch 1: 90%|████████▉ | 1687/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.269, Acc%=96.40]
Epoch 1: 90%|█████████ | 1688/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.269, Acc%=96.40]
Epoch 1: 90%|█████████ | 1688/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0698, Acc%=96.40]
Epoch 1: 90%|█████████ | 1689/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.0698, Acc%=96.40]
Epoch 1: 90%|█████████ | 1689/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 90%|█████████ | 1690/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.194, Acc%=96.40]
Epoch 1: 90%|█████████ | 1690/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 90%|█████████ | 1691/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 90%|█████████ | 1691/1875 [00:09<00:01, 182.14it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 90%|█████████ | 1692/1875 [00:09<00:01, 182.15it/s, v_num=10, train_loss=0.164, Acc%=96.40]
Epoch 1: 90%|█████████ | 1692/1875 [00:09<00:01, 182.14it/s, v_num=10, train_loss=0.00756, Acc%=96.40]
Epoch 1: 90%|█████████ | 1693/1875 [00:09<00:00, 182.15it/s, v_num=10, train_loss=0.00756, Acc%=96.40]
Epoch 1: 90%|█████████ | 1693/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0306, Acc%=96.40]
Epoch 1: 90%|█████████ | 1694/1875 [00:09<00:00, 182.15it/s, v_num=10, train_loss=0.0306, Acc%=96.40]
Epoch 1: 90%|█████████ | 1694/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 90%|█████████ | 1695/1875 [00:09<00:00, 182.15it/s, v_num=10, train_loss=0.248, Acc%=96.40]
Epoch 1: 90%|█████████ | 1695/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 90%|█████████ | 1696/1875 [00:09<00:00, 182.15it/s, v_num=10, train_loss=0.137, Acc%=96.40]
Epoch 1: 90%|█████████ | 1696/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 91%|█████████ | 1697/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 91%|█████████ | 1697/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0378, Acc%=96.40]
Epoch 1: 91%|█████████ | 1698/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0378, Acc%=96.40]
Epoch 1: 91%|█████████ | 1698/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0629, Acc%=96.40]
Epoch 1: 91%|█████████ | 1699/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0629, Acc%=96.40]
Epoch 1: 91%|█████████ | 1699/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0648, Acc%=96.40]
Epoch 1: 91%|█████████ | 1700/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0648, Acc%=96.40]
Epoch 1: 91%|█████████ | 1700/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 91%|█████████ | 1701/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.134, Acc%=96.40]
Epoch 1: 91%|█████████ | 1701/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 91%|█████████ | 1702/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 91%|█████████ | 1702/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 91%|█████████ | 1703/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.211, Acc%=96.40]
Epoch 1: 91%|█████████ | 1703/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.350, Acc%=96.40]
Epoch 1: 91%|█████████ | 1704/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.350, Acc%=96.40]
Epoch 1: 91%|█████████ | 1704/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 91%|█████████ | 1705/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.266, Acc%=96.40]
Epoch 1: 91%|█████████ | 1705/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 91%|█████████ | 1706/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.168, Acc%=96.40]
Epoch 1: 91%|█████████ | 1706/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.088, Acc%=96.40]
Epoch 1: 91%|█████████ | 1707/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.088, Acc%=96.40]
Epoch 1: 91%|█████████ | 1707/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0918, Acc%=96.40]
Epoch 1: 91%|█████████ | 1708/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0918, Acc%=96.40]
Epoch 1: 91%|█████████ | 1708/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0909, Acc%=96.40]
Epoch 1: 91%|█████████ | 1709/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0909, Acc%=96.40]
Epoch 1: 91%|█████████ | 1709/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 91%|█████████ | 1710/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.242, Acc%=96.40]
Epoch 1: 91%|█████████ | 1710/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0225, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1711/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0225, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1711/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1712/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.115, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1712/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.305, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1713/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.305, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1713/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1714/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1714/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1715/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.188, Acc%=96.40]
Epoch 1: 91%|█████████▏| 1715/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0698, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1716/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0698, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1716/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1717/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1717/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0575, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1718/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0575, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1718/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1719/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.147, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1719/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0716, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1720/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0716, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1720/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.412, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1721/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.412, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1721/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0262, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1722/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0262, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1722/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0934, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1723/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0934, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1723/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1724/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.200, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1724/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1725/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.126, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1725/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0522, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1726/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.0522, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1726/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1727/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1727/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.588, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1728/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.588, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1728/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.498, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1729/1875 [00:09<00:00, 182.14it/s, v_num=10, train_loss=0.498, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1729/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1730/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.110, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1730/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0849, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1731/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0849, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1731/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.285, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1732/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.285, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1732/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0565, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1733/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0565, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1733/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1734/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.192, Acc%=96.40]
Epoch 1: 92%|█████████▏| 1734/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1735/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0696, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1735/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1736/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.225, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1736/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0434, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1737/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0434, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1737/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0619, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1738/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0619, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1738/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0718, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1739/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0718, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1739/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1740/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.241, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1740/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1741/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.178, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1741/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0752, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1742/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0752, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1742/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1743/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.102, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1743/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1744/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.121, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1744/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0326, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1745/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0326, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1745/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.065, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1746/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.065, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1746/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0416, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1747/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0416, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1747/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0981, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1748/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0981, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1748/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0259, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1749/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0259, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1749/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1750/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0132, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1750/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1751/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.140, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1751/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1752/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.160, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1752/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1753/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.272, Acc%=96.40]
Epoch 1: 93%|█████████▎| 1753/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1754/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.176, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1754/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1755/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.189, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1755/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1756/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.265, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1756/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0325, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1757/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0325, Acc%=96.40]
Epoch 1: 94%|█████████▎| 1757/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1758/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1758/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0235, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1759/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0235, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1759/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0346, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1760/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0346, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1760/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1761/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.183, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1761/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1762/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.273, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1762/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1763/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.131, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1763/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0602, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1764/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0602, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1764/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0348, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1765/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0348, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1765/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1766/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.132, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1766/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1767/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.288, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1767/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1768/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.163, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1768/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0379, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1769/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0379, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1769/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.054, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1770/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.054, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1770/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1771/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.165, Acc%=96.40]
Epoch 1: 94%|█████████▍| 1771/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1772/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1772/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0952, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1773/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.0952, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1773/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.267, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1774/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.267, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1774/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1775/1875 [00:09<00:00, 182.13it/s, v_num=10, train_loss=0.227, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1775/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1776/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.210, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1776/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.348, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1777/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.348, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1777/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.289, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1778/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.289, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1778/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0676, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1779/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0676, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1779/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1780/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.162, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1780/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1781/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 95%|█████████▍| 1781/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0403, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1782/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0403, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1782/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0429, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1783/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0429, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1783/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1784/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.291, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1784/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0593, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1785/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0593, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1785/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1786/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1786/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.031, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1787/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.031, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1787/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1788/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.235, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1788/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1789/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.112, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1789/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0628, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1790/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0628, Acc%=96.40]
Epoch 1: 95%|█████████▌| 1790/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.328, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1791/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.328, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1791/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1792/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.161, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1792/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.377, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1793/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.377, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1793/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0174, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1794/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0174, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1794/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0131, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1795/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0131, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1795/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0733, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1796/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0733, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1796/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0773, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1797/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0773, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1797/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0699, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1798/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0699, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1798/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1799/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.274, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1799/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1800/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0743, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1800/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.0796, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1801/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0796, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1801/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1802/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.284, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1802/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.0475, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1803/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0475, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1803/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.0799, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1804/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0799, Acc%=96.40]
Epoch 1: 96%|█████████▌| 1804/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1805/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1805/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.0989, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1806/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0989, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1806/1875 [00:09<00:00, 182.11it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1807/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.158, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1807/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1808/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.246, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1808/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1809/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.141, Acc%=96.40]
Epoch 1: 96%|█████████▋| 1809/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1810/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1810/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1811/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1811/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0536, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1812/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0536, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1812/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0344, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1813/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0344, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1813/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1814/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0377, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1814/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1815/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.106, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1815/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0894, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1816/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0894, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1816/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0394, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1817/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0394, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1817/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1818/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.156, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1818/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1819/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0487, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1819/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0241, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1820/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.0241, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1820/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1821/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.119, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1821/1875 [00:09<00:00, 182.12it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1822/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.101, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1822/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.120, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1823/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.120, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1823/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1824/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1824/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.0387, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1825/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.0387, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1825/1875 [00:10<00:00, 182.12it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1826/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.116, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1826/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1827/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.136, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1827/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1828/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.122, Acc%=96.40]
Epoch 1: 97%|█████████▋| 1828/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0982, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1829/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0982, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1829/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1830/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1830/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1831/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.145, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1831/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1832/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.300, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1832/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0729, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1833/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0729, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1833/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1834/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0366, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1834/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0431, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1835/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0431, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1835/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0268, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1836/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0268, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1836/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0921, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1837/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0921, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1837/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0962, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1838/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0962, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1838/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.00777, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1839/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.00777, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1839/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.00468, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1840/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.00468, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1840/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1841/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.135, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1841/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0459, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1842/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0459, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1842/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1843/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.191, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1843/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1844/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.142, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1844/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1845/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.109, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1845/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0275, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1846/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0275, Acc%=96.40]
Epoch 1: 98%|█████████▊| 1846/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0208, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1847/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0208, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1847/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1848/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.220, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1848/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0736, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1849/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0736, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1849/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0739, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1850/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0739, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1850/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0337, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1851/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0337, Acc%=96.40]
Epoch 1: 99%|█████████▊| 1851/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.00756, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1852/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.00756, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1852/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1853/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.260, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1853/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1854/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.104, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1854/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0162, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1855/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0162, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1855/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1856/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.202, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1856/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.419, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1857/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.419, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1857/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.181, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1858/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.181, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1858/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1859/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.100, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1859/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1860/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.280, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1860/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1861/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.138, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1861/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1862/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0554, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1862/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0695, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1863/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0695, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1863/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0409, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1864/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0409, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1864/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1865/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.139, Acc%=96.40]
Epoch 1: 99%|█████████▉| 1865/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1866/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.250, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1866/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0935, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1867/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0935, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1867/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1868/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.123, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1868/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0358, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1869/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0358, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1869/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1870/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.230, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1870/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0364, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1871/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0364, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1871/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1872/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0521, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1872/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1873/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0432, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1873/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.336, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1874/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.336, Acc%=96.40]
Epoch 1: 100%|█████████▉| 1874/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.0307, Acc%=96.40]
Epoch 1: 100%|██████████| 1875/1875 [00:10<00:00, 182.11it/s, v_num=10, train_loss=0.0307, Acc%=96.40]
Epoch 1: 100%|██████████| 1875/1875 [00:10<00:00, 182.10it/s, v_num=10, train_loss=0.120, Acc%=96.40]
Validation: | | 0/? [00:00<?, ?it/s]
Validation: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 1/313 [00:00<00:00, 658.96it/s]
Validation DataLoader 0: 1%| | 2/313 [00:00<00:00, 402.12it/s]
Validation DataLoader 0: 1%| | 3/313 [00:00<00:00, 357.72it/s]
Validation DataLoader 0: 1%|▏ | 4/313 [00:00<00:00, 339.13it/s]
Validation DataLoader 0: 2%|▏ | 5/313 [00:00<00:00, 329.38it/s]
Validation DataLoader 0: 2%|▏ | 6/313 [00:00<00:00, 322.97it/s]
Validation DataLoader 0: 2%|▏ | 7/313 [00:00<00:00, 319.06it/s]
Validation DataLoader 0: 3%|▎ | 8/313 [00:00<00:00, 315.57it/s]
Validation DataLoader 0: 3%|▎ | 9/313 [00:00<00:00, 313.38it/s]
Validation DataLoader 0: 3%|▎ | 10/313 [00:00<00:00, 311.12it/s]
Validation DataLoader 0: 4%|▎ | 11/313 [00:00<00:00, 309.94it/s]
Validation DataLoader 0: 4%|▍ | 12/313 [00:00<00:00, 308.34it/s]
Validation DataLoader 0: 4%|▍ | 13/313 [00:00<00:00, 307.45it/s]
Validation DataLoader 0: 4%|▍ | 14/313 [00:00<00:00, 306.51it/s]
Validation DataLoader 0: 5%|▍ | 15/313 [00:00<00:00, 305.92it/s]
Validation DataLoader 0: 5%|▌ | 16/313 [00:00<00:00, 305.15it/s]
Validation DataLoader 0: 5%|▌ | 17/313 [00:00<00:00, 304.74it/s]
Validation DataLoader 0: 6%|▌ | 18/313 [00:00<00:00, 304.10it/s]
Validation DataLoader 0: 6%|▌ | 19/313 [00:00<00:00, 303.80it/s]
Validation DataLoader 0: 6%|▋ | 20/313 [00:00<00:00, 303.40it/s]
Validation DataLoader 0: 7%|▋ | 21/313 [00:00<00:00, 303.09it/s]
Validation DataLoader 0: 7%|▋ | 22/313 [00:00<00:00, 302.79it/s]
Validation DataLoader 0: 7%|▋ | 23/313 [00:00<00:00, 302.49it/s]
Validation DataLoader 0: 8%|▊ | 24/313 [00:00<00:00, 302.11it/s]
Validation DataLoader 0: 8%|▊ | 25/313 [00:00<00:00, 301.94it/s]
Validation DataLoader 0: 8%|▊ | 26/313 [00:00<00:00, 301.61it/s]
Validation DataLoader 0: 9%|▊ | 27/313 [00:00<00:00, 301.51it/s]
Validation DataLoader 0: 9%|▉ | 28/313 [00:00<00:00, 301.27it/s]
Validation DataLoader 0: 9%|▉ | 29/313 [00:00<00:00, 301.16it/s]
Validation DataLoader 0: 10%|▉ | 30/313 [00:00<00:00, 300.91it/s]
Validation DataLoader 0: 10%|▉ | 31/313 [00:00<00:00, 300.76it/s]
Validation DataLoader 0: 10%|█ | 32/313 [00:00<00:00, 300.55it/s]
Validation DataLoader 0: 11%|█ | 33/313 [00:00<00:00, 300.33it/s]
Validation DataLoader 0: 11%|█ | 34/313 [00:00<00:00, 300.15it/s]
Validation DataLoader 0: 11%|█ | 35/313 [00:00<00:00, 300.10it/s]
Validation DataLoader 0: 12%|█▏ | 36/313 [00:00<00:00, 299.90it/s]
Validation DataLoader 0: 12%|█▏ | 37/313 [00:00<00:00, 299.81it/s]
Validation DataLoader 0: 12%|█▏ | 38/313 [00:00<00:00, 299.66it/s]
Validation DataLoader 0: 12%|█▏ | 39/313 [00:00<00:00, 299.58it/s]
Validation DataLoader 0: 13%|█▎ | 40/313 [00:00<00:00, 299.41it/s]
Validation DataLoader 0: 13%|█▎ | 41/313 [00:00<00:00, 299.36it/s]
Validation DataLoader 0: 13%|█▎ | 42/313 [00:00<00:00, 299.30it/s]
Validation DataLoader 0: 14%|█▎ | 43/313 [00:00<00:00, 299.26it/s]
Validation DataLoader 0: 14%|█▍ | 44/313 [00:00<00:00, 299.18it/s]
Validation DataLoader 0: 14%|█▍ | 45/313 [00:00<00:00, 299.13it/s]
Validation DataLoader 0: 15%|█▍ | 46/313 [00:00<00:00, 299.00it/s]
Validation DataLoader 0: 15%|█▌ | 47/313 [00:00<00:00, 298.96it/s]
Validation DataLoader 0: 15%|█▌ | 48/313 [00:00<00:00, 298.86it/s]
Validation DataLoader 0: 16%|█▌ | 49/313 [00:00<00:00, 298.84it/s]
Validation DataLoader 0: 16%|█▌ | 50/313 [00:00<00:00, 298.71it/s]
Validation DataLoader 0: 16%|█▋ | 51/313 [00:00<00:00, 298.67it/s]
Validation DataLoader 0: 17%|█▋ | 52/313 [00:00<00:00, 298.58it/s]
Validation DataLoader 0: 17%|█▋ | 53/313 [00:00<00:00, 298.57it/s]
Validation DataLoader 0: 17%|█▋ | 54/313 [00:00<00:00, 298.50it/s]
Validation DataLoader 0: 18%|█▊ | 55/313 [00:00<00:00, 298.49it/s]
Validation DataLoader 0: 18%|█▊ | 56/313 [00:00<00:00, 298.44it/s]
Validation DataLoader 0: 18%|█▊ | 57/313 [00:00<00:00, 298.43it/s]
Validation DataLoader 0: 19%|█▊ | 58/313 [00:00<00:00, 298.38it/s]
Validation DataLoader 0: 19%|█▉ | 59/313 [00:00<00:00, 298.37it/s]
Validation DataLoader 0: 19%|█▉ | 60/313 [00:00<00:00, 298.33it/s]
Validation DataLoader 0: 19%|█▉ | 61/313 [00:00<00:00, 298.32it/s]
Validation DataLoader 0: 20%|█▉ | 62/313 [00:00<00:00, 298.25it/s]
Validation DataLoader 0: 20%|██ | 63/313 [00:00<00:00, 298.26it/s]
Validation DataLoader 0: 20%|██ | 64/313 [00:00<00:00, 298.23it/s]
Validation DataLoader 0: 21%|██ | 65/313 [00:00<00:00, 298.20it/s]
Validation DataLoader 0: 21%|██ | 66/313 [00:00<00:00, 298.13it/s]
Validation DataLoader 0: 21%|██▏ | 67/313 [00:00<00:00, 298.13it/s]
Validation DataLoader 0: 22%|██▏ | 68/313 [00:00<00:00, 298.07it/s]
Validation DataLoader 0: 22%|██▏ | 69/313 [00:00<00:00, 298.08it/s]
Validation DataLoader 0: 22%|██▏ | 70/313 [00:00<00:00, 298.01it/s]
Validation DataLoader 0: 23%|██▎ | 71/313 [00:00<00:00, 298.00it/s]
Validation DataLoader 0: 23%|██▎ | 72/313 [00:00<00:00, 297.95it/s]
Validation DataLoader 0: 23%|██▎ | 73/313 [00:00<00:00, 297.95it/s]
Validation DataLoader 0: 24%|██▎ | 74/313 [00:00<00:00, 297.92it/s]
Validation DataLoader 0: 24%|██▍ | 75/313 [00:00<00:00, 297.90it/s]
Validation DataLoader 0: 24%|██▍ | 76/313 [00:00<00:00, 297.84it/s]
Validation DataLoader 0: 25%|██▍ | 77/313 [00:00<00:00, 297.85it/s]
Validation DataLoader 0: 25%|██▍ | 78/313 [00:00<00:00, 297.81it/s]
Validation DataLoader 0: 25%|██▌ | 79/313 [00:00<00:00, 297.80it/s]
Validation DataLoader 0: 26%|██▌ | 80/313 [00:00<00:00, 297.77it/s]
Validation DataLoader 0: 26%|██▌ | 81/313 [00:00<00:00, 297.76it/s]
Validation DataLoader 0: 26%|██▌ | 82/313 [00:00<00:00, 297.73it/s]
Validation DataLoader 0: 27%|██▋ | 83/313 [00:00<00:00, 297.74it/s]
Validation DataLoader 0: 27%|██▋ | 84/313 [00:00<00:00, 297.37it/s]
Validation DataLoader 0: 27%|██▋ | 85/313 [00:00<00:00, 297.38it/s]
Validation DataLoader 0: 27%|██▋ | 86/313 [00:00<00:00, 297.33it/s]
Validation DataLoader 0: 28%|██▊ | 87/313 [00:00<00:00, 297.35it/s]
Validation DataLoader 0: 28%|██▊ | 88/313 [00:00<00:00, 297.31it/s]
Validation DataLoader 0: 28%|██▊ | 89/313 [00:00<00:00, 297.35it/s]
Validation DataLoader 0: 29%|██▉ | 90/313 [00:00<00:00, 297.33it/s]
Validation DataLoader 0: 29%|██▉ | 91/313 [00:00<00:00, 297.32it/s]
Validation DataLoader 0: 29%|██▉ | 92/313 [00:00<00:00, 297.31it/s]
Validation DataLoader 0: 30%|██▉ | 93/313 [00:00<00:00, 297.32it/s]
Validation DataLoader 0: 30%|███ | 94/313 [00:00<00:00, 297.29it/s]
Validation DataLoader 0: 30%|███ | 95/313 [00:00<00:00, 297.28it/s]
Validation DataLoader 0: 31%|███ | 96/313 [00:00<00:00, 297.25it/s]
Validation DataLoader 0: 31%|███ | 97/313 [00:00<00:00, 297.23it/s]
Validation DataLoader 0: 31%|███▏ | 98/313 [00:00<00:00, 297.21it/s]
Validation DataLoader 0: 32%|███▏ | 99/313 [00:00<00:00, 297.23it/s]
Validation DataLoader 0: 32%|███▏ | 100/313 [00:00<00:00, 297.22it/s]
Validation DataLoader 0: 32%|███▏ | 101/313 [00:00<00:00, 297.23it/s]
Validation DataLoader 0: 33%|███▎ | 102/313 [00:00<00:00, 297.20it/s]
Validation DataLoader 0: 33%|███▎ | 103/313 [00:00<00:00, 297.20it/s]
Validation DataLoader 0: 33%|███▎ | 104/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 34%|███▎ | 105/313 [00:00<00:00, 297.17it/s]
Validation DataLoader 0: 34%|███▍ | 106/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 34%|███▍ | 107/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 35%|███▍ | 108/313 [00:00<00:00, 297.14it/s]
Validation DataLoader 0: 35%|███▍ | 109/313 [00:00<00:00, 297.14it/s]
Validation DataLoader 0: 35%|███▌ | 110/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 35%|███▌ | 111/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 36%|███▌ | 112/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 36%|███▌ | 113/313 [00:00<00:00, 297.18it/s]
Validation DataLoader 0: 36%|███▋ | 114/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 37%|███▋ | 115/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 37%|███▋ | 116/313 [00:00<00:00, 297.14it/s]
Validation DataLoader 0: 37%|███▋ | 117/313 [00:00<00:00, 297.15it/s]
Validation DataLoader 0: 38%|███▊ | 118/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 38%|███▊ | 119/313 [00:00<00:00, 297.16it/s]
Validation DataLoader 0: 38%|███▊ | 120/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 39%|███▊ | 121/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 39%|███▉ | 122/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 39%|███▉ | 123/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 40%|███▉ | 124/313 [00:00<00:00, 297.10it/s]
Validation DataLoader 0: 40%|███▉ | 125/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 40%|████ | 126/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 41%|████ | 127/313 [00:00<00:00, 297.14it/s]
Validation DataLoader 0: 41%|████ | 128/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 41%|████ | 129/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 42%|████▏ | 130/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 42%|████▏ | 131/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 42%|████▏ | 132/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 42%|████▏ | 133/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 43%|████▎ | 134/313 [00:00<00:00, 297.10it/s]
Validation DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 297.10it/s]
Validation DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 297.10it/s]
Validation DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 297.09it/s]
Validation DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 297.13it/s]
Validation DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 297.12it/s]
Validation DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 297.11it/s]
Validation DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 297.09it/s]
Validation DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 297.10it/s]
Validation DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 297.09it/s]
Validation DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 297.09it/s]
Validation DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 297.04it/s]
Validation DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 297.04it/s]
Validation DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 297.00it/s]
Validation DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 297.00it/s]
Validation DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 296.61it/s]
Validation DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 295.40it/s]
Validation DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 295.40it/s]
Validation DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 295.42it/s]
Validation DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 295.41it/s]
Validation DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 295.44it/s]
Validation DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 295.44it/s]
Validation DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 295.45it/s]
Validation DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 295.44it/s]
Validation DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 295.45it/s]
Validation DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 295.45it/s]
Validation DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 295.48it/s]
Validation DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 295.48it/s]
Validation DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 295.49it/s]
Validation DataLoader 0: 56%|█████▌ | 176/313 [00:00<00:00, 295.47it/s]
Validation DataLoader 0: 57%|█████▋ | 177/313 [00:00<00:00, 295.48it/s]
Validation DataLoader 0: 57%|█████▋ | 178/313 [00:00<00:00, 295.48it/s]
Validation DataLoader 0: 57%|█████▋ | 179/313 [00:00<00:00, 295.49it/s]
Validation DataLoader 0: 58%|█████▊ | 180/313 [00:00<00:00, 295.49it/s]
Validation DataLoader 0: 58%|█████▊ | 181/313 [00:00<00:00, 295.49it/s]
Validation DataLoader 0: 58%|█████▊ | 182/313 [00:00<00:00, 295.50it/s]
Validation DataLoader 0: 58%|█████▊ | 183/313 [00:00<00:00, 295.51it/s]
Validation DataLoader 0: 59%|█████▉ | 184/313 [00:00<00:00, 295.50it/s]
Validation DataLoader 0: 59%|█████▉ | 185/313 [00:00<00:00, 295.52it/s]
Validation DataLoader 0: 59%|█████▉ | 186/313 [00:00<00:00, 295.51it/s]
Validation DataLoader 0: 60%|█████▉ | 187/313 [00:00<00:00, 295.54it/s]
Validation DataLoader 0: 60%|██████ | 188/313 [00:00<00:00, 295.54it/s]
Validation DataLoader 0: 60%|██████ | 189/313 [00:00<00:00, 295.56it/s]
Validation DataLoader 0: 61%|██████ | 190/313 [00:00<00:00, 295.56it/s]
Validation DataLoader 0: 61%|██████ | 191/313 [00:00<00:00, 295.58it/s]
Validation DataLoader 0: 61%|██████▏ | 192/313 [00:00<00:00, 295.58it/s]
Validation DataLoader 0: 62%|██████▏ | 193/313 [00:00<00:00, 295.59it/s]
Validation DataLoader 0: 62%|██████▏ | 194/313 [00:00<00:00, 295.59it/s]
Validation DataLoader 0: 62%|██████▏ | 195/313 [00:00<00:00, 295.61it/s]
Validation DataLoader 0: 63%|██████▎ | 196/313 [00:00<00:00, 295.61it/s]
Validation DataLoader 0: 63%|██████▎ | 197/313 [00:00<00:00, 295.62it/s]
Validation DataLoader 0: 63%|██████▎ | 198/313 [00:00<00:00, 295.62it/s]
Validation DataLoader 0: 64%|██████▎ | 199/313 [00:00<00:00, 295.63it/s]
Validation DataLoader 0: 64%|██████▍ | 200/313 [00:00<00:00, 295.64it/s]
Validation DataLoader 0: 64%|██████▍ | 201/313 [00:00<00:00, 295.65it/s]
Validation DataLoader 0: 65%|██████▍ | 202/313 [00:00<00:00, 295.65it/s]
Validation DataLoader 0: 65%|██████▍ | 203/313 [00:00<00:00, 295.66it/s]
Validation DataLoader 0: 65%|██████▌ | 204/313 [00:00<00:00, 295.65it/s]
Validation DataLoader 0: 65%|██████▌ | 205/313 [00:00<00:00, 295.65it/s]
Validation DataLoader 0: 66%|██████▌ | 206/313 [00:00<00:00, 295.65it/s]
Validation DataLoader 0: 66%|██████▌ | 207/313 [00:00<00:00, 295.67it/s]
Validation DataLoader 0: 66%|██████▋ | 208/313 [00:00<00:00, 295.66it/s]
Validation DataLoader 0: 67%|██████▋ | 209/313 [00:00<00:00, 295.67it/s]
Validation DataLoader 0: 67%|██████▋ | 210/313 [00:00<00:00, 295.67it/s]
Validation DataLoader 0: 67%|██████▋ | 211/313 [00:00<00:00, 295.69it/s]
Validation DataLoader 0: 68%|██████▊ | 212/313 [00:00<00:00, 295.69it/s]
Validation DataLoader 0: 68%|██████▊ | 213/313 [00:00<00:00, 295.71it/s]
Validation DataLoader 0: 68%|██████▊ | 214/313 [00:00<00:00, 295.71it/s]
Validation DataLoader 0: 69%|██████▊ | 215/313 [00:00<00:00, 295.73it/s]
Validation DataLoader 0: 69%|██████▉ | 216/313 [00:00<00:00, 295.75it/s]
Validation DataLoader 0: 69%|██████▉ | 217/313 [00:00<00:00, 295.77it/s]
Validation DataLoader 0: 70%|██████▉ | 218/313 [00:00<00:00, 295.78it/s]
Validation DataLoader 0: 70%|██████▉ | 219/313 [00:00<00:00, 295.80it/s]
Validation DataLoader 0: 70%|███████ | 220/313 [00:00<00:00, 295.80it/s]
Validation DataLoader 0: 71%|███████ | 221/313 [00:00<00:00, 295.82it/s]
Validation DataLoader 0: 71%|███████ | 222/313 [00:00<00:00, 295.82it/s]
Validation DataLoader 0: 71%|███████ | 223/313 [00:00<00:00, 295.84it/s]
Validation DataLoader 0: 72%|███████▏ | 224/313 [00:00<00:00, 295.84it/s]
Validation DataLoader 0: 72%|███████▏ | 225/313 [00:00<00:00, 295.86it/s]
Validation DataLoader 0: 72%|███████▏ | 226/313 [00:00<00:00, 295.85it/s]
Validation DataLoader 0: 73%|███████▎ | 227/313 [00:00<00:00, 295.86it/s]
Validation DataLoader 0: 73%|███████▎ | 228/313 [00:00<00:00, 295.86it/s]
Validation DataLoader 0: 73%|███████▎ | 229/313 [00:00<00:00, 295.88it/s]
Validation DataLoader 0: 73%|███████▎ | 230/313 [00:00<00:00, 295.88it/s]
Validation DataLoader 0: 74%|███████▍ | 231/313 [00:00<00:00, 295.91it/s]
Validation DataLoader 0: 74%|███████▍ | 232/313 [00:00<00:00, 295.90it/s]
Validation DataLoader 0: 74%|███████▍ | 233/313 [00:00<00:00, 295.91it/s]
Validation DataLoader 0: 75%|███████▍ | 234/313 [00:00<00:00, 295.91it/s]
Validation DataLoader 0: 75%|███████▌ | 235/313 [00:00<00:00, 295.92it/s]
Validation DataLoader 0: 75%|███████▌ | 236/313 [00:00<00:00, 295.92it/s]
Validation DataLoader 0: 76%|███████▌ | 237/313 [00:00<00:00, 295.93it/s]
Validation DataLoader 0: 76%|███████▌ | 238/313 [00:00<00:00, 295.94it/s]
Validation DataLoader 0: 76%|███████▋ | 239/313 [00:00<00:00, 295.95it/s]
Validation DataLoader 0: 77%|███████▋ | 240/313 [00:00<00:00, 295.93it/s]
Validation DataLoader 0: 77%|███████▋ | 241/313 [00:00<00:00, 295.93it/s]
Validation DataLoader 0: 77%|███████▋ | 242/313 [00:00<00:00, 295.94it/s]
Validation DataLoader 0: 78%|███████▊ | 243/313 [00:00<00:00, 295.95it/s]
Validation DataLoader 0: 78%|███████▊ | 244/313 [00:00<00:00, 295.94it/s]
Validation DataLoader 0: 78%|███████▊ | 245/313 [00:00<00:00, 295.96it/s]
Validation DataLoader 0: 79%|███████▊ | 246/313 [00:00<00:00, 295.96it/s]
Validation DataLoader 0: 79%|███████▉ | 247/313 [00:00<00:00, 295.97it/s]
Validation DataLoader 0: 79%|███████▉ | 248/313 [00:00<00:00, 295.97it/s]
Validation DataLoader 0: 80%|███████▉ | 249/313 [00:00<00:00, 295.99it/s]
Validation DataLoader 0: 80%|███████▉ | 250/313 [00:00<00:00, 295.99it/s]
Validation DataLoader 0: 80%|████████ | 251/313 [00:00<00:00, 296.00it/s]
Validation DataLoader 0: 81%|████████ | 252/313 [00:00<00:00, 296.00it/s]
Validation DataLoader 0: 81%|████████ | 253/313 [00:00<00:00, 296.02it/s]
Validation DataLoader 0: 81%|████████ | 254/313 [00:00<00:00, 296.02it/s]
Validation DataLoader 0: 81%|████████▏ | 255/313 [00:00<00:00, 296.03it/s]
Validation DataLoader 0: 82%|████████▏ | 256/313 [00:00<00:00, 296.03it/s]
Validation DataLoader 0: 82%|████████▏ | 257/313 [00:00<00:00, 296.05it/s]
Validation DataLoader 0: 82%|████████▏ | 258/313 [00:00<00:00, 296.04it/s]
Validation DataLoader 0: 83%|████████▎ | 259/313 [00:00<00:00, 296.06it/s]
Validation DataLoader 0: 83%|████████▎ | 260/313 [00:00<00:00, 296.06it/s]
Validation DataLoader 0: 83%|████████▎ | 261/313 [00:00<00:00, 296.06it/s]
Validation DataLoader 0: 84%|████████▎ | 262/313 [00:00<00:00, 296.07it/s]
Validation DataLoader 0: 84%|████████▍ | 263/313 [00:00<00:00, 296.07it/s]
Validation DataLoader 0: 84%|████████▍ | 264/313 [00:00<00:00, 296.07it/s]
Validation DataLoader 0: 85%|████████▍ | 265/313 [00:00<00:00, 296.07it/s]
Validation DataLoader 0: 85%|████████▍ | 266/313 [00:00<00:00, 296.07it/s]
Validation DataLoader 0: 85%|████████▌ | 267/313 [00:00<00:00, 296.08it/s]
Validation DataLoader 0: 86%|████████▌ | 268/313 [00:00<00:00, 296.08it/s]
Validation DataLoader 0: 86%|████████▌ | 269/313 [00:00<00:00, 296.09it/s]
Validation DataLoader 0: 86%|████████▋ | 270/313 [00:00<00:00, 296.09it/s]
Validation DataLoader 0: 87%|████████▋ | 271/313 [00:00<00:00, 296.10it/s]
Validation DataLoader 0: 87%|████████▋ | 272/313 [00:00<00:00, 296.10it/s]
Validation DataLoader 0: 87%|████████▋ | 273/313 [00:00<00:00, 296.11it/s]
Validation DataLoader 0: 88%|████████▊ | 274/313 [00:00<00:00, 296.11it/s]
Validation DataLoader 0: 88%|████████▊ | 275/313 [00:00<00:00, 296.13it/s]
Validation DataLoader 0: 88%|████████▊ | 276/313 [00:00<00:00, 296.13it/s]
Validation DataLoader 0: 88%|████████▊ | 277/313 [00:00<00:00, 296.14it/s]
Validation DataLoader 0: 89%|████████▉ | 278/313 [00:00<00:00, 296.13it/s]
Validation DataLoader 0: 89%|████████▉ | 279/313 [00:00<00:00, 296.14it/s]
Validation DataLoader 0: 89%|████████▉ | 280/313 [00:00<00:00, 296.14it/s]
Validation DataLoader 0: 90%|████████▉ | 281/313 [00:00<00:00, 296.15it/s]
Validation DataLoader 0: 90%|█████████ | 282/313 [00:00<00:00, 296.15it/s]
Validation DataLoader 0: 90%|█████████ | 283/313 [00:00<00:00, 296.16it/s]
Validation DataLoader 0: 91%|█████████ | 284/313 [00:00<00:00, 296.16it/s]
Validation DataLoader 0: 91%|█████████ | 285/313 [00:00<00:00, 296.17it/s]
Validation DataLoader 0: 91%|█████████▏| 286/313 [00:00<00:00, 296.17it/s]
Validation DataLoader 0: 92%|█████████▏| 287/313 [00:00<00:00, 296.19it/s]
Validation DataLoader 0: 92%|█████████▏| 288/313 [00:00<00:00, 296.19it/s]
Validation DataLoader 0: 92%|█████████▏| 289/313 [00:00<00:00, 296.20it/s]
Validation DataLoader 0: 93%|█████████▎| 290/313 [00:00<00:00, 296.19it/s]
Validation DataLoader 0: 93%|█████████▎| 291/313 [00:00<00:00, 296.21it/s]
Validation DataLoader 0: 93%|█████████▎| 292/313 [00:00<00:00, 296.22it/s]
Validation DataLoader 0: 94%|█████████▎| 293/313 [00:00<00:00, 296.23it/s]
Validation DataLoader 0: 94%|█████████▍| 294/313 [00:00<00:00, 296.23it/s]
Validation DataLoader 0: 94%|█████████▍| 295/313 [00:00<00:00, 296.24it/s]
Validation DataLoader 0: 95%|█████████▍| 296/313 [00:00<00:00, 296.23it/s]
Validation DataLoader 0: 95%|█████████▍| 297/313 [00:01<00:00, 296.24it/s]
Validation DataLoader 0: 95%|█████████▌| 298/313 [00:01<00:00, 296.24it/s]
Validation DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 296.25it/s]
Validation DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 296.25it/s]
Validation DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 296.17it/s]
Validation DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 296.19it/s]
Validation DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 296.20it/s]
Validation DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 296.20it/s]
Validation DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 296.21it/s]
Validation DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 296.22it/s]
Validation DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 296.24it/s]
Validation DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 295.30it/s]
Validation DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 295.32it/s]
Validation DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 295.32it/s]
Validation DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 295.34it/s]
Validation DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 295.35it/s]
Validation DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 295.69it/s]
Epoch 1: 100%|██████████| 1875/1875 [00:11<00:00, 164.98it/s, v_num=10, train_loss=0.120, Acc%=97.30]
Epoch 1: 100%|██████████| 1875/1875 [00:11<00:00, 164.97it/s, v_num=10, train_loss=0.120, Acc%=97.30]
Epoch 1: 100%|██████████| 1875/1875 [00:11<00:00, 164.95it/s, v_num=10, train_loss=0.120, Acc%=97.30]
Evaluate the trained model on the test set - pay attention to the cls/Acc metric
perf = trainer.test(routine, dataloaders=[test_dl, ood_dl])
Testing: | | 0/? [00:00<?, ?it/s]
Testing: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 1/313 [00:00<00:01, 227.43it/s]
Testing DataLoader 0: 1%| | 2/313 [00:00<00:01, 202.81it/s]
Testing DataLoader 0: 1%| | 3/313 [00:00<00:01, 196.33it/s]
Testing DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 193.08it/s]
Testing DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 191.53it/s]
Testing DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 190.42it/s]
Testing DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 189.69it/s]
Testing DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 189.24it/s]
Testing DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 188.73it/s]
Testing DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 188.44it/s]
Testing DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 188.06it/s]
Testing DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 187.79it/s]
Testing DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 187.51it/s]
Testing DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 187.31it/s]
Testing DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 187.04it/s]
Testing DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 186.86it/s]
Testing DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 186.68it/s]
Testing DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 186.51it/s]
Testing DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 186.37it/s]
Testing DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 186.20it/s]
Testing DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 186.07it/s]
Testing DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 185.98it/s]
Testing DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 185.87it/s]
Testing DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 185.78it/s]
Testing DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 185.70it/s]
Testing DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 185.56it/s]
Testing DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 185.49it/s]
Testing DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 185.42it/s]
Testing DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 185.32it/s]
Testing DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 185.27it/s]
Testing DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 185.20it/s]
Testing DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 185.12it/s]
Testing DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 185.06it/s]
Testing DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 184.97it/s]
Testing DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 184.88it/s]
Testing DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 184.82it/s]
Testing DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 184.67it/s]
Testing DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 184.64it/s]
Testing DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 184.58it/s]
Testing DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 184.51it/s]
Testing DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 184.45it/s]
Testing DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 184.36it/s]
Testing DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 184.28it/s]
Testing DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 184.21it/s]
Testing DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 184.15it/s]
Testing DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 184.08it/s]
Testing DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 184.03it/s]
Testing DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 183.97it/s]
Testing DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 183.91it/s]
Testing DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 183.83it/s]
Testing DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 183.78it/s]
Testing DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 183.71it/s]
Testing DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 183.65it/s]
Testing DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 183.58it/s]
Testing DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 183.51it/s]
Testing DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 183.44it/s]
Testing DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 183.38it/s]
Testing DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 183.31it/s]
Testing DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 183.27it/s]
Testing DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 183.20it/s]
Testing DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 183.13it/s]
Testing DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 183.06it/s]
Testing DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 182.99it/s]
Testing DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 182.91it/s]
Testing DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 182.85it/s]
Testing DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 182.78it/s]
Testing DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 182.72it/s]
Testing DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 182.64it/s]
Testing DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 182.57it/s]
Testing DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 182.51it/s]
Testing DataLoader 0: 23%|██▎ | 71/313 [00:00<00:01, 182.44it/s]
Testing DataLoader 0: 23%|██▎ | 72/313 [00:00<00:01, 182.39it/s]
Testing DataLoader 0: 23%|██▎ | 73/313 [00:00<00:01, 182.31it/s]
Testing DataLoader 0: 24%|██▎ | 74/313 [00:00<00:01, 182.26it/s]
Testing DataLoader 0: 24%|██▍ | 75/313 [00:00<00:01, 182.18it/s]
Testing DataLoader 0: 24%|██▍ | 76/313 [00:00<00:01, 182.12it/s]
Testing DataLoader 0: 25%|██▍ | 77/313 [00:00<00:01, 182.05it/s]
Testing DataLoader 0: 25%|██▍ | 78/313 [00:00<00:01, 181.96it/s]
Testing DataLoader 0: 25%|██▌ | 79/313 [00:00<00:01, 181.90it/s]
Testing DataLoader 0: 26%|██▌ | 80/313 [00:00<00:01, 181.81it/s]
Testing DataLoader 0: 26%|██▌ | 81/313 [00:00<00:01, 181.76it/s]
Testing DataLoader 0: 26%|██▌ | 82/313 [00:00<00:01, 181.69it/s]
Testing DataLoader 0: 27%|██▋ | 83/313 [00:00<00:01, 181.62it/s]
Testing DataLoader 0: 27%|██▋ | 84/313 [00:00<00:01, 181.55it/s]
Testing DataLoader 0: 27%|██▋ | 85/313 [00:00<00:01, 181.48it/s]
Testing DataLoader 0: 27%|██▋ | 86/313 [00:00<00:01, 181.41it/s]
Testing DataLoader 0: 28%|██▊ | 87/313 [00:00<00:01, 181.35it/s]
Testing DataLoader 0: 28%|██▊ | 88/313 [00:00<00:01, 181.29it/s]
Testing DataLoader 0: 28%|██▊ | 89/313 [00:00<00:01, 181.23it/s]
Testing DataLoader 0: 29%|██▉ | 90/313 [00:00<00:01, 181.16it/s]
Testing DataLoader 0: 29%|██▉ | 91/313 [00:00<00:01, 181.09it/s]
Testing DataLoader 0: 29%|██▉ | 92/313 [00:00<00:01, 181.03it/s]
Testing DataLoader 0: 30%|██▉ | 93/313 [00:00<00:01, 180.98it/s]
Testing DataLoader 0: 30%|███ | 94/313 [00:00<00:01, 180.92it/s]
Testing DataLoader 0: 30%|███ | 95/313 [00:00<00:01, 180.85it/s]
Testing DataLoader 0: 31%|███ | 96/313 [00:00<00:01, 180.79it/s]
Testing DataLoader 0: 31%|███ | 97/313 [00:00<00:01, 180.72it/s]
Testing DataLoader 0: 31%|███▏ | 98/313 [00:00<00:01, 180.66it/s]
Testing DataLoader 0: 32%|███▏ | 99/313 [00:00<00:01, 180.60it/s]
Testing DataLoader 0: 32%|███▏ | 100/313 [00:00<00:01, 180.54it/s]
Testing DataLoader 0: 32%|███▏ | 101/313 [00:00<00:01, 180.47it/s]
Testing DataLoader 0: 33%|███▎ | 102/313 [00:00<00:01, 180.40it/s]
Testing DataLoader 0: 33%|███▎ | 103/313 [00:00<00:01, 180.35it/s]
Testing DataLoader 0: 33%|███▎ | 104/313 [00:00<00:01, 180.27it/s]
Testing DataLoader 0: 34%|███▎ | 105/313 [00:00<00:01, 180.21it/s]
Testing DataLoader 0: 34%|███▍ | 106/313 [00:00<00:01, 180.14it/s]
Testing DataLoader 0: 34%|███▍ | 107/313 [00:00<00:01, 180.07it/s]
Testing DataLoader 0: 35%|███▍ | 108/313 [00:00<00:01, 180.02it/s]
Testing DataLoader 0: 35%|███▍ | 109/313 [00:00<00:01, 179.95it/s]
Testing DataLoader 0: 35%|███▌ | 110/313 [00:00<00:01, 179.89it/s]
Testing DataLoader 0: 35%|███▌ | 111/313 [00:00<00:01, 179.82it/s]
Testing DataLoader 0: 36%|███▌ | 112/313 [00:00<00:01, 179.76it/s]
Testing DataLoader 0: 36%|███▌ | 113/313 [00:00<00:01, 179.71it/s]
Testing DataLoader 0: 36%|███▋ | 114/313 [00:00<00:01, 179.65it/s]
Testing DataLoader 0: 37%|███▋ | 115/313 [00:00<00:01, 179.59it/s]
Testing DataLoader 0: 37%|███▋ | 116/313 [00:00<00:01, 179.52it/s]
Testing DataLoader 0: 37%|███▋ | 117/313 [00:00<00:01, 179.46it/s]
Testing DataLoader 0: 38%|███▊ | 118/313 [00:00<00:01, 179.39it/s]
Testing DataLoader 0: 38%|███▊ | 119/313 [00:00<00:01, 179.33it/s]
Testing DataLoader 0: 38%|███▊ | 120/313 [00:00<00:01, 179.27it/s]
Testing DataLoader 0: 39%|███▊ | 121/313 [00:00<00:01, 179.21it/s]
Testing DataLoader 0: 39%|███▉ | 122/313 [00:00<00:01, 179.14it/s]
Testing DataLoader 0: 39%|███▉ | 123/313 [00:00<00:01, 179.08it/s]
Testing DataLoader 0: 40%|███▉ | 124/313 [00:00<00:01, 179.01it/s]
Testing DataLoader 0: 40%|███▉ | 125/313 [00:00<00:01, 178.93it/s]
Testing DataLoader 0: 40%|████ | 126/313 [00:00<00:01, 178.87it/s]
Testing DataLoader 0: 41%|████ | 127/313 [00:00<00:01, 178.81it/s]
Testing DataLoader 0: 41%|████ | 128/313 [00:00<00:01, 178.74it/s]
Testing DataLoader 0: 41%|████ | 129/313 [00:00<00:01, 178.68it/s]
Testing DataLoader 0: 42%|████▏ | 130/313 [00:00<00:01, 178.61it/s]
Testing DataLoader 0: 42%|████▏ | 131/313 [00:00<00:01, 178.56it/s]
Testing DataLoader 0: 42%|████▏ | 132/313 [00:00<00:01, 178.50it/s]
Testing DataLoader 0: 42%|████▏ | 133/313 [00:00<00:01, 178.44it/s]
Testing DataLoader 0: 43%|████▎ | 134/313 [00:00<00:01, 178.37it/s]
Testing DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 178.31it/s]
Testing DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 178.25it/s]
Testing DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 178.18it/s]
Testing DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 178.12it/s]
Testing DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 178.06it/s]
Testing DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 178.00it/s]
Testing DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 177.93it/s]
Testing DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 177.88it/s]
Testing DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 177.81it/s]
Testing DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 177.76it/s]
Testing DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 177.69it/s]
Testing DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 177.63it/s]
Testing DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 177.56it/s]
Testing DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 177.50it/s]
Testing DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 177.43it/s]
Testing DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 177.37it/s]
Testing DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 177.31it/s]
Testing DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 177.25it/s]
Testing DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 177.19it/s]
Testing DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 177.12it/s]
Testing DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 177.07it/s]
Testing DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 177.01it/s]
Testing DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 176.94it/s]
Testing DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 176.88it/s]
Testing DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 176.82it/s]
Testing DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 176.76it/s]
Testing DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 176.70it/s]
Testing DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 176.64it/s]
Testing DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 176.58it/s]
Testing DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 176.52it/s]
Testing DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 176.46it/s]
Testing DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 176.39it/s]
Testing DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 176.33it/s]
Testing DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 176.27it/s]
Testing DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 176.21it/s]
Testing DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 176.15it/s]
Testing DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 176.10it/s]
Testing DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 176.03it/s]
Testing DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 175.97it/s]
Testing DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 175.90it/s]
Testing DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 175.83it/s]
Testing DataLoader 0: 56%|█████▌ | 176/313 [00:01<00:00, 175.77it/s]
Testing DataLoader 0: 57%|█████▋ | 177/313 [00:01<00:00, 175.71it/s]
Testing DataLoader 0: 57%|█████▋ | 178/313 [00:01<00:00, 175.65it/s]
Testing DataLoader 0: 57%|█████▋ | 179/313 [00:01<00:00, 175.59it/s]
Testing DataLoader 0: 58%|█████▊ | 180/313 [00:01<00:00, 175.52it/s]
Testing DataLoader 0: 58%|█████▊ | 181/313 [00:01<00:00, 175.46it/s]
Testing DataLoader 0: 58%|█████▊ | 182/313 [00:01<00:00, 175.40it/s]
Testing DataLoader 0: 58%|█████▊ | 183/313 [00:01<00:00, 175.33it/s]
Testing DataLoader 0: 59%|█████▉ | 184/313 [00:01<00:00, 175.27it/s]
Testing DataLoader 0: 59%|█████▉ | 185/313 [00:01<00:00, 175.22it/s]
Testing DataLoader 0: 59%|█████▉ | 186/313 [00:01<00:00, 175.16it/s]
Testing DataLoader 0: 60%|█████▉ | 187/313 [00:01<00:00, 175.10it/s]
Testing DataLoader 0: 60%|██████ | 188/313 [00:01<00:00, 175.05it/s]
Testing DataLoader 0: 60%|██████ | 189/313 [00:01<00:00, 174.99it/s]
Testing DataLoader 0: 61%|██████ | 190/313 [00:01<00:00, 174.94it/s]
Testing DataLoader 0: 61%|██████ | 191/313 [00:01<00:00, 174.88it/s]
Testing DataLoader 0: 61%|██████▏ | 192/313 [00:01<00:00, 174.82it/s]
Testing DataLoader 0: 62%|██████▏ | 193/313 [00:01<00:00, 174.76it/s]
Testing DataLoader 0: 62%|██████▏ | 194/313 [00:01<00:00, 174.70it/s]
Testing DataLoader 0: 62%|██████▏ | 195/313 [00:01<00:00, 174.64it/s]
Testing DataLoader 0: 63%|██████▎ | 196/313 [00:01<00:00, 174.58it/s]
Testing DataLoader 0: 63%|██████▎ | 197/313 [00:01<00:00, 174.52it/s]
Testing DataLoader 0: 63%|██████▎ | 198/313 [00:01<00:00, 174.47it/s]
Testing DataLoader 0: 64%|██████▎ | 199/313 [00:01<00:00, 174.41it/s]
Testing DataLoader 0: 64%|██████▍ | 200/313 [00:01<00:00, 174.35it/s]
Testing DataLoader 0: 64%|██████▍ | 201/313 [00:01<00:00, 174.29it/s]
Testing DataLoader 0: 65%|██████▍ | 202/313 [00:01<00:00, 174.23it/s]
Testing DataLoader 0: 65%|██████▍ | 203/313 [00:01<00:00, 174.17it/s]
Testing DataLoader 0: 65%|██████▌ | 204/313 [00:01<00:00, 174.11it/s]
Testing DataLoader 0: 65%|██████▌ | 205/313 [00:01<00:00, 174.05it/s]
Testing DataLoader 0: 66%|██████▌ | 206/313 [00:01<00:00, 173.99it/s]
Testing DataLoader 0: 66%|██████▌ | 207/313 [00:01<00:00, 173.93it/s]
Testing DataLoader 0: 66%|██████▋ | 208/313 [00:01<00:00, 173.87it/s]
Testing DataLoader 0: 67%|██████▋ | 209/313 [00:01<00:00, 173.81it/s]
Testing DataLoader 0: 67%|██████▋ | 210/313 [00:01<00:00, 173.75it/s]
Testing DataLoader 0: 67%|██████▋ | 211/313 [00:01<00:00, 173.69it/s]
Testing DataLoader 0: 68%|██████▊ | 212/313 [00:01<00:00, 173.63it/s]
Testing DataLoader 0: 68%|██████▊ | 213/313 [00:01<00:00, 173.57it/s]
Testing DataLoader 0: 68%|██████▊ | 214/313 [00:01<00:00, 173.52it/s]
Testing DataLoader 0: 69%|██████▊ | 215/313 [00:01<00:00, 173.46it/s]
Testing DataLoader 0: 69%|██████▉ | 216/313 [00:01<00:00, 173.40it/s]
Testing DataLoader 0: 69%|██████▉ | 217/313 [00:01<00:00, 173.35it/s]
Testing DataLoader 0: 70%|██████▉ | 218/313 [00:01<00:00, 173.29it/s]
Testing DataLoader 0: 70%|██████▉ | 219/313 [00:01<00:00, 173.23it/s]
Testing DataLoader 0: 70%|███████ | 220/313 [00:01<00:00, 173.17it/s]
Testing DataLoader 0: 71%|███████ | 221/313 [00:01<00:00, 173.12it/s]
Testing DataLoader 0: 71%|███████ | 222/313 [00:01<00:00, 173.06it/s]
Testing DataLoader 0: 71%|███████ | 223/313 [00:01<00:00, 173.01it/s]
Testing DataLoader 0: 72%|███████▏ | 224/313 [00:01<00:00, 172.95it/s]
Testing DataLoader 0: 72%|███████▏ | 225/313 [00:01<00:00, 172.89it/s]
Testing DataLoader 0: 72%|███████▏ | 226/313 [00:01<00:00, 172.83it/s]
Testing DataLoader 0: 73%|███████▎ | 227/313 [00:01<00:00, 172.77it/s]
Testing DataLoader 0: 73%|███████▎ | 228/313 [00:01<00:00, 172.71it/s]
Testing DataLoader 0: 73%|███████▎ | 229/313 [00:01<00:00, 172.65it/s]
Testing DataLoader 0: 73%|███████▎ | 230/313 [00:01<00:00, 172.59it/s]
Testing DataLoader 0: 74%|███████▍ | 231/313 [00:01<00:00, 172.53it/s]
Testing DataLoader 0: 74%|███████▍ | 232/313 [00:01<00:00, 172.48it/s]
Testing DataLoader 0: 74%|███████▍ | 233/313 [00:01<00:00, 172.42it/s]
Testing DataLoader 0: 75%|███████▍ | 234/313 [00:01<00:00, 172.36it/s]
Testing DataLoader 0: 75%|███████▌ | 235/313 [00:01<00:00, 172.30it/s]
Testing DataLoader 0: 75%|███████▌ | 236/313 [00:01<00:00, 172.24it/s]
Testing DataLoader 0: 76%|███████▌ | 237/313 [00:01<00:00, 172.19it/s]
Testing DataLoader 0: 76%|███████▌ | 238/313 [00:01<00:00, 172.13it/s]
Testing DataLoader 0: 76%|███████▋ | 239/313 [00:01<00:00, 172.07it/s]
Testing DataLoader 0: 77%|███████▋ | 240/313 [00:01<00:00, 172.02it/s]
Testing DataLoader 0: 77%|███████▋ | 241/313 [00:01<00:00, 171.96it/s]
Testing DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 171.90it/s]
Testing DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 171.85it/s]
Testing DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 171.79it/s]
Testing DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 171.73it/s]
Testing DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 171.66it/s]
Testing DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 171.60it/s]
Testing DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 171.55it/s]
Testing DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 171.49it/s]
Testing DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 171.43it/s]
Testing DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 171.37it/s]
Testing DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 171.31it/s]
Testing DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 171.25it/s]
Testing DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 171.19it/s]
Testing DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 171.13it/s]
Testing DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 171.07it/s]
Testing DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 171.01it/s]
Testing DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 170.95it/s]
Testing DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 170.89it/s]
Testing DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 170.83it/s]
Testing DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 170.77it/s]
Testing DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 170.71it/s]
Testing DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 170.65it/s]
Testing DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 170.59it/s]
Testing DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 170.53it/s]
Testing DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 170.47it/s]
Testing DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 170.41it/s]
Testing DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 170.36it/s]
Testing DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 170.30it/s]
Testing DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 170.24it/s]
Testing DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 170.19it/s]
Testing DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 170.13it/s]
Testing DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 170.07it/s]
Testing DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 170.01it/s]
Testing DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 169.95it/s]
Testing DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 169.90it/s]
Testing DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 169.84it/s]
Testing DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 169.78it/s]
Testing DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 169.72it/s]
Testing DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 169.66it/s]
Testing DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 169.60it/s]
Testing DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 169.54it/s]
Testing DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 169.48it/s]
Testing DataLoader 0: 91%|█████████ | 284/313 [00:01<00:00, 169.42it/s]
Testing DataLoader 0: 91%|█████████ | 285/313 [00:01<00:00, 169.36it/s]
Testing DataLoader 0: 91%|█████████▏| 286/313 [00:01<00:00, 169.30it/s]
Testing DataLoader 0: 92%|█████████▏| 287/313 [00:01<00:00, 169.24it/s]
Testing DataLoader 0: 92%|█████████▏| 288/313 [00:01<00:00, 169.18it/s]
Testing DataLoader 0: 92%|█████████▏| 289/313 [00:01<00:00, 169.12it/s]
Testing DataLoader 0: 93%|█████████▎| 290/313 [00:01<00:00, 169.06it/s]
Testing DataLoader 0: 93%|█████████▎| 291/313 [00:01<00:00, 169.00it/s]
Testing DataLoader 0: 93%|█████████▎| 292/313 [00:01<00:00, 168.95it/s]
Testing DataLoader 0: 94%|█████████▎| 293/313 [00:01<00:00, 168.89it/s]
Testing DataLoader 0: 94%|█████████▍| 294/313 [00:01<00:00, 168.83it/s]
Testing DataLoader 0: 94%|█████████▍| 295/313 [00:01<00:00, 168.77it/s]
Testing DataLoader 0: 95%|█████████▍| 296/313 [00:01<00:00, 168.72it/s]
Testing DataLoader 0: 95%|█████████▍| 297/313 [00:01<00:00, 168.66it/s]
Testing DataLoader 0: 95%|█████████▌| 298/313 [00:01<00:00, 168.60it/s]
Testing DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 168.54it/s]
Testing DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 168.49it/s]
Testing DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 168.41it/s]
Testing DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 168.36it/s]
Testing DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 168.30it/s]
Testing DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 168.24it/s]
Testing DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 168.18it/s]
Testing DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 168.12it/s]
Testing DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 168.07it/s]
Testing DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 168.01it/s]
Testing DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 167.96it/s]
Testing DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 167.90it/s]
Testing DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 167.84it/s]
Testing DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 167.79it/s]
Testing DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 167.83it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 1/313 [00:00<00:00, 641.33it/s]
Testing DataLoader 1: 1%| | 2/313 [00:00<00:00, 398.24it/s]
Testing DataLoader 1: 1%| | 3/313 [00:00<00:00, 358.71it/s]
Testing DataLoader 1: 1%|▏ | 4/313 [00:00<00:00, 339.73it/s]
Testing DataLoader 1: 2%|▏ | 5/313 [00:00<00:00, 330.25it/s]
Testing DataLoader 1: 2%|▏ | 6/313 [00:00<00:00, 323.53it/s]
Testing DataLoader 1: 2%|▏ | 7/313 [00:00<00:00, 319.29it/s]
Testing DataLoader 1: 3%|▎ | 8/313 [00:00<00:00, 315.69it/s]
Testing DataLoader 1: 3%|▎ | 9/313 [00:00<00:00, 313.56it/s]
Testing DataLoader 1: 3%|▎ | 10/313 [00:00<00:00, 311.28it/s]
Testing DataLoader 1: 4%|▎ | 11/313 [00:00<00:00, 309.94it/s]
Testing DataLoader 1: 4%|▍ | 12/313 [00:00<00:00, 308.53it/s]
Testing DataLoader 1: 4%|▍ | 13/313 [00:00<00:00, 307.54it/s]
Testing DataLoader 1: 4%|▍ | 14/313 [00:00<00:00, 306.47it/s]
Testing DataLoader 1: 5%|▍ | 15/313 [00:00<00:00, 305.84it/s]
Testing DataLoader 1: 5%|▌ | 16/313 [00:00<00:00, 305.21it/s]
Testing DataLoader 1: 5%|▌ | 17/313 [00:00<00:00, 304.65it/s]
Testing DataLoader 1: 6%|▌ | 18/313 [00:00<00:00, 303.85it/s]
Testing DataLoader 1: 6%|▌ | 19/313 [00:00<00:00, 303.41it/s]
Testing DataLoader 1: 6%|▋ | 20/313 [00:00<00:00, 302.88it/s]
Testing DataLoader 1: 7%|▋ | 21/313 [00:00<00:00, 302.56it/s]
Testing DataLoader 1: 7%|▋ | 22/313 [00:00<00:00, 302.09it/s]
Testing DataLoader 1: 7%|▋ | 23/313 [00:00<00:00, 301.92it/s]
Testing DataLoader 1: 8%|▊ | 24/313 [00:00<00:00, 301.52it/s]
Testing DataLoader 1: 8%|▊ | 25/313 [00:00<00:00, 301.19it/s]
Testing DataLoader 1: 8%|▊ | 26/313 [00:00<00:00, 300.83it/s]
Testing DataLoader 1: 9%|▊ | 27/313 [00:00<00:00, 300.62it/s]
Testing DataLoader 1: 9%|▉ | 28/313 [00:00<00:00, 300.32it/s]
Testing DataLoader 1: 9%|▉ | 29/313 [00:00<00:00, 300.13it/s]
Testing DataLoader 1: 10%|▉ | 30/313 [00:00<00:00, 299.88it/s]
Testing DataLoader 1: 10%|▉ | 31/313 [00:00<00:00, 299.70it/s]
Testing DataLoader 1: 10%|█ | 32/313 [00:00<00:00, 299.43it/s]
Testing DataLoader 1: 11%|█ | 33/313 [00:00<00:00, 299.23it/s]
Testing DataLoader 1: 11%|█ | 34/313 [00:00<00:00, 299.02it/s]
Testing DataLoader 1: 11%|█ | 35/313 [00:00<00:00, 298.90it/s]
Testing DataLoader 1: 12%|█▏ | 36/313 [00:00<00:00, 298.68it/s]
Testing DataLoader 1: 12%|█▏ | 37/313 [00:00<00:00, 298.61it/s]
Testing DataLoader 1: 12%|█▏ | 38/313 [00:00<00:00, 298.38it/s]
Testing DataLoader 1: 12%|█▏ | 39/313 [00:00<00:00, 298.22it/s]
Testing DataLoader 1: 13%|█▎ | 40/313 [00:00<00:00, 298.04it/s]
Testing DataLoader 1: 13%|█▎ | 41/313 [00:00<00:00, 297.94it/s]
Testing DataLoader 1: 13%|█▎ | 42/313 [00:00<00:00, 297.78it/s]
Testing DataLoader 1: 14%|█▎ | 43/313 [00:00<00:00, 297.73it/s]
Testing DataLoader 1: 14%|█▍ | 44/313 [00:00<00:00, 297.57it/s]
Testing DataLoader 1: 14%|█▍ | 45/313 [00:00<00:00, 297.53it/s]
Testing DataLoader 1: 15%|█▍ | 46/313 [00:00<00:00, 297.43it/s]
Testing DataLoader 1: 15%|█▌ | 47/313 [00:00<00:00, 297.36it/s]
Testing DataLoader 1: 15%|█▌ | 48/313 [00:00<00:00, 297.26it/s]
Testing DataLoader 1: 16%|█▌ | 49/313 [00:00<00:00, 297.29it/s]
Testing DataLoader 1: 16%|█▌ | 50/313 [00:00<00:00, 297.16it/s]
Testing DataLoader 1: 16%|█▋ | 51/313 [00:00<00:00, 297.10it/s]
Testing DataLoader 1: 17%|█▋ | 52/313 [00:00<00:00, 297.01it/s]
Testing DataLoader 1: 17%|█▋ | 53/313 [00:00<00:00, 296.94it/s]
Testing DataLoader 1: 17%|█▋ | 54/313 [00:00<00:00, 296.85it/s]
Testing DataLoader 1: 18%|█▊ | 55/313 [00:00<00:00, 296.79it/s]
Testing DataLoader 1: 18%|█▊ | 56/313 [00:00<00:00, 296.70it/s]
Testing DataLoader 1: 18%|█▊ | 57/313 [00:00<00:00, 296.65it/s]
Testing DataLoader 1: 19%|█▊ | 58/313 [00:00<00:00, 296.54it/s]
Testing DataLoader 1: 19%|█▉ | 59/313 [00:00<00:00, 296.51it/s]
Testing DataLoader 1: 19%|█▉ | 60/313 [00:00<00:00, 296.41it/s]
Testing DataLoader 1: 19%|█▉ | 61/313 [00:00<00:00, 296.39it/s]
Testing DataLoader 1: 20%|█▉ | 62/313 [00:00<00:00, 296.29it/s]
Testing DataLoader 1: 20%|██ | 63/313 [00:00<00:00, 296.31it/s]
Testing DataLoader 1: 20%|██ | 64/313 [00:00<00:00, 296.26it/s]
Testing DataLoader 1: 21%|██ | 65/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 21%|██ | 66/313 [00:00<00:00, 296.12it/s]
Testing DataLoader 1: 21%|██▏ | 67/313 [00:00<00:00, 296.07it/s]
Testing DataLoader 1: 22%|██▏ | 68/313 [00:00<00:00, 295.98it/s]
Testing DataLoader 1: 22%|██▏ | 69/313 [00:00<00:00, 295.95it/s]
Testing DataLoader 1: 22%|██▏ | 70/313 [00:00<00:00, 295.90it/s]
Testing DataLoader 1: 23%|██▎ | 71/313 [00:00<00:00, 295.90it/s]
Testing DataLoader 1: 23%|██▎ | 72/313 [00:00<00:00, 295.82it/s]
Testing DataLoader 1: 23%|██▎ | 73/313 [00:00<00:00, 295.79it/s]
Testing DataLoader 1: 24%|██▎ | 74/313 [00:00<00:00, 295.72it/s]
Testing DataLoader 1: 24%|██▍ | 75/313 [00:00<00:00, 295.73it/s]
Testing DataLoader 1: 24%|██▍ | 76/313 [00:00<00:00, 295.67it/s]
Testing DataLoader 1: 25%|██▍ | 77/313 [00:00<00:00, 295.65it/s]
Testing DataLoader 1: 25%|██▍ | 78/313 [00:00<00:00, 295.61it/s]
Testing DataLoader 1: 25%|██▌ | 79/313 [00:00<00:00, 295.53it/s]
Testing DataLoader 1: 26%|██▌ | 80/313 [00:00<00:00, 295.52it/s]
Testing DataLoader 1: 26%|██▌ | 81/313 [00:00<00:00, 295.50it/s]
Testing DataLoader 1: 26%|██▌ | 82/313 [00:00<00:00, 295.46it/s]
Testing DataLoader 1: 27%|██▋ | 83/313 [00:00<00:00, 295.46it/s]
Testing DataLoader 1: 27%|██▋ | 84/313 [00:00<00:00, 295.43it/s]
Testing DataLoader 1: 27%|██▋ | 85/313 [00:00<00:00, 295.39it/s]
Testing DataLoader 1: 27%|██▋ | 86/313 [00:00<00:00, 295.37it/s]
Testing DataLoader 1: 28%|██▊ | 87/313 [00:00<00:00, 295.39it/s]
Testing DataLoader 1: 28%|██▊ | 88/313 [00:00<00:00, 295.32it/s]
Testing DataLoader 1: 28%|██▊ | 89/313 [00:00<00:00, 295.33it/s]
Testing DataLoader 1: 29%|██▉ | 90/313 [00:00<00:00, 295.29it/s]
Testing DataLoader 1: 29%|██▉ | 91/313 [00:00<00:00, 295.30it/s]
Testing DataLoader 1: 29%|██▉ | 92/313 [00:00<00:00, 295.24it/s]
Testing DataLoader 1: 30%|██▉ | 93/313 [00:00<00:00, 295.24it/s]
Testing DataLoader 1: 30%|███ | 94/313 [00:00<00:00, 295.20it/s]
Testing DataLoader 1: 30%|███ | 95/313 [00:00<00:00, 295.22it/s]
Testing DataLoader 1: 31%|███ | 96/313 [00:00<00:00, 295.20it/s]
Testing DataLoader 1: 31%|███ | 97/313 [00:00<00:00, 295.21it/s]
Testing DataLoader 1: 31%|███▏ | 98/313 [00:00<00:00, 295.17it/s]
Testing DataLoader 1: 32%|███▏ | 99/313 [00:00<00:00, 295.20it/s]
Testing DataLoader 1: 32%|███▏ | 100/313 [00:00<00:00, 295.16it/s]
Testing DataLoader 1: 32%|███▏ | 101/313 [00:00<00:00, 295.17it/s]
Testing DataLoader 1: 33%|███▎ | 102/313 [00:00<00:00, 295.14it/s]
Testing DataLoader 1: 33%|███▎ | 103/313 [00:00<00:00, 295.16it/s]
Testing DataLoader 1: 33%|███▎ | 104/313 [00:00<00:00, 295.12it/s]
Testing DataLoader 1: 34%|███▎ | 105/313 [00:00<00:00, 295.14it/s]
Testing DataLoader 1: 34%|███▍ | 106/313 [00:00<00:00, 295.09it/s]
Testing DataLoader 1: 34%|███▍ | 107/313 [00:00<00:00, 295.10it/s]
Testing DataLoader 1: 35%|███▍ | 108/313 [00:00<00:00, 295.07it/s]
Testing DataLoader 1: 35%|███▍ | 109/313 [00:00<00:00, 295.08it/s]
Testing DataLoader 1: 35%|███▌ | 110/313 [00:00<00:00, 295.05it/s]
Testing DataLoader 1: 35%|███▌ | 111/313 [00:00<00:00, 295.06it/s]
Testing DataLoader 1: 36%|███▌ | 112/313 [00:00<00:00, 295.02it/s]
Testing DataLoader 1: 36%|███▌ | 113/313 [00:00<00:00, 295.04it/s]
Testing DataLoader 1: 36%|███▋ | 114/313 [00:00<00:00, 295.02it/s]
Testing DataLoader 1: 37%|███▋ | 115/313 [00:00<00:00, 295.03it/s]
Testing DataLoader 1: 37%|███▋ | 116/313 [00:00<00:00, 295.01it/s]
Testing DataLoader 1: 37%|███▋ | 117/313 [00:00<00:00, 295.03it/s]
Testing DataLoader 1: 38%|███▊ | 118/313 [00:00<00:00, 295.00it/s]
Testing DataLoader 1: 38%|███▊ | 119/313 [00:00<00:00, 295.00it/s]
Testing DataLoader 1: 38%|███▊ | 120/313 [00:00<00:00, 294.96it/s]
Testing DataLoader 1: 39%|███▊ | 121/313 [00:00<00:00, 294.98it/s]
Testing DataLoader 1: 39%|███▉ | 122/313 [00:00<00:00, 294.96it/s]
Testing DataLoader 1: 39%|███▉ | 123/313 [00:00<00:00, 294.97it/s]
Testing DataLoader 1: 40%|███▉ | 124/313 [00:00<00:00, 294.96it/s]
Testing DataLoader 1: 40%|███▉ | 125/313 [00:00<00:00, 294.97it/s]
Testing DataLoader 1: 40%|████ | 126/313 [00:00<00:00, 294.94it/s]
Testing DataLoader 1: 41%|████ | 127/313 [00:00<00:00, 294.93it/s]
Testing DataLoader 1: 41%|████ | 128/313 [00:00<00:00, 294.90it/s]
Testing DataLoader 1: 41%|████ | 129/313 [00:00<00:00, 294.92it/s]
Testing DataLoader 1: 42%|████▏ | 130/313 [00:00<00:00, 294.94it/s]
Testing DataLoader 1: 42%|████▏ | 131/313 [00:00<00:00, 294.91it/s]
Testing DataLoader 1: 42%|████▏ | 132/313 [00:00<00:00, 294.92it/s]
Testing DataLoader 1: 42%|████▏ | 133/313 [00:00<00:00, 294.89it/s]
Testing DataLoader 1: 43%|████▎ | 134/313 [00:00<00:00, 294.90it/s]
Testing DataLoader 1: 43%|████▎ | 135/313 [00:00<00:00, 294.88it/s]
Testing DataLoader 1: 43%|████▎ | 136/313 [00:00<00:00, 294.78it/s]
Testing DataLoader 1: 44%|████▍ | 137/313 [00:00<00:00, 294.78it/s]
Testing DataLoader 1: 44%|████▍ | 138/313 [00:00<00:00, 294.79it/s]
Testing DataLoader 1: 44%|████▍ | 139/313 [00:00<00:00, 294.84it/s]
Testing DataLoader 1: 45%|████▍ | 140/313 [00:00<00:00, 294.83it/s]
Testing DataLoader 1: 45%|████▌ | 141/313 [00:00<00:00, 294.88it/s]
Testing DataLoader 1: 45%|████▌ | 142/313 [00:00<00:00, 294.89it/s]
Testing DataLoader 1: 46%|████▌ | 143/313 [00:00<00:00, 294.93it/s]
Testing DataLoader 1: 46%|████▌ | 144/313 [00:00<00:00, 294.93it/s]
Testing DataLoader 1: 46%|████▋ | 145/313 [00:00<00:00, 294.95it/s]
Testing DataLoader 1: 47%|████▋ | 146/313 [00:00<00:00, 294.96it/s]
Testing DataLoader 1: 47%|████▋ | 147/313 [00:00<00:00, 295.00it/s]
Testing DataLoader 1: 47%|████▋ | 148/313 [00:00<00:00, 295.01it/s]
Testing DataLoader 1: 48%|████▊ | 149/313 [00:00<00:00, 295.04it/s]
Testing DataLoader 1: 48%|████▊ | 150/313 [00:00<00:00, 295.04it/s]
Testing DataLoader 1: 48%|████▊ | 151/313 [00:00<00:00, 295.08it/s]
Testing DataLoader 1: 49%|████▊ | 152/313 [00:00<00:00, 295.08it/s]
Testing DataLoader 1: 49%|████▉ | 153/313 [00:00<00:00, 295.11it/s]
Testing DataLoader 1: 49%|████▉ | 154/313 [00:00<00:00, 295.12it/s]
Testing DataLoader 1: 50%|████▉ | 155/313 [00:00<00:00, 295.15it/s]
Testing DataLoader 1: 50%|████▉ | 156/313 [00:00<00:00, 295.16it/s]
Testing DataLoader 1: 50%|█████ | 157/313 [00:00<00:00, 295.18it/s]
Testing DataLoader 1: 50%|█████ | 158/313 [00:00<00:00, 295.15it/s]
Testing DataLoader 1: 51%|█████ | 159/313 [00:00<00:00, 295.18it/s]
Testing DataLoader 1: 51%|█████ | 160/313 [00:00<00:00, 295.19it/s]
Testing DataLoader 1: 51%|█████▏ | 161/313 [00:00<00:00, 295.21it/s]
Testing DataLoader 1: 52%|█████▏ | 162/313 [00:00<00:00, 295.23it/s]
Testing DataLoader 1: 52%|█████▏ | 163/313 [00:00<00:00, 295.26it/s]
Testing DataLoader 1: 52%|█████▏ | 164/313 [00:00<00:00, 295.26it/s]
Testing DataLoader 1: 53%|█████▎ | 165/313 [00:00<00:00, 295.29it/s]
Testing DataLoader 1: 53%|█████▎ | 166/313 [00:00<00:00, 295.30it/s]
Testing DataLoader 1: 53%|█████▎ | 167/313 [00:00<00:00, 295.33it/s]
Testing DataLoader 1: 54%|█████▎ | 168/313 [00:00<00:00, 295.34it/s]
Testing DataLoader 1: 54%|█████▍ | 169/313 [00:00<00:00, 295.36it/s]
Testing DataLoader 1: 54%|█████▍ | 170/313 [00:00<00:00, 295.35it/s]
Testing DataLoader 1: 55%|█████▍ | 171/313 [00:00<00:00, 295.38it/s]
Testing DataLoader 1: 55%|█████▍ | 172/313 [00:00<00:00, 295.36it/s]
Testing DataLoader 1: 55%|█████▌ | 173/313 [00:00<00:00, 295.39it/s]
Testing DataLoader 1: 56%|█████▌ | 174/313 [00:00<00:00, 295.40it/s]
Testing DataLoader 1: 56%|█████▌ | 175/313 [00:00<00:00, 295.42it/s]
Testing DataLoader 1: 56%|█████▌ | 176/313 [00:00<00:00, 295.42it/s]
Testing DataLoader 1: 57%|█████▋ | 177/313 [00:00<00:00, 295.44it/s]
Testing DataLoader 1: 57%|█████▋ | 178/313 [00:00<00:00, 295.45it/s]
Testing DataLoader 1: 57%|█████▋ | 179/313 [00:00<00:00, 295.48it/s]
Testing DataLoader 1: 58%|█████▊ | 180/313 [00:00<00:00, 295.48it/s]
Testing DataLoader 1: 58%|█████▊ | 181/313 [00:00<00:00, 295.50it/s]
Testing DataLoader 1: 58%|█████▊ | 182/313 [00:00<00:00, 295.51it/s]
Testing DataLoader 1: 58%|█████▊ | 183/313 [00:00<00:00, 295.53it/s]
Testing DataLoader 1: 59%|█████▉ | 184/313 [00:00<00:00, 295.53it/s]
Testing DataLoader 1: 59%|█████▉ | 185/313 [00:00<00:00, 295.54it/s]
Testing DataLoader 1: 59%|█████▉ | 186/313 [00:00<00:00, 295.54it/s]
Testing DataLoader 1: 60%|█████▉ | 187/313 [00:00<00:00, 295.57it/s]
Testing DataLoader 1: 60%|██████ | 188/313 [00:00<00:00, 295.56it/s]
Testing DataLoader 1: 60%|██████ | 189/313 [00:00<00:00, 295.59it/s]
Testing DataLoader 1: 61%|██████ | 190/313 [00:00<00:00, 295.59it/s]
Testing DataLoader 1: 61%|██████ | 191/313 [00:00<00:00, 295.60it/s]
Testing DataLoader 1: 61%|██████▏ | 192/313 [00:00<00:00, 295.61it/s]
Testing DataLoader 1: 62%|██████▏ | 193/313 [00:00<00:00, 295.63it/s]
Testing DataLoader 1: 62%|██████▏ | 194/313 [00:00<00:00, 295.63it/s]
Testing DataLoader 1: 62%|██████▏ | 195/313 [00:00<00:00, 295.65it/s]
Testing DataLoader 1: 63%|██████▎ | 196/313 [00:00<00:00, 295.65it/s]
Testing DataLoader 1: 63%|██████▎ | 197/313 [00:00<00:00, 295.67it/s]
Testing DataLoader 1: 63%|██████▎ | 198/313 [00:00<00:00, 295.67it/s]
Testing DataLoader 1: 64%|██████▎ | 199/313 [00:00<00:00, 295.70it/s]
Testing DataLoader 1: 64%|██████▍ | 200/313 [00:00<00:00, 295.69it/s]
Testing DataLoader 1: 64%|██████▍ | 201/313 [00:00<00:00, 295.71it/s]
Testing DataLoader 1: 65%|██████▍ | 202/313 [00:00<00:00, 295.71it/s]
Testing DataLoader 1: 65%|██████▍ | 203/313 [00:00<00:00, 295.73it/s]
Testing DataLoader 1: 65%|██████▌ | 204/313 [00:00<00:00, 295.73it/s]
Testing DataLoader 1: 65%|██████▌ | 205/313 [00:00<00:00, 295.75it/s]
Testing DataLoader 1: 66%|██████▌ | 206/313 [00:00<00:00, 295.75it/s]
Testing DataLoader 1: 66%|██████▌ | 207/313 [00:00<00:00, 295.77it/s]
Testing DataLoader 1: 66%|██████▋ | 208/313 [00:00<00:00, 295.78it/s]
Testing DataLoader 1: 67%|██████▋ | 209/313 [00:00<00:00, 295.78it/s]
Testing DataLoader 1: 67%|██████▋ | 210/313 [00:00<00:00, 295.78it/s]
Testing DataLoader 1: 67%|██████▋ | 211/313 [00:00<00:00, 295.80it/s]
Testing DataLoader 1: 68%|██████▊ | 212/313 [00:00<00:00, 295.79it/s]
Testing DataLoader 1: 68%|██████▊ | 213/313 [00:00<00:00, 295.81it/s]
Testing DataLoader 1: 68%|██████▊ | 214/313 [00:00<00:00, 295.81it/s]
Testing DataLoader 1: 69%|██████▊ | 215/313 [00:00<00:00, 295.83it/s]
Testing DataLoader 1: 69%|██████▉ | 216/313 [00:00<00:00, 295.83it/s]
Testing DataLoader 1: 69%|██████▉ | 217/313 [00:00<00:00, 295.83it/s]
Testing DataLoader 1: 70%|██████▉ | 218/313 [00:00<00:00, 295.84it/s]
Testing DataLoader 1: 70%|██████▉ | 219/313 [00:00<00:00, 295.86it/s]
Testing DataLoader 1: 70%|███████ | 220/313 [00:00<00:00, 295.85it/s]
Testing DataLoader 1: 71%|███████ | 221/313 [00:00<00:00, 295.87it/s]
Testing DataLoader 1: 71%|███████ | 222/313 [00:00<00:00, 295.87it/s]
Testing DataLoader 1: 71%|███████ | 223/313 [00:00<00:00, 295.88it/s]
Testing DataLoader 1: 72%|███████▏ | 224/313 [00:00<00:00, 295.88it/s]
Testing DataLoader 1: 72%|███████▏ | 225/313 [00:00<00:00, 295.90it/s]
Testing DataLoader 1: 72%|███████▏ | 226/313 [00:00<00:00, 295.90it/s]
Testing DataLoader 1: 73%|███████▎ | 227/313 [00:00<00:00, 295.91it/s]
Testing DataLoader 1: 73%|███████▎ | 228/313 [00:00<00:00, 295.92it/s]
Testing DataLoader 1: 73%|███████▎ | 229/313 [00:00<00:00, 295.93it/s]
Testing DataLoader 1: 73%|███████▎ | 230/313 [00:00<00:00, 295.93it/s]
Testing DataLoader 1: 74%|███████▍ | 231/313 [00:00<00:00, 295.94it/s]
Testing DataLoader 1: 74%|███████▍ | 232/313 [00:00<00:00, 295.95it/s]
Testing DataLoader 1: 74%|███████▍ | 233/313 [00:00<00:00, 295.97it/s]
Testing DataLoader 1: 75%|███████▍ | 234/313 [00:00<00:00, 295.98it/s]
Testing DataLoader 1: 75%|███████▌ | 235/313 [00:00<00:00, 295.99it/s]
Testing DataLoader 1: 75%|███████▌ | 236/313 [00:00<00:00, 295.99it/s]
Testing DataLoader 1: 76%|███████▌ | 237/313 [00:00<00:00, 296.01it/s]
Testing DataLoader 1: 76%|███████▌ | 238/313 [00:00<00:00, 296.01it/s]
Testing DataLoader 1: 76%|███████▋ | 239/313 [00:00<00:00, 296.03it/s]
Testing DataLoader 1: 77%|███████▋ | 240/313 [00:00<00:00, 296.03it/s]
Testing DataLoader 1: 77%|███████▋ | 241/313 [00:00<00:00, 296.05it/s]
Testing DataLoader 1: 77%|███████▋ | 242/313 [00:00<00:00, 296.05it/s]
Testing DataLoader 1: 78%|███████▊ | 243/313 [00:00<00:00, 296.07it/s]
Testing DataLoader 1: 78%|███████▊ | 244/313 [00:00<00:00, 296.08it/s]
Testing DataLoader 1: 78%|███████▊ | 245/313 [00:00<00:00, 296.09it/s]
Testing DataLoader 1: 79%|███████▊ | 246/313 [00:00<00:00, 296.08it/s]
Testing DataLoader 1: 79%|███████▉ | 247/313 [00:00<00:00, 296.10it/s]
Testing DataLoader 1: 79%|███████▉ | 248/313 [00:00<00:00, 296.10it/s]
Testing DataLoader 1: 80%|███████▉ | 249/313 [00:00<00:00, 296.12it/s]
Testing DataLoader 1: 80%|███████▉ | 250/313 [00:00<00:00, 296.11it/s]
Testing DataLoader 1: 80%|████████ | 251/313 [00:00<00:00, 296.13it/s]
Testing DataLoader 1: 81%|████████ | 252/313 [00:00<00:00, 296.13it/s]
Testing DataLoader 1: 81%|████████ | 253/313 [00:00<00:00, 296.14it/s]
Testing DataLoader 1: 81%|████████ | 254/313 [00:00<00:00, 296.14it/s]
Testing DataLoader 1: 81%|████████▏ | 255/313 [00:00<00:00, 296.15it/s]
Testing DataLoader 1: 82%|████████▏ | 256/313 [00:00<00:00, 296.15it/s]
Testing DataLoader 1: 82%|████████▏ | 257/313 [00:00<00:00, 296.17it/s]
Testing DataLoader 1: 82%|████████▏ | 258/313 [00:00<00:00, 296.16it/s]
Testing DataLoader 1: 83%|████████▎ | 259/313 [00:00<00:00, 296.18it/s]
Testing DataLoader 1: 83%|████████▎ | 260/313 [00:00<00:00, 296.17it/s]
Testing DataLoader 1: 83%|████████▎ | 261/313 [00:00<00:00, 296.18it/s]
Testing DataLoader 1: 84%|████████▎ | 262/313 [00:00<00:00, 296.17it/s]
Testing DataLoader 1: 84%|████████▍ | 263/313 [00:00<00:00, 296.18it/s]
Testing DataLoader 1: 84%|████████▍ | 264/313 [00:00<00:00, 296.17it/s]
Testing DataLoader 1: 85%|████████▍ | 265/313 [00:00<00:00, 296.18it/s]
Testing DataLoader 1: 85%|████████▍ | 266/313 [00:00<00:00, 296.17it/s]
Testing DataLoader 1: 85%|████████▌ | 267/313 [00:00<00:00, 296.18it/s]
Testing DataLoader 1: 86%|████████▌ | 268/313 [00:00<00:00, 296.19it/s]
Testing DataLoader 1: 86%|████████▌ | 269/313 [00:00<00:00, 296.19it/s]
Testing DataLoader 1: 86%|████████▋ | 270/313 [00:00<00:00, 296.20it/s]
Testing DataLoader 1: 87%|████████▋ | 271/313 [00:00<00:00, 296.21it/s]
Testing DataLoader 1: 87%|████████▋ | 272/313 [00:00<00:00, 296.20it/s]
Testing DataLoader 1: 87%|████████▋ | 273/313 [00:00<00:00, 296.20it/s]
Testing DataLoader 1: 88%|████████▊ | 274/313 [00:00<00:00, 296.20it/s]
Testing DataLoader 1: 88%|████████▊ | 275/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 88%|████████▊ | 276/313 [00:00<00:00, 296.21it/s]
Testing DataLoader 1: 88%|████████▊ | 277/313 [00:00<00:00, 296.21it/s]
Testing DataLoader 1: 89%|████████▉ | 278/313 [00:00<00:00, 296.21it/s]
Testing DataLoader 1: 89%|████████▉ | 279/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 89%|████████▉ | 280/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 90%|████████▉ | 281/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 90%|█████████ | 282/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 90%|█████████ | 283/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 91%|█████████ | 284/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 91%|█████████ | 285/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 91%|█████████▏| 286/313 [00:00<00:00, 296.22it/s]
Testing DataLoader 1: 92%|█████████▏| 287/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 92%|█████████▏| 288/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 92%|█████████▏| 289/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 93%|█████████▎| 290/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 93%|█████████▎| 291/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 93%|█████████▎| 292/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 94%|█████████▎| 293/313 [00:00<00:00, 296.24it/s]
Testing DataLoader 1: 94%|█████████▍| 294/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 94%|█████████▍| 295/313 [00:00<00:00, 296.24it/s]
Testing DataLoader 1: 95%|█████████▍| 296/313 [00:00<00:00, 296.23it/s]
Testing DataLoader 1: 95%|█████████▍| 297/313 [00:01<00:00, 296.24it/s]
Testing DataLoader 1: 95%|█████████▌| 298/313 [00:01<00:00, 296.24it/s]
Testing DataLoader 1: 96%|█████████▌| 299/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 96%|█████████▌| 300/313 [00:01<00:00, 296.24it/s]
Testing DataLoader 1: 96%|█████████▌| 301/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 96%|█████████▋| 302/313 [00:01<00:00, 296.24it/s]
Testing DataLoader 1: 97%|█████████▋| 303/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 97%|█████████▋| 304/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 97%|█████████▋| 305/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 98%|█████████▊| 306/313 [00:01<00:00, 296.24it/s]
Testing DataLoader 1: 98%|█████████▊| 307/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 98%|█████████▊| 308/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 99%|█████████▊| 309/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 99%|█████████▉| 310/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 99%|█████████▉| 311/313 [00:01<00:00, 296.26it/s]
Testing DataLoader 1: 100%|█████████▉| 312/313 [00:01<00:00, 296.25it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 296.57it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 292.92it/s]
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ Acc │ 97.350% │
│ Brier │ 0.03979 │
│ Entropy │ 0.07485 │
│ NLL │ 0.08173 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Calibration ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ ECE │ 0.00335 │
│ aECE │ 0.00276 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ OOD Detection ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUPR │ 93.664% │
│ AUROC │ 95.055% │
│ Entropy │ 0.94533 │
│ FPR95 │ 17.610% │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Selective Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUGRC │ 0.136% │
│ AURC │ 0.152% │
│ Cov@5Risk │ 100.000% │
│ Risk@80Cov │ 0.125% │
└──────────────┴───────────────────────────┘
This table provides a lot of information:
OOD Detection: Binary Classification MNIST vs. FashionMNIST - AUPR/AUROC/FPR95: Measures the quality of the OOD detection. The higher the better for AUPR and AUROC, the lower the better for FPR95.
Calibration: Reliability of the Predictions - ECE: Expected Calibration Error. The lower the better. - aECE: Adaptive Expected Calibration Error. The lower the better. (~More precise version of the ECE)
Classification Performance - Accuracy: The ratio of correctly classified images. The higher the better. - Brier: The quality of the predicted probabilities (Mean Squared Error of the predictions vs. ground-truth). The lower the better. - Negative Log-Likelihood: The value of the loss on the test set. The lower the better.
Selective Classification & Grouping Loss - We talk about these points later in the “To go further” section.
3. Training an ensemble of models with TorchUncertainty¶
You have two options here, you can either train the ensemble directly if you have enough memory, otherwise, you can train independent models and do the ensembling during the evaluation (sometimes called inference).
In this case, we will do it sequentially. In this tutorial, you have the choice between training multiple models, which will take time if you have no GPU, or downloading the pre-trained models that we have prepared for you.
Training the ensemble
To train the ensemble, you will have to use the “deep_ensembles” function from TorchUncertainty, which will replicate and change the initialization of your networks to ensure diversity.
from torch_uncertainty.models import deep_ensembles
from torch_uncertainty.transforms import RepeatTarget
# Create the ensemble model
ensemble = deep_ensembles(
LeNet(in_channels=1, num_classes=10),
num_estimators=2,
task="classification",
reset_model_parameters=True,
)
trainer = TUTrainer(accelerator="cpu", max_epochs=1)
ens_routine = ClassificationRoutine(
is_ensemble=True,
num_classes=10,
model=ensemble,
loss=nn.CrossEntropyLoss(), # The loss for the training
format_batch_fn=RepeatTarget(
2
), # How to handle the targets when comparing the predictions
optim_recipe=optim_recipe(
ensemble, 2.0
), # The optimization scheme with the optimizer and the scheduler as a dictionnary
eval_ood=True, # We want to evaluate the OOD-related metrics
)
trainer.fit(ens_routine, train_dataloaders=train_dl, val_dataloaders=test_dl)
ens_perf = trainer.test(ens_routine, dataloaders=[test_dl, ood_dl])
Sanity Checking: | | 0/? [00:00<?, ?it/s]
Sanity Checking: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 50%|█████ | 1/2 [00:00<00:00, 405.60it/s]
Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:00<00:00, 295.13it/s]
Training: | | 0/? [00:00<?, ?it/s]
Training: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:16, 116.90it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:16, 114.84it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 2/1875 [00:00<00:15, 124.47it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 2/1875 [00:00<00:15, 123.41it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 3/1875 [00:00<00:14, 125.73it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 3/1875 [00:00<00:14, 124.99it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 4/1875 [00:00<00:14, 127.62it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 4/1875 [00:00<00:14, 127.06it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 5/1875 [00:00<00:14, 128.83it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 5/1875 [00:00<00:14, 128.38it/s, v_num=11, train_loss=2.300]
Epoch 0: 0%| | 6/1875 [00:00<00:14, 129.68it/s, v_num=11, train_loss=2.300]
Epoch 0: 0%| | 6/1875 [00:00<00:14, 129.29it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 7/1875 [00:00<00:14, 130.34it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 7/1875 [00:00<00:14, 130.02it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 8/1875 [00:00<00:14, 130.78it/s, v_num=11, train_loss=2.290]
Epoch 0: 0%| | 8/1875 [00:00<00:14, 130.49it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 9/1875 [00:00<00:14, 131.15it/s, v_num=11, train_loss=2.310]
Epoch 0: 0%| | 9/1875 [00:00<00:14, 130.89it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%| | 10/1875 [00:00<00:14, 131.59it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%| | 10/1875 [00:00<00:14, 131.36it/s, v_num=11, train_loss=2.310]
Epoch 0: 1%| | 11/1875 [00:00<00:14, 131.84it/s, v_num=11, train_loss=2.310]
Epoch 0: 1%| | 11/1875 [00:00<00:14, 131.63it/s, v_num=11, train_loss=2.310]
Epoch 0: 1%| | 12/1875 [00:00<00:14, 132.08it/s, v_num=11, train_loss=2.310]
Epoch 0: 1%| | 12/1875 [00:00<00:14, 131.88it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 13/1875 [00:00<00:14, 132.26it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 13/1875 [00:00<00:14, 132.08it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%| | 14/1875 [00:00<00:14, 132.36it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%| | 14/1875 [00:00<00:14, 132.19it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 15/1875 [00:00<00:14, 132.53it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 15/1875 [00:00<00:14, 132.37it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 16/1875 [00:00<00:14, 132.61it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 16/1875 [00:00<00:14, 132.46it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 17/1875 [00:00<00:14, 132.70it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 17/1875 [00:00<00:14, 132.55it/s, v_num=11, train_loss=2.320]
Epoch 0: 1%| | 18/1875 [00:00<00:13, 132.81it/s, v_num=11, train_loss=2.320]
Epoch 0: 1%| | 18/1875 [00:00<00:13, 132.68it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%| | 19/1875 [00:00<00:13, 132.91it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%| | 19/1875 [00:00<00:13, 132.78it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 20/1875 [00:00<00:13, 132.98it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 20/1875 [00:00<00:13, 132.86it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 21/1875 [00:00<00:13, 133.04it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 21/1875 [00:00<00:13, 132.93it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%| | 22/1875 [00:00<00:13, 133.15it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%| | 22/1875 [00:00<00:13, 133.04it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 23/1875 [00:00<00:13, 133.20it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%| | 23/1875 [00:00<00:13, 133.09it/s, v_num=11, train_loss=2.260]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:13, 133.29it/s, v_num=11, train_loss=2.260]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:13, 133.19it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:13, 133.34it/s, v_num=11, train_loss=2.300]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:13, 133.25it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:13, 133.31it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:13, 133.21it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:13, 133.34it/s, v_num=11, train_loss=2.280]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:13, 133.25it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:13, 133.36it/s, v_num=11, train_loss=2.290]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:13, 133.28it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:13, 133.39it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:13, 133.31it/s, v_num=11, train_loss=2.320]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:13, 133.43it/s, v_num=11, train_loss=2.320]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:13, 133.35it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:13, 133.48it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:13, 133.40it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:13, 133.51it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:13, 133.44it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:13, 133.53it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:13, 133.46it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:13, 133.57it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:13, 133.49it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:13, 133.58it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:13, 133.51it/s, v_num=11, train_loss=2.290]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:13, 133.61it/s, v_num=11, train_loss=2.290]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:13, 133.54it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:13, 133.62it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:13, 133.55it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:13, 133.64it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:13, 133.58it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:13, 133.65it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:13, 133.59it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:13, 133.67it/s, v_num=11, train_loss=2.300]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:13, 133.61it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:13, 133.68it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:13, 133.62it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:13, 133.70it/s, v_num=11, train_loss=2.280]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:13, 133.64it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:13, 133.71it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:13, 133.65it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:13, 133.73it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:13, 133.67it/s, v_num=11, train_loss=2.270]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:13, 133.75it/s, v_num=11, train_loss=2.270]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:13, 133.70it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:13, 133.75it/s, v_num=11, train_loss=2.310]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:13, 133.69it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:13, 133.76it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:13, 133.71it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:13, 133.77it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:13, 133.72it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:13, 133.79it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:13, 133.74it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:13, 133.80it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:13, 133.75it/s, v_num=11, train_loss=2.310]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:13, 133.68it/s, v_num=11, train_loss=2.310]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:13, 133.63it/s, v_num=11, train_loss=2.300]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:13, 133.70it/s, v_num=11, train_loss=2.300]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:13, 133.65it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:13, 133.71it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:13, 133.67it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:13, 133.72it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:13, 133.67it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:13, 133.73it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:13, 133.68it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:13, 133.74it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:13, 133.70it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:13, 133.75it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:13, 133.71it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:13, 133.76it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:13, 133.72it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:13, 133.76it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:13, 133.72it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:13, 133.78it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:13, 133.73it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:13, 133.78it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:13, 133.74it/s, v_num=11, train_loss=2.300]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:13, 133.77it/s, v_num=11, train_loss=2.300]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:13, 133.73it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:13, 133.78it/s, v_num=11, train_loss=2.280]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:13, 133.74it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:13, 133.79it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:13, 133.75it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:13, 133.80it/s, v_num=11, train_loss=2.290]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:13, 133.76it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:13, 133.80it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:13, 133.77it/s, v_num=11, train_loss=2.280]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:13, 133.82it/s, v_num=11, train_loss=2.280]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:13, 133.78it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:13, 133.82it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:13, 133.79it/s, v_num=11, train_loss=2.300]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:13, 133.84it/s, v_num=11, train_loss=2.300]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:13, 133.80it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:13, 133.85it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:13, 133.81it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:13, 133.86it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:13, 133.83it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:13, 133.88it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:13, 133.84it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:13, 133.89it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:13, 133.85it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:13, 133.89it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:13, 133.86it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:13, 133.91it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:13, 133.87it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:13, 133.92it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:13, 133.88it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:13, 133.92it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:13, 133.89it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:13, 133.92it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:13, 133.89it/s, v_num=11, train_loss=2.250]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:13, 133.93it/s, v_num=11, train_loss=2.250]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:13, 133.90it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:13, 133.95it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:13, 133.91it/s, v_num=11, train_loss=2.250]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:13, 133.95it/s, v_num=11, train_loss=2.250]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:13, 133.92it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:13, 133.96it/s, v_num=11, train_loss=2.290]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:13, 133.93it/s, v_num=11, train_loss=2.280]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:13, 133.97it/s, v_num=11, train_loss=2.280]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:13, 133.94it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:13, 133.97it/s, v_num=11, train_loss=2.270]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:13, 133.94it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:13, 133.98it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:13, 133.95it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:13, 133.99it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:13, 133.96it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:13, 133.97it/s, v_num=11, train_loss=2.230]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.230]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:13, 133.98it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:13, 133.99it/s, v_num=11, train_loss=2.240]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:13, 134.03it/s, v_num=11, train_loss=2.240]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.290]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:13, 134.03it/s, v_num=11, train_loss=2.290]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:13, 134.01it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:13, 134.01it/s, v_num=11, train_loss=2.200]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.200]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:13, 134.01it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:13, 134.05it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:13, 134.06it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.280]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:13, 134.05it/s, v_num=11, train_loss=2.230]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:13, 134.08it/s, v_num=11, train_loss=2.230]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:13, 134.06it/s, v_num=11, train_loss=2.310]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:13, 134.09it/s, v_num=11, train_loss=2.310]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:13, 134.06it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:13, 134.09it/s, v_num=11, train_loss=2.270]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.240]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.240]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.260]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.260]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.250]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:13, 134.00it/s, v_num=11, train_loss=2.200]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:13, 134.03it/s, v_num=11, train_loss=2.200]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:13, 134.01it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:13, 134.01it/s, v_num=11, train_loss=2.290]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.290]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:13, 134.02it/s, v_num=11, train_loss=2.220]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:13, 134.05it/s, v_num=11, train_loss=2.220]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:13, 134.03it/s, v_num=11, train_loss=2.260]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:13, 134.06it/s, v_num=11, train_loss=2.260]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:13, 134.04it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:13, 134.05it/s, v_num=11, train_loss=2.220]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.220]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:13, 134.05it/s, v_num=11, train_loss=2.240]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:13, 134.08it/s, v_num=11, train_loss=2.240]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:13, 134.06it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:13, 134.09it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:13, 134.07it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:13, 134.08it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.250]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:13, 134.08it/s, v_num=11, train_loss=2.200]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:13, 134.11it/s, v_num=11, train_loss=2.200]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:13, 134.09it/s, v_num=11, train_loss=2.210]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:13, 134.11it/s, v_num=11, train_loss=2.210]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:13, 134.09it/s, v_num=11, train_loss=2.170]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.170]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.210]
Epoch 0: 6%|▋ | 118/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.210]
Epoch 0: 6%|▋ | 118/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.150]
Epoch 0: 6%|▋ | 119/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.150]
Epoch 0: 6%|▋ | 119/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.230]
Epoch 0: 6%|▋ | 120/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.230]
Epoch 0: 6%|▋ | 120/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▋ | 121/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.190]
Epoch 0: 6%|▋ | 121/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 122/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 122/1875 [00:00<00:13, 134.10it/s, v_num=11, train_loss=2.190]
Epoch 0: 7%|▋ | 123/1875 [00:00<00:13, 134.13it/s, v_num=11, train_loss=2.190]
Epoch 0: 7%|▋ | 123/1875 [00:00<00:13, 134.11it/s, v_num=11, train_loss=2.220]
Epoch 0: 7%|▋ | 124/1875 [00:00<00:13, 134.14it/s, v_num=11, train_loss=2.220]
Epoch 0: 7%|▋ | 124/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.200]
Epoch 0: 7%|▋ | 125/1875 [00:00<00:13, 134.14it/s, v_num=11, train_loss=2.200]
Epoch 0: 7%|▋ | 125/1875 [00:00<00:13, 134.12it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 126/1875 [00:00<00:13, 134.15it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 126/1875 [00:00<00:13, 134.13it/s, v_num=11, train_loss=2.130]
Epoch 0: 7%|▋ | 127/1875 [00:00<00:13, 134.16it/s, v_num=11, train_loss=2.130]
Epoch 0: 7%|▋ | 127/1875 [00:00<00:13, 134.14it/s, v_num=11, train_loss=2.170]
Epoch 0: 7%|▋ | 128/1875 [00:00<00:13, 134.16it/s, v_num=11, train_loss=2.170]
Epoch 0: 7%|▋ | 128/1875 [00:00<00:13, 134.14it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 129/1875 [00:00<00:13, 134.17it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 129/1875 [00:00<00:13, 134.15it/s, v_num=11, train_loss=2.160]
Epoch 0: 7%|▋ | 130/1875 [00:00<00:13, 134.17it/s, v_num=11, train_loss=2.160]
Epoch 0: 7%|▋ | 130/1875 [00:00<00:13, 134.15it/s, v_num=11, train_loss=2.210]
Epoch 0: 7%|▋ | 131/1875 [00:00<00:12, 134.18it/s, v_num=11, train_loss=2.210]
Epoch 0: 7%|▋ | 131/1875 [00:00<00:12, 134.16it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 132/1875 [00:00<00:12, 134.19it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 132/1875 [00:00<00:12, 134.17it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 133/1875 [00:00<00:12, 134.19it/s, v_num=11, train_loss=2.120]
Epoch 0: 7%|▋ | 133/1875 [00:00<00:12, 134.17it/s, v_num=11, train_loss=2.130]
Epoch 0: 7%|▋ | 134/1875 [00:00<00:12, 134.19it/s, v_num=11, train_loss=2.130]
Epoch 0: 7%|▋ | 134/1875 [00:00<00:12, 134.17it/s, v_num=11, train_loss=2.070]
Epoch 0: 7%|▋ | 135/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.070]
Epoch 0: 7%|▋ | 135/1875 [00:01<00:12, 134.17it/s, v_num=11, train_loss=2.190]
Epoch 0: 7%|▋ | 136/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.190]
Epoch 0: 7%|▋ | 136/1875 [00:01<00:12, 134.18it/s, v_num=11, train_loss=2.110]
Epoch 0: 7%|▋ | 137/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.110]
Epoch 0: 7%|▋ | 137/1875 [00:01<00:12, 134.18it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 138/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.150]
Epoch 0: 7%|▋ | 138/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.180]
Epoch 0: 7%|▋ | 139/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.180]
Epoch 0: 7%|▋ | 139/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.050]
Epoch 0: 7%|▋ | 140/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.050]
Epoch 0: 7%|▋ | 140/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.070]
Epoch 0: 8%|▊ | 141/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.070]
Epoch 0: 8%|▊ | 141/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.090]
Epoch 0: 8%|▊ | 142/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.090]
Epoch 0: 8%|▊ | 142/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.240]
Epoch 0: 8%|▊ | 143/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.240]
Epoch 0: 8%|▊ | 143/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.070]
Epoch 0: 8%|▊ | 144/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.070]
Epoch 0: 8%|▊ | 144/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.120]
Epoch 0: 8%|▊ | 145/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.120]
Epoch 0: 8%|▊ | 145/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.230]
Epoch 0: 8%|▊ | 146/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.230]
Epoch 0: 8%|▊ | 146/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.220]
Epoch 0: 8%|▊ | 147/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.220]
Epoch 0: 8%|▊ | 147/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.250]
Epoch 0: 8%|▊ | 148/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.250]
Epoch 0: 8%|▊ | 148/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.140]
Epoch 0: 8%|▊ | 149/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.140]
Epoch 0: 8%|▊ | 149/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.060]
Epoch 0: 8%|▊ | 150/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.060]
Epoch 0: 8%|▊ | 150/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.200]
Epoch 0: 8%|▊ | 151/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.200]
Epoch 0: 8%|▊ | 151/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.020]
Epoch 0: 8%|▊ | 152/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.020]
Epoch 0: 8%|▊ | 152/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.050]
Epoch 0: 8%|▊ | 153/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.050]
Epoch 0: 8%|▊ | 153/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.020]
Epoch 0: 8%|▊ | 154/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.020]
Epoch 0: 8%|▊ | 154/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.000]
Epoch 0: 8%|▊ | 155/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.000]
Epoch 0: 8%|▊ | 155/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.200]
Epoch 0: 8%|▊ | 156/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.200]
Epoch 0: 8%|▊ | 156/1875 [00:01<00:12, 134.19it/s, v_num=11, train_loss=2.110]
Epoch 0: 8%|▊ | 157/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.110]
Epoch 0: 8%|▊ | 157/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.170]
Epoch 0: 8%|▊ | 158/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.170]
Epoch 0: 8%|▊ | 158/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.100]
Epoch 0: 8%|▊ | 159/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.100]
Epoch 0: 8%|▊ | 159/1875 [00:01<00:12, 134.20it/s, v_num=11, train_loss=2.030]
Epoch 0: 9%|▊ | 160/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.030]
Epoch 0: 9%|▊ | 160/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.110]
Epoch 0: 9%|▊ | 161/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.110]
Epoch 0: 9%|▊ | 161/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.140]
Epoch 0: 9%|▊ | 162/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.140]
Epoch 0: 9%|▊ | 162/1875 [00:01<00:12, 134.21it/s, v_num=11, train_loss=2.050]
Epoch 0: 9%|▊ | 163/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.050]
Epoch 0: 9%|▊ | 163/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.340]
Epoch 0: 9%|▊ | 164/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.340]
Epoch 0: 9%|▊ | 164/1875 [00:01<00:12, 134.22it/s, v_num=11, train_loss=2.140]
Epoch 0: 9%|▉ | 165/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.140]
Epoch 0: 9%|▉ | 165/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.160]
Epoch 0: 9%|▉ | 166/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.160]
Epoch 0: 9%|▉ | 166/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.020]
Epoch 0: 9%|▉ | 167/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.020]
Epoch 0: 9%|▉ | 167/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=1.960]
Epoch 0: 9%|▉ | 168/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=1.960]
Epoch 0: 9%|▉ | 168/1875 [00:01<00:12, 134.23it/s, v_num=11, train_loss=2.040]
Epoch 0: 9%|▉ | 169/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.040]
Epoch 0: 9%|▉ | 169/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.060]
Epoch 0: 9%|▉ | 170/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.060]
Epoch 0: 9%|▉ | 170/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.050]
Epoch 0: 9%|▉ | 171/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=2.050]
Epoch 0: 9%|▉ | 171/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.040]
Epoch 0: 9%|▉ | 172/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.040]
Epoch 0: 9%|▉ | 172/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.110]
Epoch 0: 9%|▉ | 173/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.110]
Epoch 0: 9%|▉ | 173/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=1.980]
Epoch 0: 9%|▉ | 174/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=1.980]
Epoch 0: 9%|▉ | 174/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.200]
Epoch 0: 9%|▉ | 175/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.200]
Epoch 0: 9%|▉ | 175/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=2.020]
Epoch 0: 9%|▉ | 176/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=2.020]
Epoch 0: 9%|▉ | 176/1875 [00:01<00:12, 134.24it/s, v_num=11, train_loss=1.960]
Epoch 0: 9%|▉ | 177/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=1.960]
Epoch 0: 9%|▉ | 177/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=1.920]
Epoch 0: 9%|▉ | 178/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=1.920]
Epoch 0: 9%|▉ | 178/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=2.140]
Epoch 0: 10%|▉ | 179/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.140]
Epoch 0: 10%|▉ | 179/1875 [00:01<00:12, 134.25it/s, v_num=11, train_loss=1.880]
Epoch 0: 10%|▉ | 180/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.880]
Epoch 0: 10%|▉ | 180/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=1.780]
Epoch 0: 10%|▉ | 181/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.780]
Epoch 0: 10%|▉ | 181/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=2.080]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=2.080]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.100]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=2.100]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.140]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.140]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.100]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.100]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.000]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.000]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.070]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.070]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.910]
Epoch 0: 10%|█ | 188/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.910]
Epoch 0: 10%|█ | 188/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.960]
Epoch 0: 10%|█ | 189/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.960]
Epoch 0: 10%|█ | 189/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.870]
Epoch 0: 10%|█ | 190/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.870]
Epoch 0: 10%|█ | 190/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.940]
Epoch 0: 10%|█ | 191/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.940]
Epoch 0: 10%|█ | 191/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.890]
Epoch 0: 10%|█ | 192/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.890]
Epoch 0: 10%|█ | 192/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.990]
Epoch 0: 10%|█ | 193/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.990]
Epoch 0: 10%|█ | 193/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.300]
Epoch 0: 10%|█ | 194/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=2.300]
Epoch 0: 10%|█ | 194/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.090]
Epoch 0: 10%|█ | 195/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=2.090]
Epoch 0: 10%|█ | 195/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.120]
Epoch 0: 10%|█ | 196/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=2.120]
Epoch 0: 10%|█ | 196/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.060]
Epoch 0: 11%|█ | 197/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=2.060]
Epoch 0: 11%|█ | 197/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.950]
Epoch 0: 11%|█ | 198/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.950]
Epoch 0: 11%|█ | 198/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.940]
Epoch 0: 11%|█ | 199/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.940]
Epoch 0: 11%|█ | 199/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.890]
Epoch 0: 11%|█ | 200/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.890]
Epoch 0: 11%|█ | 200/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 201/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 201/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=2.060]
Epoch 0: 11%|█ | 202/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.060]
Epoch 0: 11%|█ | 202/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 203/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 203/1875 [00:01<00:12, 134.26it/s, v_num=11, train_loss=1.990]
Epoch 0: 11%|█ | 204/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.990]
Epoch 0: 11%|█ | 204/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=2.010]
Epoch 0: 11%|█ | 205/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=2.010]
Epoch 0: 11%|█ | 205/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.890]
Epoch 0: 11%|█ | 206/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.890]
Epoch 0: 11%|█ | 206/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 207/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█ | 207/1875 [00:01<00:12, 134.27it/s, v_num=11, train_loss=1.840]
Epoch 0: 11%|█ | 208/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.840]
Epoch 0: 11%|█ | 208/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.970]
Epoch 0: 11%|█ | 209/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.970]
Epoch 0: 11%|█ | 209/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.950]
Epoch 0: 11%|█ | 210/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.950]
Epoch 0: 11%|█ | 210/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.870]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:12, 134.28it/s, v_num=11, train_loss=1.940]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.940]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.790]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.790]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=1.750]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.750]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:12, 134.29it/s, v_num=11, train_loss=2.090]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=2.090]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=2.080]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=2.080]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.950]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.950]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.980]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.980]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.790]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.790]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:12, 134.30it/s, v_num=11, train_loss=1.680]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.680]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.880]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.880]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.920]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.920]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:12, 134.31it/s, v_num=11, train_loss=1.820]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.820]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.670]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:12, 134.32it/s, v_num=11, train_loss=1.740]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.740]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.950]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.950]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=2.270]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=2.270]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.740]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.740]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:12, 134.33it/s, v_num=11, train_loss=1.860]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=1.860]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.830]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=1.830]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.720]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=1.720]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=1.870]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=1.870]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:12, 134.34it/s, v_num=11, train_loss=2.480]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=2.480]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=2.200]
Epoch 0: 13%|█▎ | 236/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=2.200]
Epoch 0: 13%|█▎ | 236/1875 [00:01<00:12, 134.35it/s, v_num=11, train_loss=1.800]
Epoch 0: 13%|█▎ | 237/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.800]
Epoch 0: 13%|█▎ | 237/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.900]
Epoch 0: 13%|█▎ | 238/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.900]
Epoch 0: 13%|█▎ | 238/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.820]
Epoch 0: 13%|█▎ | 239/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.820]
Epoch 0: 13%|█▎ | 239/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.840]
Epoch 0: 13%|█▎ | 240/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.840]
Epoch 0: 13%|█▎ | 240/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.640]
Epoch 0: 13%|█▎ | 241/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.640]
Epoch 0: 13%|█▎ | 241/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.850]
Epoch 0: 13%|█▎ | 242/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.850]
Epoch 0: 13%|█▎ | 242/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.750]
Epoch 0: 13%|█▎ | 243/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.750]
Epoch 0: 13%|█▎ | 243/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.500]
Epoch 0: 13%|█▎ | 244/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.500]
Epoch 0: 13%|█▎ | 244/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.850]
Epoch 0: 13%|█▎ | 245/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.850]
Epoch 0: 13%|█▎ | 245/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.540]
Epoch 0: 13%|█▎ | 246/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.540]
Epoch 0: 13%|█▎ | 246/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.560]
Epoch 0: 13%|█▎ | 247/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.560]
Epoch 0: 13%|█▎ | 247/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.690]
Epoch 0: 13%|█▎ | 248/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.690]
Epoch 0: 13%|█▎ | 248/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.610]
Epoch 0: 13%|█▎ | 249/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.610]
Epoch 0: 13%|█▎ | 249/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.570]
Epoch 0: 13%|█▎ | 250/1875 [00:01<00:12, 134.40it/s, v_num=11, train_loss=1.570]
Epoch 0: 13%|█▎ | 250/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.680]
Epoch 0: 13%|█▎ | 251/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.680]
Epoch 0: 13%|█▎ | 251/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.570]
Epoch 0: 13%|█▎ | 252/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.570]
Epoch 0: 13%|█▎ | 252/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.880]
Epoch 0: 13%|█▎ | 253/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.880]
Epoch 0: 13%|█▎ | 253/1875 [00:01<00:12, 134.36it/s, v_num=11, train_loss=1.680]
Epoch 0: 14%|█▎ | 254/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.680]
Epoch 0: 14%|█▎ | 254/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▎ | 255/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▎ | 255/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.600]
Epoch 0: 14%|█▎ | 256/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.600]
Epoch 0: 14%|█▎ | 256/1875 [00:01<00:12, 134.37it/s, v_num=11, train_loss=1.790]
Epoch 0: 14%|█▎ | 257/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.790]
Epoch 0: 14%|█▎ | 257/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.650]
Epoch 0: 14%|█▍ | 258/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.650]
Epoch 0: 14%|█▍ | 258/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.490]
Epoch 0: 14%|█▍ | 259/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.490]
Epoch 0: 14%|█▍ | 259/1875 [00:01<00:12, 134.38it/s, v_num=11, train_loss=1.660]
Epoch 0: 14%|█▍ | 260/1875 [00:01<00:12, 134.40it/s, v_num=11, train_loss=1.660]
Epoch 0: 14%|█▍ | 260/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 261/1875 [00:01<00:12, 134.40it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 261/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 262/1875 [00:01<00:12, 134.40it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 262/1875 [00:01<00:12, 134.39it/s, v_num=11, train_loss=1.630]
Epoch 0: 14%|█▍ | 263/1875 [00:01<00:11, 134.40it/s, v_num=11, train_loss=1.630]
Epoch 0: 14%|█▍ | 263/1875 [00:01<00:11, 134.39it/s, v_num=11, train_loss=1.620]
Epoch 0: 14%|█▍ | 264/1875 [00:01<00:11, 134.40it/s, v_num=11, train_loss=1.620]
Epoch 0: 14%|█▍ | 264/1875 [00:01<00:11, 134.39it/s, v_num=11, train_loss=1.590]
Epoch 0: 14%|█▍ | 265/1875 [00:01<00:11, 134.41it/s, v_num=11, train_loss=1.590]
Epoch 0: 14%|█▍ | 265/1875 [00:01<00:11, 134.40it/s, v_num=11, train_loss=1.350]
Epoch 0: 14%|█▍ | 266/1875 [00:01<00:11, 134.41it/s, v_num=11, train_loss=1.350]
Epoch 0: 14%|█▍ | 266/1875 [00:01<00:11, 134.40it/s, v_num=11, train_loss=1.680]
Epoch 0: 14%|█▍ | 267/1875 [00:01<00:11, 134.41it/s, v_num=11, train_loss=1.680]
Epoch 0: 14%|█▍ | 267/1875 [00:01<00:11, 134.40it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▍ | 268/1875 [00:01<00:11, 134.41it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▍ | 268/1875 [00:01<00:11, 134.41it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▍ | 269/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.540]
Epoch 0: 14%|█▍ | 269/1875 [00:02<00:11, 134.41it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 270/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.640]
Epoch 0: 14%|█▍ | 270/1875 [00:02<00:11, 134.41it/s, v_num=11, train_loss=1.340]
Epoch 0: 14%|█▍ | 271/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.340]
Epoch 0: 14%|█▍ | 271/1875 [00:02<00:11, 134.41it/s, v_num=11, train_loss=1.410]
Epoch 0: 15%|█▍ | 272/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.410]
Epoch 0: 15%|█▍ | 272/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.750]
Epoch 0: 15%|█▍ | 273/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.750]
Epoch 0: 15%|█▍ | 273/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.670]
Epoch 0: 15%|█▍ | 274/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.670]
Epoch 0: 15%|█▍ | 274/1875 [00:02<00:11, 134.42it/s, v_num=11, train_loss=1.600]
Epoch 0: 15%|█▍ | 275/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.600]
Epoch 0: 15%|█▍ | 275/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.810]
Epoch 0: 15%|█▍ | 276/1875 [00:02<00:11, 134.44it/s, v_num=11, train_loss=1.810]
Epoch 0: 15%|█▍ | 276/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.760]
Epoch 0: 15%|█▍ | 277/1875 [00:02<00:11, 134.44it/s, v_num=11, train_loss=1.760]
Epoch 0: 15%|█▍ | 277/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.430]
Epoch 0: 15%|█▍ | 278/1875 [00:02<00:11, 134.44it/s, v_num=11, train_loss=1.430]
Epoch 0: 15%|█▍ | 278/1875 [00:02<00:11, 134.43it/s, v_num=11, train_loss=1.640]
Epoch 0: 15%|█▍ | 279/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.640]
Epoch 0: 15%|█▍ | 279/1875 [00:02<00:11, 134.44it/s, v_num=11, train_loss=1.460]
Epoch 0: 15%|█▍ | 280/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.460]
Epoch 0: 15%|█▍ | 280/1875 [00:02<00:11, 134.44it/s, v_num=11, train_loss=1.480]
Epoch 0: 15%|█▍ | 281/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.480]
Epoch 0: 15%|█▍ | 281/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.610]
Epoch 0: 15%|█▌ | 282/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.610]
Epoch 0: 15%|█▌ | 282/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.640]
Epoch 0: 15%|█▌ | 283/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.640]
Epoch 0: 15%|█▌ | 283/1875 [00:02<00:11, 134.45it/s, v_num=11, train_loss=1.360]
Epoch 0: 15%|█▌ | 284/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.360]
Epoch 0: 15%|█▌ | 284/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.650]
Epoch 0: 15%|█▌ | 285/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.650]
Epoch 0: 15%|█▌ | 285/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.830]
Epoch 0: 15%|█▌ | 286/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.830]
Epoch 0: 15%|█▌ | 286/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.450]
Epoch 0: 15%|█▌ | 287/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.450]
Epoch 0: 15%|█▌ | 287/1875 [00:02<00:11, 134.46it/s, v_num=11, train_loss=1.500]
Epoch 0: 15%|█▌ | 288/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.500]
Epoch 0: 15%|█▌ | 288/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.270]
Epoch 0: 15%|█▌ | 289/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.270]
Epoch 0: 15%|█▌ | 289/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.270]
Epoch 0: 15%|█▌ | 290/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.270]
Epoch 0: 15%|█▌ | 290/1875 [00:02<00:11, 134.47it/s, v_num=11, train_loss=1.150]
Epoch 0: 16%|█▌ | 291/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.150]
Epoch 0: 16%|█▌ | 291/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.260]
Epoch 0: 16%|█▌ | 292/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.260]
Epoch 0: 16%|█▌ | 292/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.240]
Epoch 0: 16%|█▌ | 293/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.240]
Epoch 0: 16%|█▌ | 293/1875 [00:02<00:11, 134.48it/s, v_num=11, train_loss=1.360]
Epoch 0: 16%|█▌ | 294/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.360]
Epoch 0: 16%|█▌ | 294/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.560]
Epoch 0: 16%|█▌ | 295/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.560]
Epoch 0: 16%|█▌ | 295/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.590]
Epoch 0: 16%|█▌ | 296/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.590]
Epoch 0: 16%|█▌ | 296/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.630]
Epoch 0: 16%|█▌ | 297/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.630]
Epoch 0: 16%|█▌ | 297/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.530]
Epoch 0: 16%|█▌ | 298/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.530]
Epoch 0: 16%|█▌ | 298/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.280]
Epoch 0: 16%|█▌ | 299/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.280]
Epoch 0: 16%|█▌ | 299/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.670]
Epoch 0: 16%|█▌ | 300/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.670]
Epoch 0: 16%|█▌ | 300/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.890]
Epoch 0: 16%|█▌ | 301/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.890]
Epoch 0: 16%|█▌ | 301/1875 [00:02<00:11, 134.49it/s, v_num=11, train_loss=1.680]
Epoch 0: 16%|█▌ | 302/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.680]
Epoch 0: 16%|█▌ | 302/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.470]
Epoch 0: 16%|█▌ | 303/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.470]
Epoch 0: 16%|█▌ | 303/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.330]
Epoch 0: 16%|█▌ | 304/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.330]
Epoch 0: 16%|█▌ | 304/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.330]
Epoch 0: 16%|█▋ | 305/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.330]
Epoch 0: 16%|█▋ | 305/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.470]
Epoch 0: 16%|█▋ | 306/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.470]
Epoch 0: 16%|█▋ | 306/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=1.420]
Epoch 0: 16%|█▋ | 307/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.420]
Epoch 0: 16%|█▋ | 307/1875 [00:02<00:11, 134.50it/s, v_num=11, train_loss=0.929]
Epoch 0: 16%|█▋ | 308/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=0.929]
Epoch 0: 16%|█▋ | 308/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=0.990]
Epoch 0: 16%|█▋ | 309/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=0.990]
Epoch 0: 16%|█▋ | 309/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.270]
Epoch 0: 17%|█▋ | 310/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.270]
Epoch 0: 17%|█▋ | 310/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.360]
Epoch 0: 17%|█▋ | 311/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.360]
Epoch 0: 17%|█▋ | 311/1875 [00:02<00:11, 134.51it/s, v_num=11, train_loss=1.290]
Epoch 0: 17%|█▋ | 312/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.290]
Epoch 0: 17%|█▋ | 312/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.530]
Epoch 0: 17%|█▋ | 313/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.530]
Epoch 0: 17%|█▋ | 313/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=2.300]
Epoch 0: 17%|█▋ | 314/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=2.300]
Epoch 0: 17%|█▋ | 314/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.510]
Epoch 0: 17%|█▋ | 315/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.510]
Epoch 0: 17%|█▋ | 315/1875 [00:02<00:11, 134.52it/s, v_num=11, train_loss=1.290]
Epoch 0: 17%|█▋ | 316/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.290]
Epoch 0: 17%|█▋ | 316/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.210]
Epoch 0: 17%|█▋ | 317/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=1.210]
Epoch 0: 17%|█▋ | 317/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=0.888]
Epoch 0: 17%|█▋ | 318/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=0.888]
Epoch 0: 17%|█▋ | 318/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=0.884]
Epoch 0: 17%|█▋ | 319/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=0.884]
Epoch 0: 17%|█▋ | 319/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.200]
Epoch 0: 17%|█▋ | 320/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=1.200]
Epoch 0: 17%|█▋ | 320/1875 [00:02<00:11, 134.53it/s, v_num=11, train_loss=1.080]
Epoch 0: 17%|█▋ | 321/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=1.080]
Epoch 0: 17%|█▋ | 321/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=0.996]
Epoch 0: 17%|█▋ | 322/1875 [00:02<00:11, 134.55it/s, v_num=11, train_loss=0.996]
Epoch 0: 17%|█▋ | 322/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=1.110]
Epoch 0: 17%|█▋ | 323/1875 [00:02<00:11, 134.55it/s, v_num=11, train_loss=1.110]
Epoch 0: 17%|█▋ | 323/1875 [00:02<00:11, 134.54it/s, v_num=11, train_loss=1.040]
Epoch 0: 17%|█▋ | 324/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.040]
Epoch 0: 17%|█▋ | 324/1875 [00:02<00:11, 134.55it/s, v_num=11, train_loss=1.310]
Epoch 0: 17%|█▋ | 325/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.310]
Epoch 0: 17%|█▋ | 325/1875 [00:02<00:11, 134.55it/s, v_num=11, train_loss=1.200]
Epoch 0: 17%|█▋ | 326/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.200]
Epoch 0: 17%|█▋ | 326/1875 [00:02<00:11, 134.55it/s, v_num=11, train_loss=1.240]
Epoch 0: 17%|█▋ | 327/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.240]
Epoch 0: 17%|█▋ | 327/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.120]
Epoch 0: 17%|█▋ | 328/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.120]
Epoch 0: 17%|█▋ | 328/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.390]
Epoch 0: 18%|█▊ | 329/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.390]
Epoch 0: 18%|█▊ | 329/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.180]
Epoch 0: 18%|█▊ | 330/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.180]
Epoch 0: 18%|█▊ | 330/1875 [00:02<00:11, 134.56it/s, v_num=11, train_loss=1.080]
Epoch 0: 18%|█▊ | 331/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.080]
Epoch 0: 18%|█▊ | 331/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.350]
Epoch 0: 18%|█▊ | 332/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.350]
Epoch 0: 18%|█▊ | 332/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=0.960]
Epoch 0: 18%|█▊ | 333/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=0.960]
Epoch 0: 18%|█▊ | 333/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=0.824]
Epoch 0: 18%|█▊ | 334/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=0.824]
Epoch 0: 18%|█▊ | 334/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=0.934]
Epoch 0: 18%|█▊ | 335/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=0.934]
Epoch 0: 18%|█▊ | 335/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.230]
Epoch 0: 18%|█▊ | 336/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.230]
Epoch 0: 18%|█▊ | 336/1875 [00:02<00:11, 134.57it/s, v_num=11, train_loss=1.000]
Epoch 0: 18%|█▊ | 337/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.000]
Epoch 0: 18%|█▊ | 337/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.190]
Epoch 0: 18%|█▊ | 338/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.190]
Epoch 0: 18%|█▊ | 338/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.690]
Epoch 0: 18%|█▊ | 339/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.690]
Epoch 0: 18%|█▊ | 339/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.320]
Epoch 0: 18%|█▊ | 340/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.320]
Epoch 0: 18%|█▊ | 340/1875 [00:02<00:11, 134.58it/s, v_num=11, train_loss=1.370]
Epoch 0: 18%|█▊ | 341/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.370]
Epoch 0: 18%|█▊ | 341/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.080]
Epoch 0: 18%|█▊ | 342/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.080]
Epoch 0: 18%|█▊ | 342/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.020]
Epoch 0: 18%|█▊ | 343/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.020]
Epoch 0: 18%|█▊ | 343/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.340]
Epoch 0: 18%|█▊ | 344/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.340]
Epoch 0: 18%|█▊ | 344/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=0.993]
Epoch 0: 18%|█▊ | 345/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=0.993]
Epoch 0: 18%|█▊ | 345/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.180]
Epoch 0: 18%|█▊ | 346/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.180]
Epoch 0: 18%|█▊ | 346/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.160]
Epoch 0: 19%|█▊ | 347/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.160]
Epoch 0: 19%|█▊ | 347/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.500]
Epoch 0: 19%|█▊ | 348/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.500]
Epoch 0: 19%|█▊ | 348/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.300]
Epoch 0: 19%|█▊ | 349/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.300]
Epoch 0: 19%|█▊ | 349/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=0.862]
Epoch 0: 19%|█▊ | 350/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=0.862]
Epoch 0: 19%|█▊ | 350/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.350]
Epoch 0: 19%|█▊ | 351/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.350]
Epoch 0: 19%|█▊ | 351/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.420]
Epoch 0: 19%|█▉ | 352/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.420]
Epoch 0: 19%|█▉ | 352/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.370]
Epoch 0: 19%|█▉ | 353/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.370]
Epoch 0: 19%|█▉ | 353/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.060]
Epoch 0: 19%|█▉ | 354/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.060]
Epoch 0: 19%|█▉ | 354/1875 [00:02<00:11, 134.59it/s, v_num=11, train_loss=1.040]
Epoch 0: 19%|█▉ | 355/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.040]
Epoch 0: 19%|█▉ | 355/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.290]
Epoch 0: 19%|█▉ | 356/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.290]
Epoch 0: 19%|█▉ | 356/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.170]
Epoch 0: 19%|█▉ | 357/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.170]
Epoch 0: 19%|█▉ | 357/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=1.250]
Epoch 0: 19%|█▉ | 358/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.250]
Epoch 0: 19%|█▉ | 358/1875 [00:02<00:11, 134.60it/s, v_num=11, train_loss=0.756]
Epoch 0: 19%|█▉ | 359/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=0.756]
Epoch 0: 19%|█▉ | 359/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.230]
Epoch 0: 19%|█▉ | 360/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.230]
Epoch 0: 19%|█▉ | 360/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.040]
Epoch 0: 19%|█▉ | 361/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.040]
Epoch 0: 19%|█▉ | 361/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=0.896]
Epoch 0: 19%|█▉ | 362/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=0.896]
Epoch 0: 19%|█▉ | 362/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.110]
Epoch 0: 19%|█▉ | 363/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.110]
Epoch 0: 19%|█▉ | 363/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.060]
Epoch 0: 19%|█▉ | 364/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.060]
Epoch 0: 19%|█▉ | 364/1875 [00:02<00:11, 134.61it/s, v_num=11, train_loss=1.270]
Epoch 0: 19%|█▉ | 365/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.270]
Epoch 0: 19%|█▉ | 365/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.410]
Epoch 0: 20%|█▉ | 366/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.410]
Epoch 0: 20%|█▉ | 366/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.300]
Epoch 0: 20%|█▉ | 367/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=1.300]
Epoch 0: 20%|█▉ | 367/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.010]
Epoch 0: 20%|█▉ | 368/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=1.010]
Epoch 0: 20%|█▉ | 368/1875 [00:02<00:11, 134.62it/s, v_num=11, train_loss=1.110]
Epoch 0: 20%|█▉ | 369/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=1.110]
Epoch 0: 20%|█▉ | 369/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=1.090]
Epoch 0: 20%|█▉ | 370/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=1.090]
Epoch 0: 20%|█▉ | 370/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=0.936]
Epoch 0: 20%|█▉ | 371/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.936]
Epoch 0: 20%|█▉ | 371/1875 [00:02<00:11, 134.63it/s, v_num=11, train_loss=0.980]
Epoch 0: 20%|█▉ | 372/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.980]
Epoch 0: 20%|█▉ | 372/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=1.240]
Epoch 0: 20%|█▉ | 373/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=1.240]
Epoch 0: 20%|█▉ | 373/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.903]
Epoch 0: 20%|█▉ | 374/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.903]
Epoch 0: 20%|█▉ | 374/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.800]
Epoch 0: 20%|██ | 375/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=0.800]
Epoch 0: 20%|██ | 375/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=0.880]
Epoch 0: 20%|██ | 376/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=0.880]
Epoch 0: 20%|██ | 376/1875 [00:02<00:11, 134.64it/s, v_num=11, train_loss=1.260]
Epoch 0: 20%|██ | 377/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=1.260]
Epoch 0: 20%|██ | 377/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=1.230]
Epoch 0: 20%|██ | 378/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=1.230]
Epoch 0: 20%|██ | 378/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=1.040]
Epoch 0: 20%|██ | 379/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=1.040]
Epoch 0: 20%|██ | 379/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=1.000]
Epoch 0: 20%|██ | 380/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=1.000]
Epoch 0: 20%|██ | 380/1875 [00:02<00:11, 134.65it/s, v_num=11, train_loss=0.690]
Epoch 0: 20%|██ | 381/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.690]
Epoch 0: 20%|██ | 381/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.763]
Epoch 0: 20%|██ | 382/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.763]
Epoch 0: 20%|██ | 382/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=1.060]
Epoch 0: 20%|██ | 383/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=1.060]
Epoch 0: 20%|██ | 383/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.993]
Epoch 0: 20%|██ | 384/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.993]
Epoch 0: 20%|██ | 384/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.866]
Epoch 0: 21%|██ | 385/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.866]
Epoch 0: 21%|██ | 385/1875 [00:02<00:11, 134.66it/s, v_num=11, train_loss=0.992]
Epoch 0: 21%|██ | 386/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.992]
Epoch 0: 21%|██ | 386/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.982]
Epoch 0: 21%|██ | 387/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.982]
Epoch 0: 21%|██ | 387/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=1.220]
Epoch 0: 21%|██ | 388/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=1.220]
Epoch 0: 21%|██ | 388/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=1.110]
Epoch 0: 21%|██ | 389/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=1.110]
Epoch 0: 21%|██ | 389/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=1.200]
Epoch 0: 21%|██ | 390/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=1.200]
Epoch 0: 21%|██ | 390/1875 [00:02<00:11, 134.67it/s, v_num=11, train_loss=0.880]
Epoch 0: 21%|██ | 391/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=0.880]
Epoch 0: 21%|██ | 391/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=1.130]
Epoch 0: 21%|██ | 392/1875 [00:02<00:11, 134.69it/s, v_num=11, train_loss=1.130]
Epoch 0: 21%|██ | 392/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=0.922]
Epoch 0: 21%|██ | 393/1875 [00:02<00:11, 134.69it/s, v_num=11, train_loss=0.922]
Epoch 0: 21%|██ | 393/1875 [00:02<00:11, 134.68it/s, v_num=11, train_loss=0.760]
Epoch 0: 21%|██ | 394/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.760]
Epoch 0: 21%|██ | 394/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.923]
Epoch 0: 21%|██ | 395/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.923]
Epoch 0: 21%|██ | 395/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.865]
Epoch 0: 21%|██ | 396/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.865]
Epoch 0: 21%|██ | 396/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.733]
Epoch 0: 21%|██ | 397/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.733]
Epoch 0: 21%|██ | 397/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=1.080]
Epoch 0: 21%|██ | 398/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=1.080]
Epoch 0: 21%|██ | 398/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.626]
Epoch 0: 21%|██▏ | 399/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.626]
Epoch 0: 21%|██▏ | 399/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.691]
Epoch 0: 21%|██▏ | 400/1875 [00:02<00:10, 134.71it/s, v_num=11, train_loss=0.691]
Epoch 0: 21%|██▏ | 400/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=1.040]
Epoch 0: 21%|██▏ | 401/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=1.040]
Epoch 0: 21%|██▏ | 401/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.875]
Epoch 0: 21%|██▏ | 402/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.875]
Epoch 0: 21%|██▏ | 402/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.831]
Epoch 0: 21%|██▏ | 403/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=0.831]
Epoch 0: 21%|██▏ | 403/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=1.140]
Epoch 0: 22%|██▏ | 404/1875 [00:02<00:10, 134.70it/s, v_num=11, train_loss=1.140]
Epoch 0: 22%|██▏ | 404/1875 [00:02<00:10, 134.69it/s, v_num=11, train_loss=0.489]
Epoch 0: 22%|██▏ | 405/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.489]
Epoch 0: 22%|██▏ | 405/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.673]
Epoch 0: 22%|██▏ | 406/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.673]
Epoch 0: 22%|██▏ | 406/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.832]
Epoch 0: 22%|██▏ | 407/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.832]
Epoch 0: 22%|██▏ | 407/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.657]
Epoch 0: 22%|██▏ | 408/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.657]
Epoch 0: 22%|██▏ | 408/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.766]
Epoch 0: 22%|██▏ | 409/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.766]
Epoch 0: 22%|██▏ | 409/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=0.929]
Epoch 0: 22%|██▏ | 410/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.929]
Epoch 0: 22%|██▏ | 410/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=1.010]
Epoch 0: 22%|██▏ | 411/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=1.010]
Epoch 0: 22%|██▏ | 411/1875 [00:03<00:10, 134.70it/s, v_num=11, train_loss=1.080]
Epoch 0: 22%|██▏ | 412/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=1.080]
Epoch 0: 22%|██▏ | 412/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.721]
Epoch 0: 22%|██▏ | 413/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=0.721]
Epoch 0: 22%|██▏ | 413/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=1.050]
Epoch 0: 22%|██▏ | 414/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=1.050]
Epoch 0: 22%|██▏ | 414/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=1.330]
Epoch 0: 22%|██▏ | 415/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=1.330]
Epoch 0: 22%|██▏ | 415/1875 [00:03<00:10, 134.71it/s, v_num=11, train_loss=1.020]
Epoch 0: 22%|██▏ | 416/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=1.020]
Epoch 0: 22%|██▏ | 416/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.973]
Epoch 0: 22%|██▏ | 417/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.973]
Epoch 0: 22%|██▏ | 417/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.992]
Epoch 0: 22%|██▏ | 418/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.992]
Epoch 0: 22%|██▏ | 418/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.889]
Epoch 0: 22%|██▏ | 419/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.889]
Epoch 0: 22%|██▏ | 419/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.767]
Epoch 0: 22%|██▏ | 420/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.767]
Epoch 0: 22%|██▏ | 420/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.602]
Epoch 0: 22%|██▏ | 421/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.602]
Epoch 0: 22%|██▏ | 421/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.747]
Epoch 0: 23%|██▎ | 422/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.747]
Epoch 0: 23%|██▎ | 422/1875 [00:03<00:10, 134.72it/s, v_num=11, train_loss=0.604]
Epoch 0: 23%|██▎ | 423/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.604]
Epoch 0: 23%|██▎ | 423/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.710]
Epoch 0: 23%|██▎ | 424/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.710]
Epoch 0: 23%|██▎ | 424/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=1.070]
Epoch 0: 23%|██▎ | 425/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=1.070]
Epoch 0: 23%|██▎ | 425/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=1.010]
Epoch 0: 23%|██▎ | 426/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=1.010]
Epoch 0: 23%|██▎ | 426/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.744]
Epoch 0: 23%|██▎ | 427/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.744]
Epoch 0: 23%|██▎ | 427/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.859]
Epoch 0: 23%|██▎ | 428/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.859]
Epoch 0: 23%|██▎ | 428/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.821]
Epoch 0: 23%|██▎ | 429/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.821]
Epoch 0: 23%|██▎ | 429/1875 [00:03<00:10, 134.73it/s, v_num=11, train_loss=0.654]
Epoch 0: 23%|██▎ | 430/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.654]
Epoch 0: 23%|██▎ | 430/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.716]
Epoch 0: 23%|██▎ | 431/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.716]
Epoch 0: 23%|██▎ | 431/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.700]
Epoch 0: 23%|██▎ | 432/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.700]
Epoch 0: 23%|██▎ | 432/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.831]
Epoch 0: 23%|██▎ | 433/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.831]
Epoch 0: 23%|██▎ | 433/1875 [00:03<00:10, 134.74it/s, v_num=11, train_loss=0.704]
Epoch 0: 23%|██▎ | 434/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.704]
Epoch 0: 23%|██▎ | 434/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.581]
Epoch 0: 23%|██▎ | 435/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.581]
Epoch 0: 23%|██▎ | 435/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.487]
Epoch 0: 23%|██▎ | 436/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.487]
Epoch 0: 23%|██▎ | 436/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.767]
Epoch 0: 23%|██▎ | 437/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.767]
Epoch 0: 23%|██▎ | 437/1875 [00:03<00:10, 134.75it/s, v_num=11, train_loss=0.891]
Epoch 0: 23%|██▎ | 438/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.891]
Epoch 0: 23%|██▎ | 438/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.875]
Epoch 0: 23%|██▎ | 439/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.875]
Epoch 0: 23%|██▎ | 439/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.682]
Epoch 0: 23%|██▎ | 440/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.682]
Epoch 0: 23%|██▎ | 440/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.952]
Epoch 0: 24%|██▎ | 441/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.952]
Epoch 0: 24%|██▎ | 441/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.865]
Epoch 0: 24%|██▎ | 442/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.865]
Epoch 0: 24%|██▎ | 442/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.933]
Epoch 0: 24%|██▎ | 443/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.933]
Epoch 0: 24%|██▎ | 443/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=1.170]
Epoch 0: 24%|██▎ | 444/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=1.170]
Epoch 0: 24%|██▎ | 444/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=1.000]
Epoch 0: 24%|██▎ | 445/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=1.000]
Epoch 0: 24%|██▎ | 445/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.761]
Epoch 0: 24%|██▍ | 446/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.761]
Epoch 0: 24%|██▍ | 446/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.690]
Epoch 0: 24%|██▍ | 447/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.690]
Epoch 0: 24%|██▍ | 447/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.620]
Epoch 0: 24%|██▍ | 448/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.620]
Epoch 0: 24%|██▍ | 448/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.750]
Epoch 0: 24%|██▍ | 449/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.750]
Epoch 0: 24%|██▍ | 449/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.733]
Epoch 0: 24%|██▍ | 450/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.733]
Epoch 0: 24%|██▍ | 450/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.821]
Epoch 0: 24%|██▍ | 451/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.821]
Epoch 0: 24%|██▍ | 451/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.722]
Epoch 0: 24%|██▍ | 452/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.722]
Epoch 0: 24%|██▍ | 452/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.644]
Epoch 0: 24%|██▍ | 453/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.644]
Epoch 0: 24%|██▍ | 453/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.560]
Epoch 0: 24%|██▍ | 454/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.560]
Epoch 0: 24%|██▍ | 454/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.830]
Epoch 0: 24%|██▍ | 455/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.830]
Epoch 0: 24%|██▍ | 455/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.693]
Epoch 0: 24%|██▍ | 456/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.693]
Epoch 0: 24%|██▍ | 456/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.936]
Epoch 0: 24%|██▍ | 457/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.936]
Epoch 0: 24%|██▍ | 457/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.917]
Epoch 0: 24%|██▍ | 458/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.917]
Epoch 0: 24%|██▍ | 458/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.930]
Epoch 0: 24%|██▍ | 459/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.930]
Epoch 0: 24%|██▍ | 459/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.719]
Epoch 0: 25%|██▍ | 460/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.719]
Epoch 0: 25%|██▍ | 460/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.446]
Epoch 0: 25%|██▍ | 461/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.446]
Epoch 0: 25%|██▍ | 461/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.645]
Epoch 0: 25%|██▍ | 462/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.645]
Epoch 0: 25%|██▍ | 462/1875 [00:03<00:10, 134.76it/s, v_num=11, train_loss=0.876]
Epoch 0: 25%|██▍ | 463/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.876]
Epoch 0: 25%|██▍ | 463/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.829]
Epoch 0: 25%|██▍ | 464/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.829]
Epoch 0: 25%|██▍ | 464/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.998]
Epoch 0: 25%|██▍ | 465/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.998]
Epoch 0: 25%|██▍ | 465/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.622]
Epoch 0: 25%|██▍ | 466/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.622]
Epoch 0: 25%|██▍ | 466/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.689]
Epoch 0: 25%|██▍ | 467/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.689]
Epoch 0: 25%|██▍ | 467/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.583]
Epoch 0: 25%|██▍ | 468/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.583]
Epoch 0: 25%|██▍ | 468/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.646]
Epoch 0: 25%|██▌ | 469/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.646]
Epoch 0: 25%|██▌ | 469/1875 [00:03<00:10, 134.77it/s, v_num=11, train_loss=0.787]
Epoch 0: 25%|██▌ | 470/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.787]
Epoch 0: 25%|██▌ | 470/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.783]
Epoch 0: 25%|██▌ | 471/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.783]
Epoch 0: 25%|██▌ | 471/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=1.300]
Epoch 0: 25%|██▌ | 472/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=1.300]
Epoch 0: 25%|██▌ | 472/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=1.320]
Epoch 0: 25%|██▌ | 473/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=1.320]
Epoch 0: 25%|██▌ | 473/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.870]
Epoch 0: 25%|██▌ | 474/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.870]
Epoch 0: 25%|██▌ | 474/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.734]
Epoch 0: 25%|██▌ | 475/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.734]
Epoch 0: 25%|██▌ | 475/1875 [00:03<00:10, 134.78it/s, v_num=11, train_loss=0.781]
Epoch 0: 25%|██▌ | 476/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.781]
Epoch 0: 25%|██▌ | 476/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.795]
Epoch 0: 25%|██▌ | 477/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.795]
Epoch 0: 25%|██▌ | 477/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.599]
Epoch 0: 25%|██▌ | 478/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.599]
Epoch 0: 25%|██▌ | 478/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.665]
Epoch 0: 26%|██▌ | 479/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.665]
Epoch 0: 26%|██▌ | 479/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.585]
Epoch 0: 26%|██▌ | 480/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.585]
Epoch 0: 26%|██▌ | 480/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.317]
Epoch 0: 26%|██▌ | 481/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.317]
Epoch 0: 26%|██▌ | 481/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.563]
Epoch 0: 26%|██▌ | 482/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.563]
Epoch 0: 26%|██▌ | 482/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.480]
Epoch 0: 26%|██▌ | 483/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.480]
Epoch 0: 26%|██▌ | 483/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.503]
Epoch 0: 26%|██▌ | 484/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.503]
Epoch 0: 26%|██▌ | 484/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.744]
Epoch 0: 26%|██▌ | 485/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.744]
Epoch 0: 26%|██▌ | 485/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.994]
Epoch 0: 26%|██▌ | 486/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.994]
Epoch 0: 26%|██▌ | 486/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.676]
Epoch 0: 26%|██▌ | 487/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.676]
Epoch 0: 26%|██▌ | 487/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.575]
Epoch 0: 26%|██▌ | 488/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.575]
Epoch 0: 26%|██▌ | 488/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.586]
Epoch 0: 26%|██▌ | 489/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.586]
Epoch 0: 26%|██▌ | 489/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.453]
Epoch 0: 26%|██▌ | 490/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.453]
Epoch 0: 26%|██▌ | 490/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.322]
Epoch 0: 26%|██▌ | 491/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.322]
Epoch 0: 26%|██▌ | 491/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.523]
Epoch 0: 26%|██▌ | 492/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.523]
Epoch 0: 26%|██▌ | 492/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.603]
Epoch 0: 26%|██▋ | 493/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.603]
Epoch 0: 26%|██▋ | 493/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.759]
Epoch 0: 26%|██▋ | 494/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.759]
Epoch 0: 26%|██▋ | 494/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.564]
Epoch 0: 26%|██▋ | 495/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.564]
Epoch 0: 26%|██▋ | 495/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.638]
Epoch 0: 26%|██▋ | 496/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.638]
Epoch 0: 26%|██▋ | 496/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.667]
Epoch 0: 27%|██▋ | 497/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.667]
Epoch 0: 27%|██▋ | 497/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.661]
Epoch 0: 27%|██▋ | 498/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.661]
Epoch 0: 27%|██▋ | 498/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.620]
Epoch 0: 27%|██▋ | 499/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.620]
Epoch 0: 27%|██▋ | 499/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.788]
Epoch 0: 27%|██▋ | 500/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.788]
Epoch 0: 27%|██▋ | 500/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.768]
Epoch 0: 27%|██▋ | 501/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.768]
Epoch 0: 27%|██▋ | 501/1875 [00:03<00:10, 134.79it/s, v_num=11, train_loss=0.917]
Epoch 0: 27%|██▋ | 502/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.917]
Epoch 0: 27%|██▋ | 502/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.820]
Epoch 0: 27%|██▋ | 503/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.820]
Epoch 0: 27%|██▋ | 503/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.794]
Epoch 0: 27%|██▋ | 504/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.794]
Epoch 0: 27%|██▋ | 504/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.697]
Epoch 0: 27%|██▋ | 505/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.697]
Epoch 0: 27%|██▋ | 505/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.787]
Epoch 0: 27%|██▋ | 506/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.787]
Epoch 0: 27%|██▋ | 506/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.448]
Epoch 0: 27%|██▋ | 507/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.448]
Epoch 0: 27%|██▋ | 507/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.611]
Epoch 0: 27%|██▋ | 508/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.611]
Epoch 0: 27%|██▋ | 508/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.771]
Epoch 0: 27%|██▋ | 509/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.771]
Epoch 0: 27%|██▋ | 509/1875 [00:03<00:10, 134.80it/s, v_num=11, train_loss=0.394]
Epoch 0: 27%|██▋ | 510/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.394]
Epoch 0: 27%|██▋ | 510/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.570]
Epoch 0: 27%|██▋ | 511/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.570]
Epoch 0: 27%|██▋ | 511/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.676]
Epoch 0: 27%|██▋ | 512/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.676]
Epoch 0: 27%|██▋ | 512/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.780]
Epoch 0: 27%|██▋ | 513/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.780]
Epoch 0: 27%|██▋ | 513/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.529]
Epoch 0: 27%|██▋ | 514/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.529]
Epoch 0: 27%|██▋ | 514/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.474]
Epoch 0: 27%|██▋ | 515/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.474]
Epoch 0: 27%|██▋ | 515/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.825]
Epoch 0: 28%|██▊ | 516/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.825]
Epoch 0: 28%|██▊ | 516/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=1.170]
Epoch 0: 28%|██▊ | 517/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=1.170]
Epoch 0: 28%|██▊ | 517/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=1.640]
Epoch 0: 28%|██▊ | 518/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=1.640]
Epoch 0: 28%|██▊ | 518/1875 [00:03<00:10, 134.81it/s, v_num=11, train_loss=0.948]
Epoch 0: 28%|██▊ | 519/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.948]
Epoch 0: 28%|██▊ | 519/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.690]
Epoch 0: 28%|██▊ | 520/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.690]
Epoch 0: 28%|██▊ | 520/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.631]
Epoch 0: 28%|██▊ | 521/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.631]
Epoch 0: 28%|██▊ | 521/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.760]
Epoch 0: 28%|██▊ | 522/1875 [00:03<00:10, 134.83it/s, v_num=11, train_loss=0.760]
Epoch 0: 28%|██▊ | 522/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.606]
Epoch 0: 28%|██▊ | 523/1875 [00:03<00:10, 134.83it/s, v_num=11, train_loss=0.606]
Epoch 0: 28%|██▊ | 523/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.351]
Epoch 0: 28%|██▊ | 524/1875 [00:03<00:10, 134.83it/s, v_num=11, train_loss=0.351]
Epoch 0: 28%|██▊ | 524/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.700]
Epoch 0: 28%|██▊ | 525/1875 [00:03<00:10, 134.83it/s, v_num=11, train_loss=0.700]
Epoch 0: 28%|██▊ | 525/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.489]
Epoch 0: 28%|██▊ | 526/1875 [00:03<00:10, 134.83it/s, v_num=11, train_loss=0.489]
Epoch 0: 28%|██▊ | 526/1875 [00:03<00:10, 134.82it/s, v_num=11, train_loss=0.468]
Epoch 0: 28%|██▊ | 527/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.468]
Epoch 0: 28%|██▊ | 527/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.557]
Epoch 0: 28%|██▊ | 528/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.557]
Epoch 0: 28%|██▊ | 528/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.716]
Epoch 0: 28%|██▊ | 529/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.716]
Epoch 0: 28%|██▊ | 529/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.935]
Epoch 0: 28%|██▊ | 530/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.935]
Epoch 0: 28%|██▊ | 530/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.415]
Epoch 0: 28%|██▊ | 531/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.415]
Epoch 0: 28%|██▊ | 531/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.392]
Epoch 0: 28%|██▊ | 532/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.392]
Epoch 0: 28%|██▊ | 532/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.704]
Epoch 0: 28%|██▊ | 533/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.704]
Epoch 0: 28%|██▊ | 533/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.796]
Epoch 0: 28%|██▊ | 534/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.796]
Epoch 0: 28%|██▊ | 534/1875 [00:03<00:09, 134.83it/s, v_num=11, train_loss=0.773]
Epoch 0: 29%|██▊ | 535/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.773]
Epoch 0: 29%|██▊ | 535/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.882]
Epoch 0: 29%|██▊ | 536/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.882]
Epoch 0: 29%|██▊ | 536/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.591]
Epoch 0: 29%|██▊ | 537/1875 [00:03<00:09, 134.85it/s, v_num=11, train_loss=0.591]
Epoch 0: 29%|██▊ | 537/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.566]
Epoch 0: 29%|██▊ | 538/1875 [00:03<00:09, 134.85it/s, v_num=11, train_loss=0.566]
Epoch 0: 29%|██▊ | 538/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.639]
Epoch 0: 29%|██▊ | 539/1875 [00:03<00:09, 134.85it/s, v_num=11, train_loss=0.639]
Epoch 0: 29%|██▊ | 539/1875 [00:03<00:09, 134.84it/s, v_num=11, train_loss=0.565]
Epoch 0: 29%|██▉ | 540/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.565]
Epoch 0: 29%|██▉ | 540/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.846]
Epoch 0: 29%|██▉ | 541/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.846]
Epoch 0: 29%|██▉ | 541/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.965]
Epoch 0: 29%|██▉ | 542/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.965]
Epoch 0: 29%|██▉ | 542/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.401]
Epoch 0: 29%|██▉ | 543/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.401]
Epoch 0: 29%|██▉ | 543/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.435]
Epoch 0: 29%|██▉ | 544/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.435]
Epoch 0: 29%|██▉ | 544/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.368]
Epoch 0: 29%|██▉ | 545/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.368]
Epoch 0: 29%|██▉ | 545/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.314]
Epoch 0: 29%|██▉ | 546/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.314]
Epoch 0: 29%|██▉ | 546/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.545]
Epoch 0: 29%|██▉ | 547/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.545]
Epoch 0: 29%|██▉ | 547/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.701]
Epoch 0: 29%|██▉ | 548/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.701]
Epoch 0: 29%|██▉ | 548/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.561]
Epoch 0: 29%|██▉ | 549/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.561]
Epoch 0: 29%|██▉ | 549/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.454]
Epoch 0: 29%|██▉ | 550/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.454]
Epoch 0: 29%|██▉ | 550/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.422]
Epoch 0: 29%|██▉ | 551/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.422]
Epoch 0: 29%|██▉ | 551/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.480]
Epoch 0: 29%|██▉ | 552/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.480]
Epoch 0: 29%|██▉ | 552/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.416]
Epoch 0: 29%|██▉ | 553/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.416]
Epoch 0: 29%|██▉ | 553/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.529]
Epoch 0: 30%|██▉ | 554/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.529]
Epoch 0: 30%|██▉ | 554/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.485]
Epoch 0: 30%|██▉ | 555/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.485]
Epoch 0: 30%|██▉ | 555/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.712]
Epoch 0: 30%|██▉ | 556/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.712]
Epoch 0: 30%|██▉ | 556/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.767]
Epoch 0: 30%|██▉ | 557/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.767]
Epoch 0: 30%|██▉ | 557/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.555]
Epoch 0: 30%|██▉ | 558/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.555]
Epoch 0: 30%|██▉ | 558/1875 [00:04<00:09, 134.85it/s, v_num=11, train_loss=0.440]
Epoch 0: 30%|██▉ | 559/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.440]
Epoch 0: 30%|██▉ | 559/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.420]
Epoch 0: 30%|██▉ | 560/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.420]
Epoch 0: 30%|██▉ | 560/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.854]
Epoch 0: 30%|██▉ | 561/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.854]
Epoch 0: 30%|██▉ | 561/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.878]
Epoch 0: 30%|██▉ | 562/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.878]
Epoch 0: 30%|██▉ | 562/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.910]
Epoch 0: 30%|███ | 563/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.910]
Epoch 0: 30%|███ | 563/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.590]
Epoch 0: 30%|███ | 564/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.590]
Epoch 0: 30%|███ | 564/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.315]
Epoch 0: 30%|███ | 565/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.315]
Epoch 0: 30%|███ | 565/1875 [00:04<00:09, 134.86it/s, v_num=11, train_loss=0.252]
Epoch 0: 30%|███ | 566/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.252]
Epoch 0: 30%|███ | 566/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.322]
Epoch 0: 30%|███ | 567/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.322]
Epoch 0: 30%|███ | 567/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.395]
Epoch 0: 30%|███ | 568/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.395]
Epoch 0: 30%|███ | 568/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.399]
Epoch 0: 30%|███ | 569/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.399]
Epoch 0: 30%|███ | 569/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=0.891]
Epoch 0: 30%|███ | 570/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.891]
Epoch 0: 30%|███ | 570/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=1.900]
Epoch 0: 30%|███ | 571/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=1.900]
Epoch 0: 30%|███ | 571/1875 [00:04<00:09, 134.87it/s, v_num=11, train_loss=1.110]
Epoch 0: 31%|███ | 572/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=1.110]
Epoch 0: 31%|███ | 572/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.761]
Epoch 0: 31%|███ | 573/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.761]
Epoch 0: 31%|███ | 573/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.837]
Epoch 0: 31%|███ | 574/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.837]
Epoch 0: 31%|███ | 574/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.345]
Epoch 0: 31%|███ | 575/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.345]
Epoch 0: 31%|███ | 575/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.556]
Epoch 0: 31%|███ | 576/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.556]
Epoch 0: 31%|███ | 576/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.783]
Epoch 0: 31%|███ | 577/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.783]
Epoch 0: 31%|███ | 577/1875 [00:04<00:09, 134.88it/s, v_num=11, train_loss=0.458]
Epoch 0: 31%|███ | 578/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.458]
Epoch 0: 31%|███ | 578/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.544]
Epoch 0: 31%|███ | 579/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.544]
Epoch 0: 31%|███ | 579/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.546]
Epoch 0: 31%|███ | 580/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.546]
Epoch 0: 31%|███ | 580/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.266]
Epoch 0: 31%|███ | 581/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.266]
Epoch 0: 31%|███ | 581/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.435]
Epoch 0: 31%|███ | 582/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.435]
Epoch 0: 31%|███ | 582/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.599]
Epoch 0: 31%|███ | 583/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.599]
Epoch 0: 31%|███ | 583/1875 [00:04<00:09, 134.89it/s, v_num=11, train_loss=0.550]
Epoch 0: 31%|███ | 584/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.550]
Epoch 0: 31%|███ | 584/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.499]
Epoch 0: 31%|███ | 585/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.499]
Epoch 0: 31%|███ | 585/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.533]
Epoch 0: 31%|███▏ | 586/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.533]
Epoch 0: 31%|███▏ | 586/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.432]
Epoch 0: 31%|███▏ | 587/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.432]
Epoch 0: 31%|███▏ | 587/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.629]
Epoch 0: 31%|███▏ | 588/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.629]
Epoch 0: 31%|███▏ | 588/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.763]
Epoch 0: 31%|███▏ | 589/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.763]
Epoch 0: 31%|███▏ | 589/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.436]
Epoch 0: 31%|███▏ | 590/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.436]
Epoch 0: 31%|███▏ | 590/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.480]
Epoch 0: 32%|███▏ | 591/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.480]
Epoch 0: 32%|███▏ | 591/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.665]
Epoch 0: 32%|███▏ | 592/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.665]
Epoch 0: 32%|███▏ | 592/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.319]
Epoch 0: 32%|███▏ | 593/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.319]
Epoch 0: 32%|███▏ | 593/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.463]
Epoch 0: 32%|███▏ | 594/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.463]
Epoch 0: 32%|███▏ | 594/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.393]
Epoch 0: 32%|███▏ | 595/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.393]
Epoch 0: 32%|███▏ | 595/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.245]
Epoch 0: 32%|███▏ | 596/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.245]
Epoch 0: 32%|███▏ | 596/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.719]
Epoch 0: 32%|███▏ | 597/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.719]
Epoch 0: 32%|███▏ | 597/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.382]
Epoch 0: 32%|███▏ | 598/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.382]
Epoch 0: 32%|███▏ | 598/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.593]
Epoch 0: 32%|███▏ | 599/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.593]
Epoch 0: 32%|███▏ | 599/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.293]
Epoch 0: 32%|███▏ | 600/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.293]
Epoch 0: 32%|███▏ | 600/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.328]
Epoch 0: 32%|███▏ | 601/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.328]
Epoch 0: 32%|███▏ | 601/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.516]
Epoch 0: 32%|███▏ | 602/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.516]
Epoch 0: 32%|███▏ | 602/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.706]
Epoch 0: 32%|███▏ | 603/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.706]
Epoch 0: 32%|███▏ | 603/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.250]
Epoch 0: 32%|███▏ | 604/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.250]
Epoch 0: 32%|███▏ | 604/1875 [00:04<00:09, 134.90it/s, v_num=11, train_loss=0.460]
Epoch 0: 32%|███▏ | 605/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.460]
Epoch 0: 32%|███▏ | 605/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.415]
Epoch 0: 32%|███▏ | 606/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.415]
Epoch 0: 32%|███▏ | 606/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.330]
Epoch 0: 32%|███▏ | 607/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.330]
Epoch 0: 32%|███▏ | 607/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.479]
Epoch 0: 32%|███▏ | 608/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.479]
Epoch 0: 32%|███▏ | 608/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.458]
Epoch 0: 32%|███▏ | 609/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.458]
Epoch 0: 32%|███▏ | 609/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.488]
Epoch 0: 33%|███▎ | 610/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.488]
Epoch 0: 33%|███▎ | 610/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.383]
Epoch 0: 33%|███▎ | 611/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.383]
Epoch 0: 33%|███▎ | 611/1875 [00:04<00:09, 134.91it/s, v_num=11, train_loss=0.391]
Epoch 0: 33%|███▎ | 612/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.391]
Epoch 0: 33%|███▎ | 612/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.368]
Epoch 0: 33%|███▎ | 613/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.368]
Epoch 0: 33%|███▎ | 613/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.422]
Epoch 0: 33%|███▎ | 614/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.422]
Epoch 0: 33%|███▎ | 614/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.679]
Epoch 0: 33%|███▎ | 615/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.679]
Epoch 0: 33%|███▎ | 615/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.385]
Epoch 0: 33%|███▎ | 616/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.385]
Epoch 0: 33%|███▎ | 616/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.329]
Epoch 0: 33%|███▎ | 617/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.329]
Epoch 0: 33%|███▎ | 617/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.164]
Epoch 0: 33%|███▎ | 618/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.164]
Epoch 0: 33%|███▎ | 618/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.443]
Epoch 0: 33%|███▎ | 619/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.443]
Epoch 0: 33%|███▎ | 619/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.605]
Epoch 0: 33%|███▎ | 620/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.605]
Epoch 0: 33%|███▎ | 620/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.676]
Epoch 0: 33%|███▎ | 621/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.676]
Epoch 0: 33%|███▎ | 621/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.541]
Epoch 0: 33%|███▎ | 622/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.541]
Epoch 0: 33%|███▎ | 622/1875 [00:04<00:09, 134.92it/s, v_num=11, train_loss=0.363]
Epoch 0: 33%|███▎ | 623/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.363]
Epoch 0: 33%|███▎ | 623/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.354]
Epoch 0: 33%|███▎ | 624/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.354]
Epoch 0: 33%|███▎ | 624/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.277]
Epoch 0: 33%|███▎ | 625/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.277]
Epoch 0: 33%|███▎ | 625/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.313]
Epoch 0: 33%|███▎ | 626/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.313]
Epoch 0: 33%|███▎ | 626/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.474]
Epoch 0: 33%|███▎ | 627/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.474]
Epoch 0: 33%|███▎ | 627/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.500]
Epoch 0: 33%|███▎ | 628/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.500]
Epoch 0: 33%|███▎ | 628/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.244]
Epoch 0: 34%|███▎ | 629/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.244]
Epoch 0: 34%|███▎ | 629/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.281]
Epoch 0: 34%|███▎ | 630/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.281]
Epoch 0: 34%|███▎ | 630/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.986]
Epoch 0: 34%|███▎ | 631/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.986]
Epoch 0: 34%|███▎ | 631/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.930]
Epoch 0: 34%|███▎ | 632/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.930]
Epoch 0: 34%|███▎ | 632/1875 [00:04<00:09, 134.93it/s, v_num=11, train_loss=0.825]
Epoch 0: 34%|███▍ | 633/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.825]
Epoch 0: 34%|███▍ | 633/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.466]
Epoch 0: 34%|███▍ | 634/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.466]
Epoch 0: 34%|███▍ | 634/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.774]
Epoch 0: 34%|███▍ | 635/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.774]
Epoch 0: 34%|███▍ | 635/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.561]
Epoch 0: 34%|███▍ | 636/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.561]
Epoch 0: 34%|███▍ | 636/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.414]
Epoch 0: 34%|███▍ | 637/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.414]
Epoch 0: 34%|███▍ | 637/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.689]
Epoch 0: 34%|███▍ | 638/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.689]
Epoch 0: 34%|███▍ | 638/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.541]
Epoch 0: 34%|███▍ | 639/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.541]
Epoch 0: 34%|███▍ | 639/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.482]
Epoch 0: 34%|███▍ | 640/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.482]
Epoch 0: 34%|███▍ | 640/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.492]
Epoch 0: 34%|███▍ | 641/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.492]
Epoch 0: 34%|███▍ | 641/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.390]
Epoch 0: 34%|███▍ | 642/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.390]
Epoch 0: 34%|███▍ | 642/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.431]
Epoch 0: 34%|███▍ | 643/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.431]
Epoch 0: 34%|███▍ | 643/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.388]
Epoch 0: 34%|███▍ | 644/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.388]
Epoch 0: 34%|███▍ | 644/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.580]
Epoch 0: 34%|███▍ | 645/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.580]
Epoch 0: 34%|███▍ | 645/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.399]
Epoch 0: 34%|███▍ | 646/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.399]
Epoch 0: 34%|███▍ | 646/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.469]
Epoch 0: 35%|███▍ | 647/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.469]
Epoch 0: 35%|███▍ | 647/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.323]
Epoch 0: 35%|███▍ | 648/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.323]
Epoch 0: 35%|███▍ | 648/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.166]
Epoch 0: 35%|███▍ | 649/1875 [00:04<00:09, 134.96it/s, v_num=11, train_loss=0.166]
Epoch 0: 35%|███▍ | 649/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.981]
Epoch 0: 35%|███▍ | 650/1875 [00:04<00:09, 134.96it/s, v_num=11, train_loss=0.981]
Epoch 0: 35%|███▍ | 650/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.838]
Epoch 0: 35%|███▍ | 651/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.838]
Epoch 0: 35%|███▍ | 651/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.552]
Epoch 0: 35%|███▍ | 652/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.552]
Epoch 0: 35%|███▍ | 652/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.475]
Epoch 0: 35%|███▍ | 653/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.475]
Epoch 0: 35%|███▍ | 653/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.407]
Epoch 0: 35%|███▍ | 654/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.407]
Epoch 0: 35%|███▍ | 654/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.248]
Epoch 0: 35%|███▍ | 655/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.248]
Epoch 0: 35%|███▍ | 655/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.245]
Epoch 0: 35%|███▍ | 656/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.245]
Epoch 0: 35%|███▍ | 656/1875 [00:04<00:09, 134.94it/s, v_num=11, train_loss=0.292]
Epoch 0: 35%|███▌ | 657/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.292]
Epoch 0: 35%|███▌ | 657/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.400]
Epoch 0: 35%|███▌ | 658/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.400]
Epoch 0: 35%|███▌ | 658/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.516]
Epoch 0: 35%|███▌ | 659/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.516]
Epoch 0: 35%|███▌ | 659/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.329]
Epoch 0: 35%|███▌ | 660/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.329]
Epoch 0: 35%|███▌ | 660/1875 [00:04<00:09, 134.95it/s, v_num=11, train_loss=0.414]
Epoch 0: 35%|███▌ | 661/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.414]
Epoch 0: 35%|███▌ | 661/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.563]
Epoch 0: 35%|███▌ | 662/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.563]
Epoch 0: 35%|███▌ | 662/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.748]
Epoch 0: 35%|███▌ | 663/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.748]
Epoch 0: 35%|███▌ | 663/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.320]
Epoch 0: 35%|███▌ | 664/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.320]
Epoch 0: 35%|███▌ | 664/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.360]
Epoch 0: 35%|███▌ | 665/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.360]
Epoch 0: 35%|███▌ | 665/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.306]
Epoch 0: 36%|███▌ | 666/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.306]
Epoch 0: 36%|███▌ | 666/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.559]
Epoch 0: 36%|███▌ | 667/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.559]
Epoch 0: 36%|███▌ | 667/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.291]
Epoch 0: 36%|███▌ | 668/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.291]
Epoch 0: 36%|███▌ | 668/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.268]
Epoch 0: 36%|███▌ | 669/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.268]
Epoch 0: 36%|███▌ | 669/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.325]
Epoch 0: 36%|███▌ | 670/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.325]
Epoch 0: 36%|███▌ | 670/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.430]
Epoch 0: 36%|███▌ | 671/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.430]
Epoch 0: 36%|███▌ | 671/1875 [00:04<00:08, 134.95it/s, v_num=11, train_loss=0.349]
Epoch 0: 36%|███▌ | 672/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.349]
Epoch 0: 36%|███▌ | 672/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.469]
Epoch 0: 36%|███▌ | 673/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.469]
Epoch 0: 36%|███▌ | 673/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.472]
Epoch 0: 36%|███▌ | 674/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.472]
Epoch 0: 36%|███▌ | 674/1875 [00:04<00:08, 134.96it/s, v_num=11, train_loss=0.733]
Epoch 0: 36%|███▌ | 675/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.733]
Epoch 0: 36%|███▌ | 675/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.667]
Epoch 0: 36%|███▌ | 676/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.667]
Epoch 0: 36%|███▌ | 676/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.300]
Epoch 0: 36%|███▌ | 677/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.300]
Epoch 0: 36%|███▌ | 677/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.535]
Epoch 0: 36%|███▌ | 678/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.535]
Epoch 0: 36%|███▌ | 678/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.449]
Epoch 0: 36%|███▌ | 679/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.449]
Epoch 0: 36%|███▌ | 679/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.553]
Epoch 0: 36%|███▋ | 680/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.553]
Epoch 0: 36%|███▋ | 680/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.213]
Epoch 0: 36%|███▋ | 681/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.213]
Epoch 0: 36%|███▋ | 681/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.341]
Epoch 0: 36%|███▋ | 682/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.341]
Epoch 0: 36%|███▋ | 682/1875 [00:05<00:08, 134.96it/s, v_num=11, train_loss=0.426]
Epoch 0: 36%|███▋ | 683/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.426]
Epoch 0: 36%|███▋ | 683/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.464]
Epoch 0: 36%|███▋ | 684/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.464]
Epoch 0: 36%|███▋ | 684/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.606]
Epoch 0: 37%|███▋ | 685/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.606]
Epoch 0: 37%|███▋ | 685/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.437]
Epoch 0: 37%|███▋ | 686/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.437]
Epoch 0: 37%|███▋ | 686/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.199]
Epoch 0: 37%|███▋ | 687/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.199]
Epoch 0: 37%|███▋ | 687/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.324]
Epoch 0: 37%|███▋ | 688/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.324]
Epoch 0: 37%|███▋ | 688/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.486]
Epoch 0: 37%|███▋ | 689/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.486]
Epoch 0: 37%|███▋ | 689/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.373]
Epoch 0: 37%|███▋ | 690/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.373]
Epoch 0: 37%|███▋ | 690/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.588]
Epoch 0: 37%|███▋ | 691/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.588]
Epoch 0: 37%|███▋ | 691/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.356]
Epoch 0: 37%|███▋ | 692/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.356]
Epoch 0: 37%|███▋ | 692/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.254]
Epoch 0: 37%|███▋ | 693/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.254]
Epoch 0: 37%|███▋ | 693/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.283]
Epoch 0: 37%|███▋ | 694/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.283]
Epoch 0: 37%|███▋ | 694/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.325]
Epoch 0: 37%|███▋ | 695/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.325]
Epoch 0: 37%|███▋ | 695/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.336]
Epoch 0: 37%|███▋ | 696/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.336]
Epoch 0: 37%|███▋ | 696/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.528]
Epoch 0: 37%|███▋ | 697/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.528]
Epoch 0: 37%|███▋ | 697/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.667]
Epoch 0: 37%|███▋ | 698/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.667]
Epoch 0: 37%|███▋ | 698/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.393]
Epoch 0: 37%|███▋ | 699/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.393]
Epoch 0: 37%|███▋ | 699/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.334]
Epoch 0: 37%|███▋ | 700/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.334]
Epoch 0: 37%|███▋ | 700/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.377]
Epoch 0: 37%|███▋ | 701/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.377]
Epoch 0: 37%|███▋ | 701/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.257]
Epoch 0: 37%|███▋ | 702/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.257]
Epoch 0: 37%|███▋ | 702/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.172]
Epoch 0: 37%|███▋ | 703/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.172]
Epoch 0: 37%|███▋ | 703/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.318]
Epoch 0: 38%|███▊ | 704/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.318]
Epoch 0: 38%|███▊ | 704/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.489]
Epoch 0: 38%|███▊ | 705/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.489]
Epoch 0: 38%|███▊ | 705/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.272]
Epoch 0: 38%|███▊ | 706/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.272]
Epoch 0: 38%|███▊ | 706/1875 [00:05<00:08, 134.97it/s, v_num=11, train_loss=0.361]
Epoch 0: 38%|███▊ | 707/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.361]
Epoch 0: 38%|███▊ | 707/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.424]
Epoch 0: 38%|███▊ | 708/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.424]
Epoch 0: 38%|███▊ | 708/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.347]
Epoch 0: 38%|███▊ | 709/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.347]
Epoch 0: 38%|███▊ | 709/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.405]
Epoch 0: 38%|███▊ | 710/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.405]
Epoch 0: 38%|███▊ | 710/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.243]
Epoch 0: 38%|███▊ | 711/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.243]
Epoch 0: 38%|███▊ | 711/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.166]
Epoch 0: 38%|███▊ | 712/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.166]
Epoch 0: 38%|███▊ | 712/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.512]
Epoch 0: 38%|███▊ | 713/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.512]
Epoch 0: 38%|███▊ | 713/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.883]
Epoch 0: 38%|███▊ | 714/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.883]
Epoch 0: 38%|███▊ | 714/1875 [00:05<00:08, 134.98it/s, v_num=11, train_loss=0.764]
Epoch 0: 38%|███▊ | 715/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.764]
Epoch 0: 38%|███▊ | 715/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.586]
Epoch 0: 38%|███▊ | 716/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.586]
Epoch 0: 38%|███▊ | 716/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.669]
Epoch 0: 38%|███▊ | 717/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.669]
Epoch 0: 38%|███▊ | 717/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.340]
Epoch 0: 38%|███▊ | 718/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.340]
Epoch 0: 38%|███▊ | 718/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.300]
Epoch 0: 38%|███▊ | 719/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.300]
Epoch 0: 38%|███▊ | 719/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.275]
Epoch 0: 38%|███▊ | 720/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.275]
Epoch 0: 38%|███▊ | 720/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.404]
Epoch 0: 38%|███▊ | 721/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.404]
Epoch 0: 38%|███▊ | 721/1875 [00:05<00:08, 134.99it/s, v_num=11, train_loss=0.395]
Epoch 0: 39%|███▊ | 722/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.395]
Epoch 0: 39%|███▊ | 722/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.328]
Epoch 0: 39%|███▊ | 723/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.328]
Epoch 0: 39%|███▊ | 723/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.319]
Epoch 0: 39%|███▊ | 724/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.319]
Epoch 0: 39%|███▊ | 724/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.226]
Epoch 0: 39%|███▊ | 725/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.226]
Epoch 0: 39%|███▊ | 725/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.447]
Epoch 0: 39%|███▊ | 726/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.447]
Epoch 0: 39%|███▊ | 726/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.320]
Epoch 0: 39%|███▉ | 727/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.320]
Epoch 0: 39%|███▉ | 727/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.698]
Epoch 0: 39%|███▉ | 728/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.698]
Epoch 0: 39%|███▉ | 728/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.190]
Epoch 0: 39%|███▉ | 729/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.190]
Epoch 0: 39%|███▉ | 729/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.278]
Epoch 0: 39%|███▉ | 730/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.278]
Epoch 0: 39%|███▉ | 730/1875 [00:05<00:08, 135.00it/s, v_num=11, train_loss=0.803]
Epoch 0: 39%|███▉ | 731/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.803]
Epoch 0: 39%|███▉ | 731/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.484]
Epoch 0: 39%|███▉ | 732/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.484]
Epoch 0: 39%|███▉ | 732/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.422]
Epoch 0: 39%|███▉ | 733/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.422]
Epoch 0: 39%|███▉ | 733/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.265]
Epoch 0: 39%|███▉ | 734/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.265]
Epoch 0: 39%|███▉ | 734/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.419]
Epoch 0: 39%|███▉ | 735/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.419]
Epoch 0: 39%|███▉ | 735/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.813]
Epoch 0: 39%|███▉ | 736/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.813]
Epoch 0: 39%|███▉ | 736/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.886]
Epoch 0: 39%|███▉ | 737/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.886]
Epoch 0: 39%|███▉ | 737/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.331]
Epoch 0: 39%|███▉ | 738/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.331]
Epoch 0: 39%|███▉ | 738/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.386]
Epoch 0: 39%|███▉ | 739/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.386]
Epoch 0: 39%|███▉ | 739/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.326]
Epoch 0: 39%|███▉ | 740/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.326]
Epoch 0: 39%|███▉ | 740/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.278]
Epoch 0: 40%|███▉ | 741/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.278]
Epoch 0: 40%|███▉ | 741/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.289]
Epoch 0: 40%|███▉ | 742/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.289]
Epoch 0: 40%|███▉ | 742/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.292]
Epoch 0: 40%|███▉ | 743/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.292]
Epoch 0: 40%|███▉ | 743/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.306]
Epoch 0: 40%|███▉ | 744/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.306]
Epoch 0: 40%|███▉ | 744/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.226]
Epoch 0: 40%|███▉ | 745/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.226]
Epoch 0: 40%|███▉ | 745/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.448]
Epoch 0: 40%|███▉ | 746/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.448]
Epoch 0: 40%|███▉ | 746/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.195]
Epoch 0: 40%|███▉ | 747/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.195]
Epoch 0: 40%|███▉ | 747/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.401]
Epoch 0: 40%|███▉ | 748/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.401]
Epoch 0: 40%|███▉ | 748/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.426]
Epoch 0: 40%|███▉ | 749/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.426]
Epoch 0: 40%|███▉ | 749/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.447]
Epoch 0: 40%|████ | 750/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.447]
Epoch 0: 40%|████ | 750/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.516]
Epoch 0: 40%|████ | 751/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.516]
Epoch 0: 40%|████ | 751/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.592]
Epoch 0: 40%|████ | 752/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.592]
Epoch 0: 40%|████ | 752/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.578]
Epoch 0: 40%|████ | 753/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.578]
Epoch 0: 40%|████ | 753/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.371]
Epoch 0: 40%|████ | 754/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.371]
Epoch 0: 40%|████ | 754/1875 [00:05<00:08, 135.01it/s, v_num=11, train_loss=0.339]
Epoch 0: 40%|████ | 755/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.339]
Epoch 0: 40%|████ | 755/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.563]
Epoch 0: 40%|████ | 756/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.563]
Epoch 0: 40%|████ | 756/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.374]
Epoch 0: 40%|████ | 757/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.374]
Epoch 0: 40%|████ | 757/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.328]
Epoch 0: 40%|████ | 758/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.328]
Epoch 0: 40%|████ | 758/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.309]
Epoch 0: 40%|████ | 759/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.309]
Epoch 0: 40%|████ | 759/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.433]
Epoch 0: 41%|████ | 760/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.433]
Epoch 0: 41%|████ | 760/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.138]
Epoch 0: 41%|████ | 761/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.138]
Epoch 0: 41%|████ | 761/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.383]
Epoch 0: 41%|████ | 762/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.383]
Epoch 0: 41%|████ | 762/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.410]
Epoch 0: 41%|████ | 763/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.410]
Epoch 0: 41%|████ | 763/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.157]
Epoch 0: 41%|████ | 764/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.157]
Epoch 0: 41%|████ | 764/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.402]
Epoch 0: 41%|████ | 765/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.402]
Epoch 0: 41%|████ | 765/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.397]
Epoch 0: 41%|████ | 766/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.397]
Epoch 0: 41%|████ | 766/1875 [00:05<00:08, 135.02it/s, v_num=11, train_loss=0.796]
Epoch 0: 41%|████ | 767/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.796]
Epoch 0: 41%|████ | 767/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.317]
Epoch 0: 41%|████ | 768/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.317]
Epoch 0: 41%|████ | 768/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.602]
Epoch 0: 41%|████ | 769/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.602]
Epoch 0: 41%|████ | 769/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.251]
Epoch 0: 41%|████ | 770/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.251]
Epoch 0: 41%|████ | 770/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.372]
Epoch 0: 41%|████ | 771/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.372]
Epoch 0: 41%|████ | 771/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.201]
Epoch 0: 41%|████ | 772/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.201]
Epoch 0: 41%|████ | 772/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.536]
Epoch 0: 41%|████ | 773/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.536]
Epoch 0: 41%|████ | 773/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.457]
Epoch 0: 41%|████▏ | 774/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.457]
Epoch 0: 41%|████▏ | 774/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.428]
Epoch 0: 41%|████▏ | 775/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.428]
Epoch 0: 41%|████▏ | 775/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.328]
Epoch 0: 41%|████▏ | 776/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.328]
Epoch 0: 41%|████▏ | 776/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.656]
Epoch 0: 41%|████▏ | 777/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.656]
Epoch 0: 41%|████▏ | 777/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.240]
Epoch 0: 41%|████▏ | 778/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.240]
Epoch 0: 41%|████▏ | 778/1875 [00:05<00:08, 135.03it/s, v_num=11, train_loss=0.322]
Epoch 0: 42%|████▏ | 779/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.322]
Epoch 0: 42%|████▏ | 779/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.567]
Epoch 0: 42%|████▏ | 780/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.567]
Epoch 0: 42%|████▏ | 780/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.372]
Epoch 0: 42%|████▏ | 781/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.372]
Epoch 0: 42%|████▏ | 781/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.720]
Epoch 0: 42%|████▏ | 782/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.720]
Epoch 0: 42%|████▏ | 782/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.618]
Epoch 0: 42%|████▏ | 783/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.618]
Epoch 0: 42%|████▏ | 783/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.496]
Epoch 0: 42%|████▏ | 784/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.496]
Epoch 0: 42%|████▏ | 784/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.360]
Epoch 0: 42%|████▏ | 785/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.360]
Epoch 0: 42%|████▏ | 785/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.457]
Epoch 0: 42%|████▏ | 786/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.457]
Epoch 0: 42%|████▏ | 786/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.322]
Epoch 0: 42%|████▏ | 787/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.322]
Epoch 0: 42%|████▏ | 787/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.362]
Epoch 0: 42%|████▏ | 788/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.362]
Epoch 0: 42%|████▏ | 788/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.271]
Epoch 0: 42%|████▏ | 789/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.271]
Epoch 0: 42%|████▏ | 789/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.430]
Epoch 0: 42%|████▏ | 790/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.430]
Epoch 0: 42%|████▏ | 790/1875 [00:05<00:08, 135.04it/s, v_num=11, train_loss=0.446]
Epoch 0: 42%|████▏ | 791/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.446]
Epoch 0: 42%|████▏ | 791/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.213]
Epoch 0: 42%|████▏ | 792/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.213]
Epoch 0: 42%|████▏ | 792/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.218]
Epoch 0: 42%|████▏ | 793/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.218]
Epoch 0: 42%|████▏ | 793/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.500]
Epoch 0: 42%|████▏ | 794/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.500]
Epoch 0: 42%|████▏ | 794/1875 [00:05<00:08, 135.05it/s, v_num=11, train_loss=0.327]
Epoch 0: 42%|████▏ | 795/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.327]
Epoch 0: 42%|████▏ | 795/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.237]
Epoch 0: 42%|████▏ | 796/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.237]
Epoch 0: 42%|████▏ | 796/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.540]
Epoch 0: 43%|████▎ | 797/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.540]
Epoch 0: 43%|████▎ | 797/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.110]
Epoch 0: 43%|████▎ | 798/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.110]
Epoch 0: 43%|████▎ | 798/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.198]
Epoch 0: 43%|████▎ | 799/1875 [00:05<00:07, 135.06it/s, v_num=11, train_loss=0.198]
Epoch 0: 43%|████▎ | 799/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.671]
Epoch 0: 43%|████▎ | 800/1875 [00:05<00:07, 135.06it/s, v_num=11, train_loss=0.671]
Epoch 0: 43%|████▎ | 800/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.445]
Epoch 0: 43%|████▎ | 801/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.445]
Epoch 0: 43%|████▎ | 801/1875 [00:05<00:07, 135.04it/s, v_num=11, train_loss=0.456]
Epoch 0: 43%|████▎ | 802/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.456]
Epoch 0: 43%|████▎ | 802/1875 [00:05<00:07, 135.04it/s, v_num=11, train_loss=0.425]
Epoch 0: 43%|████▎ | 803/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.425]
Epoch 0: 43%|████▎ | 803/1875 [00:05<00:07, 135.04it/s, v_num=11, train_loss=0.380]
Epoch 0: 43%|████▎ | 804/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.380]
Epoch 0: 43%|████▎ | 804/1875 [00:05<00:07, 135.04it/s, v_num=11, train_loss=0.202]
Epoch 0: 43%|████▎ | 805/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.202]
Epoch 0: 43%|████▎ | 805/1875 [00:05<00:07, 135.04it/s, v_num=11, train_loss=0.247]
Epoch 0: 43%|████▎ | 806/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.247]
Epoch 0: 43%|████▎ | 806/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.462]
Epoch 0: 43%|████▎ | 807/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.462]
Epoch 0: 43%|████▎ | 807/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.238]
Epoch 0: 43%|████▎ | 808/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.238]
Epoch 0: 43%|████▎ | 808/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.219]
Epoch 0: 43%|████▎ | 809/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.219]
Epoch 0: 43%|████▎ | 809/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.406]
Epoch 0: 43%|████▎ | 810/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.406]
Epoch 0: 43%|████▎ | 810/1875 [00:05<00:07, 135.05it/s, v_num=11, train_loss=0.304]
Epoch 0: 43%|████▎ | 811/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.304]
Epoch 0: 43%|████▎ | 811/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.264]
Epoch 0: 43%|████▎ | 812/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.264]
Epoch 0: 43%|████▎ | 812/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.383]
Epoch 0: 43%|████▎ | 813/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.383]
Epoch 0: 43%|████▎ | 813/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.232]
Epoch 0: 43%|████▎ | 814/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.232]
Epoch 0: 43%|████▎ | 814/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.150]
Epoch 0: 43%|████▎ | 815/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.150]
Epoch 0: 43%|████▎ | 815/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.154]
Epoch 0: 44%|████▎ | 816/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.154]
Epoch 0: 44%|████▎ | 816/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.522]
Epoch 0: 44%|████▎ | 817/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.522]
Epoch 0: 44%|████▎ | 817/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.600]
Epoch 0: 44%|████▎ | 818/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.600]
Epoch 0: 44%|████▎ | 818/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.452]
Epoch 0: 44%|████▎ | 819/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.452]
Epoch 0: 44%|████▎ | 819/1875 [00:06<00:07, 135.05it/s, v_num=11, train_loss=0.433]
Epoch 0: 44%|████▎ | 820/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.433]
Epoch 0: 44%|████▎ | 820/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.485]
Epoch 0: 44%|████▍ | 821/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.485]
Epoch 0: 44%|████▍ | 821/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.317]
Epoch 0: 44%|████▍ | 822/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.317]
Epoch 0: 44%|████▍ | 822/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.400]
Epoch 0: 44%|████▍ | 823/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.400]
Epoch 0: 44%|████▍ | 823/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.345]
Epoch 0: 44%|████▍ | 824/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.345]
Epoch 0: 44%|████▍ | 824/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.589]
Epoch 0: 44%|████▍ | 825/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.589]
Epoch 0: 44%|████▍ | 825/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.252]
Epoch 0: 44%|████▍ | 826/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.252]
Epoch 0: 44%|████▍ | 826/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.310]
Epoch 0: 44%|████▍ | 827/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.310]
Epoch 0: 44%|████▍ | 827/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.400]
Epoch 0: 44%|████▍ | 828/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.400]
Epoch 0: 44%|████▍ | 828/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.684]
Epoch 0: 44%|████▍ | 829/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.684]
Epoch 0: 44%|████▍ | 829/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.349]
Epoch 0: 44%|████▍ | 830/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.349]
Epoch 0: 44%|████▍ | 830/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.158]
Epoch 0: 44%|████▍ | 831/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.158]
Epoch 0: 44%|████▍ | 831/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.291]
Epoch 0: 44%|████▍ | 832/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.291]
Epoch 0: 44%|████▍ | 832/1875 [00:06<00:07, 135.06it/s, v_num=11, train_loss=0.338]
Epoch 0: 44%|████▍ | 833/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.338]
Epoch 0: 44%|████▍ | 833/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.311]
Epoch 0: 44%|████▍ | 834/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.311]
Epoch 0: 44%|████▍ | 834/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.440]
Epoch 0: 45%|████▍ | 835/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.440]
Epoch 0: 45%|████▍ | 835/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.262]
Epoch 0: 45%|████▍ | 836/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.262]
Epoch 0: 45%|████▍ | 836/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.202]
Epoch 0: 45%|████▍ | 837/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.202]
Epoch 0: 45%|████▍ | 837/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.284]
Epoch 0: 45%|████▍ | 838/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.284]
Epoch 0: 45%|████▍ | 838/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.405]
Epoch 0: 45%|████▍ | 839/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.405]
Epoch 0: 45%|████▍ | 839/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.296]
Epoch 0: 45%|████▍ | 840/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.296]
Epoch 0: 45%|████▍ | 840/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.301]
Epoch 0: 45%|████▍ | 841/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.301]
Epoch 0: 45%|████▍ | 841/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.494]
Epoch 0: 45%|████▍ | 842/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.494]
Epoch 0: 45%|████▍ | 842/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.282]
Epoch 0: 45%|████▍ | 843/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.282]
Epoch 0: 45%|████▍ | 843/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.254]
Epoch 0: 45%|████▌ | 844/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.254]
Epoch 0: 45%|████▌ | 844/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.294]
Epoch 0: 45%|████▌ | 845/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.294]
Epoch 0: 45%|████▌ | 845/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.270]
Epoch 0: 45%|████▌ | 846/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.270]
Epoch 0: 45%|████▌ | 846/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.370]
Epoch 0: 45%|████▌ | 847/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.370]
Epoch 0: 45%|████▌ | 847/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.447]
Epoch 0: 45%|████▌ | 848/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.447]
Epoch 0: 45%|████▌ | 848/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.375]
Epoch 0: 45%|████▌ | 849/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.375]
Epoch 0: 45%|████▌ | 849/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.400]
Epoch 0: 45%|████▌ | 850/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.400]
Epoch 0: 45%|████▌ | 850/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.320]
Epoch 0: 45%|████▌ | 851/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.320]
Epoch 0: 45%|████▌ | 851/1875 [00:06<00:07, 135.07it/s, v_num=11, train_loss=0.518]
Epoch 0: 45%|████▌ | 852/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.518]
Epoch 0: 45%|████▌ | 852/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.286]
Epoch 0: 45%|████▌ | 853/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.286]
Epoch 0: 45%|████▌ | 853/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.177]
Epoch 0: 46%|████▌ | 854/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.177]
Epoch 0: 46%|████▌ | 854/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.374]
Epoch 0: 46%|████▌ | 855/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.374]
Epoch 0: 46%|████▌ | 855/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.266]
Epoch 0: 46%|████▌ | 856/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.266]
Epoch 0: 46%|████▌ | 856/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.409]
Epoch 0: 46%|████▌ | 857/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.409]
Epoch 0: 46%|████▌ | 857/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.109]
Epoch 0: 46%|████▌ | 858/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.109]
Epoch 0: 46%|████▌ | 858/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.251]
Epoch 0: 46%|████▌ | 859/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.251]
Epoch 0: 46%|████▌ | 859/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.311]
Epoch 0: 46%|████▌ | 860/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.311]
Epoch 0: 46%|████▌ | 860/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.258]
Epoch 0: 46%|████▌ | 861/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.258]
Epoch 0: 46%|████▌ | 861/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.463]
Epoch 0: 46%|████▌ | 862/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.463]
Epoch 0: 46%|████▌ | 862/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.253]
Epoch 0: 46%|████▌ | 863/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.253]
Epoch 0: 46%|████▌ | 863/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.367]
Epoch 0: 46%|████▌ | 864/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.367]
Epoch 0: 46%|████▌ | 864/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.300]
Epoch 0: 46%|████▌ | 865/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.300]
Epoch 0: 46%|████▌ | 865/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.194]
Epoch 0: 46%|████▌ | 866/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.194]
Epoch 0: 46%|████▌ | 866/1875 [00:06<00:07, 135.08it/s, v_num=11, train_loss=0.420]
Epoch 0: 46%|████▌ | 867/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.420]
Epoch 0: 46%|████▌ | 867/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.0806]
Epoch 0: 46%|████▋ | 868/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.0806]
Epoch 0: 46%|████▋ | 868/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.373]
Epoch 0: 46%|████▋ | 869/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.373]
Epoch 0: 46%|████▋ | 869/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.158]
Epoch 0: 46%|████▋ | 870/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.158]
Epoch 0: 46%|████▋ | 870/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.263]
Epoch 0: 46%|████▋ | 871/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.263]
Epoch 0: 46%|████▋ | 871/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.398]
Epoch 0: 47%|████▋ | 872/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.398]
Epoch 0: 47%|████▋ | 872/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.192]
Epoch 0: 47%|████▋ | 873/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.192]
Epoch 0: 47%|████▋ | 873/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.353]
Epoch 0: 47%|████▋ | 874/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.353]
Epoch 0: 47%|████▋ | 874/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.238]
Epoch 0: 47%|████▋ | 875/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.238]
Epoch 0: 47%|████▋ | 875/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.271]
Epoch 0: 47%|████▋ | 876/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.271]
Epoch 0: 47%|████▋ | 876/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.452]
Epoch 0: 47%|████▋ | 877/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.452]
Epoch 0: 47%|████▋ | 877/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.217]
Epoch 0: 47%|████▋ | 878/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.217]
Epoch 0: 47%|████▋ | 878/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.166]
Epoch 0: 47%|████▋ | 879/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.166]
Epoch 0: 47%|████▋ | 879/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.403]
Epoch 0: 47%|████▋ | 880/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.403]
Epoch 0: 47%|████▋ | 880/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.266]
Epoch 0: 47%|████▋ | 881/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.266]
Epoch 0: 47%|████▋ | 881/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.443]
Epoch 0: 47%|████▋ | 882/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.443]
Epoch 0: 47%|████▋ | 882/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.328]
Epoch 0: 47%|████▋ | 883/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.328]
Epoch 0: 47%|████▋ | 883/1875 [00:06<00:07, 135.09it/s, v_num=11, train_loss=0.103]
Epoch 0: 47%|████▋ | 884/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.103]
Epoch 0: 47%|████▋ | 884/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.239]
Epoch 0: 47%|████▋ | 885/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.239]
Epoch 0: 47%|████▋ | 885/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.242]
Epoch 0: 47%|████▋ | 886/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.242]
Epoch 0: 47%|████▋ | 886/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.371]
Epoch 0: 47%|████▋ | 887/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.371]
Epoch 0: 47%|████▋ | 887/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.149]
Epoch 0: 47%|████▋ | 888/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.149]
Epoch 0: 47%|████▋ | 888/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.165]
Epoch 0: 47%|████▋ | 889/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.165]
Epoch 0: 47%|████▋ | 889/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.558]
Epoch 0: 47%|████▋ | 890/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.558]
Epoch 0: 47%|████▋ | 890/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.439]
Epoch 0: 48%|████▊ | 891/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.439]
Epoch 0: 48%|████▊ | 891/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.650]
Epoch 0: 48%|████▊ | 892/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.650]
Epoch 0: 48%|████▊ | 892/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.650]
Epoch 0: 48%|████▊ | 893/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.650]
Epoch 0: 48%|████▊ | 893/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.656]
Epoch 0: 48%|████▊ | 894/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.656]
Epoch 0: 48%|████▊ | 894/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.402]
Epoch 0: 48%|████▊ | 895/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.402]
Epoch 0: 48%|████▊ | 895/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.701]
Epoch 0: 48%|████▊ | 896/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.701]
Epoch 0: 48%|████▊ | 896/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.532]
Epoch 0: 48%|████▊ | 897/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.532]
Epoch 0: 48%|████▊ | 897/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.149]
Epoch 0: 48%|████▊ | 898/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.149]
Epoch 0: 48%|████▊ | 898/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.323]
Epoch 0: 48%|████▊ | 899/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.323]
Epoch 0: 48%|████▊ | 899/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.384]
Epoch 0: 48%|████▊ | 900/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.384]
Epoch 0: 48%|████▊ | 900/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.367]
Epoch 0: 48%|████▊ | 901/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.367]
Epoch 0: 48%|████▊ | 901/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.163]
Epoch 0: 48%|████▊ | 902/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.163]
Epoch 0: 48%|████▊ | 902/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.142]
Epoch 0: 48%|████▊ | 903/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.142]
Epoch 0: 48%|████▊ | 903/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.556]
Epoch 0: 48%|████▊ | 904/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.556]
Epoch 0: 48%|████▊ | 904/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.126]
Epoch 0: 48%|████▊ | 905/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.126]
Epoch 0: 48%|████▊ | 905/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.280]
Epoch 0: 48%|████▊ | 906/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.280]
Epoch 0: 48%|████▊ | 906/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.243]
Epoch 0: 48%|████▊ | 907/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.243]
Epoch 0: 48%|████▊ | 907/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.636]
Epoch 0: 48%|████▊ | 908/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.636]
Epoch 0: 48%|████▊ | 908/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.228]
Epoch 0: 48%|████▊ | 909/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.228]
Epoch 0: 48%|████▊ | 909/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.558]
Epoch 0: 49%|████▊ | 910/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.558]
Epoch 0: 49%|████▊ | 910/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.211]
Epoch 0: 49%|████▊ | 911/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.211]
Epoch 0: 49%|████▊ | 911/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.460]
Epoch 0: 49%|████▊ | 912/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.460]
Epoch 0: 49%|████▊ | 912/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.419]
Epoch 0: 49%|████▊ | 913/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.419]
Epoch 0: 49%|████▊ | 913/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.433]
Epoch 0: 49%|████▊ | 914/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.433]
Epoch 0: 49%|████▊ | 914/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.419]
Epoch 0: 49%|████▉ | 915/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.419]
Epoch 0: 49%|████▉ | 915/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.227]
Epoch 0: 49%|████▉ | 916/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.227]
Epoch 0: 49%|████▉ | 916/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.0772]
Epoch 0: 49%|████▉ | 917/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.0772]
Epoch 0: 49%|████▉ | 917/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.135]
Epoch 0: 49%|████▉ | 918/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.135]
Epoch 0: 49%|████▉ | 918/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.279]
Epoch 0: 49%|████▉ | 919/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.279]
Epoch 0: 49%|████▉ | 919/1875 [00:06<00:07, 135.10it/s, v_num=11, train_loss=0.403]
Epoch 0: 49%|████▉ | 920/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.403]
Epoch 0: 49%|████▉ | 920/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.422]
Epoch 0: 49%|████▉ | 921/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.422]
Epoch 0: 49%|████▉ | 921/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.210]
Epoch 0: 49%|████▉ | 922/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.210]
Epoch 0: 49%|████▉ | 922/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.273]
Epoch 0: 49%|████▉ | 923/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.273]
Epoch 0: 49%|████▉ | 923/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.103]
Epoch 0: 49%|████▉ | 924/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.103]
Epoch 0: 49%|████▉ | 924/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.403]
Epoch 0: 49%|████▉ | 925/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.403]
Epoch 0: 49%|████▉ | 925/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.248]
Epoch 0: 49%|████▉ | 926/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.248]
Epoch 0: 49%|████▉ | 926/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.423]
Epoch 0: 49%|████▉ | 927/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.423]
Epoch 0: 49%|████▉ | 927/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.175]
Epoch 0: 49%|████▉ | 928/1875 [00:06<00:07, 135.12it/s, v_num=11, train_loss=0.175]
Epoch 0: 49%|████▉ | 928/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.182]
Epoch 0: 50%|████▉ | 929/1875 [00:06<00:07, 135.12it/s, v_num=11, train_loss=0.182]
Epoch 0: 50%|████▉ | 929/1875 [00:06<00:07, 135.11it/s, v_num=11, train_loss=0.154]
Epoch 0: 50%|████▉ | 930/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.154]
Epoch 0: 50%|████▉ | 930/1875 [00:06<00:06, 135.11it/s, v_num=11, train_loss=0.218]
Epoch 0: 50%|████▉ | 931/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.218]
Epoch 0: 50%|████▉ | 931/1875 [00:06<00:06, 135.11it/s, v_num=11, train_loss=0.554]
Epoch 0: 50%|████▉ | 932/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.554]
Epoch 0: 50%|████▉ | 932/1875 [00:06<00:06, 135.11it/s, v_num=11, train_loss=0.639]
Epoch 0: 50%|████▉ | 933/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.639]
Epoch 0: 50%|████▉ | 933/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.634]
Epoch 0: 50%|████▉ | 934/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.634]
Epoch 0: 50%|████▉ | 934/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.694]
Epoch 0: 50%|████▉ | 935/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.694]
Epoch 0: 50%|████▉ | 935/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.635]
Epoch 0: 50%|████▉ | 936/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.635]
Epoch 0: 50%|████▉ | 936/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.715]
Epoch 0: 50%|████▉ | 937/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.715]
Epoch 0: 50%|████▉ | 937/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.321]
Epoch 0: 50%|█████ | 938/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.321]
Epoch 0: 50%|█████ | 938/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.549]
Epoch 0: 50%|█████ | 939/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.549]
Epoch 0: 50%|█████ | 939/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.445]
Epoch 0: 50%|█████ | 940/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.445]
Epoch 0: 50%|█████ | 940/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.218]
Epoch 0: 50%|█████ | 941/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.218]
Epoch 0: 50%|█████ | 941/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.491]
Epoch 0: 50%|█████ | 942/1875 [00:06<00:06, 135.13it/s, v_num=11, train_loss=0.491]
Epoch 0: 50%|█████ | 942/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.351]
Epoch 0: 50%|█████ | 943/1875 [00:06<00:06, 135.13it/s, v_num=11, train_loss=0.351]
Epoch 0: 50%|█████ | 943/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.132]
Epoch 0: 50%|█████ | 944/1875 [00:06<00:06, 135.13it/s, v_num=11, train_loss=0.132]
Epoch 0: 50%|█████ | 944/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.457]
Epoch 0: 50%|█████ | 945/1875 [00:06<00:06, 135.13it/s, v_num=11, train_loss=0.457]
Epoch 0: 50%|█████ | 945/1875 [00:06<00:06, 135.12it/s, v_num=11, train_loss=0.112]
Epoch 0: 50%|█████ | 946/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.112]
Epoch 0: 50%|█████ | 946/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.344]
Epoch 0: 51%|█████ | 947/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.344]
Epoch 0: 51%|█████ | 947/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.195]
Epoch 0: 51%|█████ | 948/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.195]
Epoch 0: 51%|█████ | 948/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.247]
Epoch 0: 51%|█████ | 949/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.247]
Epoch 0: 51%|█████ | 949/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.0929]
Epoch 0: 51%|█████ | 950/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.0929]
Epoch 0: 51%|█████ | 950/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.115]
Epoch 0: 51%|█████ | 951/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.115]
Epoch 0: 51%|█████ | 951/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.296]
Epoch 0: 51%|█████ | 952/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.296]
Epoch 0: 51%|█████ | 952/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.205]
Epoch 0: 51%|█████ | 953/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.205]
Epoch 0: 51%|█████ | 953/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.301]
Epoch 0: 51%|█████ | 954/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.301]
Epoch 0: 51%|█████ | 954/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.322]
Epoch 0: 51%|█████ | 955/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.322]
Epoch 0: 51%|█████ | 955/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.204]
Epoch 0: 51%|█████ | 956/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.204]
Epoch 0: 51%|█████ | 956/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.316]
Epoch 0: 51%|█████ | 957/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.316]
Epoch 0: 51%|█████ | 957/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.342]
Epoch 0: 51%|█████ | 958/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.342]
Epoch 0: 51%|█████ | 958/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.217]
Epoch 0: 51%|█████ | 959/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.217]
Epoch 0: 51%|█████ | 959/1875 [00:07<00:06, 135.12it/s, v_num=11, train_loss=0.458]
Epoch 0: 51%|█████ | 960/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.458]
Epoch 0: 51%|█████ | 960/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.519]
Epoch 0: 51%|█████▏ | 961/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.519]
Epoch 0: 51%|█████▏ | 961/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.371]
Epoch 0: 51%|█████▏ | 962/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.371]
Epoch 0: 51%|█████▏ | 962/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.348]
Epoch 0: 51%|█████▏ | 963/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.348]
Epoch 0: 51%|█████▏ | 963/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.119]
Epoch 0: 51%|█████▏ | 964/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.119]
Epoch 0: 51%|█████▏ | 964/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.279]
Epoch 0: 51%|█████▏ | 965/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.279]
Epoch 0: 51%|█████▏ | 965/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.160]
Epoch 0: 52%|█████▏ | 966/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.160]
Epoch 0: 52%|█████▏ | 966/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.385]
Epoch 0: 52%|█████▏ | 967/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.385]
Epoch 0: 52%|█████▏ | 967/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.340]
Epoch 0: 52%|█████▏ | 968/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.340]
Epoch 0: 52%|█████▏ | 968/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.349]
Epoch 0: 52%|█████▏ | 969/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.349]
Epoch 0: 52%|█████▏ | 969/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.285]
Epoch 0: 52%|█████▏ | 970/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.285]
Epoch 0: 52%|█████▏ | 970/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.0788]
Epoch 0: 52%|█████▏ | 971/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.0788]
Epoch 0: 52%|█████▏ | 971/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.274]
Epoch 0: 52%|█████▏ | 972/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.274]
Epoch 0: 52%|█████▏ | 972/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.394]
Epoch 0: 52%|█████▏ | 973/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.394]
Epoch 0: 52%|█████▏ | 973/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.142]
Epoch 0: 52%|█████▏ | 974/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.142]
Epoch 0: 52%|█████▏ | 974/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.434]
Epoch 0: 52%|█████▏ | 975/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.434]
Epoch 0: 52%|█████▏ | 975/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.102]
Epoch 0: 52%|█████▏ | 976/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.102]
Epoch 0: 52%|█████▏ | 976/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.101]
Epoch 0: 52%|█████▏ | 977/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.101]
Epoch 0: 52%|█████▏ | 977/1875 [00:07<00:06, 135.13it/s, v_num=11, train_loss=0.404]
Epoch 0: 52%|█████▏ | 978/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.404]
Epoch 0: 52%|█████▏ | 978/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.722]
Epoch 0: 52%|█████▏ | 979/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.722]
Epoch 0: 52%|█████▏ | 979/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.449]
Epoch 0: 52%|█████▏ | 980/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.449]
Epoch 0: 52%|█████▏ | 980/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.239]
Epoch 0: 52%|█████▏ | 981/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.239]
Epoch 0: 52%|█████▏ | 981/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.150]
Epoch 0: 52%|█████▏ | 982/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.150]
Epoch 0: 52%|█████▏ | 982/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.152]
Epoch 0: 52%|█████▏ | 983/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.152]
Epoch 0: 52%|█████▏ | 983/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.143]
Epoch 0: 52%|█████▏ | 984/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.143]
Epoch 0: 52%|█████▏ | 984/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.160]
Epoch 0: 53%|█████▎ | 985/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.160]
Epoch 0: 53%|█████▎ | 985/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.291]
Epoch 0: 53%|█████▎ | 986/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.291]
Epoch 0: 53%|█████▎ | 986/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.412]
Epoch 0: 53%|█████▎ | 987/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.412]
Epoch 0: 53%|█████▎ | 987/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.213]
Epoch 0: 53%|█████▎ | 988/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.213]
Epoch 0: 53%|█████▎ | 988/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.296]
Epoch 0: 53%|█████▎ | 989/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.296]
Epoch 0: 53%|█████▎ | 989/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.228]
Epoch 0: 53%|█████▎ | 990/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.228]
Epoch 0: 53%|█████▎ | 990/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.159]
Epoch 0: 53%|█████▎ | 991/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.159]
Epoch 0: 53%|█████▎ | 991/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.243]
Epoch 0: 53%|█████▎ | 992/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.243]
Epoch 0: 53%|█████▎ | 992/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.185]
Epoch 0: 53%|█████▎ | 993/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.185]
Epoch 0: 53%|█████▎ | 993/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.273]
Epoch 0: 53%|█████▎ | 994/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.273]
Epoch 0: 53%|█████▎ | 994/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0885]
Epoch 0: 53%|█████▎ | 995/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0885]
Epoch 0: 53%|█████▎ | 995/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.206]
Epoch 0: 53%|█████▎ | 996/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.206]
Epoch 0: 53%|█████▎ | 996/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.416]
Epoch 0: 53%|█████▎ | 997/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.416]
Epoch 0: 53%|█████▎ | 997/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.616]
Epoch 0: 53%|█████▎ | 998/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.616]
Epoch 0: 53%|█████▎ | 998/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.572]
Epoch 0: 53%|█████▎ | 999/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.572]
Epoch 0: 53%|█████▎ | 999/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.207]
Epoch 0: 53%|█████▎ | 1000/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.207]
Epoch 0: 53%|█████▎ | 1000/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.683]
Epoch 0: 53%|█████▎ | 1001/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.683]
Epoch 0: 53%|█████▎ | 1001/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.179]
Epoch 0: 53%|█████▎ | 1002/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.179]
Epoch 0: 53%|█████▎ | 1002/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.0951]
Epoch 0: 53%|█████▎ | 1003/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0951]
Epoch 0: 53%|█████▎ | 1003/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.420]
Epoch 0: 54%|█████▎ | 1004/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.420]
Epoch 0: 54%|█████▎ | 1004/1875 [00:07<00:06, 135.14it/s, v_num=11, train_loss=0.0882]
Epoch 0: 54%|█████▎ | 1005/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0882]
Epoch 0: 54%|█████▎ | 1005/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.270]
Epoch 0: 54%|█████▎ | 1006/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.270]
Epoch 0: 54%|█████▎ | 1006/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.146]
Epoch 0: 54%|█████▎ | 1007/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.146]
Epoch 0: 54%|█████▎ | 1007/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0767]
Epoch 0: 54%|█████▍ | 1008/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0767]
Epoch 0: 54%|█████▍ | 1008/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.315]
Epoch 0: 54%|█████▍ | 1009/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.315]
Epoch 0: 54%|█████▍ | 1009/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.187]
Epoch 0: 54%|█████▍ | 1010/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.187]
Epoch 0: 54%|█████▍ | 1010/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.357]
Epoch 0: 54%|█████▍ | 1011/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.357]
Epoch 0: 54%|█████▍ | 1011/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.604]
Epoch 0: 54%|█████▍ | 1012/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.604]
Epoch 0: 54%|█████▍ | 1012/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.388]
Epoch 0: 54%|█████▍ | 1013/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.388]
Epoch 0: 54%|█████▍ | 1013/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.285]
Epoch 0: 54%|█████▍ | 1014/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.285]
Epoch 0: 54%|█████▍ | 1014/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.145]
Epoch 0: 54%|█████▍ | 1015/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.145]
Epoch 0: 54%|█████▍ | 1015/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0631]
Epoch 0: 54%|█████▍ | 1016/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.0631]
Epoch 0: 54%|█████▍ | 1016/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.151]
Epoch 0: 54%|█████▍ | 1017/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.151]
Epoch 0: 54%|█████▍ | 1017/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.224]
Epoch 0: 54%|█████▍ | 1018/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.224]
Epoch 0: 54%|█████▍ | 1018/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.403]
Epoch 0: 54%|█████▍ | 1019/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.403]
Epoch 0: 54%|█████▍ | 1019/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.349]
Epoch 0: 54%|█████▍ | 1020/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.349]
Epoch 0: 54%|█████▍ | 1020/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.499]
Epoch 0: 54%|█████▍ | 1021/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.499]
Epoch 0: 54%|█████▍ | 1021/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.292]
Epoch 0: 55%|█████▍ | 1022/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.292]
Epoch 0: 55%|█████▍ | 1022/1875 [00:07<00:06, 135.15it/s, v_num=11, train_loss=0.392]
Epoch 0: 55%|█████▍ | 1023/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.392]
Epoch 0: 55%|█████▍ | 1023/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.310]
Epoch 0: 55%|█████▍ | 1024/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.310]
Epoch 0: 55%|█████▍ | 1024/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.311]
Epoch 0: 55%|█████▍ | 1025/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.311]
Epoch 0: 55%|█████▍ | 1025/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.110]
Epoch 0: 55%|█████▍ | 1026/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.110]
Epoch 0: 55%|█████▍ | 1026/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.271]
Epoch 0: 55%|█████▍ | 1027/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.271]
Epoch 0: 55%|█████▍ | 1027/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.0529]
Epoch 0: 55%|█████▍ | 1028/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.0529]
Epoch 0: 55%|█████▍ | 1028/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.253]
Epoch 0: 55%|█████▍ | 1029/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.253]
Epoch 0: 55%|█████▍ | 1029/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.308]
Epoch 0: 55%|█████▍ | 1030/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.308]
Epoch 0: 55%|█████▍ | 1030/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.297]
Epoch 0: 55%|█████▍ | 1031/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.297]
Epoch 0: 55%|█████▍ | 1031/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.314]
Epoch 0: 55%|█████▌ | 1032/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.314]
Epoch 0: 55%|█████▌ | 1032/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.200]
Epoch 0: 55%|█████▌ | 1033/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.200]
Epoch 0: 55%|█████▌ | 1033/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.250]
Epoch 0: 55%|█████▌ | 1034/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.250]
Epoch 0: 55%|█████▌ | 1034/1875 [00:07<00:06, 135.16it/s, v_num=11, train_loss=0.194]
Epoch 0: 55%|█████▌ | 1035/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.194]
Epoch 0: 55%|█████▌ | 1035/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.540]
Epoch 0: 55%|█████▌ | 1036/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.540]
Epoch 0: 55%|█████▌ | 1036/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.460]
Epoch 0: 55%|█████▌ | 1037/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.460]
Epoch 0: 55%|█████▌ | 1037/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.129]
Epoch 0: 55%|█████▌ | 1038/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.129]
Epoch 0: 55%|█████▌ | 1038/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.295]
Epoch 0: 55%|█████▌ | 1039/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.295]
Epoch 0: 55%|█████▌ | 1039/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.179]
Epoch 0: 55%|█████▌ | 1040/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.179]
Epoch 0: 55%|█████▌ | 1040/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.0989]
Epoch 0: 56%|█████▌ | 1041/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.0989]
Epoch 0: 56%|█████▌ | 1041/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.132]
Epoch 0: 56%|█████▌ | 1042/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.132]
Epoch 0: 56%|█████▌ | 1042/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.215]
Epoch 0: 56%|█████▌ | 1043/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.215]
Epoch 0: 56%|█████▌ | 1043/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.505]
Epoch 0: 56%|█████▌ | 1044/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.505]
Epoch 0: 56%|█████▌ | 1044/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.322]
Epoch 0: 56%|█████▌ | 1045/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.322]
Epoch 0: 56%|█████▌ | 1045/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.237]
Epoch 0: 56%|█████▌ | 1046/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.237]
Epoch 0: 56%|█████▌ | 1046/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.103]
Epoch 0: 56%|█████▌ | 1047/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.103]
Epoch 0: 56%|█████▌ | 1047/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.156]
Epoch 0: 56%|█████▌ | 1048/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.156]
Epoch 0: 56%|█████▌ | 1048/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.138]
Epoch 0: 56%|█████▌ | 1049/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.138]
Epoch 0: 56%|█████▌ | 1049/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.325]
Epoch 0: 56%|█████▌ | 1050/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.325]
Epoch 0: 56%|█████▌ | 1050/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.445]
Epoch 0: 56%|█████▌ | 1051/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.445]
Epoch 0: 56%|█████▌ | 1051/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.352]
Epoch 0: 56%|█████▌ | 1052/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.352]
Epoch 0: 56%|█████▌ | 1052/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.319]
Epoch 0: 56%|█████▌ | 1053/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.319]
Epoch 0: 56%|█████▌ | 1053/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.495]
Epoch 0: 56%|█████▌ | 1054/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.495]
Epoch 0: 56%|█████▌ | 1054/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.209]
Epoch 0: 56%|█████▋ | 1055/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.209]
Epoch 0: 56%|█████▋ | 1055/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.637]
Epoch 0: 56%|█████▋ | 1056/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.637]
Epoch 0: 56%|█████▋ | 1056/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.335]
Epoch 0: 56%|█████▋ | 1057/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.335]
Epoch 0: 56%|█████▋ | 1057/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.349]
Epoch 0: 56%|█████▋ | 1058/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.349]
Epoch 0: 56%|█████▋ | 1058/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.310]
Epoch 0: 56%|█████▋ | 1059/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.310]
Epoch 0: 56%|█████▋ | 1059/1875 [00:07<00:06, 135.17it/s, v_num=11, train_loss=0.337]
Epoch 0: 57%|█████▋ | 1060/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.337]
Epoch 0: 57%|█████▋ | 1060/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.244]
Epoch 0: 57%|█████▋ | 1061/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.244]
Epoch 0: 57%|█████▋ | 1061/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.278]
Epoch 0: 57%|█████▋ | 1062/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.278]
Epoch 0: 57%|█████▋ | 1062/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.339]
Epoch 0: 57%|█████▋ | 1063/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.339]
Epoch 0: 57%|█████▋ | 1063/1875 [00:07<00:06, 135.18it/s, v_num=11, train_loss=0.183]
Epoch 0: 57%|█████▋ | 1064/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.183]
Epoch 0: 57%|█████▋ | 1064/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.191]
Epoch 0: 57%|█████▋ | 1065/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.191]
Epoch 0: 57%|█████▋ | 1065/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.270]
Epoch 0: 57%|█████▋ | 1066/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.270]
Epoch 0: 57%|█████▋ | 1066/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.260]
Epoch 0: 57%|█████▋ | 1067/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.260]
Epoch 0: 57%|█████▋ | 1067/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.0813]
Epoch 0: 57%|█████▋ | 1068/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.0813]
Epoch 0: 57%|█████▋ | 1068/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.0625]
Epoch 0: 57%|█████▋ | 1069/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.0625]
Epoch 0: 57%|█████▋ | 1069/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.124]
Epoch 0: 57%|█████▋ | 1070/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.124]
Epoch 0: 57%|█████▋ | 1070/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.252]
Epoch 0: 57%|█████▋ | 1071/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.252]
Epoch 0: 57%|█████▋ | 1071/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.497]
Epoch 0: 57%|█████▋ | 1072/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.497]
Epoch 0: 57%|█████▋ | 1072/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.282]
Epoch 0: 57%|█████▋ | 1073/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.282]
Epoch 0: 57%|█████▋ | 1073/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.152]
Epoch 0: 57%|█████▋ | 1074/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.152]
Epoch 0: 57%|█████▋ | 1074/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.201]
Epoch 0: 57%|█████▋ | 1075/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.201]
Epoch 0: 57%|█████▋ | 1075/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.377]
Epoch 0: 57%|█████▋ | 1076/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.377]
Epoch 0: 57%|█████▋ | 1076/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.257]
Epoch 0: 57%|█████▋ | 1077/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.257]
Epoch 0: 57%|█████▋ | 1077/1875 [00:07<00:05, 135.18it/s, v_num=11, train_loss=0.375]
Epoch 0: 57%|█████▋ | 1078/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.375]
Epoch 0: 57%|█████▋ | 1078/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.462]
Epoch 0: 58%|█████▊ | 1079/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.462]
Epoch 0: 58%|█████▊ | 1079/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.218]
Epoch 0: 58%|█████▊ | 1080/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.218]
Epoch 0: 58%|█████▊ | 1080/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.115]
Epoch 0: 58%|█████▊ | 1081/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.115]
Epoch 0: 58%|█████▊ | 1081/1875 [00:07<00:05, 135.19it/s, v_num=11, train_loss=0.373]
Epoch 0: 58%|█████▊ | 1082/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.373]
Epoch 0: 58%|█████▊ | 1082/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.427]
Epoch 0: 58%|█████▊ | 1083/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.427]
Epoch 0: 58%|█████▊ | 1083/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.248]
Epoch 0: 58%|█████▊ | 1084/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.248]
Epoch 0: 58%|█████▊ | 1084/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.121]
Epoch 0: 58%|█████▊ | 1085/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.121]
Epoch 0: 58%|█████▊ | 1085/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.202]
Epoch 0: 58%|█████▊ | 1086/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.202]
Epoch 0: 58%|█████▊ | 1086/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.419]
Epoch 0: 58%|█████▊ | 1087/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.419]
Epoch 0: 58%|█████▊ | 1087/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.316]
Epoch 0: 58%|█████▊ | 1088/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.316]
Epoch 0: 58%|█████▊ | 1088/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.487]
Epoch 0: 58%|█████▊ | 1089/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.487]
Epoch 0: 58%|█████▊ | 1089/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.380]
Epoch 0: 58%|█████▊ | 1090/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.380]
Epoch 0: 58%|█████▊ | 1090/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.226]
Epoch 0: 58%|█████▊ | 1091/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.226]
Epoch 0: 58%|█████▊ | 1091/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.206]
Epoch 0: 58%|█████▊ | 1092/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.206]
Epoch 0: 58%|█████▊ | 1092/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.239]
Epoch 0: 58%|█████▊ | 1093/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.239]
Epoch 0: 58%|█████▊ | 1093/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.333]
Epoch 0: 58%|█████▊ | 1094/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.333]
Epoch 0: 58%|█████▊ | 1094/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.144]
Epoch 0: 58%|█████▊ | 1095/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.144]
Epoch 0: 58%|█████▊ | 1095/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.218]
Epoch 0: 58%|█████▊ | 1096/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.218]
Epoch 0: 58%|█████▊ | 1096/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.173]
Epoch 0: 59%|█████▊ | 1097/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.173]
Epoch 0: 59%|█████▊ | 1097/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.0813]
Epoch 0: 59%|█████▊ | 1098/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.0813]
Epoch 0: 59%|█████▊ | 1098/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.589]
Epoch 0: 59%|█████▊ | 1099/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.589]
Epoch 0: 59%|█████▊ | 1099/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.548]
Epoch 0: 59%|█████▊ | 1100/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.548]
Epoch 0: 59%|█████▊ | 1100/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.301]
Epoch 0: 59%|█████▊ | 1101/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.301]
Epoch 0: 59%|█████▊ | 1101/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.346]
Epoch 0: 59%|█████▉ | 1102/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.346]
Epoch 0: 59%|█████▉ | 1102/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.207]
Epoch 0: 59%|█████▉ | 1103/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.207]
Epoch 0: 59%|█████▉ | 1103/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.0772]
Epoch 0: 59%|█████▉ | 1104/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.0772]
Epoch 0: 59%|█████▉ | 1104/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.287]
Epoch 0: 59%|█████▉ | 1105/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.287]
Epoch 0: 59%|█████▉ | 1105/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.268]
Epoch 0: 59%|█████▉ | 1106/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.268]
Epoch 0: 59%|█████▉ | 1106/1875 [00:08<00:05, 135.19it/s, v_num=11, train_loss=0.286]
Epoch 0: 59%|█████▉ | 1107/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.286]
Epoch 0: 59%|█████▉ | 1107/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.278]
Epoch 0: 59%|█████▉ | 1108/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.278]
Epoch 0: 59%|█████▉ | 1108/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.381]
Epoch 0: 59%|█████▉ | 1109/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.381]
Epoch 0: 59%|█████▉ | 1109/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.347]
Epoch 0: 59%|█████▉ | 1110/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.347]
Epoch 0: 59%|█████▉ | 1110/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.206]
Epoch 0: 59%|█████▉ | 1111/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.206]
Epoch 0: 59%|█████▉ | 1111/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.388]
Epoch 0: 59%|█████▉ | 1112/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.388]
Epoch 0: 59%|█████▉ | 1112/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.115]
Epoch 0: 59%|█████▉ | 1113/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.115]
Epoch 0: 59%|█████▉ | 1113/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.177]
Epoch 0: 59%|█████▉ | 1114/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.177]
Epoch 0: 59%|█████▉ | 1114/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.177]
Epoch 0: 59%|█████▉ | 1115/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.177]
Epoch 0: 59%|█████▉ | 1115/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.272]
Epoch 0: 60%|█████▉ | 1116/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.272]
Epoch 0: 60%|█████▉ | 1116/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.264]
Epoch 0: 60%|█████▉ | 1117/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.264]
Epoch 0: 60%|█████▉ | 1117/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.292]
Epoch 0: 60%|█████▉ | 1118/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.292]
Epoch 0: 60%|█████▉ | 1118/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.221]
Epoch 0: 60%|█████▉ | 1119/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.221]
Epoch 0: 60%|█████▉ | 1119/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.311]
Epoch 0: 60%|█████▉ | 1120/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.311]
Epoch 0: 60%|█████▉ | 1120/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.359]
Epoch 0: 60%|█████▉ | 1121/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.359]
Epoch 0: 60%|█████▉ | 1121/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.142]
Epoch 0: 60%|█████▉ | 1122/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.142]
Epoch 0: 60%|█████▉ | 1122/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.452]
Epoch 0: 60%|█████▉ | 1123/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.452]
Epoch 0: 60%|█████▉ | 1123/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.127]
Epoch 0: 60%|█████▉ | 1124/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.127]
Epoch 0: 60%|█████▉ | 1124/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.142]
Epoch 0: 60%|██████ | 1125/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.142]
Epoch 0: 60%|██████ | 1125/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.234]
Epoch 0: 60%|██████ | 1126/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.234]
Epoch 0: 60%|██████ | 1126/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.150]
Epoch 0: 60%|██████ | 1127/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.150]
Epoch 0: 60%|██████ | 1127/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.262]
Epoch 0: 60%|██████ | 1128/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.262]
Epoch 0: 60%|██████ | 1128/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.228]
Epoch 0: 60%|██████ | 1129/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.228]
Epoch 0: 60%|██████ | 1129/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.429]
Epoch 0: 60%|██████ | 1130/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.429]
Epoch 0: 60%|██████ | 1130/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.432]
Epoch 0: 60%|██████ | 1131/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.432]
Epoch 0: 60%|██████ | 1131/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.255]
Epoch 0: 60%|██████ | 1132/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.255]
Epoch 0: 60%|██████ | 1132/1875 [00:08<00:05, 135.20it/s, v_num=11, train_loss=0.207]
Epoch 0: 60%|██████ | 1133/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.207]
Epoch 0: 60%|██████ | 1133/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.141]
Epoch 0: 60%|██████ | 1134/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.141]
Epoch 0: 60%|██████ | 1134/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.219]
Epoch 0: 61%|██████ | 1135/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.219]
Epoch 0: 61%|██████ | 1135/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.369]
Epoch 0: 61%|██████ | 1136/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.369]
Epoch 0: 61%|██████ | 1136/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.274]
Epoch 0: 61%|██████ | 1137/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.274]
Epoch 0: 61%|██████ | 1137/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.328]
Epoch 0: 61%|██████ | 1138/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.328]
Epoch 0: 61%|██████ | 1138/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.351]
Epoch 0: 61%|██████ | 1139/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.351]
Epoch 0: 61%|██████ | 1139/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.216]
Epoch 0: 61%|██████ | 1140/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.216]
Epoch 0: 61%|██████ | 1140/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.238]
Epoch 0: 61%|██████ | 1141/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.238]
Epoch 0: 61%|██████ | 1141/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.319]
Epoch 0: 61%|██████ | 1142/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.319]
Epoch 0: 61%|██████ | 1142/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.266]
Epoch 0: 61%|██████ | 1143/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.266]
Epoch 0: 61%|██████ | 1143/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.447]
Epoch 0: 61%|██████ | 1144/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.447]
Epoch 0: 61%|██████ | 1144/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.276]
Epoch 0: 61%|██████ | 1145/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.276]
Epoch 0: 61%|██████ | 1145/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.250]
Epoch 0: 61%|██████ | 1146/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.250]
Epoch 0: 61%|██████ | 1146/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.207]
Epoch 0: 61%|██████ | 1147/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.207]
Epoch 0: 61%|██████ | 1147/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.0966]
Epoch 0: 61%|██████ | 1148/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.0966]
Epoch 0: 61%|██████ | 1148/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.157]
Epoch 0: 61%|██████▏ | 1149/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.157]
Epoch 0: 61%|██████▏ | 1149/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.0985]
Epoch 0: 61%|██████▏ | 1150/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.0985]
Epoch 0: 61%|██████▏ | 1150/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.366]
Epoch 0: 61%|██████▏ | 1151/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.366]
Epoch 0: 61%|██████▏ | 1151/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.117]
Epoch 0: 61%|██████▏ | 1152/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.117]
Epoch 0: 61%|██████▏ | 1152/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.280]
Epoch 0: 61%|██████▏ | 1153/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.280]
Epoch 0: 61%|██████▏ | 1153/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.252]
Epoch 0: 62%|██████▏ | 1154/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.252]
Epoch 0: 62%|██████▏ | 1154/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.247]
Epoch 0: 62%|██████▏ | 1155/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.247]
Epoch 0: 62%|██████▏ | 1155/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.249]
Epoch 0: 62%|██████▏ | 1156/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.249]
Epoch 0: 62%|██████▏ | 1156/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.373]
Epoch 0: 62%|██████▏ | 1157/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.373]
Epoch 0: 62%|██████▏ | 1157/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.318]
Epoch 0: 62%|██████▏ | 1158/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.318]
Epoch 0: 62%|██████▏ | 1158/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.227]
Epoch 0: 62%|██████▏ | 1159/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.227]
Epoch 0: 62%|██████▏ | 1159/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.295]
Epoch 0: 62%|██████▏ | 1160/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.295]
Epoch 0: 62%|██████▏ | 1160/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.150]
Epoch 0: 62%|██████▏ | 1161/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.150]
Epoch 0: 62%|██████▏ | 1161/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.166]
Epoch 0: 62%|██████▏ | 1162/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.166]
Epoch 0: 62%|██████▏ | 1162/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.176]
Epoch 0: 62%|██████▏ | 1163/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.176]
Epoch 0: 62%|██████▏ | 1163/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.164]
Epoch 0: 62%|██████▏ | 1164/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.164]
Epoch 0: 62%|██████▏ | 1164/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.294]
Epoch 0: 62%|██████▏ | 1165/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.294]
Epoch 0: 62%|██████▏ | 1165/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.273]
Epoch 0: 62%|██████▏ | 1166/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.273]
Epoch 0: 62%|██████▏ | 1166/1875 [00:08<00:05, 135.21it/s, v_num=11, train_loss=0.138]
Epoch 0: 62%|██████▏ | 1167/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.138]
Epoch 0: 62%|██████▏ | 1167/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.303]
Epoch 0: 62%|██████▏ | 1168/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.303]
Epoch 0: 62%|██████▏ | 1168/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.0965]
Epoch 0: 62%|██████▏ | 1169/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.0965]
Epoch 0: 62%|██████▏ | 1169/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.123]
Epoch 0: 62%|██████▏ | 1170/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.123]
Epoch 0: 62%|██████▏ | 1170/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.229]
Epoch 0: 62%|██████▏ | 1171/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.229]
Epoch 0: 62%|██████▏ | 1171/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.253]
Epoch 0: 63%|██████▎ | 1172/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.253]
Epoch 0: 63%|██████▎ | 1172/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.463]
Epoch 0: 63%|██████▎ | 1173/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.463]
Epoch 0: 63%|██████▎ | 1173/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.253]
Epoch 0: 63%|██████▎ | 1174/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.253]
Epoch 0: 63%|██████▎ | 1174/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.216]
Epoch 0: 63%|██████▎ | 1175/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.216]
Epoch 0: 63%|██████▎ | 1175/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.131]
Epoch 0: 63%|██████▎ | 1176/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.131]
Epoch 0: 63%|██████▎ | 1176/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.336]
Epoch 0: 63%|██████▎ | 1177/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.336]
Epoch 0: 63%|██████▎ | 1177/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.380]
Epoch 0: 63%|██████▎ | 1178/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.380]
Epoch 0: 63%|██████▎ | 1178/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.219]
Epoch 0: 63%|██████▎ | 1179/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.219]
Epoch 0: 63%|██████▎ | 1179/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.146]
Epoch 0: 63%|██████▎ | 1180/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.146]
Epoch 0: 63%|██████▎ | 1180/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.273]
Epoch 0: 63%|██████▎ | 1181/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.273]
Epoch 0: 63%|██████▎ | 1181/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.209]
Epoch 0: 63%|██████▎ | 1182/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.209]
Epoch 0: 63%|██████▎ | 1182/1875 [00:08<00:05, 135.22it/s, v_num=11, train_loss=0.190]
Epoch 0: 63%|██████▎ | 1183/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.190]
Epoch 0: 63%|██████▎ | 1183/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.350]
Epoch 0: 63%|██████▎ | 1184/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.350]
Epoch 0: 63%|██████▎ | 1184/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.275]
Epoch 0: 63%|██████▎ | 1185/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.275]
Epoch 0: 63%|██████▎ | 1185/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.479]
Epoch 0: 63%|██████▎ | 1186/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.479]
Epoch 0: 63%|██████▎ | 1186/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.222]
Epoch 0: 63%|██████▎ | 1187/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.222]
Epoch 0: 63%|██████▎ | 1187/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.0793]
Epoch 0: 63%|██████▎ | 1188/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.0793]
Epoch 0: 63%|██████▎ | 1188/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.212]
Epoch 0: 63%|██████▎ | 1189/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.212]
Epoch 0: 63%|██████▎ | 1189/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.0716]
Epoch 0: 63%|██████▎ | 1190/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.0716]
Epoch 0: 63%|██████▎ | 1190/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.166]
Epoch 0: 64%|██████▎ | 1191/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.166]
Epoch 0: 64%|██████▎ | 1191/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.103]
Epoch 0: 64%|██████▎ | 1192/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.103]
Epoch 0: 64%|██████▎ | 1192/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.130]
Epoch 0: 64%|██████▎ | 1193/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.130]
Epoch 0: 64%|██████▎ | 1193/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.375]
Epoch 0: 64%|██████▎ | 1194/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.375]
Epoch 0: 64%|██████▎ | 1194/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.360]
Epoch 0: 64%|██████▎ | 1195/1875 [00:08<00:05, 135.24it/s, v_num=11, train_loss=0.360]
Epoch 0: 64%|██████▎ | 1195/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.0539]
Epoch 0: 64%|██████▍ | 1196/1875 [00:08<00:05, 135.24it/s, v_num=11, train_loss=0.0539]
Epoch 0: 64%|██████▍ | 1196/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.152]
Epoch 0: 64%|██████▍ | 1197/1875 [00:08<00:05, 135.24it/s, v_num=11, train_loss=0.152]
Epoch 0: 64%|██████▍ | 1197/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.281]
Epoch 0: 64%|██████▍ | 1198/1875 [00:08<00:05, 135.24it/s, v_num=11, train_loss=0.281]
Epoch 0: 64%|██████▍ | 1198/1875 [00:08<00:05, 135.23it/s, v_num=11, train_loss=0.334]
Epoch 0: 64%|██████▍ | 1199/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.334]
Epoch 0: 64%|██████▍ | 1199/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.583]
Epoch 0: 64%|██████▍ | 1200/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.583]
Epoch 0: 64%|██████▍ | 1200/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.340]
Epoch 0: 64%|██████▍ | 1201/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.340]
Epoch 0: 64%|██████▍ | 1201/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.327]
Epoch 0: 64%|██████▍ | 1202/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.327]
Epoch 0: 64%|██████▍ | 1202/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.241]
Epoch 0: 64%|██████▍ | 1203/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.241]
Epoch 0: 64%|██████▍ | 1203/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.468]
Epoch 0: 64%|██████▍ | 1204/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.468]
Epoch 0: 64%|██████▍ | 1204/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.250]
Epoch 0: 64%|██████▍ | 1205/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.250]
Epoch 0: 64%|██████▍ | 1205/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.282]
Epoch 0: 64%|██████▍ | 1206/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.282]
Epoch 0: 64%|██████▍ | 1206/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.232]
Epoch 0: 64%|██████▍ | 1207/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.232]
Epoch 0: 64%|██████▍ | 1207/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.173]
Epoch 0: 64%|██████▍ | 1208/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.173]
Epoch 0: 64%|██████▍ | 1208/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.374]
Epoch 0: 64%|██████▍ | 1209/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.374]
Epoch 0: 64%|██████▍ | 1209/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.410]
Epoch 0: 65%|██████▍ | 1210/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.410]
Epoch 0: 65%|██████▍ | 1210/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.151]
Epoch 0: 65%|██████▍ | 1211/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.151]
Epoch 0: 65%|██████▍ | 1211/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.233]
Epoch 0: 65%|██████▍ | 1212/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.233]
Epoch 0: 65%|██████▍ | 1212/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.356]
Epoch 0: 65%|██████▍ | 1213/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.356]
Epoch 0: 65%|██████▍ | 1213/1875 [00:08<00:04, 135.23it/s, v_num=11, train_loss=0.268]
Epoch 0: 65%|██████▍ | 1214/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.268]
Epoch 0: 65%|██████▍ | 1214/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.249]
Epoch 0: 65%|██████▍ | 1215/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.249]
Epoch 0: 65%|██████▍ | 1215/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.197]
Epoch 0: 65%|██████▍ | 1216/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.197]
Epoch 0: 65%|██████▍ | 1216/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.194]
Epoch 0: 65%|██████▍ | 1217/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.194]
Epoch 0: 65%|██████▍ | 1217/1875 [00:08<00:04, 135.24it/s, v_num=11, train_loss=0.390]
Epoch 0: 65%|██████▍ | 1218/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.390]
Epoch 0: 65%|██████▍ | 1218/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.253]
Epoch 0: 65%|██████▌ | 1219/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.253]
Epoch 0: 65%|██████▌ | 1219/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.365]
Epoch 0: 65%|██████▌ | 1220/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.365]
Epoch 0: 65%|██████▌ | 1220/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.272]
Epoch 0: 65%|██████▌ | 1221/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.272]
Epoch 0: 65%|██████▌ | 1221/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.083]
Epoch 0: 65%|██████▌ | 1222/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.083]
Epoch 0: 65%|██████▌ | 1222/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.299]
Epoch 0: 65%|██████▌ | 1223/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.299]
Epoch 0: 65%|██████▌ | 1223/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.330]
Epoch 0: 65%|██████▌ | 1224/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.330]
Epoch 0: 65%|██████▌ | 1224/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.116]
Epoch 0: 65%|██████▌ | 1225/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.116]
Epoch 0: 65%|██████▌ | 1225/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.180]
Epoch 0: 65%|██████▌ | 1226/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.180]
Epoch 0: 65%|██████▌ | 1226/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.359]
Epoch 0: 65%|██████▌ | 1227/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.359]
Epoch 0: 65%|██████▌ | 1227/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.142]
Epoch 0: 65%|██████▌ | 1228/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.142]
Epoch 0: 65%|██████▌ | 1228/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.289]
Epoch 0: 66%|██████▌ | 1229/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.289]
Epoch 0: 66%|██████▌ | 1229/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.0622]
Epoch 0: 66%|██████▌ | 1230/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0622]
Epoch 0: 66%|██████▌ | 1230/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.315]
Epoch 0: 66%|██████▌ | 1231/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.315]
Epoch 0: 66%|██████▌ | 1231/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.190]
Epoch 0: 66%|██████▌ | 1232/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.190]
Epoch 0: 66%|██████▌ | 1232/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.0929]
Epoch 0: 66%|██████▌ | 1233/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0929]
Epoch 0: 66%|██████▌ | 1233/1875 [00:09<00:04, 135.24it/s, v_num=11, train_loss=0.141]
Epoch 0: 66%|██████▌ | 1234/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.141]
Epoch 0: 66%|██████▌ | 1234/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0821]
Epoch 0: 66%|██████▌ | 1235/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0821]
Epoch 0: 66%|██████▌ | 1235/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.460]
Epoch 0: 66%|██████▌ | 1236/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.460]
Epoch 0: 66%|██████▌ | 1236/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.234]
Epoch 0: 66%|██████▌ | 1237/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.234]
Epoch 0: 66%|██████▌ | 1237/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.180]
Epoch 0: 66%|██████▌ | 1238/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.180]
Epoch 0: 66%|██████▌ | 1238/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.197]
Epoch 0: 66%|██████▌ | 1239/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.197]
Epoch 0: 66%|██████▌ | 1239/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.435]
Epoch 0: 66%|██████▌ | 1240/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.435]
Epoch 0: 66%|██████▌ | 1240/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.623]
Epoch 0: 66%|██████▌ | 1241/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.623]
Epoch 0: 66%|██████▌ | 1241/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.434]
Epoch 0: 66%|██████▌ | 1242/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.434]
Epoch 0: 66%|██████▌ | 1242/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.265]
Epoch 0: 66%|██████▋ | 1243/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.265]
Epoch 0: 66%|██████▋ | 1243/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.414]
Epoch 0: 66%|██████▋ | 1244/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.414]
Epoch 0: 66%|██████▋ | 1244/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.348]
Epoch 0: 66%|██████▋ | 1245/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.348]
Epoch 0: 66%|██████▋ | 1245/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0988]
Epoch 0: 66%|██████▋ | 1246/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0988]
Epoch 0: 66%|██████▋ | 1246/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0679]
Epoch 0: 67%|██████▋ | 1247/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0679]
Epoch 0: 67%|██████▋ | 1247/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.315]
Epoch 0: 67%|██████▋ | 1248/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.315]
Epoch 0: 67%|██████▋ | 1248/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.292]
Epoch 0: 67%|██████▋ | 1249/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.292]
Epoch 0: 67%|██████▋ | 1249/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1250/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1250/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.148]
Epoch 0: 67%|██████▋ | 1251/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.148]
Epoch 0: 67%|██████▋ | 1251/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.312]
Epoch 0: 67%|██████▋ | 1252/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.312]
Epoch 0: 67%|██████▋ | 1252/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.152]
Epoch 0: 67%|██████▋ | 1253/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.152]
Epoch 0: 67%|██████▋ | 1253/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.299]
Epoch 0: 67%|██████▋ | 1254/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.299]
Epoch 0: 67%|██████▋ | 1254/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.239]
Epoch 0: 67%|██████▋ | 1255/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.239]
Epoch 0: 67%|██████▋ | 1255/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.355]
Epoch 0: 67%|██████▋ | 1256/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.355]
Epoch 0: 67%|██████▋ | 1256/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.188]
Epoch 0: 67%|██████▋ | 1257/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.188]
Epoch 0: 67%|██████▋ | 1257/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1258/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.203]
Epoch 0: 67%|██████▋ | 1258/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.432]
Epoch 0: 67%|██████▋ | 1259/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.432]
Epoch 0: 67%|██████▋ | 1259/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.160]
Epoch 0: 67%|██████▋ | 1260/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.160]
Epoch 0: 67%|██████▋ | 1260/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.266]
Epoch 0: 67%|██████▋ | 1261/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.266]
Epoch 0: 67%|██████▋ | 1261/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.164]
Epoch 0: 67%|██████▋ | 1262/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.164]
Epoch 0: 67%|██████▋ | 1262/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.116]
Epoch 0: 67%|██████▋ | 1263/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.116]
Epoch 0: 67%|██████▋ | 1263/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0764]
Epoch 0: 67%|██████▋ | 1264/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.0764]
Epoch 0: 67%|██████▋ | 1264/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.280]
Epoch 0: 67%|██████▋ | 1265/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.280]
Epoch 0: 67%|██████▋ | 1265/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.296]
Epoch 0: 68%|██████▊ | 1266/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.296]
Epoch 0: 68%|██████▊ | 1266/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.362]
Epoch 0: 68%|██████▊ | 1267/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.362]
Epoch 0: 68%|██████▊ | 1267/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.359]
Epoch 0: 68%|██████▊ | 1268/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.359]
Epoch 0: 68%|██████▊ | 1268/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.156]
Epoch 0: 68%|██████▊ | 1269/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.156]
Epoch 0: 68%|██████▊ | 1269/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.564]
Epoch 0: 68%|██████▊ | 1270/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.564]
Epoch 0: 68%|██████▊ | 1270/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.441]
Epoch 0: 68%|██████▊ | 1271/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.441]
Epoch 0: 68%|██████▊ | 1271/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.293]
Epoch 0: 68%|██████▊ | 1272/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.293]
Epoch 0: 68%|██████▊ | 1272/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.218]
Epoch 0: 68%|██████▊ | 1273/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.218]
Epoch 0: 68%|██████▊ | 1273/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.390]
Epoch 0: 68%|██████▊ | 1274/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.390]
Epoch 0: 68%|██████▊ | 1274/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.152]
Epoch 0: 68%|██████▊ | 1275/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.152]
Epoch 0: 68%|██████▊ | 1275/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.100]
Epoch 0: 68%|██████▊ | 1276/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.100]
Epoch 0: 68%|██████▊ | 1276/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.269]
Epoch 0: 68%|██████▊ | 1277/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.269]
Epoch 0: 68%|██████▊ | 1277/1875 [00:09<00:04, 135.25it/s, v_num=11, train_loss=0.349]
Epoch 0: 68%|██████▊ | 1278/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.349]
Epoch 0: 68%|██████▊ | 1278/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.313]
Epoch 0: 68%|██████▊ | 1279/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.313]
Epoch 0: 68%|██████▊ | 1279/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.218]
Epoch 0: 68%|██████▊ | 1280/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.218]
Epoch 0: 68%|██████▊ | 1280/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.196]
Epoch 0: 68%|██████▊ | 1281/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.196]
Epoch 0: 68%|██████▊ | 1281/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.264]
Epoch 0: 68%|██████▊ | 1282/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.264]
Epoch 0: 68%|██████▊ | 1282/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.147]
Epoch 0: 68%|██████▊ | 1283/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.147]
Epoch 0: 68%|██████▊ | 1283/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.287]
Epoch 0: 68%|██████▊ | 1284/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.287]
Epoch 0: 68%|██████▊ | 1284/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.177]
Epoch 0: 69%|██████▊ | 1285/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.177]
Epoch 0: 69%|██████▊ | 1285/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.222]
Epoch 0: 69%|██████▊ | 1286/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.222]
Epoch 0: 69%|██████▊ | 1286/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.120]
Epoch 0: 69%|██████▊ | 1287/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.120]
Epoch 0: 69%|██████▊ | 1287/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.205]
Epoch 0: 69%|██████▊ | 1288/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.205]
Epoch 0: 69%|██████▊ | 1288/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.219]
Epoch 0: 69%|██████▊ | 1289/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.219]
Epoch 0: 69%|██████▊ | 1289/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.137]
Epoch 0: 69%|██████▉ | 1290/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.137]
Epoch 0: 69%|██████▉ | 1290/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.336]
Epoch 0: 69%|██████▉ | 1291/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.336]
Epoch 0: 69%|██████▉ | 1291/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.124]
Epoch 0: 69%|██████▉ | 1292/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.124]
Epoch 0: 69%|██████▉ | 1292/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.274]
Epoch 0: 69%|██████▉ | 1293/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.274]
Epoch 0: 69%|██████▉ | 1293/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.199]
Epoch 0: 69%|██████▉ | 1294/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.199]
Epoch 0: 69%|██████▉ | 1294/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.237]
Epoch 0: 69%|██████▉ | 1295/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.237]
Epoch 0: 69%|██████▉ | 1295/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.123]
Epoch 0: 69%|██████▉ | 1296/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.123]
Epoch 0: 69%|██████▉ | 1296/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.135]
Epoch 0: 69%|██████▉ | 1297/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.135]
Epoch 0: 69%|██████▉ | 1297/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.300]
Epoch 0: 69%|██████▉ | 1298/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.300]
Epoch 0: 69%|██████▉ | 1298/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.242]
Epoch 0: 69%|██████▉ | 1299/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.242]
Epoch 0: 69%|██████▉ | 1299/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.377]
Epoch 0: 69%|██████▉ | 1300/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.377]
Epoch 0: 69%|██████▉ | 1300/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.315]
Epoch 0: 69%|██████▉ | 1301/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.315]
Epoch 0: 69%|██████▉ | 1301/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.271]
Epoch 0: 69%|██████▉ | 1302/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.271]
Epoch 0: 69%|██████▉ | 1302/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.142]
Epoch 0: 69%|██████▉ | 1303/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.142]
Epoch 0: 69%|██████▉ | 1303/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.274]
Epoch 0: 70%|██████▉ | 1304/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.274]
Epoch 0: 70%|██████▉ | 1304/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.176]
Epoch 0: 70%|██████▉ | 1305/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.176]
Epoch 0: 70%|██████▉ | 1305/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.145]
Epoch 0: 70%|██████▉ | 1306/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.145]
Epoch 0: 70%|██████▉ | 1306/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.101]
Epoch 0: 70%|██████▉ | 1307/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.101]
Epoch 0: 70%|██████▉ | 1307/1875 [00:09<00:04, 135.26it/s, v_num=11, train_loss=0.273]
Epoch 0: 70%|██████▉ | 1308/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.273]
Epoch 0: 70%|██████▉ | 1308/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.0623]
Epoch 0: 70%|██████▉ | 1309/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.0623]
Epoch 0: 70%|██████▉ | 1309/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.157]
Epoch 0: 70%|██████▉ | 1310/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.157]
Epoch 0: 70%|██████▉ | 1310/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.228]
Epoch 0: 70%|██████▉ | 1311/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.228]
Epoch 0: 70%|██████▉ | 1311/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.233]
Epoch 0: 70%|██████▉ | 1312/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.233]
Epoch 0: 70%|██████▉ | 1312/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.371]
Epoch 0: 70%|███████ | 1313/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.371]
Epoch 0: 70%|███████ | 1313/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.322]
Epoch 0: 70%|███████ | 1314/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.322]
Epoch 0: 70%|███████ | 1314/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.103]
Epoch 0: 70%|███████ | 1315/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.103]
Epoch 0: 70%|███████ | 1315/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.300]
Epoch 0: 70%|███████ | 1316/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.300]
Epoch 0: 70%|███████ | 1316/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.210]
Epoch 0: 70%|███████ | 1317/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.210]
Epoch 0: 70%|███████ | 1317/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.116]
Epoch 0: 70%|███████ | 1318/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.116]
Epoch 0: 70%|███████ | 1318/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.492]
Epoch 0: 70%|███████ | 1319/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.492]
Epoch 0: 70%|███████ | 1319/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.148]
Epoch 0: 70%|███████ | 1320/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.148]
Epoch 0: 70%|███████ | 1320/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.453]
Epoch 0: 70%|███████ | 1321/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.453]
Epoch 0: 70%|███████ | 1321/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.162]
Epoch 0: 71%|███████ | 1322/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.162]
Epoch 0: 71%|███████ | 1322/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.520]
Epoch 0: 71%|███████ | 1323/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.520]
Epoch 0: 71%|███████ | 1323/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.389]
Epoch 0: 71%|███████ | 1324/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.389]
Epoch 0: 71%|███████ | 1324/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.157]
Epoch 0: 71%|███████ | 1325/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.157]
Epoch 0: 71%|███████ | 1325/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.388]
Epoch 0: 71%|███████ | 1326/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.388]
Epoch 0: 71%|███████ | 1326/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.526]
Epoch 0: 71%|███████ | 1327/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.526]
Epoch 0: 71%|███████ | 1327/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.230]
Epoch 0: 71%|███████ | 1328/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.230]
Epoch 0: 71%|███████ | 1328/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.0501]
Epoch 0: 71%|███████ | 1329/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.0501]
Epoch 0: 71%|███████ | 1329/1875 [00:09<00:04, 135.27it/s, v_num=11, train_loss=0.386]
Epoch 0: 71%|███████ | 1330/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.386]
Epoch 0: 71%|███████ | 1330/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.416]
Epoch 0: 71%|███████ | 1331/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.416]
Epoch 0: 71%|███████ | 1331/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.0621]
Epoch 0: 71%|███████ | 1332/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.0621]
Epoch 0: 71%|███████ | 1332/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.180]
Epoch 0: 71%|███████ | 1333/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.180]
Epoch 0: 71%|███████ | 1333/1875 [00:09<00:04, 135.28it/s, v_num=11, train_loss=0.134]
Epoch 0: 71%|███████ | 1334/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.134]
Epoch 0: 71%|███████ | 1334/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.193]
Epoch 0: 71%|███████ | 1335/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.193]
Epoch 0: 71%|███████ | 1335/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.264]
Epoch 0: 71%|███████▏ | 1336/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.264]
Epoch 0: 71%|███████▏ | 1336/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.162]
Epoch 0: 71%|███████▏ | 1337/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.162]
Epoch 0: 71%|███████▏ | 1337/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.277]
Epoch 0: 71%|███████▏ | 1338/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.277]
Epoch 0: 71%|███████▏ | 1338/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.0375]
Epoch 0: 71%|███████▏ | 1339/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.0375]
Epoch 0: 71%|███████▏ | 1339/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.230]
Epoch 0: 71%|███████▏ | 1340/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.230]
Epoch 0: 71%|███████▏ | 1340/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.160]
Epoch 0: 72%|███████▏ | 1341/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.160]
Epoch 0: 72%|███████▏ | 1341/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.179]
Epoch 0: 72%|███████▏ | 1342/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.179]
Epoch 0: 72%|███████▏ | 1342/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.206]
Epoch 0: 72%|███████▏ | 1343/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.206]
Epoch 0: 72%|███████▏ | 1343/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.0526]
Epoch 0: 72%|███████▏ | 1344/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.0526]
Epoch 0: 72%|███████▏ | 1344/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.164]
Epoch 0: 72%|███████▏ | 1345/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.164]
Epoch 0: 72%|███████▏ | 1345/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.158]
Epoch 0: 72%|███████▏ | 1346/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.158]
Epoch 0: 72%|███████▏ | 1346/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.330]
Epoch 0: 72%|███████▏ | 1347/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.330]
Epoch 0: 72%|███████▏ | 1347/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.144]
Epoch 0: 72%|███████▏ | 1348/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.144]
Epoch 0: 72%|███████▏ | 1348/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.105]
Epoch 0: 72%|███████▏ | 1349/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.105]
Epoch 0: 72%|███████▏ | 1349/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.133]
Epoch 0: 72%|███████▏ | 1350/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.133]
Epoch 0: 72%|███████▏ | 1350/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.204]
Epoch 0: 72%|███████▏ | 1351/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.204]
Epoch 0: 72%|███████▏ | 1351/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.257]
Epoch 0: 72%|███████▏ | 1352/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.257]
Epoch 0: 72%|███████▏ | 1352/1875 [00:09<00:03, 135.28it/s, v_num=11, train_loss=0.257]
Epoch 0: 72%|███████▏ | 1353/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.257]
Epoch 0: 72%|███████▏ | 1353/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.0965]
Epoch 0: 72%|███████▏ | 1354/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.0965]
Epoch 0: 72%|███████▏ | 1354/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.389]
Epoch 0: 72%|███████▏ | 1355/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.389]
Epoch 0: 72%|███████▏ | 1355/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.407]
Epoch 0: 72%|███████▏ | 1356/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.407]
Epoch 0: 72%|███████▏ | 1356/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.256]
Epoch 0: 72%|███████▏ | 1357/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.256]
Epoch 0: 72%|███████▏ | 1357/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.284]
Epoch 0: 72%|███████▏ | 1358/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.284]
Epoch 0: 72%|███████▏ | 1358/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.274]
Epoch 0: 72%|███████▏ | 1359/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.274]
Epoch 0: 72%|███████▏ | 1359/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.150]
Epoch 0: 73%|███████▎ | 1360/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.150]
Epoch 0: 73%|███████▎ | 1360/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.535]
Epoch 0: 73%|███████▎ | 1361/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.535]
Epoch 0: 73%|███████▎ | 1361/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.136]
Epoch 0: 73%|███████▎ | 1362/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.136]
Epoch 0: 73%|███████▎ | 1362/1875 [00:10<00:03, 135.28it/s, v_num=11, train_loss=0.289]
Epoch 0: 73%|███████▎ | 1363/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.289]
Epoch 0: 73%|███████▎ | 1363/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.608]
Epoch 0: 73%|███████▎ | 1364/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.608]
Epoch 0: 73%|███████▎ | 1364/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.460]
Epoch 0: 73%|███████▎ | 1365/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.460]
Epoch 0: 73%|███████▎ | 1365/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.256]
Epoch 0: 73%|███████▎ | 1366/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.256]
Epoch 0: 73%|███████▎ | 1366/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.147]
Epoch 0: 73%|███████▎ | 1367/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.147]
Epoch 0: 73%|███████▎ | 1367/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0976]
Epoch 0: 73%|███████▎ | 1368/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0976]
Epoch 0: 73%|███████▎ | 1368/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.185]
Epoch 0: 73%|███████▎ | 1369/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.185]
Epoch 0: 73%|███████▎ | 1369/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.158]
Epoch 0: 73%|███████▎ | 1370/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.158]
Epoch 0: 73%|███████▎ | 1370/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.142]
Epoch 0: 73%|███████▎ | 1371/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.142]
Epoch 0: 73%|███████▎ | 1371/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.188]
Epoch 0: 73%|███████▎ | 1372/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.188]
Epoch 0: 73%|███████▎ | 1372/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.308]
Epoch 0: 73%|███████▎ | 1373/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.308]
Epoch 0: 73%|███████▎ | 1373/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0681]
Epoch 0: 73%|███████▎ | 1374/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0681]
Epoch 0: 73%|███████▎ | 1374/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.137]
Epoch 0: 73%|███████▎ | 1375/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.137]
Epoch 0: 73%|███████▎ | 1375/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.337]
Epoch 0: 73%|███████▎ | 1376/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.337]
Epoch 0: 73%|███████▎ | 1376/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.107]
Epoch 0: 73%|███████▎ | 1377/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.107]
Epoch 0: 73%|███████▎ | 1377/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.143]
Epoch 0: 73%|███████▎ | 1378/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.143]
Epoch 0: 73%|███████▎ | 1378/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0752]
Epoch 0: 74%|███████▎ | 1379/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0752]
Epoch 0: 74%|███████▎ | 1379/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.119]
Epoch 0: 74%|███████▎ | 1380/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.119]
Epoch 0: 74%|███████▎ | 1380/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.239]
Epoch 0: 74%|███████▎ | 1381/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.239]
Epoch 0: 74%|███████▎ | 1381/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.366]
Epoch 0: 74%|███████▎ | 1382/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.366]
Epoch 0: 74%|███████▎ | 1382/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.203]
Epoch 0: 74%|███████▍ | 1383/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.203]
Epoch 0: 74%|███████▍ | 1383/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.374]
Epoch 0: 74%|███████▍ | 1384/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.374]
Epoch 0: 74%|███████▍ | 1384/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.126]
Epoch 0: 74%|███████▍ | 1385/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.126]
Epoch 0: 74%|███████▍ | 1385/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.165]
Epoch 0: 74%|███████▍ | 1386/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.165]
Epoch 0: 74%|███████▍ | 1386/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0574]
Epoch 0: 74%|███████▍ | 1387/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0574]
Epoch 0: 74%|███████▍ | 1387/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.223]
Epoch 0: 74%|███████▍ | 1388/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.223]
Epoch 0: 74%|███████▍ | 1388/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.279]
Epoch 0: 74%|███████▍ | 1389/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.279]
Epoch 0: 74%|███████▍ | 1389/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.343]
Epoch 0: 74%|███████▍ | 1390/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.343]
Epoch 0: 74%|███████▍ | 1390/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.192]
Epoch 0: 74%|███████▍ | 1391/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.192]
Epoch 0: 74%|███████▍ | 1391/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0613]
Epoch 0: 74%|███████▍ | 1392/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0613]
Epoch 0: 74%|███████▍ | 1392/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.142]
Epoch 0: 74%|███████▍ | 1393/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.142]
Epoch 0: 74%|███████▍ | 1393/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.353]
Epoch 0: 74%|███████▍ | 1394/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.353]
Epoch 0: 74%|███████▍ | 1394/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.134]
Epoch 0: 74%|███████▍ | 1395/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.134]
Epoch 0: 74%|███████▍ | 1395/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.241]
Epoch 0: 74%|███████▍ | 1396/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.241]
Epoch 0: 74%|███████▍ | 1396/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.183]
Epoch 0: 75%|███████▍ | 1397/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.183]
Epoch 0: 75%|███████▍ | 1397/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.179]
Epoch 0: 75%|███████▍ | 1398/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.179]
Epoch 0: 75%|███████▍ | 1398/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0888]
Epoch 0: 75%|███████▍ | 1399/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0888]
Epoch 0: 75%|███████▍ | 1399/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.148]
Epoch 0: 75%|███████▍ | 1400/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.148]
Epoch 0: 75%|███████▍ | 1400/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.358]
Epoch 0: 75%|███████▍ | 1401/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.358]
Epoch 0: 75%|███████▍ | 1401/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.272]
Epoch 0: 75%|███████▍ | 1402/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.272]
Epoch 0: 75%|███████▍ | 1402/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.249]
Epoch 0: 75%|███████▍ | 1403/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.249]
Epoch 0: 75%|███████▍ | 1403/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.347]
Epoch 0: 75%|███████▍ | 1404/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.347]
Epoch 0: 75%|███████▍ | 1404/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.211]
Epoch 0: 75%|███████▍ | 1405/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.211]
Epoch 0: 75%|███████▍ | 1405/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.140]
Epoch 0: 75%|███████▍ | 1406/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.140]
Epoch 0: 75%|███████▍ | 1406/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.172]
Epoch 0: 75%|███████▌ | 1407/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.172]
Epoch 0: 75%|███████▌ | 1407/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.114]
Epoch 0: 75%|███████▌ | 1408/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.114]
Epoch 0: 75%|███████▌ | 1408/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.288]
Epoch 0: 75%|███████▌ | 1409/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.288]
Epoch 0: 75%|███████▌ | 1409/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0898]
Epoch 0: 75%|███████▌ | 1410/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0898]
Epoch 0: 75%|███████▌ | 1410/1875 [00:10<00:03, 135.29it/s, v_num=11, train_loss=0.0861]
Epoch 0: 75%|███████▌ | 1411/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0861]
Epoch 0: 75%|███████▌ | 1411/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.139]
Epoch 0: 75%|███████▌ | 1412/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.139]
Epoch 0: 75%|███████▌ | 1412/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.302]
Epoch 0: 75%|███████▌ | 1413/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.302]
Epoch 0: 75%|███████▌ | 1413/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.445]
Epoch 0: 75%|███████▌ | 1414/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.445]
Epoch 0: 75%|███████▌ | 1414/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.272]
Epoch 0: 75%|███████▌ | 1415/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.272]
Epoch 0: 75%|███████▌ | 1415/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0999]
Epoch 0: 76%|███████▌ | 1416/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0999]
Epoch 0: 76%|███████▌ | 1416/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.105]
Epoch 0: 76%|███████▌ | 1417/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.105]
Epoch 0: 76%|███████▌ | 1417/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.235]
Epoch 0: 76%|███████▌ | 1418/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.235]
Epoch 0: 76%|███████▌ | 1418/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.146]
Epoch 0: 76%|███████▌ | 1419/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.146]
Epoch 0: 76%|███████▌ | 1419/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.303]
Epoch 0: 76%|███████▌ | 1420/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.303]
Epoch 0: 76%|███████▌ | 1420/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.623]
Epoch 0: 76%|███████▌ | 1421/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.623]
Epoch 0: 76%|███████▌ | 1421/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.286]
Epoch 0: 76%|███████▌ | 1422/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.286]
Epoch 0: 76%|███████▌ | 1422/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.205]
Epoch 0: 76%|███████▌ | 1423/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.205]
Epoch 0: 76%|███████▌ | 1423/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.264]
Epoch 0: 76%|███████▌ | 1424/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.264]
Epoch 0: 76%|███████▌ | 1424/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0435]
Epoch 0: 76%|███████▌ | 1425/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0435]
Epoch 0: 76%|███████▌ | 1425/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.188]
Epoch 0: 76%|███████▌ | 1426/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.188]
Epoch 0: 76%|███████▌ | 1426/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.267]
Epoch 0: 76%|███████▌ | 1427/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.267]
Epoch 0: 76%|███████▌ | 1427/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.452]
Epoch 0: 76%|███████▌ | 1428/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.452]
Epoch 0: 76%|███████▌ | 1428/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.115]
Epoch 0: 76%|███████▌ | 1429/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.115]
Epoch 0: 76%|███████▌ | 1429/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.140]
Epoch 0: 76%|███████▋ | 1430/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.140]
Epoch 0: 76%|███████▋ | 1430/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0346]
Epoch 0: 76%|███████▋ | 1431/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0346]
Epoch 0: 76%|███████▋ | 1431/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.277]
Epoch 0: 76%|███████▋ | 1432/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.277]
Epoch 0: 76%|███████▋ | 1432/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.259]
Epoch 0: 76%|███████▋ | 1433/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.259]
Epoch 0: 76%|███████▋ | 1433/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0996]
Epoch 0: 76%|███████▋ | 1434/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0996]
Epoch 0: 76%|███████▋ | 1434/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.187]
Epoch 0: 77%|███████▋ | 1435/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.187]
Epoch 0: 77%|███████▋ | 1435/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.114]
Epoch 0: 77%|███████▋ | 1436/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.114]
Epoch 0: 77%|███████▋ | 1436/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0969]
Epoch 0: 77%|███████▋ | 1437/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0969]
Epoch 0: 77%|███████▋ | 1437/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.120]
Epoch 0: 77%|███████▋ | 1438/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.120]
Epoch 0: 77%|███████▋ | 1438/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0948]
Epoch 0: 77%|███████▋ | 1439/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0948]
Epoch 0: 77%|███████▋ | 1439/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.130]
Epoch 0: 77%|███████▋ | 1440/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.130]
Epoch 0: 77%|███████▋ | 1440/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.0904]
Epoch 0: 77%|███████▋ | 1441/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0904]
Epoch 0: 77%|███████▋ | 1441/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.257]
Epoch 0: 77%|███████▋ | 1442/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.257]
Epoch 0: 77%|███████▋ | 1442/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.489]
Epoch 0: 77%|███████▋ | 1443/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.489]
Epoch 0: 77%|███████▋ | 1443/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.195]
Epoch 0: 77%|███████▋ | 1444/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.195]
Epoch 0: 77%|███████▋ | 1444/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.220]
Epoch 0: 77%|███████▋ | 1445/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.220]
Epoch 0: 77%|███████▋ | 1445/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.276]
Epoch 0: 77%|███████▋ | 1446/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.276]
Epoch 0: 77%|███████▋ | 1446/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.526]
Epoch 0: 77%|███████▋ | 1447/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.526]
Epoch 0: 77%|███████▋ | 1447/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.219]
Epoch 0: 77%|███████▋ | 1448/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.219]
Epoch 0: 77%|███████▋ | 1448/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.208]
Epoch 0: 77%|███████▋ | 1449/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.208]
Epoch 0: 77%|███████▋ | 1449/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.196]
Epoch 0: 77%|███████▋ | 1450/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.196]
Epoch 0: 77%|███████▋ | 1450/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.115]
Epoch 0: 77%|███████▋ | 1451/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.115]
Epoch 0: 77%|███████▋ | 1451/1875 [00:10<00:03, 135.30it/s, v_num=11, train_loss=0.525]
Epoch 0: 77%|███████▋ | 1452/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.525]
Epoch 0: 77%|███████▋ | 1452/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.131]
Epoch 0: 77%|███████▋ | 1453/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.131]
Epoch 0: 77%|███████▋ | 1453/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0542]
Epoch 0: 78%|███████▊ | 1454/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0542]
Epoch 0: 78%|███████▊ | 1454/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0407]
Epoch 0: 78%|███████▊ | 1455/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0407]
Epoch 0: 78%|███████▊ | 1455/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0408]
Epoch 0: 78%|███████▊ | 1456/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0408]
Epoch 0: 78%|███████▊ | 1456/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.299]
Epoch 0: 78%|███████▊ | 1457/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.299]
Epoch 0: 78%|███████▊ | 1457/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.156]
Epoch 0: 78%|███████▊ | 1458/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.156]
Epoch 0: 78%|███████▊ | 1458/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.376]
Epoch 0: 78%|███████▊ | 1459/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.376]
Epoch 0: 78%|███████▊ | 1459/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0395]
Epoch 0: 78%|███████▊ | 1460/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.0395]
Epoch 0: 78%|███████▊ | 1460/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.527]
Epoch 0: 78%|███████▊ | 1461/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.527]
Epoch 0: 78%|███████▊ | 1461/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.161]
Epoch 0: 78%|███████▊ | 1462/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.161]
Epoch 0: 78%|███████▊ | 1462/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.395]
Epoch 0: 78%|███████▊ | 1463/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.395]
Epoch 0: 78%|███████▊ | 1463/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.261]
Epoch 0: 78%|███████▊ | 1464/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.261]
Epoch 0: 78%|███████▊ | 1464/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.127]
Epoch 0: 78%|███████▊ | 1465/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.127]
Epoch 0: 78%|███████▊ | 1465/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.171]
Epoch 0: 78%|███████▊ | 1466/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.171]
Epoch 0: 78%|███████▊ | 1466/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.268]
Epoch 0: 78%|███████▊ | 1467/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.268]
Epoch 0: 78%|███████▊ | 1467/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.240]
Epoch 0: 78%|███████▊ | 1468/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.240]
Epoch 0: 78%|███████▊ | 1468/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.069]
Epoch 0: 78%|███████▊ | 1469/1875 [00:10<00:03, 135.32it/s, v_num=11, train_loss=0.069]
Epoch 0: 78%|███████▊ | 1469/1875 [00:10<00:03, 135.31it/s, v_num=11, train_loss=0.293]
Epoch 0: 78%|███████▊ | 1470/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.293]
Epoch 0: 78%|███████▊ | 1470/1875 [00:10<00:02, 135.31it/s, v_num=11, train_loss=0.111]
Epoch 0: 78%|███████▊ | 1471/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.111]
Epoch 0: 78%|███████▊ | 1471/1875 [00:10<00:02, 135.31it/s, v_num=11, train_loss=0.232]
Epoch 0: 79%|███████▊ | 1472/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.232]
Epoch 0: 79%|███████▊ | 1472/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.200]
Epoch 0: 79%|███████▊ | 1473/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.200]
Epoch 0: 79%|███████▊ | 1473/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.204]
Epoch 0: 79%|███████▊ | 1474/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.204]
Epoch 0: 79%|███████▊ | 1474/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.168]
Epoch 0: 79%|███████▊ | 1475/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.168]
Epoch 0: 79%|███████▊ | 1475/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.055]
Epoch 0: 79%|███████▊ | 1476/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.055]
Epoch 0: 79%|███████▊ | 1476/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.530]
Epoch 0: 79%|███████▉ | 1477/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.530]
Epoch 0: 79%|███████▉ | 1477/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.315]
Epoch 0: 79%|███████▉ | 1478/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.315]
Epoch 0: 79%|███████▉ | 1478/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.130]
Epoch 0: 79%|███████▉ | 1479/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.130]
Epoch 0: 79%|███████▉ | 1479/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.176]
Epoch 0: 79%|███████▉ | 1480/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.176]
Epoch 0: 79%|███████▉ | 1480/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.186]
Epoch 0: 79%|███████▉ | 1481/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.186]
Epoch 0: 79%|███████▉ | 1481/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.137]
Epoch 0: 79%|███████▉ | 1482/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.137]
Epoch 0: 79%|███████▉ | 1482/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.169]
Epoch 0: 79%|███████▉ | 1483/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.169]
Epoch 0: 79%|███████▉ | 1483/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.168]
Epoch 0: 79%|███████▉ | 1484/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.168]
Epoch 0: 79%|███████▉ | 1484/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.118]
Epoch 0: 79%|███████▉ | 1485/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.118]
Epoch 0: 79%|███████▉ | 1485/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.202]
Epoch 0: 79%|███████▉ | 1486/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.202]
Epoch 0: 79%|███████▉ | 1486/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.232]
Epoch 0: 79%|███████▉ | 1487/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.232]
Epoch 0: 79%|███████▉ | 1487/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.237]
Epoch 0: 79%|███████▉ | 1488/1875 [00:10<00:02, 135.33it/s, v_num=11, train_loss=0.237]
Epoch 0: 79%|███████▉ | 1488/1875 [00:10<00:02, 135.32it/s, v_num=11, train_loss=0.340]
Epoch 0: 79%|███████▉ | 1489/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.340]
Epoch 0: 79%|███████▉ | 1489/1875 [00:11<00:02, 135.32it/s, v_num=11, train_loss=0.219]
Epoch 0: 79%|███████▉ | 1490/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.219]
Epoch 0: 79%|███████▉ | 1490/1875 [00:11<00:02, 135.32it/s, v_num=11, train_loss=0.315]
Epoch 0: 80%|███████▉ | 1491/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.315]
Epoch 0: 80%|███████▉ | 1491/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.202]
Epoch 0: 80%|███████▉ | 1492/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.202]
Epoch 0: 80%|███████▉ | 1492/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0937]
Epoch 0: 80%|███████▉ | 1493/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0937]
Epoch 0: 80%|███████▉ | 1493/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.191]
Epoch 0: 80%|███████▉ | 1494/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.191]
Epoch 0: 80%|███████▉ | 1494/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.297]
Epoch 0: 80%|███████▉ | 1495/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.297]
Epoch 0: 80%|███████▉ | 1495/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.221]
Epoch 0: 80%|███████▉ | 1496/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.221]
Epoch 0: 80%|███████▉ | 1496/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.366]
Epoch 0: 80%|███████▉ | 1497/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.366]
Epoch 0: 80%|███████▉ | 1497/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.123]
Epoch 0: 80%|███████▉ | 1498/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.123]
Epoch 0: 80%|███████▉ | 1498/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.242]
Epoch 0: 80%|███████▉ | 1499/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.242]
Epoch 0: 80%|███████▉ | 1499/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.383]
Epoch 0: 80%|████████ | 1500/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.383]
Epoch 0: 80%|████████ | 1500/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.152]
Epoch 0: 80%|████████ | 1501/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.152]
Epoch 0: 80%|████████ | 1501/1875 [00:11<00:02, 135.32it/s, v_num=11, train_loss=0.0903]
Epoch 0: 80%|████████ | 1502/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0903]
Epoch 0: 80%|████████ | 1502/1875 [00:11<00:02, 135.32it/s, v_num=11, train_loss=0.269]
Epoch 0: 80%|████████ | 1503/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.269]
Epoch 0: 80%|████████ | 1503/1875 [00:11<00:02, 135.32it/s, v_num=11, train_loss=0.133]
Epoch 0: 80%|████████ | 1504/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.133]
Epoch 0: 80%|████████ | 1504/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0336]
Epoch 0: 80%|████████ | 1505/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0336]
Epoch 0: 80%|████████ | 1505/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.265]
Epoch 0: 80%|████████ | 1506/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.265]
Epoch 0: 80%|████████ | 1506/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.128]
Epoch 0: 80%|████████ | 1507/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.128]
Epoch 0: 80%|████████ | 1507/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.187]
Epoch 0: 80%|████████ | 1508/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.187]
Epoch 0: 80%|████████ | 1508/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.150]
Epoch 0: 80%|████████ | 1509/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.150]
Epoch 0: 80%|████████ | 1509/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.178]
Epoch 0: 81%|████████ | 1510/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.178]
Epoch 0: 81%|████████ | 1510/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.407]
Epoch 0: 81%|████████ | 1511/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.407]
Epoch 0: 81%|████████ | 1511/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.502]
Epoch 0: 81%|████████ | 1512/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.502]
Epoch 0: 81%|████████ | 1512/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.344]
Epoch 0: 81%|████████ | 1513/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.344]
Epoch 0: 81%|████████ | 1513/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.488]
Epoch 0: 81%|████████ | 1514/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.488]
Epoch 0: 81%|████████ | 1514/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.421]
Epoch 0: 81%|████████ | 1515/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.421]
Epoch 0: 81%|████████ | 1515/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.197]
Epoch 0: 81%|████████ | 1516/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.197]
Epoch 0: 81%|████████ | 1516/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.309]
Epoch 0: 81%|████████ | 1517/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.309]
Epoch 0: 81%|████████ | 1517/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.337]
Epoch 0: 81%|████████ | 1518/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.337]
Epoch 0: 81%|████████ | 1518/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.322]
Epoch 0: 81%|████████ | 1519/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.322]
Epoch 0: 81%|████████ | 1519/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.302]
Epoch 0: 81%|████████ | 1520/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.302]
Epoch 0: 81%|████████ | 1520/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.111]
Epoch 0: 81%|████████ | 1521/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.111]
Epoch 0: 81%|████████ | 1521/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.182]
Epoch 0: 81%|████████ | 1522/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.182]
Epoch 0: 81%|████████ | 1522/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.142]
Epoch 0: 81%|████████ | 1523/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.142]
Epoch 0: 81%|████████ | 1523/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.112]
Epoch 0: 81%|████████▏ | 1524/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.112]
Epoch 0: 81%|████████▏ | 1524/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.149]
Epoch 0: 81%|████████▏ | 1525/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.149]
Epoch 0: 81%|████████▏ | 1525/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.235]
Epoch 0: 81%|████████▏ | 1526/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.235]
Epoch 0: 81%|████████▏ | 1526/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.178]
Epoch 0: 81%|████████▏ | 1527/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.178]
Epoch 0: 81%|████████▏ | 1527/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.270]
Epoch 0: 81%|████████▏ | 1528/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.270]
Epoch 0: 81%|████████▏ | 1528/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.0316]
Epoch 0: 82%|████████▏ | 1529/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0316]
Epoch 0: 82%|████████▏ | 1529/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.341]
Epoch 0: 82%|████████▏ | 1530/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.341]
Epoch 0: 82%|████████▏ | 1530/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.215]
Epoch 0: 82%|████████▏ | 1531/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.215]
Epoch 0: 82%|████████▏ | 1531/1875 [00:11<00:02, 135.33it/s, v_num=11, train_loss=0.129]
Epoch 0: 82%|████████▏ | 1532/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.129]
Epoch 0: 82%|████████▏ | 1532/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.138]
Epoch 0: 82%|████████▏ | 1533/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.138]
Epoch 0: 82%|████████▏ | 1533/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.129]
Epoch 0: 82%|████████▏ | 1534/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.129]
Epoch 0: 82%|████████▏ | 1534/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.303]
Epoch 0: 82%|████████▏ | 1535/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.303]
Epoch 0: 82%|████████▏ | 1535/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.196]
Epoch 0: 82%|████████▏ | 1536/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.196]
Epoch 0: 82%|████████▏ | 1536/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.397]
Epoch 0: 82%|████████▏ | 1537/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.397]
Epoch 0: 82%|████████▏ | 1537/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.161]
Epoch 0: 82%|████████▏ | 1538/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.161]
Epoch 0: 82%|████████▏ | 1538/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.121]
Epoch 0: 82%|████████▏ | 1539/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.121]
Epoch 0: 82%|████████▏ | 1539/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.439]
Epoch 0: 82%|████████▏ | 1540/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.439]
Epoch 0: 82%|████████▏ | 1540/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.162]
Epoch 0: 82%|████████▏ | 1541/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.162]
Epoch 0: 82%|████████▏ | 1541/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0787]
Epoch 0: 82%|████████▏ | 1542/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0787]
Epoch 0: 82%|████████▏ | 1542/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.403]
Epoch 0: 82%|████████▏ | 1543/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.403]
Epoch 0: 82%|████████▏ | 1543/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.419]
Epoch 0: 82%|████████▏ | 1544/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.419]
Epoch 0: 82%|████████▏ | 1544/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.408]
Epoch 0: 82%|████████▏ | 1545/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.408]
Epoch 0: 82%|████████▏ | 1545/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.276]
Epoch 0: 82%|████████▏ | 1546/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.276]
Epoch 0: 82%|████████▏ | 1546/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0789]
Epoch 0: 83%|████████▎ | 1547/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0789]
Epoch 0: 83%|████████▎ | 1547/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.412]
Epoch 0: 83%|████████▎ | 1548/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.412]
Epoch 0: 83%|████████▎ | 1548/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.202]
Epoch 0: 83%|████████▎ | 1549/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.202]
Epoch 0: 83%|████████▎ | 1549/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.077]
Epoch 0: 83%|████████▎ | 1550/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.077]
Epoch 0: 83%|████████▎ | 1550/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.265]
Epoch 0: 83%|████████▎ | 1551/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.265]
Epoch 0: 83%|████████▎ | 1551/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.135]
Epoch 0: 83%|████████▎ | 1552/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.135]
Epoch 0: 83%|████████▎ | 1552/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.213]
Epoch 0: 83%|████████▎ | 1553/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.213]
Epoch 0: 83%|████████▎ | 1553/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0651]
Epoch 0: 83%|████████▎ | 1554/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0651]
Epoch 0: 83%|████████▎ | 1554/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.311]
Epoch 0: 83%|████████▎ | 1555/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.311]
Epoch 0: 83%|████████▎ | 1555/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.134]
Epoch 0: 83%|████████▎ | 1556/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.134]
Epoch 0: 83%|████████▎ | 1556/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.273]
Epoch 0: 83%|████████▎ | 1557/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.273]
Epoch 0: 83%|████████▎ | 1557/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0733]
Epoch 0: 83%|████████▎ | 1558/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0733]
Epoch 0: 83%|████████▎ | 1558/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0301]
Epoch 0: 83%|████████▎ | 1559/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0301]
Epoch 0: 83%|████████▎ | 1559/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.352]
Epoch 0: 83%|████████▎ | 1560/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.352]
Epoch 0: 83%|████████▎ | 1560/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.132]
Epoch 0: 83%|████████▎ | 1561/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.132]
Epoch 0: 83%|████████▎ | 1561/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.478]
Epoch 0: 83%|████████▎ | 1562/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.478]
Epoch 0: 83%|████████▎ | 1562/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.534]
Epoch 0: 83%|████████▎ | 1563/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.534]
Epoch 0: 83%|████████▎ | 1563/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.404]
Epoch 0: 83%|████████▎ | 1564/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.404]
Epoch 0: 83%|████████▎ | 1564/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0412]
Epoch 0: 83%|████████▎ | 1565/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0412]
Epoch 0: 83%|████████▎ | 1565/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0409]
Epoch 0: 84%|████████▎ | 1566/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0409]
Epoch 0: 84%|████████▎ | 1566/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.293]
Epoch 0: 84%|████████▎ | 1567/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.293]
Epoch 0: 84%|████████▎ | 1567/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.0636]
Epoch 0: 84%|████████▎ | 1568/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0636]
Epoch 0: 84%|████████▎ | 1568/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.156]
Epoch 0: 84%|████████▎ | 1569/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.156]
Epoch 0: 84%|████████▎ | 1569/1875 [00:11<00:02, 135.34it/s, v_num=11, train_loss=0.259]
Epoch 0: 84%|████████▎ | 1570/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.259]
Epoch 0: 84%|████████▎ | 1570/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.359]
Epoch 0: 84%|████████▍ | 1571/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.359]
Epoch 0: 84%|████████▍ | 1571/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.345]
Epoch 0: 84%|████████▍ | 1572/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.345]
Epoch 0: 84%|████████▍ | 1572/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.327]
Epoch 0: 84%|████████▍ | 1573/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.327]
Epoch 0: 84%|████████▍ | 1573/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.434]
Epoch 0: 84%|████████▍ | 1574/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.434]
Epoch 0: 84%|████████▍ | 1574/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.251]
Epoch 0: 84%|████████▍ | 1575/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.251]
Epoch 0: 84%|████████▍ | 1575/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0432]
Epoch 0: 84%|████████▍ | 1576/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0432]
Epoch 0: 84%|████████▍ | 1576/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.154]
Epoch 0: 84%|████████▍ | 1577/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.154]
Epoch 0: 84%|████████▍ | 1577/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.120]
Epoch 0: 84%|████████▍ | 1578/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.120]
Epoch 0: 84%|████████▍ | 1578/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.107]
Epoch 0: 84%|████████▍ | 1579/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.107]
Epoch 0: 84%|████████▍ | 1579/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.233]
Epoch 0: 84%|████████▍ | 1580/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.233]
Epoch 0: 84%|████████▍ | 1580/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0555]
Epoch 0: 84%|████████▍ | 1581/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0555]
Epoch 0: 84%|████████▍ | 1581/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.456]
Epoch 0: 84%|████████▍ | 1582/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.456]
Epoch 0: 84%|████████▍ | 1582/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.101]
Epoch 0: 84%|████████▍ | 1583/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.101]
Epoch 0: 84%|████████▍ | 1583/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.350]
Epoch 0: 84%|████████▍ | 1584/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.350]
Epoch 0: 84%|████████▍ | 1584/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.417]
Epoch 0: 85%|████████▍ | 1585/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.417]
Epoch 0: 85%|████████▍ | 1585/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.605]
Epoch 0: 85%|████████▍ | 1586/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.605]
Epoch 0: 85%|████████▍ | 1586/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.130]
Epoch 0: 85%|████████▍ | 1587/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.130]
Epoch 0: 85%|████████▍ | 1587/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.356]
Epoch 0: 85%|████████▍ | 1588/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.356]
Epoch 0: 85%|████████▍ | 1588/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.379]
Epoch 0: 85%|████████▍ | 1589/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.379]
Epoch 0: 85%|████████▍ | 1589/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.199]
Epoch 0: 85%|████████▍ | 1590/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.199]
Epoch 0: 85%|████████▍ | 1590/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.106]
Epoch 0: 85%|████████▍ | 1591/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.106]
Epoch 0: 85%|████████▍ | 1591/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.281]
Epoch 0: 85%|████████▍ | 1592/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.281]
Epoch 0: 85%|████████▍ | 1592/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.263]
Epoch 0: 85%|████████▍ | 1593/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.263]
Epoch 0: 85%|████████▍ | 1593/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.199]
Epoch 0: 85%|████████▌ | 1594/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.199]
Epoch 0: 85%|████████▌ | 1594/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.0962]
Epoch 0: 85%|████████▌ | 1595/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.0962]
Epoch 0: 85%|████████▌ | 1595/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.209]
Epoch 0: 85%|████████▌ | 1596/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.209]
Epoch 0: 85%|████████▌ | 1596/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.127]
Epoch 0: 85%|████████▌ | 1597/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.127]
Epoch 0: 85%|████████▌ | 1597/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.171]
Epoch 0: 85%|████████▌ | 1598/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.171]
Epoch 0: 85%|████████▌ | 1598/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.141]
Epoch 0: 85%|████████▌ | 1599/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.141]
Epoch 0: 85%|████████▌ | 1599/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.148]
Epoch 0: 85%|████████▌ | 1600/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.148]
Epoch 0: 85%|████████▌ | 1600/1875 [00:11<00:02, 135.36it/s, v_num=11, train_loss=0.224]
Epoch 0: 85%|████████▌ | 1601/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.224]
Epoch 0: 85%|████████▌ | 1601/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.121]
Epoch 0: 85%|████████▌ | 1602/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.121]
Epoch 0: 85%|████████▌ | 1602/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.169]
Epoch 0: 85%|████████▌ | 1603/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.169]
Epoch 0: 85%|████████▌ | 1603/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.117]
Epoch 0: 86%|████████▌ | 1604/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.117]
Epoch 0: 86%|████████▌ | 1604/1875 [00:11<00:02, 135.35it/s, v_num=11, train_loss=0.180]
Epoch 0: 86%|████████▌ | 1605/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.180]
Epoch 0: 86%|████████▌ | 1605/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.228]
Epoch 0: 86%|████████▌ | 1606/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.228]
Epoch 0: 86%|████████▌ | 1606/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.336]
Epoch 0: 86%|████████▌ | 1607/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.336]
Epoch 0: 86%|████████▌ | 1607/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.331]
Epoch 0: 86%|████████▌ | 1608/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.331]
Epoch 0: 86%|████████▌ | 1608/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.188]
Epoch 0: 86%|████████▌ | 1609/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.188]
Epoch 0: 86%|████████▌ | 1609/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.106]
Epoch 0: 86%|████████▌ | 1610/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.106]
Epoch 0: 86%|████████▌ | 1610/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.220]
Epoch 0: 86%|████████▌ | 1611/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.220]
Epoch 0: 86%|████████▌ | 1611/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.0732]
Epoch 0: 86%|████████▌ | 1612/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.0732]
Epoch 0: 86%|████████▌ | 1612/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.182]
Epoch 0: 86%|████████▌ | 1613/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.182]
Epoch 0: 86%|████████▌ | 1613/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.229]
Epoch 0: 86%|████████▌ | 1614/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.229]
Epoch 0: 86%|████████▌ | 1614/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.618]
Epoch 0: 86%|████████▌ | 1615/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.618]
Epoch 0: 86%|████████▌ | 1615/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.336]
Epoch 0: 86%|████████▌ | 1616/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.336]
Epoch 0: 86%|████████▌ | 1616/1875 [00:11<00:01, 135.35it/s, v_num=11, train_loss=0.220]
Epoch 0: 86%|████████▌ | 1617/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.220]
Epoch 0: 86%|████████▌ | 1617/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.119]
Epoch 0: 86%|████████▋ | 1618/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.119]
Epoch 0: 86%|████████▋ | 1618/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.167]
Epoch 0: 86%|████████▋ | 1619/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.167]
Epoch 0: 86%|████████▋ | 1619/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.302]
Epoch 0: 86%|████████▋ | 1620/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.302]
Epoch 0: 86%|████████▋ | 1620/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.288]
Epoch 0: 86%|████████▋ | 1621/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.288]
Epoch 0: 86%|████████▋ | 1621/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.185]
Epoch 0: 87%|████████▋ | 1622/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.185]
Epoch 0: 87%|████████▋ | 1622/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.207]
Epoch 0: 87%|████████▋ | 1623/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.207]
Epoch 0: 87%|████████▋ | 1623/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.329]
Epoch 0: 87%|████████▋ | 1624/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.329]
Epoch 0: 87%|████████▋ | 1624/1875 [00:11<00:01, 135.36it/s, v_num=11, train_loss=0.274]
Epoch 0: 87%|████████▋ | 1625/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.274]
Epoch 0: 87%|████████▋ | 1625/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.185]
Epoch 0: 87%|████████▋ | 1626/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.185]
Epoch 0: 87%|████████▋ | 1626/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.215]
Epoch 0: 87%|████████▋ | 1627/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.215]
Epoch 0: 87%|████████▋ | 1627/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.152]
Epoch 0: 87%|████████▋ | 1628/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.152]
Epoch 0: 87%|████████▋ | 1628/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.195]
Epoch 0: 87%|████████▋ | 1629/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.195]
Epoch 0: 87%|████████▋ | 1629/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.128]
Epoch 0: 87%|████████▋ | 1630/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.128]
Epoch 0: 87%|████████▋ | 1630/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.365]
Epoch 0: 87%|████████▋ | 1631/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.365]
Epoch 0: 87%|████████▋ | 1631/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0596]
Epoch 0: 87%|████████▋ | 1632/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0596]
Epoch 0: 87%|████████▋ | 1632/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.259]
Epoch 0: 87%|████████▋ | 1633/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.259]
Epoch 0: 87%|████████▋ | 1633/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.271]
Epoch 0: 87%|████████▋ | 1634/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.271]
Epoch 0: 87%|████████▋ | 1634/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.220]
Epoch 0: 87%|████████▋ | 1635/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.220]
Epoch 0: 87%|████████▋ | 1635/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.311]
Epoch 0: 87%|████████▋ | 1636/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.311]
Epoch 0: 87%|████████▋ | 1636/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0932]
Epoch 0: 87%|████████▋ | 1637/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0932]
Epoch 0: 87%|████████▋ | 1637/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0951]
Epoch 0: 87%|████████▋ | 1638/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0951]
Epoch 0: 87%|████████▋ | 1638/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0906]
Epoch 0: 87%|████████▋ | 1639/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0906]
Epoch 0: 87%|████████▋ | 1639/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0504]
Epoch 0: 87%|████████▋ | 1640/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0504]
Epoch 0: 87%|████████▋ | 1640/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.325]
Epoch 0: 88%|████████▊ | 1641/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.325]
Epoch 0: 88%|████████▊ | 1641/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0882]
Epoch 0: 88%|████████▊ | 1642/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0882]
Epoch 0: 88%|████████▊ | 1642/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.128]
Epoch 0: 88%|████████▊ | 1643/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.128]
Epoch 0: 88%|████████▊ | 1643/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0827]
Epoch 0: 88%|████████▊ | 1644/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0827]
Epoch 0: 88%|████████▊ | 1644/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.176]
Epoch 0: 88%|████████▊ | 1645/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.176]
Epoch 0: 88%|████████▊ | 1645/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0792]
Epoch 0: 88%|████████▊ | 1646/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0792]
Epoch 0: 88%|████████▊ | 1646/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0754]
Epoch 0: 88%|████████▊ | 1647/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0754]
Epoch 0: 88%|████████▊ | 1647/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.193]
Epoch 0: 88%|████████▊ | 1648/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.193]
Epoch 0: 88%|████████▊ | 1648/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.116]
Epoch 0: 88%|████████▊ | 1649/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.116]
Epoch 0: 88%|████████▊ | 1649/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.302]
Epoch 0: 88%|████████▊ | 1650/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.302]
Epoch 0: 88%|████████▊ | 1650/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.104]
Epoch 0: 88%|████████▊ | 1651/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.104]
Epoch 0: 88%|████████▊ | 1651/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.112]
Epoch 0: 88%|████████▊ | 1652/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.112]
Epoch 0: 88%|████████▊ | 1652/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.116]
Epoch 0: 88%|████████▊ | 1653/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.116]
Epoch 0: 88%|████████▊ | 1653/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0309]
Epoch 0: 88%|████████▊ | 1654/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0309]
Epoch 0: 88%|████████▊ | 1654/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.131]
Epoch 0: 88%|████████▊ | 1655/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.131]
Epoch 0: 88%|████████▊ | 1655/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.0529]
Epoch 0: 88%|████████▊ | 1656/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0529]
Epoch 0: 88%|████████▊ | 1656/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.197]
Epoch 0: 88%|████████▊ | 1657/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.197]
Epoch 0: 88%|████████▊ | 1657/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.133]
Epoch 0: 88%|████████▊ | 1658/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.133]
Epoch 0: 88%|████████▊ | 1658/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.398]
Epoch 0: 88%|████████▊ | 1659/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.398]
Epoch 0: 88%|████████▊ | 1659/1875 [00:12<00:01, 135.36it/s, v_num=11, train_loss=0.141]
Epoch 0: 89%|████████▊ | 1660/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.141]
Epoch 0: 89%|████████▊ | 1660/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.333]
Epoch 0: 89%|████████▊ | 1661/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.333]
Epoch 0: 89%|████████▊ | 1661/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.313]
Epoch 0: 89%|████████▊ | 1662/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.313]
Epoch 0: 89%|████████▊ | 1662/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.137]
Epoch 0: 89%|████████▊ | 1663/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.137]
Epoch 0: 89%|████████▊ | 1663/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.222]
Epoch 0: 89%|████████▊ | 1664/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.222]
Epoch 0: 89%|████████▊ | 1664/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.130]
Epoch 0: 89%|████████▉ | 1665/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.130]
Epoch 0: 89%|████████▉ | 1665/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0276]
Epoch 0: 89%|████████▉ | 1666/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0276]
Epoch 0: 89%|████████▉ | 1666/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0965]
Epoch 0: 89%|████████▉ | 1667/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0965]
Epoch 0: 89%|████████▉ | 1667/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.221]
Epoch 0: 89%|████████▉ | 1668/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.221]
Epoch 0: 89%|████████▉ | 1668/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.101]
Epoch 0: 89%|████████▉ | 1669/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.101]
Epoch 0: 89%|████████▉ | 1669/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.125]
Epoch 0: 89%|████████▉ | 1670/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.125]
Epoch 0: 89%|████████▉ | 1670/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.293]
Epoch 0: 89%|████████▉ | 1671/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.293]
Epoch 0: 89%|████████▉ | 1671/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0873]
Epoch 0: 89%|████████▉ | 1672/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0873]
Epoch 0: 89%|████████▉ | 1672/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.148]
Epoch 0: 89%|████████▉ | 1673/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.148]
Epoch 0: 89%|████████▉ | 1673/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.302]
Epoch 0: 89%|████████▉ | 1674/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.302]
Epoch 0: 89%|████████▉ | 1674/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.307]
Epoch 0: 89%|████████▉ | 1675/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.307]
Epoch 0: 89%|████████▉ | 1675/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0797]
Epoch 0: 89%|████████▉ | 1676/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0797]
Epoch 0: 89%|████████▉ | 1676/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.156]
Epoch 0: 89%|████████▉ | 1677/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.156]
Epoch 0: 89%|████████▉ | 1677/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.418]
Epoch 0: 89%|████████▉ | 1678/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.418]
Epoch 0: 89%|████████▉ | 1678/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.110]
Epoch 0: 90%|████████▉ | 1679/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.110]
Epoch 0: 90%|████████▉ | 1679/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.317]
Epoch 0: 90%|████████▉ | 1680/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.317]
Epoch 0: 90%|████████▉ | 1680/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.182]
Epoch 0: 90%|████████▉ | 1681/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.182]
Epoch 0: 90%|████████▉ | 1681/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.537]
Epoch 0: 90%|████████▉ | 1682/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.537]
Epoch 0: 90%|████████▉ | 1682/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.164]
Epoch 0: 90%|████████▉ | 1683/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.164]
Epoch 0: 90%|████████▉ | 1683/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.203]
Epoch 0: 90%|████████▉ | 1684/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.203]
Epoch 0: 90%|████████▉ | 1684/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.364]
Epoch 0: 90%|████████▉ | 1685/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.364]
Epoch 0: 90%|████████▉ | 1685/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.163]
Epoch 0: 90%|████████▉ | 1686/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.163]
Epoch 0: 90%|████████▉ | 1686/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.346]
Epoch 0: 90%|████████▉ | 1687/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.346]
Epoch 0: 90%|████████▉ | 1687/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0786]
Epoch 0: 90%|█████████ | 1688/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0786]
Epoch 0: 90%|█████████ | 1688/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.228]
Epoch 0: 90%|█████████ | 1689/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.228]
Epoch 0: 90%|█████████ | 1689/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.163]
Epoch 0: 90%|█████████ | 1690/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.163]
Epoch 0: 90%|█████████ | 1690/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.252]
Epoch 0: 90%|█████████ | 1691/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.252]
Epoch 0: 90%|█████████ | 1691/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.111]
Epoch 0: 90%|█████████ | 1692/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.111]
Epoch 0: 90%|█████████ | 1692/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.155]
Epoch 0: 90%|█████████ | 1693/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.155]
Epoch 0: 90%|█████████ | 1693/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.180]
Epoch 0: 90%|█████████ | 1694/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.180]
Epoch 0: 90%|█████████ | 1694/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.288]
Epoch 0: 90%|█████████ | 1695/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.288]
Epoch 0: 90%|█████████ | 1695/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.183]
Epoch 0: 90%|█████████ | 1696/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.183]
Epoch 0: 90%|█████████ | 1696/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.322]
Epoch 0: 91%|█████████ | 1697/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.322]
Epoch 0: 91%|█████████ | 1697/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0516]
Epoch 0: 91%|█████████ | 1698/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0516]
Epoch 0: 91%|█████████ | 1698/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.587]
Epoch 0: 91%|█████████ | 1699/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.587]
Epoch 0: 91%|█████████ | 1699/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.346]
Epoch 0: 91%|█████████ | 1700/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.346]
Epoch 0: 91%|█████████ | 1700/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.382]
Epoch 0: 91%|█████████ | 1701/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.382]
Epoch 0: 91%|█████████ | 1701/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0744]
Epoch 0: 91%|█████████ | 1702/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0744]
Epoch 0: 91%|█████████ | 1702/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.330]
Epoch 0: 91%|█████████ | 1703/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.330]
Epoch 0: 91%|█████████ | 1703/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.131]
Epoch 0: 91%|█████████ | 1704/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.131]
Epoch 0: 91%|█████████ | 1704/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0834]
Epoch 0: 91%|█████████ | 1705/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0834]
Epoch 0: 91%|█████████ | 1705/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.317]
Epoch 0: 91%|█████████ | 1706/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.317]
Epoch 0: 91%|█████████ | 1706/1875 [00:12<00:01, 135.37it/s, v_num=11, train_loss=0.0838]
Epoch 0: 91%|█████████ | 1707/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0838]
Epoch 0: 91%|█████████ | 1707/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.329]
Epoch 0: 91%|█████████ | 1708/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.329]
Epoch 0: 91%|█████████ | 1708/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.208]
Epoch 0: 91%|█████████ | 1709/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.208]
Epoch 0: 91%|█████████ | 1709/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.196]
Epoch 0: 91%|█████████ | 1710/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.196]
Epoch 0: 91%|█████████ | 1710/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.181]
Epoch 0: 91%|█████████▏| 1711/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.181]
Epoch 0: 91%|█████████▏| 1711/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.132]
Epoch 0: 91%|█████████▏| 1712/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.132]
Epoch 0: 91%|█████████▏| 1712/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.104]
Epoch 0: 91%|█████████▏| 1713/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.104]
Epoch 0: 91%|█████████▏| 1713/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.169]
Epoch 0: 91%|█████████▏| 1714/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.169]
Epoch 0: 91%|█████████▏| 1714/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.346]
Epoch 0: 91%|█████████▏| 1715/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.346]
Epoch 0: 91%|█████████▏| 1715/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.134]
Epoch 0: 92%|█████████▏| 1716/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.134]
Epoch 0: 92%|█████████▏| 1716/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.261]
Epoch 0: 92%|█████████▏| 1717/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.261]
Epoch 0: 92%|█████████▏| 1717/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.368]
Epoch 0: 92%|█████████▏| 1718/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.368]
Epoch 0: 92%|█████████▏| 1718/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.201]
Epoch 0: 92%|█████████▏| 1719/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.201]
Epoch 0: 92%|█████████▏| 1719/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.102]
Epoch 0: 92%|█████████▏| 1720/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.102]
Epoch 0: 92%|█████████▏| 1720/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.122]
Epoch 0: 92%|█████████▏| 1721/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.122]
Epoch 0: 92%|█████████▏| 1721/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.151]
Epoch 0: 92%|█████████▏| 1722/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.151]
Epoch 0: 92%|█████████▏| 1722/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.283]
Epoch 0: 92%|█████████▏| 1723/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.283]
Epoch 0: 92%|█████████▏| 1723/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.172]
Epoch 0: 92%|█████████▏| 1724/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.172]
Epoch 0: 92%|█████████▏| 1724/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.257]
Epoch 0: 92%|█████████▏| 1725/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.257]
Epoch 0: 92%|█████████▏| 1725/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.115]
Epoch 0: 92%|█████████▏| 1726/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.115]
Epoch 0: 92%|█████████▏| 1726/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.339]
Epoch 0: 92%|█████████▏| 1727/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.339]
Epoch 0: 92%|█████████▏| 1727/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.300]
Epoch 0: 92%|█████████▏| 1728/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.300]
Epoch 0: 92%|█████████▏| 1728/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.203]
Epoch 0: 92%|█████████▏| 1729/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.203]
Epoch 0: 92%|█████████▏| 1729/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.242]
Epoch 0: 92%|█████████▏| 1730/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.242]
Epoch 0: 92%|█████████▏| 1730/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.101]
Epoch 0: 92%|█████████▏| 1731/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.101]
Epoch 0: 92%|█████████▏| 1731/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.137]
Epoch 0: 92%|█████████▏| 1732/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.137]
Epoch 0: 92%|█████████▏| 1732/1875 [00:12<00:01, 135.38it/s, v_num=11, train_loss=0.0772]
Epoch 0: 92%|█████████▏| 1733/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.0772]
Epoch 0: 92%|█████████▏| 1733/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.355]
Epoch 0: 92%|█████████▏| 1734/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.355]
Epoch 0: 92%|█████████▏| 1734/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.327]
Epoch 0: 93%|█████████▎| 1735/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.327]
Epoch 0: 93%|█████████▎| 1735/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.343]
Epoch 0: 93%|█████████▎| 1736/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.343]
Epoch 0: 93%|█████████▎| 1736/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.134]
Epoch 0: 93%|█████████▎| 1737/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.134]
Epoch 0: 93%|█████████▎| 1737/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 93%|█████████▎| 1738/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 93%|█████████▎| 1738/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.0984]
Epoch 0: 93%|█████████▎| 1739/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.0984]
Epoch 0: 93%|█████████▎| 1739/1875 [00:12<00:01, 135.39it/s, v_num=11, train_loss=0.196]
Epoch 0: 93%|█████████▎| 1740/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.196]
Epoch 0: 93%|█████████▎| 1740/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.277]
Epoch 0: 93%|█████████▎| 1741/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.277]
Epoch 0: 93%|█████████▎| 1741/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.185]
Epoch 0: 93%|█████████▎| 1742/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.185]
Epoch 0: 93%|█████████▎| 1742/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.124]
Epoch 0: 93%|█████████▎| 1743/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.124]
Epoch 0: 93%|█████████▎| 1743/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.128]
Epoch 0: 93%|█████████▎| 1744/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.128]
Epoch 0: 93%|█████████▎| 1744/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0718]
Epoch 0: 93%|█████████▎| 1745/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0718]
Epoch 0: 93%|█████████▎| 1745/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0586]
Epoch 0: 93%|█████████▎| 1746/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0586]
Epoch 0: 93%|█████████▎| 1746/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.178]
Epoch 0: 93%|█████████▎| 1747/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.178]
Epoch 0: 93%|█████████▎| 1747/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.263]
Epoch 0: 93%|█████████▎| 1748/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.263]
Epoch 0: 93%|█████████▎| 1748/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.250]
Epoch 0: 93%|█████████▎| 1749/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.250]
Epoch 0: 93%|█████████▎| 1749/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.233]
Epoch 0: 93%|█████████▎| 1750/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.233]
Epoch 0: 93%|█████████▎| 1750/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0221]
Epoch 0: 93%|█████████▎| 1751/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0221]
Epoch 0: 93%|█████████▎| 1751/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.215]
Epoch 0: 93%|█████████▎| 1752/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.215]
Epoch 0: 93%|█████████▎| 1752/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.129]
Epoch 0: 93%|█████████▎| 1753/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.129]
Epoch 0: 93%|█████████▎| 1753/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.122]
Epoch 0: 94%|█████████▎| 1754/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.122]
Epoch 0: 94%|█████████▎| 1754/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 94%|█████████▎| 1755/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 94%|█████████▎| 1755/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.111]
Epoch 0: 94%|█████████▎| 1756/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.111]
Epoch 0: 94%|█████████▎| 1756/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.134]
Epoch 0: 94%|█████████▎| 1757/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.134]
Epoch 0: 94%|█████████▎| 1757/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0174]
Epoch 0: 94%|█████████▍| 1758/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.0174]
Epoch 0: 94%|█████████▍| 1758/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.135]
Epoch 0: 94%|█████████▍| 1759/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.135]
Epoch 0: 94%|█████████▍| 1759/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.475]
Epoch 0: 94%|█████████▍| 1760/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.475]
Epoch 0: 94%|█████████▍| 1760/1875 [00:12<00:00, 135.39it/s, v_num=11, train_loss=0.184]
Epoch 0: 94%|█████████▍| 1761/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.184]
Epoch 0: 94%|█████████▍| 1761/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 94%|█████████▍| 1762/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 94%|█████████▍| 1762/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.388]
Epoch 0: 94%|█████████▍| 1763/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.388]
Epoch 0: 94%|█████████▍| 1763/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.210]
Epoch 0: 94%|█████████▍| 1764/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.210]
Epoch 0: 94%|█████████▍| 1764/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.0579]
Epoch 0: 94%|█████████▍| 1765/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.0579]
Epoch 0: 94%|█████████▍| 1765/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.250]
Epoch 0: 94%|█████████▍| 1766/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.250]
Epoch 0: 94%|█████████▍| 1766/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.481]
Epoch 0: 94%|█████████▍| 1767/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.481]
Epoch 0: 94%|█████████▍| 1767/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.296]
Epoch 0: 94%|█████████▍| 1768/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.296]
Epoch 0: 94%|█████████▍| 1768/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.0825]
Epoch 0: 94%|█████████▍| 1769/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.0825]
Epoch 0: 94%|█████████▍| 1769/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.273]
Epoch 0: 94%|█████████▍| 1770/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.273]
Epoch 0: 94%|█████████▍| 1770/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.244]
Epoch 0: 94%|█████████▍| 1771/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.244]
Epoch 0: 94%|█████████▍| 1771/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.141]
Epoch 0: 95%|█████████▍| 1772/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.141]
Epoch 0: 95%|█████████▍| 1772/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.220]
Epoch 0: 95%|█████████▍| 1773/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.220]
Epoch 0: 95%|█████████▍| 1773/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.346]
Epoch 0: 95%|█████████▍| 1774/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.346]
Epoch 0: 95%|█████████▍| 1774/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.325]
Epoch 0: 95%|█████████▍| 1775/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.325]
Epoch 0: 95%|█████████▍| 1775/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.253]
Epoch 0: 95%|█████████▍| 1776/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.253]
Epoch 0: 95%|█████████▍| 1776/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.200]
Epoch 0: 95%|█████████▍| 1777/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.200]
Epoch 0: 95%|█████████▍| 1777/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.213]
Epoch 0: 95%|█████████▍| 1778/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.213]
Epoch 0: 95%|█████████▍| 1778/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.201]
Epoch 0: 95%|█████████▍| 1779/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.201]
Epoch 0: 95%|█████████▍| 1779/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.268]
Epoch 0: 95%|█████████▍| 1780/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.268]
Epoch 0: 95%|█████████▍| 1780/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.266]
Epoch 0: 95%|█████████▍| 1781/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.266]
Epoch 0: 95%|█████████▍| 1781/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.340]
Epoch 0: 95%|█████████▌| 1782/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.340]
Epoch 0: 95%|█████████▌| 1782/1875 [00:13<00:00, 135.39it/s, v_num=11, train_loss=0.209]
Epoch 0: 95%|█████████▌| 1783/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.209]
Epoch 0: 95%|█████████▌| 1783/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.240]
Epoch 0: 95%|█████████▌| 1784/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.240]
Epoch 0: 95%|█████████▌| 1784/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.108]
Epoch 0: 95%|█████████▌| 1785/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.108]
Epoch 0: 95%|█████████▌| 1785/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.150]
Epoch 0: 95%|█████████▌| 1786/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.150]
Epoch 0: 95%|█████████▌| 1786/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.823]
Epoch 0: 95%|█████████▌| 1787/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.823]
Epoch 0: 95%|█████████▌| 1787/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.114]
Epoch 0: 95%|█████████▌| 1788/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.114]
Epoch 0: 95%|█████████▌| 1788/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.0845]
Epoch 0: 95%|█████████▌| 1789/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.0845]
Epoch 0: 95%|█████████▌| 1789/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.164]
Epoch 0: 95%|█████████▌| 1790/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.164]
Epoch 0: 95%|█████████▌| 1790/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.414]
Epoch 0: 96%|█████████▌| 1791/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.414]
Epoch 0: 96%|█████████▌| 1791/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.447]
Epoch 0: 96%|█████████▌| 1792/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.447]
Epoch 0: 96%|█████████▌| 1792/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.466]
Epoch 0: 96%|█████████▌| 1793/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.466]
Epoch 0: 96%|█████████▌| 1793/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.268]
Epoch 0: 96%|█████████▌| 1794/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.268]
Epoch 0: 96%|█████████▌| 1794/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.161]
Epoch 0: 96%|█████████▌| 1795/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.161]
Epoch 0: 96%|█████████▌| 1795/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.205]
Epoch 0: 96%|█████████▌| 1796/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.205]
Epoch 0: 96%|█████████▌| 1796/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.134]
Epoch 0: 96%|█████████▌| 1797/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.134]
Epoch 0: 96%|█████████▌| 1797/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.401]
Epoch 0: 96%|█████████▌| 1798/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.401]
Epoch 0: 96%|█████████▌| 1798/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.313]
Epoch 0: 96%|█████████▌| 1799/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.313]
Epoch 0: 96%|█████████▌| 1799/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.126]
Epoch 0: 96%|█████████▌| 1800/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.126]
Epoch 0: 96%|█████████▌| 1800/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.333]
Epoch 0: 96%|█████████▌| 1801/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.333]
Epoch 0: 96%|█████████▌| 1801/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.262]
Epoch 0: 96%|█████████▌| 1802/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.262]
Epoch 0: 96%|█████████▌| 1802/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.183]
Epoch 0: 96%|█████████▌| 1803/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.183]
Epoch 0: 96%|█████████▌| 1803/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.190]
Epoch 0: 96%|█████████▌| 1804/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.190]
Epoch 0: 96%|█████████▌| 1804/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.258]
Epoch 0: 96%|█████████▋| 1805/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.258]
Epoch 0: 96%|█████████▋| 1805/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.299]
Epoch 0: 96%|█████████▋| 1806/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.299]
Epoch 0: 96%|█████████▋| 1806/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.367]
Epoch 0: 96%|█████████▋| 1807/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.367]
Epoch 0: 96%|█████████▋| 1807/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.197]
Epoch 0: 96%|█████████▋| 1808/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.197]
Epoch 0: 96%|█████████▋| 1808/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.245]
Epoch 0: 96%|█████████▋| 1809/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.245]
Epoch 0: 96%|█████████▋| 1809/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.179]
Epoch 0: 97%|█████████▋| 1810/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.179]
Epoch 0: 97%|█████████▋| 1810/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.101]
Epoch 0: 97%|█████████▋| 1811/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.101]
Epoch 0: 97%|█████████▋| 1811/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.0476]
Epoch 0: 97%|█████████▋| 1812/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.0476]
Epoch 0: 97%|█████████▋| 1812/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.106]
Epoch 0: 97%|█████████▋| 1813/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.106]
Epoch 0: 97%|█████████▋| 1813/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.166]
Epoch 0: 97%|█████████▋| 1814/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.166]
Epoch 0: 97%|█████████▋| 1814/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.212]
Epoch 0: 97%|█████████▋| 1815/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.212]
Epoch 0: 97%|█████████▋| 1815/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.110]
Epoch 0: 97%|█████████▋| 1816/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.110]
Epoch 0: 97%|█████████▋| 1816/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.233]
Epoch 0: 97%|█████████▋| 1817/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.233]
Epoch 0: 97%|█████████▋| 1817/1875 [00:13<00:00, 135.40it/s, v_num=11, train_loss=0.0765]
Epoch 0: 97%|█████████▋| 1818/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0765]
Epoch 0: 97%|█████████▋| 1818/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0569]
Epoch 0: 97%|█████████▋| 1819/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0569]
Epoch 0: 97%|█████████▋| 1819/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.190]
Epoch 0: 97%|█████████▋| 1820/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.190]
Epoch 0: 97%|█████████▋| 1820/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.155]
Epoch 0: 97%|█████████▋| 1821/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.155]
Epoch 0: 97%|█████████▋| 1821/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.106]
Epoch 0: 97%|█████████▋| 1822/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.106]
Epoch 0: 97%|█████████▋| 1822/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.338]
Epoch 0: 97%|█████████▋| 1823/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.338]
Epoch 0: 97%|█████████▋| 1823/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.101]
Epoch 0: 97%|█████████▋| 1824/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.101]
Epoch 0: 97%|█████████▋| 1824/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.115]
Epoch 0: 97%|█████████▋| 1825/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.115]
Epoch 0: 97%|█████████▋| 1825/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.295]
Epoch 0: 97%|█████████▋| 1826/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.295]
Epoch 0: 97%|█████████▋| 1826/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.302]
Epoch 0: 97%|█████████▋| 1827/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.302]
Epoch 0: 97%|█████████▋| 1827/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0607]
Epoch 0: 97%|█████████▋| 1828/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0607]
Epoch 0: 97%|█████████▋| 1828/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.252]
Epoch 0: 98%|█████████▊| 1829/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.252]
Epoch 0: 98%|█████████▊| 1829/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.229]
Epoch 0: 98%|█████████▊| 1830/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.229]
Epoch 0: 98%|█████████▊| 1830/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1831/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1831/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.236]
Epoch 0: 98%|█████████▊| 1832/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.236]
Epoch 0: 98%|█████████▊| 1832/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.129]
Epoch 0: 98%|█████████▊| 1833/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.129]
Epoch 0: 98%|█████████▊| 1833/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.122]
Epoch 0: 98%|█████████▊| 1834/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.122]
Epoch 0: 98%|█████████▊| 1834/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.201]
Epoch 0: 98%|█████████▊| 1835/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.201]
Epoch 0: 98%|█████████▊| 1835/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.112]
Epoch 0: 98%|█████████▊| 1836/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.112]
Epoch 0: 98%|█████████▊| 1836/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0919]
Epoch 0: 98%|█████████▊| 1837/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0919]
Epoch 0: 98%|█████████▊| 1837/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1838/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.124]
Epoch 0: 98%|█████████▊| 1838/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.250]
Epoch 0: 98%|█████████▊| 1839/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.250]
Epoch 0: 98%|█████████▊| 1839/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.212]
Epoch 0: 98%|█████████▊| 1840/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.212]
Epoch 0: 98%|█████████▊| 1840/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0794]
Epoch 0: 98%|█████████▊| 1841/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0794]
Epoch 0: 98%|█████████▊| 1841/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0559]
Epoch 0: 98%|█████████▊| 1842/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0559]
Epoch 0: 98%|█████████▊| 1842/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.185]
Epoch 0: 98%|█████████▊| 1843/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.185]
Epoch 0: 98%|█████████▊| 1843/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.210]
Epoch 0: 98%|█████████▊| 1844/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.210]
Epoch 0: 98%|█████████▊| 1844/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.267]
Epoch 0: 98%|█████████▊| 1845/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.267]
Epoch 0: 98%|█████████▊| 1845/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.109]
Epoch 0: 98%|█████████▊| 1846/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.109]
Epoch 0: 98%|█████████▊| 1846/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.497]
Epoch 0: 99%|█████████▊| 1847/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.497]
Epoch 0: 99%|█████████▊| 1847/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.146]
Epoch 0: 99%|█████████▊| 1848/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.146]
Epoch 0: 99%|█████████▊| 1848/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.112]
Epoch 0: 99%|█████████▊| 1849/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.112]
Epoch 0: 99%|█████████▊| 1849/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.401]
Epoch 0: 99%|█████████▊| 1850/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.401]
Epoch 0: 99%|█████████▊| 1850/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0949]
Epoch 0: 99%|█████████▊| 1851/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0949]
Epoch 0: 99%|█████████▊| 1851/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.232]
Epoch 0: 99%|█████████▉| 1852/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.232]
Epoch 0: 99%|█████████▉| 1852/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0572]
Epoch 0: 99%|█████████▉| 1853/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0572]
Epoch 0: 99%|█████████▉| 1853/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.133]
Epoch 0: 99%|█████████▉| 1854/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.133]
Epoch 0: 99%|█████████▉| 1854/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.0695]
Epoch 0: 99%|█████████▉| 1855/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0695]
Epoch 0: 99%|█████████▉| 1855/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.180]
Epoch 0: 99%|█████████▉| 1856/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.180]
Epoch 0: 99%|█████████▉| 1856/1875 [00:13<00:00, 135.41it/s, v_num=11, train_loss=0.127]
Epoch 0: 99%|█████████▉| 1857/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.127]
Epoch 0: 99%|█████████▉| 1857/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0209]
Epoch 0: 99%|█████████▉| 1858/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0209]
Epoch 0: 99%|█████████▉| 1858/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.349]
Epoch 0: 99%|█████████▉| 1859/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.349]
Epoch 0: 99%|█████████▉| 1859/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0507]
Epoch 0: 99%|█████████▉| 1860/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0507]
Epoch 0: 99%|█████████▉| 1860/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0849]
Epoch 0: 99%|█████████▉| 1861/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0849]
Epoch 0: 99%|█████████▉| 1861/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.138]
Epoch 0: 99%|█████████▉| 1862/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.138]
Epoch 0: 99%|█████████▉| 1862/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.231]
Epoch 0: 99%|█████████▉| 1863/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.231]
Epoch 0: 99%|█████████▉| 1863/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.263]
Epoch 0: 99%|█████████▉| 1864/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.263]
Epoch 0: 99%|█████████▉| 1864/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0408]
Epoch 0: 99%|█████████▉| 1865/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0408]
Epoch 0: 99%|█████████▉| 1865/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.154]
Epoch 0: 100%|█████████▉| 1866/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.154]
Epoch 0: 100%|█████████▉| 1866/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0982]
Epoch 0: 100%|█████████▉| 1867/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.0982]
Epoch 0: 100%|█████████▉| 1867/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.372]
Epoch 0: 100%|█████████▉| 1868/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.372]
Epoch 0: 100%|█████████▉| 1868/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.276]
Epoch 0: 100%|█████████▉| 1869/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.276]
Epoch 0: 100%|█████████▉| 1869/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.120]
Epoch 0: 100%|█████████▉| 1870/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.120]
Epoch 0: 100%|█████████▉| 1870/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.121]
Epoch 0: 100%|█████████▉| 1871/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.121]
Epoch 0: 100%|█████████▉| 1871/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.109]
Epoch 0: 100%|█████████▉| 1872/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.109]
Epoch 0: 100%|█████████▉| 1872/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.119]
Epoch 0: 100%|█████████▉| 1873/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.119]
Epoch 0: 100%|█████████▉| 1873/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.076]
Epoch 0: 100%|█████████▉| 1874/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.076]
Epoch 0: 100%|█████████▉| 1874/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.209]
Epoch 0: 100%|██████████| 1875/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.209]
Epoch 0: 100%|██████████| 1875/1875 [00:13<00:00, 135.42it/s, v_num=11, train_loss=0.252]
Validation: | | 0/? [00:00<?, ?it/s]
Validation: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 1/313 [00:00<00:00, 435.36it/s]
Validation DataLoader 0: 1%| | 2/313 [00:00<00:01, 307.35it/s]
Validation DataLoader 0: 1%| | 3/313 [00:00<00:01, 279.66it/s]
Validation DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 268.71it/s]
Validation DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 262.24it/s]
Validation DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 257.80it/s]
Validation DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 255.08it/s]
Validation DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 253.07it/s]
Validation DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 251.51it/s]
Validation DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 250.19it/s]
Validation DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 249.27it/s]
Validation DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 248.78it/s]
Validation DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 248.01it/s]
Validation DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 247.32it/s]
Validation DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 246.66it/s]
Validation DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 246.15it/s]
Validation DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 245.63it/s]
Validation DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 245.22it/s]
Validation DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 244.86it/s]
Validation DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 244.56it/s]
Validation DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 244.29it/s]
Validation DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 244.11it/s]
Validation DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 243.98it/s]
Validation DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 243.91it/s]
Validation DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 243.75it/s]
Validation DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 243.62it/s]
Validation DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 243.49it/s]
Validation DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 243.35it/s]
Validation DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 243.31it/s]
Validation DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 243.28it/s]
Validation DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 243.25it/s]
Validation DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 243.27it/s]
Validation DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 243.24it/s]
Validation DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 243.14it/s]
Validation DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 243.12it/s]
Validation DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 243.10it/s]
Validation DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 243.12it/s]
Validation DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 243.09it/s]
Validation DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 243.05it/s]
Validation DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 243.05it/s]
Validation DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 242.98it/s]
Validation DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 242.96it/s]
Validation DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 242.94it/s]
Validation DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 242.93it/s]
Validation DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 242.89it/s]
Validation DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 242.84it/s]
Validation DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 242.84it/s]
Validation DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 242.84it/s]
Validation DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 242.84it/s]
Validation DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 242.75it/s]
Validation DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 242.68it/s]
Validation DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 242.64it/s]
Validation DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 242.59it/s]
Validation DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 242.59it/s]
Validation DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 242.63it/s]
Validation DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 242.60it/s]
Validation DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 242.55it/s]
Validation DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 242.51it/s]
Validation DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 242.50it/s]
Validation DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 242.51it/s]
Validation DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 242.50it/s]
Validation DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 242.46it/s]
Validation DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 242.49it/s]
Validation DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 242.52it/s]
Validation DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 242.49it/s]
Validation DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 242.47it/s]
Validation DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 242.48it/s]
Validation DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 242.44it/s]
Validation DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 242.39it/s]
Validation DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 242.37it/s]
Validation DataLoader 0: 23%|██▎ | 71/313 [00:00<00:00, 242.38it/s]
Validation DataLoader 0: 23%|██▎ | 72/313 [00:00<00:00, 242.40it/s]
Validation DataLoader 0: 23%|██▎ | 73/313 [00:00<00:00, 242.39it/s]
Validation DataLoader 0: 24%|██▎ | 74/313 [00:00<00:00, 242.39it/s]
Validation DataLoader 0: 24%|██▍ | 75/313 [00:00<00:00, 242.37it/s]
Validation DataLoader 0: 24%|██▍ | 76/313 [00:00<00:00, 242.39it/s]
Validation DataLoader 0: 25%|██▍ | 77/313 [00:00<00:00, 242.38it/s]
Validation DataLoader 0: 25%|██▍ | 78/313 [00:00<00:00, 242.37it/s]
Validation DataLoader 0: 25%|██▌ | 79/313 [00:00<00:00, 242.34it/s]
Validation DataLoader 0: 26%|██▌ | 80/313 [00:00<00:00, 242.32it/s]
Validation DataLoader 0: 26%|██▌ | 81/313 [00:00<00:00, 242.29it/s]
Validation DataLoader 0: 26%|██▌ | 82/313 [00:00<00:00, 242.29it/s]
Validation DataLoader 0: 27%|██▋ | 83/313 [00:00<00:00, 242.28it/s]
Validation DataLoader 0: 27%|██▋ | 84/313 [00:00<00:00, 242.29it/s]
Validation DataLoader 0: 27%|██▋ | 85/313 [00:00<00:00, 242.29it/s]
Validation DataLoader 0: 27%|██▋ | 86/313 [00:00<00:00, 242.27it/s]
Validation DataLoader 0: 28%|██▊ | 87/313 [00:00<00:00, 242.24it/s]
Validation DataLoader 0: 28%|██▊ | 88/313 [00:00<00:00, 242.21it/s]
Validation DataLoader 0: 28%|██▊ | 89/313 [00:00<00:00, 242.20it/s]
Validation DataLoader 0: 29%|██▉ | 90/313 [00:00<00:00, 242.20it/s]
Validation DataLoader 0: 29%|██▉ | 91/313 [00:00<00:00, 242.17it/s]
Validation DataLoader 0: 29%|██▉ | 92/313 [00:00<00:00, 242.17it/s]
Validation DataLoader 0: 30%|██▉ | 93/313 [00:00<00:00, 242.18it/s]
Validation DataLoader 0: 30%|███ | 94/313 [00:00<00:00, 242.17it/s]
Validation DataLoader 0: 30%|███ | 95/313 [00:00<00:00, 242.14it/s]
Validation DataLoader 0: 31%|███ | 96/313 [00:00<00:00, 242.13it/s]
Validation DataLoader 0: 31%|███ | 97/313 [00:00<00:00, 242.11it/s]
Validation DataLoader 0: 31%|███▏ | 98/313 [00:00<00:00, 242.11it/s]
Validation DataLoader 0: 32%|███▏ | 99/313 [00:00<00:00, 242.11it/s]
Validation DataLoader 0: 32%|███▏ | 100/313 [00:00<00:00, 242.08it/s]
Validation DataLoader 0: 32%|███▏ | 101/313 [00:00<00:00, 242.08it/s]
Validation DataLoader 0: 33%|███▎ | 102/313 [00:00<00:00, 242.08it/s]
Validation DataLoader 0: 33%|███▎ | 103/313 [00:00<00:00, 242.09it/s]
Validation DataLoader 0: 33%|███▎ | 104/313 [00:00<00:00, 242.07it/s]
Validation DataLoader 0: 34%|███▎ | 105/313 [00:00<00:00, 242.06it/s]
Validation DataLoader 0: 34%|███▍ | 106/313 [00:00<00:00, 242.05it/s]
Validation DataLoader 0: 34%|███▍ | 107/313 [00:00<00:00, 242.03it/s]
Validation DataLoader 0: 35%|███▍ | 108/313 [00:00<00:00, 242.03it/s]
Validation DataLoader 0: 35%|███▍ | 109/313 [00:00<00:00, 242.01it/s]
Validation DataLoader 0: 35%|███▌ | 110/313 [00:00<00:00, 242.00it/s]
Validation DataLoader 0: 35%|███▌ | 111/313 [00:00<00:00, 241.97it/s]
Validation DataLoader 0: 36%|███▌ | 112/313 [00:00<00:00, 241.95it/s]
Validation DataLoader 0: 36%|███▌ | 113/313 [00:00<00:00, 241.96it/s]
Validation DataLoader 0: 36%|███▋ | 114/313 [00:00<00:00, 241.97it/s]
Validation DataLoader 0: 37%|███▋ | 115/313 [00:00<00:00, 241.97it/s]
Validation DataLoader 0: 37%|███▋ | 116/313 [00:00<00:00, 241.96it/s]
Validation DataLoader 0: 37%|███▋ | 117/313 [00:00<00:00, 241.95it/s]
Validation DataLoader 0: 38%|███▊ | 118/313 [00:00<00:00, 241.92it/s]
Validation DataLoader 0: 38%|███▊ | 119/313 [00:00<00:00, 241.91it/s]
Validation DataLoader 0: 38%|███▊ | 120/313 [00:00<00:00, 241.89it/s]
Validation DataLoader 0: 39%|███▊ | 121/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 39%|███▉ | 122/313 [00:00<00:00, 241.85it/s]
Validation DataLoader 0: 39%|███▉ | 123/313 [00:00<00:00, 241.84it/s]
Validation DataLoader 0: 40%|███▉ | 124/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 40%|███▉ | 125/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 40%|████ | 126/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 41%|████ | 127/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 41%|████ | 128/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 41%|████ | 129/313 [00:00<00:00, 241.80it/s]
Validation DataLoader 0: 42%|████▏ | 130/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 42%|████▏ | 131/313 [00:00<00:00, 241.80it/s]
Validation DataLoader 0: 42%|████▏ | 132/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 42%|████▏ | 133/313 [00:00<00:00, 241.80it/s]
Validation DataLoader 0: 43%|████▎ | 134/313 [00:00<00:00, 241.80it/s]
Validation DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 241.80it/s]
Validation DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 241.83it/s]
Validation DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 241.82it/s]
Validation DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 241.83it/s]
Validation DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 241.83it/s]
Validation DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 241.84it/s]
Validation DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 241.86it/s]
Validation DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 241.89it/s]
Validation DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 241.88it/s]
Validation DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 241.87it/s]
Validation DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 241.85it/s]
Validation DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 241.84it/s]
Validation DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 241.83it/s]
Validation DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 241.83it/s]
Validation DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 241.81it/s]
Validation DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 241.77it/s]
Validation DataLoader 0: 56%|█████▌ | 176/313 [00:00<00:00, 241.77it/s]
Validation DataLoader 0: 57%|█████▋ | 177/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 57%|█████▋ | 178/313 [00:00<00:00, 241.79it/s]
Validation DataLoader 0: 57%|█████▋ | 179/313 [00:00<00:00, 241.78it/s]
Validation DataLoader 0: 58%|█████▊ | 180/313 [00:00<00:00, 241.78it/s]
Validation DataLoader 0: 58%|█████▊ | 181/313 [00:00<00:00, 241.77it/s]
Validation DataLoader 0: 58%|█████▊ | 182/313 [00:00<00:00, 241.76it/s]
Validation DataLoader 0: 58%|█████▊ | 183/313 [00:00<00:00, 241.74it/s]
Validation DataLoader 0: 59%|█████▉ | 184/313 [00:00<00:00, 241.73it/s]
Validation DataLoader 0: 59%|█████▉ | 185/313 [00:00<00:00, 241.72it/s]
Validation DataLoader 0: 59%|█████▉ | 186/313 [00:00<00:00, 241.72it/s]
Validation DataLoader 0: 60%|█████▉ | 187/313 [00:00<00:00, 241.71it/s]
Validation DataLoader 0: 60%|██████ | 188/313 [00:00<00:00, 241.72it/s]
Validation DataLoader 0: 60%|██████ | 189/313 [00:00<00:00, 241.73it/s]
Validation DataLoader 0: 61%|██████ | 190/313 [00:00<00:00, 241.72it/s]
Validation DataLoader 0: 61%|██████ | 191/313 [00:00<00:00, 241.71it/s]
Validation DataLoader 0: 61%|██████▏ | 192/313 [00:00<00:00, 241.69it/s]
Validation DataLoader 0: 62%|██████▏ | 193/313 [00:00<00:00, 241.68it/s]
Validation DataLoader 0: 62%|██████▏ | 194/313 [00:00<00:00, 241.67it/s]
Validation DataLoader 0: 62%|██████▏ | 195/313 [00:00<00:00, 241.67it/s]
Validation DataLoader 0: 63%|██████▎ | 196/313 [00:00<00:00, 241.66it/s]
Validation DataLoader 0: 63%|██████▎ | 197/313 [00:00<00:00, 241.65it/s]
Validation DataLoader 0: 63%|██████▎ | 198/313 [00:00<00:00, 241.65it/s]
Validation DataLoader 0: 64%|██████▎ | 199/313 [00:00<00:00, 241.64it/s]
Validation DataLoader 0: 64%|██████▍ | 200/313 [00:00<00:00, 241.63it/s]
Validation DataLoader 0: 64%|██████▍ | 201/313 [00:00<00:00, 241.62it/s]
Validation DataLoader 0: 65%|██████▍ | 202/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 65%|██████▍ | 203/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 65%|██████▌ | 204/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 65%|██████▌ | 205/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 66%|██████▌ | 206/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 66%|██████▌ | 207/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 66%|██████▋ | 208/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 67%|██████▋ | 209/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 67%|██████▋ | 210/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 67%|██████▋ | 211/313 [00:00<00:00, 241.61it/s]
Validation DataLoader 0: 68%|██████▊ | 212/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 68%|██████▊ | 213/313 [00:00<00:00, 241.60it/s]
Validation DataLoader 0: 68%|██████▊ | 214/313 [00:00<00:00, 241.59it/s]
Validation DataLoader 0: 69%|██████▊ | 215/313 [00:00<00:00, 241.59it/s]
Validation DataLoader 0: 69%|██████▉ | 216/313 [00:00<00:00, 241.58it/s]
Validation DataLoader 0: 69%|██████▉ | 217/313 [00:00<00:00, 241.58it/s]
Validation DataLoader 0: 70%|██████▉ | 218/313 [00:00<00:00, 241.58it/s]
Validation DataLoader 0: 70%|██████▉ | 219/313 [00:00<00:00, 241.57it/s]
Validation DataLoader 0: 70%|███████ | 220/313 [00:00<00:00, 241.56it/s]
Validation DataLoader 0: 71%|███████ | 221/313 [00:00<00:00, 241.56it/s]
Validation DataLoader 0: 71%|███████ | 222/313 [00:00<00:00, 241.56it/s]
Validation DataLoader 0: 71%|███████ | 223/313 [00:00<00:00, 241.57it/s]
Validation DataLoader 0: 72%|███████▏ | 224/313 [00:00<00:00, 241.56it/s]
Validation DataLoader 0: 72%|███████▏ | 225/313 [00:00<00:00, 241.55it/s]
Validation DataLoader 0: 72%|███████▏ | 226/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 73%|███████▎ | 227/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 73%|███████▎ | 228/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 73%|███████▎ | 229/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 73%|███████▎ | 230/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 74%|███████▍ | 231/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 74%|███████▍ | 232/313 [00:00<00:00, 241.55it/s]
Validation DataLoader 0: 74%|███████▍ | 233/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 75%|███████▍ | 234/313 [00:00<00:00, 241.54it/s]
Validation DataLoader 0: 75%|███████▌ | 235/313 [00:00<00:00, 241.53it/s]
Validation DataLoader 0: 75%|███████▌ | 236/313 [00:00<00:00, 241.53it/s]
Validation DataLoader 0: 76%|███████▌ | 237/313 [00:00<00:00, 241.53it/s]
Validation DataLoader 0: 76%|███████▌ | 238/313 [00:00<00:00, 241.53it/s]
Validation DataLoader 0: 76%|███████▋ | 239/313 [00:00<00:00, 241.52it/s]
Validation DataLoader 0: 77%|███████▋ | 240/313 [00:00<00:00, 241.52it/s]
Validation DataLoader 0: 77%|███████▋ | 241/313 [00:00<00:00, 241.52it/s]
Validation DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 241.51it/s]
Validation DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 241.52it/s]
Validation DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 241.51it/s]
Validation DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 241.51it/s]
Validation DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 241.49it/s]
Validation DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 241.49it/s]
Validation DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 241.48it/s]
Validation DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 241.48it/s]
Validation DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 241.48it/s]
Validation DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 241.47it/s]
Validation DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 241.46it/s]
Validation DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 241.45it/s]
Validation DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 241.45it/s]
Validation DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 241.45it/s]
Validation DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 241.45it/s]
Validation DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 241.44it/s]
Validation DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 241.43it/s]
Validation DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 241.42it/s]
Validation DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 241.42it/s]
Validation DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 241.41it/s]
Validation DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 241.41it/s]
Validation DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 241.40it/s]
Validation DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 241.40it/s]
Validation DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 241.40it/s]
Validation DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 241.39it/s]
Validation DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 91%|█████████ | 284/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 91%|█████████ | 285/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 91%|█████████▏| 286/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 92%|█████████▏| 287/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 92%|█████████▏| 288/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 92%|█████████▏| 289/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 93%|█████████▎| 290/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 93%|█████████▎| 291/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 93%|█████████▎| 292/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 94%|█████████▎| 293/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 94%|█████████▍| 294/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 94%|█████████▍| 295/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 95%|█████████▍| 296/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 95%|█████████▍| 297/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 95%|█████████▌| 298/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 241.38it/s]
Validation DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 241.37it/s]
Validation DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 241.36it/s]
Validation DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 241.35it/s]
Validation DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 241.63it/s]
Epoch 0: 100%|██████████| 1875/1875 [00:15<00:00, 123.75it/s, v_num=11, train_loss=0.252, Acc%=97.50]
Epoch 0: 100%|██████████| 1875/1875 [00:15<00:00, 123.75it/s, v_num=11, train_loss=0.252, Acc%=97.50]
Epoch 0: 100%|██████████| 1875/1875 [00:15<00:00, 123.73it/s, v_num=11, train_loss=0.252, Acc%=97.50]
Testing: | | 0/? [00:00<?, ?it/s]
Testing: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 1/313 [00:00<00:01, 162.48it/s]
Testing DataLoader 0: 1%| | 2/313 [00:00<00:01, 160.35it/s]
Testing DataLoader 0: 1%| | 3/313 [00:00<00:01, 160.37it/s]
Testing DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 160.59it/s]
Testing DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 160.67it/s]
Testing DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 160.67it/s]
Testing DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 160.74it/s]
Testing DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 160.72it/s]
Testing DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 160.62it/s]
Testing DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 160.48it/s]
Testing DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 160.34it/s]
Testing DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 160.30it/s]
Testing DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 160.21it/s]
Testing DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 160.17it/s]
Testing DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 160.07it/s]
Testing DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 160.02it/s]
Testing DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 159.92it/s]
Testing DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 159.82it/s]
Testing DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 159.75it/s]
Testing DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 159.66it/s]
Testing DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 159.65it/s]
Testing DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 159.64it/s]
Testing DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 159.60it/s]
Testing DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 159.55it/s]
Testing DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 159.55it/s]
Testing DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 159.54it/s]
Testing DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 159.50it/s]
Testing DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 159.49it/s]
Testing DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 159.46it/s]
Testing DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 159.46it/s]
Testing DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 159.46it/s]
Testing DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 159.45it/s]
Testing DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 159.45it/s]
Testing DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 159.38it/s]
Testing DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 159.32it/s]
Testing DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 159.28it/s]
Testing DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 159.23it/s]
Testing DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 159.20it/s]
Testing DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 159.16it/s]
Testing DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 159.13it/s]
Testing DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 159.09it/s]
Testing DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 159.04it/s]
Testing DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 159.01it/s]
Testing DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 158.98it/s]
Testing DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 158.95it/s]
Testing DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 158.89it/s]
Testing DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 158.83it/s]
Testing DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 158.77it/s]
Testing DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 158.75it/s]
Testing DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 158.71it/s]
Testing DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 158.65it/s]
Testing DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 158.63it/s]
Testing DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 158.58it/s]
Testing DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 158.54it/s]
Testing DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 158.50it/s]
Testing DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 158.46it/s]
Testing DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 158.42it/s]
Testing DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 158.39it/s]
Testing DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 158.36it/s]
Testing DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 158.31it/s]
Testing DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 158.26it/s]
Testing DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 158.22it/s]
Testing DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 158.17it/s]
Testing DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 158.14it/s]
Testing DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 158.11it/s]
Testing DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 158.04it/s]
Testing DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 158.00it/s]
Testing DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 157.96it/s]
Testing DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 157.90it/s]
Testing DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 157.84it/s]
Testing DataLoader 0: 23%|██▎ | 71/313 [00:00<00:01, 157.80it/s]
Testing DataLoader 0: 23%|██▎ | 72/313 [00:00<00:01, 157.75it/s]
Testing DataLoader 0: 23%|██▎ | 73/313 [00:00<00:01, 157.70it/s]
Testing DataLoader 0: 24%|██▎ | 74/313 [00:00<00:01, 157.66it/s]
Testing DataLoader 0: 24%|██▍ | 75/313 [00:00<00:01, 157.61it/s]
Testing DataLoader 0: 24%|██▍ | 76/313 [00:00<00:01, 157.57it/s]
Testing DataLoader 0: 25%|██▍ | 77/313 [00:00<00:01, 157.52it/s]
Testing DataLoader 0: 25%|██▍ | 78/313 [00:00<00:01, 157.47it/s]
Testing DataLoader 0: 25%|██▌ | 79/313 [00:00<00:01, 157.42it/s]
Testing DataLoader 0: 26%|██▌ | 80/313 [00:00<00:01, 157.37it/s]
Testing DataLoader 0: 26%|██▌ | 81/313 [00:00<00:01, 157.33it/s]
Testing DataLoader 0: 26%|██▌ | 82/313 [00:00<00:01, 157.27it/s]
Testing DataLoader 0: 27%|██▋ | 83/313 [00:00<00:01, 157.22it/s]
Testing DataLoader 0: 27%|██▋ | 84/313 [00:00<00:01, 157.17it/s]
Testing DataLoader 0: 27%|██▋ | 85/313 [00:00<00:01, 157.13it/s]
Testing DataLoader 0: 27%|██▋ | 86/313 [00:00<00:01, 157.07it/s]
Testing DataLoader 0: 28%|██▊ | 87/313 [00:00<00:01, 157.02it/s]
Testing DataLoader 0: 28%|██▊ | 88/313 [00:00<00:01, 156.97it/s]
Testing DataLoader 0: 28%|██▊ | 89/313 [00:00<00:01, 156.92it/s]
Testing DataLoader 0: 29%|██▉ | 90/313 [00:00<00:01, 156.87it/s]
Testing DataLoader 0: 29%|██▉ | 91/313 [00:00<00:01, 156.83it/s]
Testing DataLoader 0: 29%|██▉ | 92/313 [00:00<00:01, 156.78it/s]
Testing DataLoader 0: 30%|██▉ | 93/313 [00:00<00:01, 156.74it/s]
Testing DataLoader 0: 30%|███ | 94/313 [00:00<00:01, 156.72it/s]
Testing DataLoader 0: 30%|███ | 95/313 [00:00<00:01, 156.67it/s]
Testing DataLoader 0: 31%|███ | 96/313 [00:00<00:01, 156.64it/s]
Testing DataLoader 0: 31%|███ | 97/313 [00:00<00:01, 156.60it/s]
Testing DataLoader 0: 31%|███▏ | 98/313 [00:00<00:01, 156.55it/s]
Testing DataLoader 0: 32%|███▏ | 99/313 [00:00<00:01, 156.52it/s]
Testing DataLoader 0: 32%|███▏ | 100/313 [00:00<00:01, 156.48it/s]
Testing DataLoader 0: 32%|███▏ | 101/313 [00:00<00:01, 156.43it/s]
Testing DataLoader 0: 33%|███▎ | 102/313 [00:00<00:01, 156.39it/s]
Testing DataLoader 0: 33%|███▎ | 103/313 [00:00<00:01, 156.34it/s]
Testing DataLoader 0: 33%|███▎ | 104/313 [00:00<00:01, 156.30it/s]
Testing DataLoader 0: 34%|███▎ | 105/313 [00:00<00:01, 156.25it/s]
Testing DataLoader 0: 34%|███▍ | 106/313 [00:00<00:01, 156.21it/s]
Testing DataLoader 0: 34%|███▍ | 107/313 [00:00<00:01, 156.16it/s]
Testing DataLoader 0: 35%|███▍ | 108/313 [00:00<00:01, 156.12it/s]
Testing DataLoader 0: 35%|███▍ | 109/313 [00:00<00:01, 156.08it/s]
Testing DataLoader 0: 35%|███▌ | 110/313 [00:00<00:01, 156.02it/s]
Testing DataLoader 0: 35%|███▌ | 111/313 [00:00<00:01, 155.98it/s]
Testing DataLoader 0: 36%|███▌ | 112/313 [00:00<00:01, 155.94it/s]
Testing DataLoader 0: 36%|███▌ | 113/313 [00:00<00:01, 155.88it/s]
Testing DataLoader 0: 36%|███▋ | 114/313 [00:00<00:01, 155.83it/s]
Testing DataLoader 0: 37%|███▋ | 115/313 [00:00<00:01, 155.78it/s]
Testing DataLoader 0: 37%|███▋ | 116/313 [00:00<00:01, 155.74it/s]
Testing DataLoader 0: 37%|███▋ | 117/313 [00:00<00:01, 155.70it/s]
Testing DataLoader 0: 38%|███▊ | 118/313 [00:00<00:01, 155.65it/s]
Testing DataLoader 0: 38%|███▊ | 119/313 [00:00<00:01, 155.61it/s]
Testing DataLoader 0: 38%|███▊ | 120/313 [00:00<00:01, 155.56it/s]
Testing DataLoader 0: 39%|███▊ | 121/313 [00:00<00:01, 155.52it/s]
Testing DataLoader 0: 39%|███▉ | 122/313 [00:00<00:01, 155.47it/s]
Testing DataLoader 0: 39%|███▉ | 123/313 [00:00<00:01, 155.43it/s]
Testing DataLoader 0: 40%|███▉ | 124/313 [00:00<00:01, 155.38it/s]
Testing DataLoader 0: 40%|███▉ | 125/313 [00:00<00:01, 155.33it/s]
Testing DataLoader 0: 40%|████ | 126/313 [00:00<00:01, 155.29it/s]
Testing DataLoader 0: 41%|████ | 127/313 [00:00<00:01, 155.24it/s]
Testing DataLoader 0: 41%|████ | 128/313 [00:00<00:01, 155.19it/s]
Testing DataLoader 0: 41%|████ | 129/313 [00:00<00:01, 155.13it/s]
Testing DataLoader 0: 42%|████▏ | 130/313 [00:00<00:01, 155.08it/s]
Testing DataLoader 0: 42%|████▏ | 131/313 [00:00<00:01, 155.04it/s]
Testing DataLoader 0: 42%|████▏ | 132/313 [00:00<00:01, 155.00it/s]
Testing DataLoader 0: 42%|████▏ | 133/313 [00:00<00:01, 154.95it/s]
Testing DataLoader 0: 43%|████▎ | 134/313 [00:00<00:01, 154.90it/s]
Testing DataLoader 0: 43%|████▎ | 135/313 [00:00<00:01, 154.86it/s]
Testing DataLoader 0: 43%|████▎ | 136/313 [00:00<00:01, 154.82it/s]
Testing DataLoader 0: 44%|████▍ | 137/313 [00:00<00:01, 154.77it/s]
Testing DataLoader 0: 44%|████▍ | 138/313 [00:00<00:01, 154.72it/s]
Testing DataLoader 0: 44%|████▍ | 139/313 [00:00<00:01, 154.66it/s]
Testing DataLoader 0: 45%|████▍ | 140/313 [00:00<00:01, 154.61it/s]
Testing DataLoader 0: 45%|████▌ | 141/313 [00:00<00:01, 154.56it/s]
Testing DataLoader 0: 45%|████▌ | 142/313 [00:00<00:01, 154.50it/s]
Testing DataLoader 0: 46%|████▌ | 143/313 [00:00<00:01, 154.45it/s]
Testing DataLoader 0: 46%|████▌ | 144/313 [00:00<00:01, 154.41it/s]
Testing DataLoader 0: 46%|████▋ | 145/313 [00:00<00:01, 154.36it/s]
Testing DataLoader 0: 47%|████▋ | 146/313 [00:00<00:01, 154.31it/s]
Testing DataLoader 0: 47%|████▋ | 147/313 [00:00<00:01, 154.26it/s]
Testing DataLoader 0: 47%|████▋ | 148/313 [00:00<00:01, 154.21it/s]
Testing DataLoader 0: 48%|████▊ | 149/313 [00:00<00:01, 154.16it/s]
Testing DataLoader 0: 48%|████▊ | 150/313 [00:00<00:01, 154.11it/s]
Testing DataLoader 0: 48%|████▊ | 151/313 [00:00<00:01, 154.06it/s]
Testing DataLoader 0: 49%|████▊ | 152/313 [00:00<00:01, 154.01it/s]
Testing DataLoader 0: 49%|████▉ | 153/313 [00:00<00:01, 153.97it/s]
Testing DataLoader 0: 49%|████▉ | 154/313 [00:01<00:01, 153.92it/s]
Testing DataLoader 0: 50%|████▉ | 155/313 [00:01<00:01, 153.87it/s]
Testing DataLoader 0: 50%|████▉ | 156/313 [00:01<00:01, 153.82it/s]
Testing DataLoader 0: 50%|█████ | 157/313 [00:01<00:01, 153.77it/s]
Testing DataLoader 0: 50%|█████ | 158/313 [00:01<00:01, 153.72it/s]
Testing DataLoader 0: 51%|█████ | 159/313 [00:01<00:01, 153.68it/s]
Testing DataLoader 0: 51%|█████ | 160/313 [00:01<00:00, 153.63it/s]
Testing DataLoader 0: 51%|█████▏ | 161/313 [00:01<00:00, 153.57it/s]
Testing DataLoader 0: 52%|█████▏ | 162/313 [00:01<00:00, 153.52it/s]
Testing DataLoader 0: 52%|█████▏ | 163/313 [00:01<00:00, 153.47it/s]
Testing DataLoader 0: 52%|█████▏ | 164/313 [00:01<00:00, 153.42it/s]
Testing DataLoader 0: 53%|█████▎ | 165/313 [00:01<00:00, 153.37it/s]
Testing DataLoader 0: 53%|█████▎ | 166/313 [00:01<00:00, 153.32it/s]
Testing DataLoader 0: 53%|█████▎ | 167/313 [00:01<00:00, 153.27it/s]
Testing DataLoader 0: 54%|█████▎ | 168/313 [00:01<00:00, 153.22it/s]
Testing DataLoader 0: 54%|█████▍ | 169/313 [00:01<00:00, 153.17it/s]
Testing DataLoader 0: 54%|█████▍ | 170/313 [00:01<00:00, 153.12it/s]
Testing DataLoader 0: 55%|█████▍ | 171/313 [00:01<00:00, 153.07it/s]
Testing DataLoader 0: 55%|█████▍ | 172/313 [00:01<00:00, 153.02it/s]
Testing DataLoader 0: 55%|█████▌ | 173/313 [00:01<00:00, 152.97it/s]
Testing DataLoader 0: 56%|█████▌ | 174/313 [00:01<00:00, 152.93it/s]
Testing DataLoader 0: 56%|█████▌ | 175/313 [00:01<00:00, 152.87it/s]
Testing DataLoader 0: 56%|█████▌ | 176/313 [00:01<00:00, 152.83it/s]
Testing DataLoader 0: 57%|█████▋ | 177/313 [00:01<00:00, 152.77it/s]
Testing DataLoader 0: 57%|█████▋ | 178/313 [00:01<00:00, 152.72it/s]
Testing DataLoader 0: 57%|█████▋ | 179/313 [00:01<00:00, 152.67it/s]
Testing DataLoader 0: 58%|█████▊ | 180/313 [00:01<00:00, 152.62it/s]
Testing DataLoader 0: 58%|█████▊ | 181/313 [00:01<00:00, 152.57it/s]
Testing DataLoader 0: 58%|█████▊ | 182/313 [00:01<00:00, 152.52it/s]
Testing DataLoader 0: 58%|█████▊ | 183/313 [00:01<00:00, 152.48it/s]
Testing DataLoader 0: 59%|█████▉ | 184/313 [00:01<00:00, 152.43it/s]
Testing DataLoader 0: 59%|█████▉ | 185/313 [00:01<00:00, 152.38it/s]
Testing DataLoader 0: 59%|█████▉ | 186/313 [00:01<00:00, 152.33it/s]
Testing DataLoader 0: 60%|█████▉ | 187/313 [00:01<00:00, 152.28it/s]
Testing DataLoader 0: 60%|██████ | 188/313 [00:01<00:00, 152.24it/s]
Testing DataLoader 0: 60%|██████ | 189/313 [00:01<00:00, 152.19it/s]
Testing DataLoader 0: 61%|██████ | 190/313 [00:01<00:00, 152.14it/s]
Testing DataLoader 0: 61%|██████ | 191/313 [00:01<00:00, 152.09it/s]
Testing DataLoader 0: 61%|██████▏ | 192/313 [00:01<00:00, 152.04it/s]
Testing DataLoader 0: 62%|██████▏ | 193/313 [00:01<00:00, 151.99it/s]
Testing DataLoader 0: 62%|██████▏ | 194/313 [00:01<00:00, 151.94it/s]
Testing DataLoader 0: 62%|██████▏ | 195/313 [00:01<00:00, 151.90it/s]
Testing DataLoader 0: 63%|██████▎ | 196/313 [00:01<00:00, 151.84it/s]
Testing DataLoader 0: 63%|██████▎ | 197/313 [00:01<00:00, 151.79it/s]
Testing DataLoader 0: 63%|██████▎ | 198/313 [00:01<00:00, 151.74it/s]
Testing DataLoader 0: 64%|██████▎ | 199/313 [00:01<00:00, 151.70it/s]
Testing DataLoader 0: 64%|██████▍ | 200/313 [00:01<00:00, 151.65it/s]
Testing DataLoader 0: 64%|██████▍ | 201/313 [00:01<00:00, 151.60it/s]
Testing DataLoader 0: 65%|██████▍ | 202/313 [00:01<00:00, 151.55it/s]
Testing DataLoader 0: 65%|██████▍ | 203/313 [00:01<00:00, 151.50it/s]
Testing DataLoader 0: 65%|██████▌ | 204/313 [00:01<00:00, 151.45it/s]
Testing DataLoader 0: 65%|██████▌ | 205/313 [00:01<00:00, 151.41it/s]
Testing DataLoader 0: 66%|██████▌ | 206/313 [00:01<00:00, 151.36it/s]
Testing DataLoader 0: 66%|██████▌ | 207/313 [00:01<00:00, 151.32it/s]
Testing DataLoader 0: 66%|██████▋ | 208/313 [00:01<00:00, 151.27it/s]
Testing DataLoader 0: 67%|██████▋ | 209/313 [00:01<00:00, 151.22it/s]
Testing DataLoader 0: 67%|██████▋ | 210/313 [00:01<00:00, 151.18it/s]
Testing DataLoader 0: 67%|██████▋ | 211/313 [00:01<00:00, 151.13it/s]
Testing DataLoader 0: 68%|██████▊ | 212/313 [00:01<00:00, 151.08it/s]
Testing DataLoader 0: 68%|██████▊ | 213/313 [00:01<00:00, 151.04it/s]
Testing DataLoader 0: 68%|██████▊ | 214/313 [00:01<00:00, 150.99it/s]
Testing DataLoader 0: 69%|██████▊ | 215/313 [00:01<00:00, 150.95it/s]
Testing DataLoader 0: 69%|██████▉ | 216/313 [00:01<00:00, 150.90it/s]
Testing DataLoader 0: 69%|██████▉ | 217/313 [00:01<00:00, 150.86it/s]
Testing DataLoader 0: 70%|██████▉ | 218/313 [00:01<00:00, 150.81it/s]
Testing DataLoader 0: 70%|██████▉ | 219/313 [00:01<00:00, 150.76it/s]
Testing DataLoader 0: 70%|███████ | 220/313 [00:01<00:00, 150.72it/s]
Testing DataLoader 0: 71%|███████ | 221/313 [00:01<00:00, 150.67it/s]
Testing DataLoader 0: 71%|███████ | 222/313 [00:01<00:00, 150.63it/s]
Testing DataLoader 0: 71%|███████ | 223/313 [00:01<00:00, 150.58it/s]
Testing DataLoader 0: 72%|███████▏ | 224/313 [00:01<00:00, 150.54it/s]
Testing DataLoader 0: 72%|███████▏ | 225/313 [00:01<00:00, 150.49it/s]
Testing DataLoader 0: 72%|███████▏ | 226/313 [00:01<00:00, 150.45it/s]
Testing DataLoader 0: 73%|███████▎ | 227/313 [00:01<00:00, 150.40it/s]
Testing DataLoader 0: 73%|███████▎ | 228/313 [00:01<00:00, 150.36it/s]
Testing DataLoader 0: 73%|███████▎ | 229/313 [00:01<00:00, 150.32it/s]
Testing DataLoader 0: 73%|███████▎ | 230/313 [00:01<00:00, 150.27it/s]
Testing DataLoader 0: 74%|███████▍ | 231/313 [00:01<00:00, 150.22it/s]
Testing DataLoader 0: 74%|███████▍ | 232/313 [00:01<00:00, 150.18it/s]
Testing DataLoader 0: 74%|███████▍ | 233/313 [00:01<00:00, 150.13it/s]
Testing DataLoader 0: 75%|███████▍ | 234/313 [00:01<00:00, 150.09it/s]
Testing DataLoader 0: 75%|███████▌ | 235/313 [00:01<00:00, 150.04it/s]
Testing DataLoader 0: 75%|███████▌ | 236/313 [00:01<00:00, 149.99it/s]
Testing DataLoader 0: 76%|███████▌ | 237/313 [00:01<00:00, 149.95it/s]
Testing DataLoader 0: 76%|███████▌ | 238/313 [00:01<00:00, 149.91it/s]
Testing DataLoader 0: 76%|███████▋ | 239/313 [00:01<00:00, 149.86it/s]
Testing DataLoader 0: 77%|███████▋ | 240/313 [00:01<00:00, 149.82it/s]
Testing DataLoader 0: 77%|███████▋ | 241/313 [00:01<00:00, 149.77it/s]
Testing DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 149.73it/s]
Testing DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 149.68it/s]
Testing DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 149.64it/s]
Testing DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 149.59it/s]
Testing DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 149.54it/s]
Testing DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 149.49it/s]
Testing DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 149.45it/s]
Testing DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 149.40it/s]
Testing DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 149.35it/s]
Testing DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 149.31it/s]
Testing DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 149.26it/s]
Testing DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 149.22it/s]
Testing DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 149.17it/s]
Testing DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 149.12it/s]
Testing DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 149.08it/s]
Testing DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 149.03it/s]
Testing DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 148.98it/s]
Testing DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 148.94it/s]
Testing DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 148.89it/s]
Testing DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 148.84it/s]
Testing DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 148.80it/s]
Testing DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 148.76it/s]
Testing DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 148.71it/s]
Testing DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 148.67it/s]
Testing DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 148.62it/s]
Testing DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 148.58it/s]
Testing DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 148.51it/s]
Testing DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 148.47it/s]
Testing DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 148.43it/s]
Testing DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 148.38it/s]
Testing DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 148.34it/s]
Testing DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 148.29it/s]
Testing DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 148.25it/s]
Testing DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 148.21it/s]
Testing DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 148.16it/s]
Testing DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 148.12it/s]
Testing DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 148.07it/s]
Testing DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 148.03it/s]
Testing DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 147.99it/s]
Testing DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 147.94it/s]
Testing DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 147.90it/s]
Testing DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 147.86it/s]
Testing DataLoader 0: 91%|█████████ | 284/313 [00:01<00:00, 147.82it/s]
Testing DataLoader 0: 91%|█████████ | 285/313 [00:01<00:00, 147.77it/s]
Testing DataLoader 0: 91%|█████████▏| 286/313 [00:01<00:00, 147.73it/s]
Testing DataLoader 0: 92%|█████████▏| 287/313 [00:01<00:00, 147.69it/s]
Testing DataLoader 0: 92%|█████████▏| 288/313 [00:01<00:00, 147.65it/s]
Testing DataLoader 0: 92%|█████████▏| 289/313 [00:01<00:00, 147.61it/s]
Testing DataLoader 0: 93%|█████████▎| 290/313 [00:01<00:00, 147.56it/s]
Testing DataLoader 0: 93%|█████████▎| 291/313 [00:01<00:00, 147.53it/s]
Testing DataLoader 0: 93%|█████████▎| 292/313 [00:01<00:00, 147.49it/s]
Testing DataLoader 0: 94%|█████████▎| 293/313 [00:01<00:00, 147.44it/s]
Testing DataLoader 0: 94%|█████████▍| 294/313 [00:01<00:00, 147.40it/s]
Testing DataLoader 0: 94%|█████████▍| 295/313 [00:02<00:00, 147.36it/s]
Testing DataLoader 0: 95%|█████████▍| 296/313 [00:02<00:00, 147.32it/s]
Testing DataLoader 0: 95%|█████████▍| 297/313 [00:02<00:00, 147.28it/s]
Testing DataLoader 0: 95%|█████████▌| 298/313 [00:02<00:00, 147.24it/s]
Testing DataLoader 0: 96%|█████████▌| 299/313 [00:02<00:00, 147.19it/s]
Testing DataLoader 0: 96%|█████████▌| 300/313 [00:02<00:00, 147.15it/s]
Testing DataLoader 0: 96%|█████████▌| 301/313 [00:02<00:00, 147.11it/s]
Testing DataLoader 0: 96%|█████████▋| 302/313 [00:02<00:00, 147.06it/s]
Testing DataLoader 0: 97%|█████████▋| 303/313 [00:02<00:00, 147.02it/s]
Testing DataLoader 0: 97%|█████████▋| 304/313 [00:02<00:00, 146.98it/s]
Testing DataLoader 0: 97%|█████████▋| 305/313 [00:02<00:00, 146.94it/s]
Testing DataLoader 0: 98%|█████████▊| 306/313 [00:02<00:00, 146.90it/s]
Testing DataLoader 0: 98%|█████████▊| 307/313 [00:02<00:00, 146.85it/s]
Testing DataLoader 0: 98%|█████████▊| 308/313 [00:02<00:00, 146.81it/s]
Testing DataLoader 0: 99%|█████████▊| 309/313 [00:02<00:00, 146.77it/s]
Testing DataLoader 0: 99%|█████████▉| 310/313 [00:02<00:00, 146.73it/s]
Testing DataLoader 0: 99%|█████████▉| 311/313 [00:02<00:00, 146.69it/s]
Testing DataLoader 0: 100%|█████████▉| 312/313 [00:02<00:00, 146.64it/s]
Testing DataLoader 0: 100%|██████████| 313/313 [00:02<00:00, 146.70it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 1/313 [00:00<00:00, 374.69it/s]
Testing DataLoader 1: 1%| | 2/313 [00:00<00:01, 285.54it/s]
Testing DataLoader 1: 1%| | 3/313 [00:00<00:01, 264.06it/s]
Testing DataLoader 1: 1%|▏ | 4/313 [00:00<00:01, 254.63it/s]
Testing DataLoader 1: 2%|▏ | 5/313 [00:00<00:01, 249.13it/s]
Testing DataLoader 1: 2%|▏ | 6/313 [00:00<00:01, 245.46it/s]
Testing DataLoader 1: 2%|▏ | 7/313 [00:00<00:01, 243.25it/s]
Testing DataLoader 1: 3%|▎ | 8/313 [00:00<00:01, 241.31it/s]
Testing DataLoader 1: 3%|▎ | 9/313 [00:00<00:01, 239.90it/s]
Testing DataLoader 1: 3%|▎ | 10/313 [00:00<00:01, 238.78it/s]
Testing DataLoader 1: 4%|▎ | 11/313 [00:00<00:01, 237.86it/s]
Testing DataLoader 1: 4%|▍ | 12/313 [00:00<00:01, 237.06it/s]
Testing DataLoader 1: 4%|▍ | 13/313 [00:00<00:01, 236.40it/s]
Testing DataLoader 1: 4%|▍ | 14/313 [00:00<00:01, 235.85it/s]
Testing DataLoader 1: 5%|▍ | 15/313 [00:00<00:01, 235.42it/s]
Testing DataLoader 1: 5%|▌ | 16/313 [00:00<00:01, 234.88it/s]
Testing DataLoader 1: 5%|▌ | 17/313 [00:00<00:01, 234.60it/s]
Testing DataLoader 1: 6%|▌ | 18/313 [00:00<00:01, 234.24it/s]
Testing DataLoader 1: 6%|▌ | 19/313 [00:00<00:01, 233.93it/s]
Testing DataLoader 1: 6%|▋ | 20/313 [00:00<00:01, 233.71it/s]
Testing DataLoader 1: 7%|▋ | 21/313 [00:00<00:01, 233.51it/s]
Testing DataLoader 1: 7%|▋ | 22/313 [00:00<00:01, 233.36it/s]
Testing DataLoader 1: 7%|▋ | 23/313 [00:00<00:01, 233.23it/s]
Testing DataLoader 1: 8%|▊ | 24/313 [00:00<00:01, 233.01it/s]
Testing DataLoader 1: 8%|▊ | 25/313 [00:00<00:01, 232.93it/s]
Testing DataLoader 1: 8%|▊ | 26/313 [00:00<00:01, 232.85it/s]
Testing DataLoader 1: 9%|▊ | 27/313 [00:00<00:01, 232.71it/s]
Testing DataLoader 1: 9%|▉ | 28/313 [00:00<00:01, 232.58it/s]
Testing DataLoader 1: 9%|▉ | 29/313 [00:00<00:01, 232.48it/s]
Testing DataLoader 1: 10%|▉ | 30/313 [00:00<00:01, 232.36it/s]
Testing DataLoader 1: 10%|▉ | 31/313 [00:00<00:01, 232.25it/s]
Testing DataLoader 1: 10%|█ | 32/313 [00:00<00:01, 232.17it/s]
Testing DataLoader 1: 11%|█ | 33/313 [00:00<00:01, 232.13it/s]
Testing DataLoader 1: 11%|█ | 34/313 [00:00<00:01, 232.06it/s]
Testing DataLoader 1: 11%|█ | 35/313 [00:00<00:01, 231.92it/s]
Testing DataLoader 1: 12%|█▏ | 36/313 [00:00<00:01, 231.80it/s]
Testing DataLoader 1: 12%|█▏ | 37/313 [00:00<00:01, 231.69it/s]
Testing DataLoader 1: 12%|█▏ | 38/313 [00:00<00:01, 231.62it/s]
Testing DataLoader 1: 12%|█▏ | 39/313 [00:00<00:01, 231.57it/s]
Testing DataLoader 1: 13%|█▎ | 40/313 [00:00<00:01, 231.50it/s]
Testing DataLoader 1: 13%|█▎ | 41/313 [00:00<00:01, 231.46it/s]
Testing DataLoader 1: 13%|█▎ | 42/313 [00:00<00:01, 231.43it/s]
Testing DataLoader 1: 14%|█▎ | 43/313 [00:00<00:01, 231.35it/s]
Testing DataLoader 1: 14%|█▍ | 44/313 [00:00<00:01, 231.31it/s]
Testing DataLoader 1: 14%|█▍ | 45/313 [00:00<00:01, 231.29it/s]
Testing DataLoader 1: 15%|█▍ | 46/313 [00:00<00:01, 231.25it/s]
Testing DataLoader 1: 15%|█▌ | 47/313 [00:00<00:01, 231.20it/s]
Testing DataLoader 1: 15%|█▌ | 48/313 [00:00<00:01, 231.18it/s]
Testing DataLoader 1: 16%|█▌ | 49/313 [00:00<00:01, 231.18it/s]
Testing DataLoader 1: 16%|█▌ | 50/313 [00:00<00:01, 231.09it/s]
Testing DataLoader 1: 16%|█▋ | 51/313 [00:00<00:01, 231.03it/s]
Testing DataLoader 1: 17%|█▋ | 52/313 [00:00<00:01, 230.94it/s]
Testing DataLoader 1: 17%|█▋ | 53/313 [00:00<00:01, 230.90it/s]
Testing DataLoader 1: 17%|█▋ | 54/313 [00:00<00:01, 230.86it/s]
Testing DataLoader 1: 18%|█▊ | 55/313 [00:00<00:01, 230.85it/s]
Testing DataLoader 1: 18%|█▊ | 56/313 [00:00<00:01, 230.83it/s]
Testing DataLoader 1: 18%|█▊ | 57/313 [00:00<00:01, 230.78it/s]
Testing DataLoader 1: 19%|█▊ | 58/313 [00:00<00:01, 230.69it/s]
Testing DataLoader 1: 19%|█▉ | 59/313 [00:00<00:01, 230.65it/s]
Testing DataLoader 1: 19%|█▉ | 60/313 [00:00<00:01, 230.62it/s]
Testing DataLoader 1: 19%|█▉ | 61/313 [00:00<00:01, 230.59it/s]
Testing DataLoader 1: 20%|█▉ | 62/313 [00:00<00:01, 230.56it/s]
Testing DataLoader 1: 20%|██ | 63/313 [00:00<00:01, 230.53it/s]
Testing DataLoader 1: 20%|██ | 64/313 [00:00<00:01, 230.54it/s]
Testing DataLoader 1: 21%|██ | 65/313 [00:00<00:01, 230.50it/s]
Testing DataLoader 1: 21%|██ | 66/313 [00:00<00:01, 230.47it/s]
Testing DataLoader 1: 21%|██▏ | 67/313 [00:00<00:01, 230.43it/s]
Testing DataLoader 1: 22%|██▏ | 68/313 [00:00<00:01, 230.40it/s]
Testing DataLoader 1: 22%|██▏ | 69/313 [00:00<00:01, 230.38it/s]
Testing DataLoader 1: 22%|██▏ | 70/313 [00:00<00:01, 230.36it/s]
Testing DataLoader 1: 23%|██▎ | 71/313 [00:00<00:01, 230.34it/s]
Testing DataLoader 1: 23%|██▎ | 72/313 [00:00<00:01, 230.34it/s]
Testing DataLoader 1: 23%|██▎ | 73/313 [00:00<00:01, 230.29it/s]
Testing DataLoader 1: 24%|██▎ | 74/313 [00:00<00:01, 230.27it/s]
Testing DataLoader 1: 24%|██▍ | 75/313 [00:00<00:01, 230.22it/s]
Testing DataLoader 1: 24%|██▍ | 76/313 [00:00<00:01, 230.17it/s]
Testing DataLoader 1: 25%|██▍ | 77/313 [00:00<00:01, 230.16it/s]
Testing DataLoader 1: 25%|██▍ | 78/313 [00:00<00:01, 230.11it/s]
Testing DataLoader 1: 25%|██▌ | 79/313 [00:00<00:01, 230.06it/s]
Testing DataLoader 1: 26%|██▌ | 80/313 [00:00<00:01, 230.07it/s]
Testing DataLoader 1: 26%|██▌ | 81/313 [00:00<00:01, 230.04it/s]
Testing DataLoader 1: 26%|██▌ | 82/313 [00:00<00:01, 230.04it/s]
Testing DataLoader 1: 27%|██▋ | 83/313 [00:00<00:00, 230.03it/s]
Testing DataLoader 1: 27%|██▋ | 84/313 [00:00<00:00, 230.03it/s]
Testing DataLoader 1: 27%|██▋ | 85/313 [00:00<00:00, 229.99it/s]
Testing DataLoader 1: 27%|██▋ | 86/313 [00:00<00:00, 229.97it/s]
Testing DataLoader 1: 28%|██▊ | 87/313 [00:00<00:00, 229.96it/s]
Testing DataLoader 1: 28%|██▊ | 88/313 [00:00<00:00, 229.93it/s]
Testing DataLoader 1: 28%|██▊ | 89/313 [00:00<00:00, 229.93it/s]
Testing DataLoader 1: 29%|██▉ | 90/313 [00:00<00:00, 229.92it/s]
Testing DataLoader 1: 29%|██▉ | 91/313 [00:00<00:00, 229.90it/s]
Testing DataLoader 1: 29%|██▉ | 92/313 [00:00<00:00, 229.90it/s]
Testing DataLoader 1: 30%|██▉ | 93/313 [00:00<00:00, 229.86it/s]
Testing DataLoader 1: 30%|███ | 94/313 [00:00<00:00, 229.84it/s]
Testing DataLoader 1: 30%|███ | 95/313 [00:00<00:00, 229.84it/s]
Testing DataLoader 1: 31%|███ | 96/313 [00:00<00:00, 229.83it/s]
Testing DataLoader 1: 31%|███ | 97/313 [00:00<00:00, 229.81it/s]
Testing DataLoader 1: 31%|███▏ | 98/313 [00:00<00:00, 229.80it/s]
Testing DataLoader 1: 32%|███▏ | 99/313 [00:00<00:00, 229.79it/s]
Testing DataLoader 1: 32%|███▏ | 100/313 [00:00<00:00, 229.77it/s]
Testing DataLoader 1: 32%|███▏ | 101/313 [00:00<00:00, 229.76it/s]
Testing DataLoader 1: 33%|███▎ | 102/313 [00:00<00:00, 229.74it/s]
Testing DataLoader 1: 33%|███▎ | 103/313 [00:00<00:00, 229.73it/s]
Testing DataLoader 1: 33%|███▎ | 104/313 [00:00<00:00, 229.72it/s]
Testing DataLoader 1: 34%|███▎ | 105/313 [00:00<00:00, 229.71it/s]
Testing DataLoader 1: 34%|███▍ | 106/313 [00:00<00:00, 229.69it/s]
Testing DataLoader 1: 34%|███▍ | 107/313 [00:00<00:00, 229.68it/s]
Testing DataLoader 1: 35%|███▍ | 108/313 [00:00<00:00, 229.66it/s]
Testing DataLoader 1: 35%|███▍ | 109/313 [00:00<00:00, 229.65it/s]
Testing DataLoader 1: 35%|███▌ | 110/313 [00:00<00:00, 229.65it/s]
Testing DataLoader 1: 35%|███▌ | 111/313 [00:00<00:00, 229.64it/s]
Testing DataLoader 1: 36%|███▌ | 112/313 [00:00<00:00, 229.63it/s]
Testing DataLoader 1: 36%|███▌ | 113/313 [00:00<00:00, 229.62it/s]
Testing DataLoader 1: 36%|███▋ | 114/313 [00:00<00:00, 229.60it/s]
Testing DataLoader 1: 37%|███▋ | 115/313 [00:00<00:00, 229.57it/s]
Testing DataLoader 1: 37%|███▋ | 116/313 [00:00<00:00, 229.57it/s]
Testing DataLoader 1: 37%|███▋ | 117/313 [00:00<00:00, 229.56it/s]
Testing DataLoader 1: 38%|███▊ | 118/313 [00:00<00:00, 229.54it/s]
Testing DataLoader 1: 38%|███▊ | 119/313 [00:00<00:00, 229.52it/s]
Testing DataLoader 1: 38%|███▊ | 120/313 [00:00<00:00, 229.51it/s]
Testing DataLoader 1: 39%|███▊ | 121/313 [00:00<00:00, 229.50it/s]
Testing DataLoader 1: 39%|███▉ | 122/313 [00:00<00:00, 229.49it/s]
Testing DataLoader 1: 39%|███▉ | 123/313 [00:00<00:00, 229.47it/s]
Testing DataLoader 1: 40%|███▉ | 124/313 [00:00<00:00, 229.46it/s]
Testing DataLoader 1: 40%|███▉ | 125/313 [00:00<00:00, 229.45it/s]
Testing DataLoader 1: 40%|████ | 126/313 [00:00<00:00, 229.45it/s]
Testing DataLoader 1: 41%|████ | 127/313 [00:00<00:00, 229.44it/s]
Testing DataLoader 1: 41%|████ | 128/313 [00:00<00:00, 229.44it/s]
Testing DataLoader 1: 41%|████ | 129/313 [00:00<00:00, 229.44it/s]
Testing DataLoader 1: 42%|████▏ | 130/313 [00:00<00:00, 229.43it/s]
Testing DataLoader 1: 42%|████▏ | 131/313 [00:00<00:00, 229.42it/s]
Testing DataLoader 1: 42%|████▏ | 132/313 [00:00<00:00, 229.42it/s]
Testing DataLoader 1: 42%|████▏ | 133/313 [00:00<00:00, 229.40it/s]
Testing DataLoader 1: 43%|████▎ | 134/313 [00:00<00:00, 229.39it/s]
Testing DataLoader 1: 43%|████▎ | 135/313 [00:00<00:00, 229.39it/s]
Testing DataLoader 1: 43%|████▎ | 136/313 [00:00<00:00, 229.39it/s]
Testing DataLoader 1: 44%|████▍ | 137/313 [00:00<00:00, 229.38it/s]
Testing DataLoader 1: 44%|████▍ | 138/313 [00:00<00:00, 229.37it/s]
Testing DataLoader 1: 44%|████▍ | 139/313 [00:00<00:00, 229.37it/s]
Testing DataLoader 1: 45%|████▍ | 140/313 [00:00<00:00, 229.36it/s]
Testing DataLoader 1: 45%|████▌ | 141/313 [00:00<00:00, 229.36it/s]
Testing DataLoader 1: 45%|████▌ | 142/313 [00:00<00:00, 229.36it/s]
Testing DataLoader 1: 46%|████▌ | 143/313 [00:00<00:00, 229.34it/s]
Testing DataLoader 1: 46%|████▌ | 144/313 [00:00<00:00, 229.34it/s]
Testing DataLoader 1: 46%|████▋ | 145/313 [00:00<00:00, 229.33it/s]
Testing DataLoader 1: 47%|████▋ | 146/313 [00:00<00:00, 229.33it/s]
Testing DataLoader 1: 47%|████▋ | 147/313 [00:00<00:00, 229.31it/s]
Testing DataLoader 1: 47%|████▋ | 148/313 [00:00<00:00, 229.30it/s]
Testing DataLoader 1: 48%|████▊ | 149/313 [00:00<00:00, 229.30it/s]
Testing DataLoader 1: 48%|████▊ | 150/313 [00:00<00:00, 229.29it/s]
Testing DataLoader 1: 48%|████▊ | 151/313 [00:00<00:00, 229.28it/s]
Testing DataLoader 1: 49%|████▊ | 152/313 [00:00<00:00, 229.28it/s]
Testing DataLoader 1: 49%|████▉ | 153/313 [00:00<00:00, 229.27it/s]
Testing DataLoader 1: 49%|████▉ | 154/313 [00:00<00:00, 229.26it/s]
Testing DataLoader 1: 50%|████▉ | 155/313 [00:00<00:00, 229.26it/s]
Testing DataLoader 1: 50%|████▉ | 156/313 [00:00<00:00, 229.25it/s]
Testing DataLoader 1: 50%|█████ | 157/313 [00:00<00:00, 229.24it/s]
Testing DataLoader 1: 50%|█████ | 158/313 [00:00<00:00, 229.23it/s]
Testing DataLoader 1: 51%|█████ | 159/313 [00:00<00:00, 229.22it/s]
Testing DataLoader 1: 51%|█████ | 160/313 [00:00<00:00, 229.21it/s]
Testing DataLoader 1: 51%|█████▏ | 161/313 [00:00<00:00, 229.20it/s]
Testing DataLoader 1: 52%|█████▏ | 162/313 [00:00<00:00, 229.20it/s]
Testing DataLoader 1: 52%|█████▏ | 163/313 [00:00<00:00, 229.19it/s]
Testing DataLoader 1: 52%|█████▏ | 164/313 [00:00<00:00, 229.18it/s]
Testing DataLoader 1: 53%|█████▎ | 165/313 [00:00<00:00, 229.18it/s]
Testing DataLoader 1: 53%|█████▎ | 166/313 [00:00<00:00, 229.18it/s]
Testing DataLoader 1: 53%|█████▎ | 167/313 [00:00<00:00, 229.17it/s]
Testing DataLoader 1: 54%|█████▎ | 168/313 [00:00<00:00, 229.16it/s]
Testing DataLoader 1: 54%|█████▍ | 169/313 [00:00<00:00, 229.15it/s]
Testing DataLoader 1: 54%|█████▍ | 170/313 [00:00<00:00, 229.15it/s]
Testing DataLoader 1: 55%|█████▍ | 171/313 [00:00<00:00, 229.14it/s]
Testing DataLoader 1: 55%|█████▍ | 172/313 [00:00<00:00, 229.13it/s]
Testing DataLoader 1: 55%|█████▌ | 173/313 [00:00<00:00, 229.13it/s]
Testing DataLoader 1: 56%|█████▌ | 174/313 [00:00<00:00, 229.12it/s]
Testing DataLoader 1: 56%|█████▌ | 175/313 [00:00<00:00, 229.12it/s]
Testing DataLoader 1: 56%|█████▌ | 176/313 [00:00<00:00, 229.11it/s]
Testing DataLoader 1: 57%|█████▋ | 177/313 [00:00<00:00, 229.11it/s]
Testing DataLoader 1: 57%|█████▋ | 178/313 [00:00<00:00, 229.11it/s]
Testing DataLoader 1: 57%|█████▋ | 179/313 [00:00<00:00, 229.10it/s]
Testing DataLoader 1: 58%|█████▊ | 180/313 [00:00<00:00, 229.09it/s]
Testing DataLoader 1: 58%|█████▊ | 181/313 [00:00<00:00, 229.08it/s]
Testing DataLoader 1: 58%|█████▊ | 182/313 [00:00<00:00, 229.07it/s]
Testing DataLoader 1: 58%|█████▊ | 183/313 [00:00<00:00, 229.07it/s]
Testing DataLoader 1: 59%|█████▉ | 184/313 [00:00<00:00, 229.07it/s]
Testing DataLoader 1: 59%|█████▉ | 185/313 [00:00<00:00, 229.06it/s]
Testing DataLoader 1: 59%|█████▉ | 186/313 [00:00<00:00, 229.06it/s]
Testing DataLoader 1: 60%|█████▉ | 187/313 [00:00<00:00, 229.05it/s]
Testing DataLoader 1: 60%|██████ | 188/313 [00:00<00:00, 229.05it/s]
Testing DataLoader 1: 60%|██████ | 189/313 [00:00<00:00, 229.06it/s]
Testing DataLoader 1: 61%|██████ | 190/313 [00:00<00:00, 229.05it/s]
Testing DataLoader 1: 61%|██████ | 191/313 [00:00<00:00, 229.04it/s]
Testing DataLoader 1: 61%|██████▏ | 192/313 [00:00<00:00, 229.04it/s]
Testing DataLoader 1: 62%|██████▏ | 193/313 [00:00<00:00, 229.03it/s]
Testing DataLoader 1: 62%|██████▏ | 194/313 [00:00<00:00, 229.03it/s]
Testing DataLoader 1: 62%|██████▏ | 195/313 [00:00<00:00, 229.03it/s]
Testing DataLoader 1: 63%|██████▎ | 196/313 [00:00<00:00, 229.02it/s]
Testing DataLoader 1: 63%|██████▎ | 197/313 [00:00<00:00, 229.01it/s]
Testing DataLoader 1: 63%|██████▎ | 198/313 [00:00<00:00, 229.02it/s]
Testing DataLoader 1: 64%|██████▎ | 199/313 [00:00<00:00, 229.01it/s]
Testing DataLoader 1: 64%|██████▍ | 200/313 [00:00<00:00, 229.01it/s]
Testing DataLoader 1: 64%|██████▍ | 201/313 [00:00<00:00, 229.00it/s]
Testing DataLoader 1: 65%|██████▍ | 202/313 [00:00<00:00, 229.00it/s]
Testing DataLoader 1: 65%|██████▍ | 203/313 [00:00<00:00, 228.99it/s]
Testing DataLoader 1: 65%|██████▌ | 204/313 [00:00<00:00, 228.99it/s]
Testing DataLoader 1: 65%|██████▌ | 205/313 [00:00<00:00, 228.99it/s]
Testing DataLoader 1: 66%|██████▌ | 206/313 [00:00<00:00, 228.99it/s]
Testing DataLoader 1: 66%|██████▌ | 207/313 [00:00<00:00, 228.98it/s]
Testing DataLoader 1: 66%|██████▋ | 208/313 [00:00<00:00, 228.97it/s]
Testing DataLoader 1: 67%|██████▋ | 209/313 [00:00<00:00, 228.97it/s]
Testing DataLoader 1: 67%|██████▋ | 210/313 [00:00<00:00, 228.97it/s]
Testing DataLoader 1: 67%|██████▋ | 211/313 [00:00<00:00, 228.96it/s]
Testing DataLoader 1: 68%|██████▊ | 212/313 [00:00<00:00, 228.96it/s]
Testing DataLoader 1: 68%|██████▊ | 213/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 68%|██████▊ | 214/313 [00:00<00:00, 228.96it/s]
Testing DataLoader 1: 69%|██████▊ | 215/313 [00:00<00:00, 228.96it/s]
Testing DataLoader 1: 69%|██████▉ | 216/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 69%|██████▉ | 217/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 70%|██████▉ | 218/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 70%|██████▉ | 219/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 70%|███████ | 220/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 71%|███████ | 221/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 71%|███████ | 222/313 [00:00<00:00, 228.95it/s]
Testing DataLoader 1: 71%|███████ | 223/313 [00:00<00:00, 228.94it/s]
Testing DataLoader 1: 72%|███████▏ | 224/313 [00:00<00:00, 228.89it/s]
Testing DataLoader 1: 72%|███████▏ | 225/313 [00:00<00:00, 228.88it/s]
Testing DataLoader 1: 72%|███████▏ | 226/313 [00:00<00:00, 228.87it/s]
Testing DataLoader 1: 73%|███████▎ | 227/313 [00:00<00:00, 228.87it/s]
Testing DataLoader 1: 73%|███████▎ | 228/313 [00:00<00:00, 228.87it/s]
Testing DataLoader 1: 73%|███████▎ | 229/313 [00:01<00:00, 228.86it/s]
Testing DataLoader 1: 73%|███████▎ | 230/313 [00:01<00:00, 228.86it/s]
Testing DataLoader 1: 74%|███████▍ | 231/313 [00:01<00:00, 228.85it/s]
Testing DataLoader 1: 74%|███████▍ | 232/313 [00:01<00:00, 228.85it/s]
Testing DataLoader 1: 74%|███████▍ | 233/313 [00:01<00:00, 228.83it/s]
Testing DataLoader 1: 75%|███████▍ | 234/313 [00:01<00:00, 228.83it/s]
Testing DataLoader 1: 75%|███████▌ | 235/313 [00:01<00:00, 228.83it/s]
Testing DataLoader 1: 75%|███████▌ | 236/313 [00:01<00:00, 228.82it/s]
Testing DataLoader 1: 76%|███████▌ | 237/313 [00:01<00:00, 228.82it/s]
Testing DataLoader 1: 76%|███████▌ | 238/313 [00:01<00:00, 228.82it/s]
Testing DataLoader 1: 76%|███████▋ | 239/313 [00:01<00:00, 228.81it/s]
Testing DataLoader 1: 77%|███████▋ | 240/313 [00:01<00:00, 228.81it/s]
Testing DataLoader 1: 77%|███████▋ | 241/313 [00:01<00:00, 228.80it/s]
Testing DataLoader 1: 77%|███████▋ | 242/313 [00:01<00:00, 228.80it/s]
Testing DataLoader 1: 78%|███████▊ | 243/313 [00:01<00:00, 228.80it/s]
Testing DataLoader 1: 78%|███████▊ | 244/313 [00:01<00:00, 228.79it/s]
Testing DataLoader 1: 78%|███████▊ | 245/313 [00:01<00:00, 228.79it/s]
Testing DataLoader 1: 79%|███████▊ | 246/313 [00:01<00:00, 228.78it/s]
Testing DataLoader 1: 79%|███████▉ | 247/313 [00:01<00:00, 228.77it/s]
Testing DataLoader 1: 79%|███████▉ | 248/313 [00:01<00:00, 228.77it/s]
Testing DataLoader 1: 80%|███████▉ | 249/313 [00:01<00:00, 228.76it/s]
Testing DataLoader 1: 80%|███████▉ | 250/313 [00:01<00:00, 228.75it/s]
Testing DataLoader 1: 80%|████████ | 251/313 [00:01<00:00, 228.75it/s]
Testing DataLoader 1: 81%|████████ | 252/313 [00:01<00:00, 228.73it/s]
Testing DataLoader 1: 81%|████████ | 253/313 [00:01<00:00, 228.73it/s]
Testing DataLoader 1: 81%|████████ | 254/313 [00:01<00:00, 228.72it/s]
Testing DataLoader 1: 81%|████████▏ | 255/313 [00:01<00:00, 228.72it/s]
Testing DataLoader 1: 82%|████████▏ | 256/313 [00:01<00:00, 228.72it/s]
Testing DataLoader 1: 82%|████████▏ | 257/313 [00:01<00:00, 228.71it/s]
Testing DataLoader 1: 82%|████████▏ | 258/313 [00:01<00:00, 228.71it/s]
Testing DataLoader 1: 83%|████████▎ | 259/313 [00:01<00:00, 228.70it/s]
Testing DataLoader 1: 83%|████████▎ | 260/313 [00:01<00:00, 228.69it/s]
Testing DataLoader 1: 83%|████████▎ | 261/313 [00:01<00:00, 228.69it/s]
Testing DataLoader 1: 84%|████████▎ | 262/313 [00:01<00:00, 228.68it/s]
Testing DataLoader 1: 84%|████████▍ | 263/313 [00:01<00:00, 228.67it/s]
Testing DataLoader 1: 84%|████████▍ | 264/313 [00:01<00:00, 228.67it/s]
Testing DataLoader 1: 85%|████████▍ | 265/313 [00:01<00:00, 228.66it/s]
Testing DataLoader 1: 85%|████████▍ | 266/313 [00:01<00:00, 228.65it/s]
Testing DataLoader 1: 85%|████████▌ | 267/313 [00:01<00:00, 228.64it/s]
Testing DataLoader 1: 86%|████████▌ | 268/313 [00:01<00:00, 228.64it/s]
Testing DataLoader 1: 86%|████████▌ | 269/313 [00:01<00:00, 228.63it/s]
Testing DataLoader 1: 86%|████████▋ | 270/313 [00:01<00:00, 228.63it/s]
Testing DataLoader 1: 87%|████████▋ | 271/313 [00:01<00:00, 228.64it/s]
Testing DataLoader 1: 87%|████████▋ | 272/313 [00:01<00:00, 228.63it/s]
Testing DataLoader 1: 87%|████████▋ | 273/313 [00:01<00:00, 228.63it/s]
Testing DataLoader 1: 88%|████████▊ | 274/313 [00:01<00:00, 228.63it/s]
Testing DataLoader 1: 88%|████████▊ | 275/313 [00:01<00:00, 228.62it/s]
Testing DataLoader 1: 88%|████████▊ | 276/313 [00:01<00:00, 228.62it/s]
Testing DataLoader 1: 88%|████████▊ | 277/313 [00:01<00:00, 228.61it/s]
Testing DataLoader 1: 89%|████████▉ | 278/313 [00:01<00:00, 228.61it/s]
Testing DataLoader 1: 89%|████████▉ | 279/313 [00:01<00:00, 228.60it/s]
Testing DataLoader 1: 89%|████████▉ | 280/313 [00:01<00:00, 228.61it/s]
Testing DataLoader 1: 90%|████████▉ | 281/313 [00:01<00:00, 228.60it/s]
Testing DataLoader 1: 90%|█████████ | 282/313 [00:01<00:00, 228.60it/s]
Testing DataLoader 1: 90%|█████████ | 283/313 [00:01<00:00, 228.60it/s]
Testing DataLoader 1: 91%|█████████ | 284/313 [00:01<00:00, 228.59it/s]
Testing DataLoader 1: 91%|█████████ | 285/313 [00:01<00:00, 228.59it/s]
Testing DataLoader 1: 91%|█████████▏| 286/313 [00:01<00:00, 228.58it/s]
Testing DataLoader 1: 92%|█████████▏| 287/313 [00:01<00:00, 228.59it/s]
Testing DataLoader 1: 92%|█████████▏| 288/313 [00:01<00:00, 228.58it/s]
Testing DataLoader 1: 92%|█████████▏| 289/313 [00:01<00:00, 228.58it/s]
Testing DataLoader 1: 93%|█████████▎| 290/313 [00:01<00:00, 228.57it/s]
Testing DataLoader 1: 93%|█████████▎| 291/313 [00:01<00:00, 228.57it/s]
Testing DataLoader 1: 93%|█████████▎| 292/313 [00:01<00:00, 228.56it/s]
Testing DataLoader 1: 94%|█████████▎| 293/313 [00:01<00:00, 228.56it/s]
Testing DataLoader 1: 94%|█████████▍| 294/313 [00:01<00:00, 228.55it/s]
Testing DataLoader 1: 94%|█████████▍| 295/313 [00:01<00:00, 228.55it/s]
Testing DataLoader 1: 95%|█████████▍| 296/313 [00:01<00:00, 228.54it/s]
Testing DataLoader 1: 95%|█████████▍| 297/313 [00:01<00:00, 228.54it/s]
Testing DataLoader 1: 95%|█████████▌| 298/313 [00:01<00:00, 228.55it/s]
Testing DataLoader 1: 96%|█████████▌| 299/313 [00:01<00:00, 228.54it/s]
Testing DataLoader 1: 96%|█████████▌| 300/313 [00:01<00:00, 228.54it/s]
Testing DataLoader 1: 96%|█████████▌| 301/313 [00:01<00:00, 228.54it/s]
Testing DataLoader 1: 96%|█████████▋| 302/313 [00:01<00:00, 228.53it/s]
Testing DataLoader 1: 97%|█████████▋| 303/313 [00:01<00:00, 228.52it/s]
Testing DataLoader 1: 97%|█████████▋| 304/313 [00:01<00:00, 228.52it/s]
Testing DataLoader 1: 97%|█████████▋| 305/313 [00:01<00:00, 228.52it/s]
Testing DataLoader 1: 98%|█████████▊| 306/313 [00:01<00:00, 228.52it/s]
Testing DataLoader 1: 98%|█████████▊| 307/313 [00:01<00:00, 228.51it/s]
Testing DataLoader 1: 98%|█████████▊| 308/313 [00:01<00:00, 228.51it/s]
Testing DataLoader 1: 99%|█████████▊| 309/313 [00:01<00:00, 228.51it/s]
Testing DataLoader 1: 99%|█████████▉| 310/313 [00:01<00:00, 228.51it/s]
Testing DataLoader 1: 99%|█████████▉| 311/313 [00:01<00:00, 228.50it/s]
Testing DataLoader 1: 100%|█████████▉| 312/313 [00:01<00:00, 228.50it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 228.75it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 227.26it/s]
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ Acc │ 97.460% │
│ Brier │ 0.04160 │
│ Entropy │ 0.13785 │
│ NLL │ 0.08634 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Calibration ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ ECE │ 0.02061 │
│ aECE │ 0.01991 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ OOD Detection ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUPR │ 89.930% │
│ AUROC │ 91.494% │
│ Entropy │ 0.96604 │
│ FPR95 │ 30.090% │
│ ens_Disagre… │ 0.31470 │
│ ens_Entropy │ 0.84839 │
│ ens_MI │ 0.11765 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Selective Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUGRC │ 0.117% │
│ AURC │ 0.125% │
│ Cov@5Risk │ 100.000% │
│ Risk@80Cov │ 0.062% │
└──────────────┴───────────────────────────┘
The results are not comparable since we only trained the ensemble for one epoch to reduce GitHub’s cpu usage. Feel free to run the notebook on your machine for a longer duration.
We need to multiply the learning rate by 2 to account for the fact that we have 4 models in the ensemble and that we average the loss over all the predictions.
#### Downloading the pre-trained models
We have put the pre-trained models on Hugging Face that you can download with the utility function “hf_hub_download” imported just below. These models are trained for 75 epochs and are therefore not comparable to the all the other models trained in this notebook. The pretrained models can be seen on HuggingFace and TorchUncertainty’s are there.
from torch_uncertainty.utils.hub import hf_hub_download
all_models = []
for i in range(8):
hf_hub_download(
repo_id="ENSTA-U2IS/tutorial-models",
filename=f"version_{i}.ckpt",
local_dir="./models/",
)
model = LeNet(in_channels=1, num_classes=10)
state_dict = torch.load(f"./models/version_{i}.ckpt", map_location="cpu")[
"state_dict"
]
state_dict = {k.replace("model.", ""): v for k, v in state_dict.items()}
model.load_state_dict(state_dict)
all_models.append(model)
from torch_uncertainty.models import deep_ensembles
from torch_uncertainty.transforms import RepeatTarget
ensemble = deep_ensembles(
all_models,
num_estimators=None,
task="classification",
reset_model_parameters=True,
)
ens_routine = ClassificationRoutine(
is_ensemble=True,
num_classes=10,
model=ensemble,
loss=nn.CrossEntropyLoss(), # The loss for the training
format_batch_fn=RepeatTarget(
8
), # How to handle the targets when comparing the predictions
optim_recipe=None, # No optim recipe as the model is already trained
eval_ood=True, # We want to evaluate the OOD-related metrics
)
trainer = TUTrainer(accelerator="cpu", max_epochs=max_epochs)
ens_perf = trainer.test(ens_routine, dataloaders=[test_dl, ood_dl])
Testing: | | 0/? [00:00<?, ?it/s]
Testing: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 1/313 [00:00<00:03, 103.47it/s]
Testing DataLoader 0: 1%| | 2/313 [00:00<00:03, 96.95it/s]
Testing DataLoader 0: 1%| | 3/313 [00:00<00:03, 95.19it/s]
Testing DataLoader 0: 1%|▏ | 4/313 [00:00<00:03, 94.34it/s]
Testing DataLoader 0: 2%|▏ | 5/313 [00:00<00:03, 93.96it/s]
Testing DataLoader 0: 2%|▏ | 6/313 [00:00<00:03, 93.72it/s]
Testing DataLoader 0: 2%|▏ | 7/313 [00:00<00:03, 93.57it/s]
Testing DataLoader 0: 3%|▎ | 8/313 [00:00<00:03, 93.48it/s]
Testing DataLoader 0: 3%|▎ | 9/313 [00:00<00:03, 93.41it/s]
Testing DataLoader 0: 3%|▎ | 10/313 [00:00<00:03, 93.26it/s]
Testing DataLoader 0: 4%|▎ | 11/313 [00:00<00:03, 93.22it/s]
Testing DataLoader 0: 4%|▍ | 12/313 [00:00<00:03, 93.17it/s]
Testing DataLoader 0: 4%|▍ | 13/313 [00:00<00:03, 93.09it/s]
Testing DataLoader 0: 4%|▍ | 14/313 [00:00<00:03, 93.05it/s]
Testing DataLoader 0: 5%|▍ | 15/313 [00:00<00:03, 93.04it/s]
Testing DataLoader 0: 5%|▌ | 16/313 [00:00<00:03, 92.97it/s]
Testing DataLoader 0: 5%|▌ | 17/313 [00:00<00:03, 92.90it/s]
Testing DataLoader 0: 6%|▌ | 18/313 [00:00<00:03, 92.82it/s]
Testing DataLoader 0: 6%|▌ | 19/313 [00:00<00:03, 92.75it/s]
Testing DataLoader 0: 6%|▋ | 20/313 [00:00<00:03, 92.73it/s]
Testing DataLoader 0: 7%|▋ | 21/313 [00:00<00:03, 92.69it/s]
Testing DataLoader 0: 7%|▋ | 22/313 [00:00<00:03, 92.67it/s]
Testing DataLoader 0: 7%|▋ | 23/313 [00:00<00:03, 92.62it/s]
Testing DataLoader 0: 8%|▊ | 24/313 [00:00<00:03, 92.58it/s]
Testing DataLoader 0: 8%|▊ | 25/313 [00:00<00:03, 92.57it/s]
Testing DataLoader 0: 8%|▊ | 26/313 [00:00<00:03, 92.53it/s]
Testing DataLoader 0: 9%|▊ | 27/313 [00:00<00:03, 92.50it/s]
Testing DataLoader 0: 9%|▉ | 28/313 [00:00<00:03, 92.44it/s]
Testing DataLoader 0: 9%|▉ | 29/313 [00:00<00:03, 92.41it/s]
Testing DataLoader 0: 10%|▉ | 30/313 [00:00<00:03, 92.39it/s]
Testing DataLoader 0: 10%|▉ | 31/313 [00:00<00:03, 92.37it/s]
Testing DataLoader 0: 10%|█ | 32/313 [00:00<00:03, 92.35it/s]
Testing DataLoader 0: 11%|█ | 33/313 [00:00<00:03, 92.34it/s]
Testing DataLoader 0: 11%|█ | 34/313 [00:00<00:03, 92.31it/s]
Testing DataLoader 0: 11%|█ | 35/313 [00:00<00:03, 92.29it/s]
Testing DataLoader 0: 12%|█▏ | 36/313 [00:00<00:03, 92.28it/s]
Testing DataLoader 0: 12%|█▏ | 37/313 [00:00<00:02, 92.27it/s]
Testing DataLoader 0: 12%|█▏ | 38/313 [00:00<00:02, 92.25it/s]
Testing DataLoader 0: 12%|█▏ | 39/313 [00:00<00:02, 92.24it/s]
Testing DataLoader 0: 13%|█▎ | 40/313 [00:00<00:02, 92.23it/s]
Testing DataLoader 0: 13%|█▎ | 41/313 [00:00<00:02, 92.21it/s]
Testing DataLoader 0: 13%|█▎ | 42/313 [00:00<00:02, 92.20it/s]
Testing DataLoader 0: 14%|█▎ | 43/313 [00:00<00:02, 92.20it/s]
Testing DataLoader 0: 14%|█▍ | 44/313 [00:00<00:02, 92.17it/s]
Testing DataLoader 0: 14%|█▍ | 45/313 [00:00<00:02, 92.15it/s]
Testing DataLoader 0: 15%|█▍ | 46/313 [00:00<00:02, 92.12it/s]
Testing DataLoader 0: 15%|█▌ | 47/313 [00:00<00:02, 92.11it/s]
Testing DataLoader 0: 15%|█▌ | 48/313 [00:00<00:02, 92.09it/s]
Testing DataLoader 0: 16%|█▌ | 49/313 [00:00<00:02, 92.07it/s]
Testing DataLoader 0: 16%|█▌ | 50/313 [00:00<00:02, 92.06it/s]
Testing DataLoader 0: 16%|█▋ | 51/313 [00:00<00:02, 92.04it/s]
Testing DataLoader 0: 17%|█▋ | 52/313 [00:00<00:02, 92.03it/s]
Testing DataLoader 0: 17%|█▋ | 53/313 [00:00<00:02, 92.02it/s]
Testing DataLoader 0: 17%|█▋ | 54/313 [00:00<00:02, 92.00it/s]
Testing DataLoader 0: 18%|█▊ | 55/313 [00:00<00:02, 92.00it/s]
Testing DataLoader 0: 18%|█▊ | 56/313 [00:00<00:02, 91.98it/s]
Testing DataLoader 0: 18%|█▊ | 57/313 [00:00<00:02, 91.95it/s]
Testing DataLoader 0: 19%|█▊ | 58/313 [00:00<00:02, 91.94it/s]
Testing DataLoader 0: 19%|█▉ | 59/313 [00:00<00:02, 91.93it/s]
Testing DataLoader 0: 19%|█▉ | 60/313 [00:00<00:02, 91.91it/s]
Testing DataLoader 0: 19%|█▉ | 61/313 [00:00<00:02, 91.90it/s]
Testing DataLoader 0: 20%|█▉ | 62/313 [00:00<00:02, 91.87it/s]
Testing DataLoader 0: 20%|██ | 63/313 [00:00<00:02, 91.86it/s]
Testing DataLoader 0: 20%|██ | 64/313 [00:00<00:02, 91.84it/s]
Testing DataLoader 0: 21%|██ | 65/313 [00:00<00:02, 91.82it/s]
Testing DataLoader 0: 21%|██ | 66/313 [00:00<00:02, 91.80it/s]
Testing DataLoader 0: 21%|██▏ | 67/313 [00:00<00:02, 91.78it/s]
Testing DataLoader 0: 22%|██▏ | 68/313 [00:00<00:02, 91.77it/s]
Testing DataLoader 0: 22%|██▏ | 69/313 [00:00<00:02, 91.75it/s]
Testing DataLoader 0: 22%|██▏ | 70/313 [00:00<00:02, 91.73it/s]
Testing DataLoader 0: 23%|██▎ | 71/313 [00:00<00:02, 91.71it/s]
Testing DataLoader 0: 23%|██▎ | 72/313 [00:00<00:02, 91.70it/s]
Testing DataLoader 0: 23%|██▎ | 73/313 [00:00<00:02, 91.69it/s]
Testing DataLoader 0: 24%|██▎ | 74/313 [00:00<00:02, 91.67it/s]
Testing DataLoader 0: 24%|██▍ | 75/313 [00:00<00:02, 91.65it/s]
Testing DataLoader 0: 24%|██▍ | 76/313 [00:00<00:02, 91.62it/s]
Testing DataLoader 0: 25%|██▍ | 77/313 [00:00<00:02, 91.60it/s]
Testing DataLoader 0: 25%|██▍ | 78/313 [00:00<00:02, 91.57it/s]
Testing DataLoader 0: 25%|██▌ | 79/313 [00:00<00:02, 91.56it/s]
Testing DataLoader 0: 26%|██▌ | 80/313 [00:00<00:02, 91.55it/s]
Testing DataLoader 0: 26%|██▌ | 81/313 [00:00<00:02, 91.54it/s]
Testing DataLoader 0: 26%|██▌ | 82/313 [00:00<00:02, 91.52it/s]
Testing DataLoader 0: 27%|██▋ | 83/313 [00:00<00:02, 91.50it/s]
Testing DataLoader 0: 27%|██▋ | 84/313 [00:00<00:02, 91.48it/s]
Testing DataLoader 0: 27%|██▋ | 85/313 [00:00<00:02, 91.47it/s]
Testing DataLoader 0: 27%|██▋ | 86/313 [00:00<00:02, 91.44it/s]
Testing DataLoader 0: 28%|██▊ | 87/313 [00:00<00:02, 91.42it/s]
Testing DataLoader 0: 28%|██▊ | 88/313 [00:00<00:02, 91.40it/s]
Testing DataLoader 0: 28%|██▊ | 89/313 [00:00<00:02, 91.38it/s]
Testing DataLoader 0: 29%|██▉ | 90/313 [00:00<00:02, 91.35it/s]
Testing DataLoader 0: 29%|██▉ | 91/313 [00:00<00:02, 91.33it/s]
Testing DataLoader 0: 29%|██▉ | 92/313 [00:01<00:02, 91.31it/s]
Testing DataLoader 0: 30%|██▉ | 93/313 [00:01<00:02, 91.30it/s]
Testing DataLoader 0: 30%|███ | 94/313 [00:01<00:02, 91.28it/s]
Testing DataLoader 0: 30%|███ | 95/313 [00:01<00:02, 91.26it/s]
Testing DataLoader 0: 31%|███ | 96/313 [00:01<00:02, 91.25it/s]
Testing DataLoader 0: 31%|███ | 97/313 [00:01<00:02, 91.23it/s]
Testing DataLoader 0: 31%|███▏ | 98/313 [00:01<00:02, 91.21it/s]
Testing DataLoader 0: 32%|███▏ | 99/313 [00:01<00:02, 91.19it/s]
Testing DataLoader 0: 32%|███▏ | 100/313 [00:01<00:02, 91.17it/s]
Testing DataLoader 0: 32%|███▏ | 101/313 [00:01<00:02, 91.15it/s]
Testing DataLoader 0: 33%|███▎ | 102/313 [00:01<00:02, 91.13it/s]
Testing DataLoader 0: 33%|███▎ | 103/313 [00:01<00:02, 91.11it/s]
Testing DataLoader 0: 33%|███▎ | 104/313 [00:01<00:02, 91.09it/s]
Testing DataLoader 0: 34%|███▎ | 105/313 [00:01<00:02, 91.06it/s]
Testing DataLoader 0: 34%|███▍ | 106/313 [00:01<00:02, 91.05it/s]
Testing DataLoader 0: 34%|███▍ | 107/313 [00:01<00:02, 91.02it/s]
Testing DataLoader 0: 35%|███▍ | 108/313 [00:01<00:02, 91.01it/s]
Testing DataLoader 0: 35%|███▍ | 109/313 [00:01<00:02, 90.99it/s]
Testing DataLoader 0: 35%|███▌ | 110/313 [00:01<00:02, 90.97it/s]
Testing DataLoader 0: 35%|███▌ | 111/313 [00:01<00:02, 90.95it/s]
Testing DataLoader 0: 36%|███▌ | 112/313 [00:01<00:02, 90.93it/s]
Testing DataLoader 0: 36%|███▌ | 113/313 [00:01<00:02, 90.92it/s]
Testing DataLoader 0: 36%|███▋ | 114/313 [00:01<00:02, 90.90it/s]
Testing DataLoader 0: 37%|███▋ | 115/313 [00:01<00:02, 90.88it/s]
Testing DataLoader 0: 37%|███▋ | 116/313 [00:01<00:02, 90.86it/s]
Testing DataLoader 0: 37%|███▋ | 117/313 [00:01<00:02, 90.85it/s]
Testing DataLoader 0: 38%|███▊ | 118/313 [00:01<00:02, 90.83it/s]
Testing DataLoader 0: 38%|███▊ | 119/313 [00:01<00:02, 90.81it/s]
Testing DataLoader 0: 38%|███▊ | 120/313 [00:01<00:02, 90.79it/s]
Testing DataLoader 0: 39%|███▊ | 121/313 [00:01<00:02, 90.77it/s]
Testing DataLoader 0: 39%|███▉ | 122/313 [00:01<00:02, 90.75it/s]
Testing DataLoader 0: 39%|███▉ | 123/313 [00:01<00:02, 90.73it/s]
Testing DataLoader 0: 40%|███▉ | 124/313 [00:01<00:02, 90.70it/s]
Testing DataLoader 0: 40%|███▉ | 125/313 [00:01<00:02, 90.69it/s]
Testing DataLoader 0: 40%|████ | 126/313 [00:01<00:02, 90.68it/s]
Testing DataLoader 0: 41%|████ | 127/313 [00:01<00:02, 90.67it/s]
Testing DataLoader 0: 41%|████ | 128/313 [00:01<00:02, 90.64it/s]
Testing DataLoader 0: 41%|████ | 129/313 [00:01<00:02, 90.62it/s]
Testing DataLoader 0: 42%|████▏ | 130/313 [00:01<00:02, 90.61it/s]
Testing DataLoader 0: 42%|████▏ | 131/313 [00:01<00:02, 90.59it/s]
Testing DataLoader 0: 42%|████▏ | 132/313 [00:01<00:01, 90.58it/s]
Testing DataLoader 0: 42%|████▏ | 133/313 [00:01<00:01, 90.56it/s]
Testing DataLoader 0: 43%|████▎ | 134/313 [00:01<00:01, 90.54it/s]
Testing DataLoader 0: 43%|████▎ | 135/313 [00:01<00:01, 90.53it/s]
Testing DataLoader 0: 43%|████▎ | 136/313 [00:01<00:01, 90.51it/s]
Testing DataLoader 0: 44%|████▍ | 137/313 [00:01<00:01, 90.50it/s]
Testing DataLoader 0: 44%|████▍ | 138/313 [00:01<00:01, 90.48it/s]
Testing DataLoader 0: 44%|████▍ | 139/313 [00:01<00:01, 90.46it/s]
Testing DataLoader 0: 45%|████▍ | 140/313 [00:01<00:01, 90.45it/s]
Testing DataLoader 0: 45%|████▌ | 141/313 [00:01<00:01, 90.43it/s]
Testing DataLoader 0: 45%|████▌ | 142/313 [00:01<00:01, 90.41it/s]
Testing DataLoader 0: 46%|████▌ | 143/313 [00:01<00:01, 90.39it/s]
Testing DataLoader 0: 46%|████▌ | 144/313 [00:01<00:01, 90.38it/s]
Testing DataLoader 0: 46%|████▋ | 145/313 [00:01<00:01, 90.36it/s]
Testing DataLoader 0: 47%|████▋ | 146/313 [00:01<00:01, 90.35it/s]
Testing DataLoader 0: 47%|████▋ | 147/313 [00:01<00:01, 90.34it/s]
Testing DataLoader 0: 47%|████▋ | 148/313 [00:01<00:01, 90.32it/s]
Testing DataLoader 0: 48%|████▊ | 149/313 [00:01<00:01, 90.31it/s]
Testing DataLoader 0: 48%|████▊ | 150/313 [00:01<00:01, 90.29it/s]
Testing DataLoader 0: 48%|████▊ | 151/313 [00:01<00:01, 90.27it/s]
Testing DataLoader 0: 49%|████▊ | 152/313 [00:01<00:01, 90.26it/s]
Testing DataLoader 0: 49%|████▉ | 153/313 [00:01<00:01, 90.24it/s]
Testing DataLoader 0: 49%|████▉ | 154/313 [00:01<00:01, 90.23it/s]
Testing DataLoader 0: 50%|████▉ | 155/313 [00:01<00:01, 90.21it/s]
Testing DataLoader 0: 50%|████▉ | 156/313 [00:01<00:01, 90.20it/s]
Testing DataLoader 0: 50%|█████ | 157/313 [00:01<00:01, 90.18it/s]
Testing DataLoader 0: 50%|█████ | 158/313 [00:01<00:01, 90.16it/s]
Testing DataLoader 0: 51%|█████ | 159/313 [00:01<00:01, 90.14it/s]
Testing DataLoader 0: 51%|█████ | 160/313 [00:01<00:01, 90.12it/s]
Testing DataLoader 0: 51%|█████▏ | 161/313 [00:01<00:01, 90.10it/s]
Testing DataLoader 0: 52%|█████▏ | 162/313 [00:01<00:01, 90.08it/s]
Testing DataLoader 0: 52%|█████▏ | 163/313 [00:01<00:01, 90.06it/s]
Testing DataLoader 0: 52%|█████▏ | 164/313 [00:01<00:01, 90.04it/s]
Testing DataLoader 0: 53%|█████▎ | 165/313 [00:01<00:01, 90.03it/s]
Testing DataLoader 0: 53%|█████▎ | 166/313 [00:01<00:01, 90.00it/s]
Testing DataLoader 0: 53%|█████▎ | 167/313 [00:01<00:01, 89.98it/s]
Testing DataLoader 0: 54%|█████▎ | 168/313 [00:01<00:01, 89.97it/s]
Testing DataLoader 0: 54%|█████▍ | 169/313 [00:01<00:01, 89.95it/s]
Testing DataLoader 0: 54%|█████▍ | 170/313 [00:01<00:01, 89.93it/s]
Testing DataLoader 0: 55%|█████▍ | 171/313 [00:01<00:01, 89.91it/s]
Testing DataLoader 0: 55%|█████▍ | 172/313 [00:01<00:01, 89.89it/s]
Testing DataLoader 0: 55%|█████▌ | 173/313 [00:01<00:01, 89.88it/s]
Testing DataLoader 0: 56%|█████▌ | 174/313 [00:01<00:01, 89.86it/s]
Testing DataLoader 0: 56%|█████▌ | 175/313 [00:01<00:01, 89.84it/s]
Testing DataLoader 0: 56%|█████▌ | 176/313 [00:01<00:01, 89.82it/s]
Testing DataLoader 0: 57%|█████▋ | 177/313 [00:01<00:01, 89.81it/s]
Testing DataLoader 0: 57%|█████▋ | 178/313 [00:01<00:01, 89.79it/s]
Testing DataLoader 0: 57%|█████▋ | 179/313 [00:01<00:01, 89.77it/s]
Testing DataLoader 0: 58%|█████▊ | 180/313 [00:02<00:01, 89.75it/s]
Testing DataLoader 0: 58%|█████▊ | 181/313 [00:02<00:01, 89.73it/s]
Testing DataLoader 0: 58%|█████▊ | 182/313 [00:02<00:01, 89.71it/s]
Testing DataLoader 0: 58%|█████▊ | 183/313 [00:02<00:01, 89.69it/s]
Testing DataLoader 0: 59%|█████▉ | 184/313 [00:02<00:01, 89.67it/s]
Testing DataLoader 0: 59%|█████▉ | 185/313 [00:02<00:01, 89.66it/s]
Testing DataLoader 0: 59%|█████▉ | 186/313 [00:02<00:01, 89.64it/s]
Testing DataLoader 0: 60%|█████▉ | 187/313 [00:02<00:01, 89.63it/s]
Testing DataLoader 0: 60%|██████ | 188/313 [00:02<00:01, 89.61it/s]
Testing DataLoader 0: 60%|██████ | 189/313 [00:02<00:01, 89.60it/s]
Testing DataLoader 0: 61%|██████ | 190/313 [00:02<00:01, 89.59it/s]
Testing DataLoader 0: 61%|██████ | 191/313 [00:02<00:01, 89.57it/s]
Testing DataLoader 0: 61%|██████▏ | 192/313 [00:02<00:01, 89.55it/s]
Testing DataLoader 0: 62%|██████▏ | 193/313 [00:02<00:01, 89.53it/s]
Testing DataLoader 0: 62%|██████▏ | 194/313 [00:02<00:01, 89.52it/s]
Testing DataLoader 0: 62%|██████▏ | 195/313 [00:02<00:01, 89.50it/s]
Testing DataLoader 0: 63%|██████▎ | 196/313 [00:02<00:01, 89.48it/s]
Testing DataLoader 0: 63%|██████▎ | 197/313 [00:02<00:01, 89.46it/s]
Testing DataLoader 0: 63%|██████▎ | 198/313 [00:02<00:01, 89.45it/s]
Testing DataLoader 0: 64%|██████▎ | 199/313 [00:02<00:01, 89.43it/s]
Testing DataLoader 0: 64%|██████▍ | 200/313 [00:02<00:01, 89.41it/s]
Testing DataLoader 0: 64%|██████▍ | 201/313 [00:02<00:01, 89.40it/s]
Testing DataLoader 0: 65%|██████▍ | 202/313 [00:02<00:01, 89.38it/s]
Testing DataLoader 0: 65%|██████▍ | 203/313 [00:02<00:01, 89.36it/s]
Testing DataLoader 0: 65%|██████▌ | 204/313 [00:02<00:01, 89.34it/s]
Testing DataLoader 0: 65%|██████▌ | 205/313 [00:02<00:01, 89.33it/s]
Testing DataLoader 0: 66%|██████▌ | 206/313 [00:02<00:01, 89.31it/s]
Testing DataLoader 0: 66%|██████▌ | 207/313 [00:02<00:01, 89.30it/s]
Testing DataLoader 0: 66%|██████▋ | 208/313 [00:02<00:01, 89.28it/s]
Testing DataLoader 0: 67%|██████▋ | 209/313 [00:02<00:01, 89.26it/s]
Testing DataLoader 0: 67%|██████▋ | 210/313 [00:02<00:01, 89.24it/s]
Testing DataLoader 0: 67%|██████▋ | 211/313 [00:02<00:01, 89.23it/s]
Testing DataLoader 0: 68%|██████▊ | 212/313 [00:02<00:01, 89.21it/s]
Testing DataLoader 0: 68%|██████▊ | 213/313 [00:02<00:01, 89.20it/s]
Testing DataLoader 0: 68%|██████▊ | 214/313 [00:02<00:01, 89.18it/s]
Testing DataLoader 0: 69%|██████▊ | 215/313 [00:02<00:01, 89.16it/s]
Testing DataLoader 0: 69%|██████▉ | 216/313 [00:02<00:01, 89.15it/s]
Testing DataLoader 0: 69%|██████▉ | 217/313 [00:02<00:01, 89.14it/s]
Testing DataLoader 0: 70%|██████▉ | 218/313 [00:02<00:01, 89.12it/s]
Testing DataLoader 0: 70%|██████▉ | 219/313 [00:02<00:01, 89.10it/s]
Testing DataLoader 0: 70%|███████ | 220/313 [00:02<00:01, 89.09it/s]
Testing DataLoader 0: 71%|███████ | 221/313 [00:02<00:01, 89.07it/s]
Testing DataLoader 0: 71%|███████ | 222/313 [00:02<00:01, 89.05it/s]
Testing DataLoader 0: 71%|███████ | 223/313 [00:02<00:01, 89.04it/s]
Testing DataLoader 0: 72%|███████▏ | 224/313 [00:02<00:00, 89.02it/s]
Testing DataLoader 0: 72%|███████▏ | 225/313 [00:02<00:00, 89.01it/s]
Testing DataLoader 0: 72%|███████▏ | 226/313 [00:02<00:00, 88.99it/s]
Testing DataLoader 0: 73%|███████▎ | 227/313 [00:02<00:00, 88.97it/s]
Testing DataLoader 0: 73%|███████▎ | 228/313 [00:02<00:00, 88.96it/s]
Testing DataLoader 0: 73%|███████▎ | 229/313 [00:02<00:00, 88.94it/s]
Testing DataLoader 0: 73%|███████▎ | 230/313 [00:02<00:00, 88.93it/s]
Testing DataLoader 0: 74%|███████▍ | 231/313 [00:02<00:00, 88.91it/s]
Testing DataLoader 0: 74%|███████▍ | 232/313 [00:02<00:00, 88.89it/s]
Testing DataLoader 0: 74%|███████▍ | 233/313 [00:02<00:00, 88.88it/s]
Testing DataLoader 0: 75%|███████▍ | 234/313 [00:02<00:00, 88.86it/s]
Testing DataLoader 0: 75%|███████▌ | 235/313 [00:02<00:00, 88.84it/s]
Testing DataLoader 0: 75%|███████▌ | 236/313 [00:02<00:00, 88.82it/s]
Testing DataLoader 0: 76%|███████▌ | 237/313 [00:02<00:00, 88.80it/s]
Testing DataLoader 0: 76%|███████▌ | 238/313 [00:02<00:00, 88.79it/s]
Testing DataLoader 0: 76%|███████▋ | 239/313 [00:02<00:00, 88.77it/s]
Testing DataLoader 0: 77%|███████▋ | 240/313 [00:02<00:00, 88.75it/s]
Testing DataLoader 0: 77%|███████▋ | 241/313 [00:02<00:00, 88.73it/s]
Testing DataLoader 0: 77%|███████▋ | 242/313 [00:02<00:00, 88.72it/s]
Testing DataLoader 0: 78%|███████▊ | 243/313 [00:02<00:00, 88.70it/s]
Testing DataLoader 0: 78%|███████▊ | 244/313 [00:02<00:00, 88.68it/s]
Testing DataLoader 0: 78%|███████▊ | 245/313 [00:02<00:00, 88.66it/s]
Testing DataLoader 0: 79%|███████▊ | 246/313 [00:02<00:00, 88.64it/s]
Testing DataLoader 0: 79%|███████▉ | 247/313 [00:02<00:00, 88.62it/s]
Testing DataLoader 0: 79%|███████▉ | 248/313 [00:02<00:00, 88.60it/s]
Testing DataLoader 0: 80%|███████▉ | 249/313 [00:02<00:00, 88.58it/s]
Testing DataLoader 0: 80%|███████▉ | 250/313 [00:02<00:00, 88.57it/s]
Testing DataLoader 0: 80%|████████ | 251/313 [00:02<00:00, 88.55it/s]
Testing DataLoader 0: 81%|████████ | 252/313 [00:02<00:00, 88.53it/s]
Testing DataLoader 0: 81%|████████ | 253/313 [00:02<00:00, 88.51it/s]
Testing DataLoader 0: 81%|████████ | 254/313 [00:02<00:00, 88.49it/s]
Testing DataLoader 0: 81%|████████▏ | 255/313 [00:02<00:00, 88.48it/s]
Testing DataLoader 0: 82%|████████▏ | 256/313 [00:02<00:00, 88.46it/s]
Testing DataLoader 0: 82%|████████▏ | 257/313 [00:02<00:00, 88.44it/s]
Testing DataLoader 0: 82%|████████▏ | 258/313 [00:02<00:00, 88.43it/s]
Testing DataLoader 0: 83%|████████▎ | 259/313 [00:02<00:00, 88.41it/s]
Testing DataLoader 0: 83%|████████▎ | 260/313 [00:02<00:00, 88.39it/s]
Testing DataLoader 0: 83%|████████▎ | 261/313 [00:02<00:00, 88.37it/s]
Testing DataLoader 0: 84%|████████▎ | 262/313 [00:02<00:00, 88.36it/s]
Testing DataLoader 0: 84%|████████▍ | 263/313 [00:02<00:00, 88.34it/s]
Testing DataLoader 0: 84%|████████▍ | 264/313 [00:02<00:00, 88.32it/s]
Testing DataLoader 0: 85%|████████▍ | 265/313 [00:03<00:00, 88.30it/s]
Testing DataLoader 0: 85%|████████▍ | 266/313 [00:03<00:00, 88.28it/s]
Testing DataLoader 0: 85%|████████▌ | 267/313 [00:03<00:00, 88.27it/s]
Testing DataLoader 0: 86%|████████▌ | 268/313 [00:03<00:00, 88.25it/s]
Testing DataLoader 0: 86%|████████▌ | 269/313 [00:03<00:00, 88.23it/s]
Testing DataLoader 0: 86%|████████▋ | 270/313 [00:03<00:00, 88.22it/s]
Testing DataLoader 0: 87%|████████▋ | 271/313 [00:03<00:00, 88.20it/s]
Testing DataLoader 0: 87%|████████▋ | 272/313 [00:03<00:00, 88.18it/s]
Testing DataLoader 0: 87%|████████▋ | 273/313 [00:03<00:00, 88.17it/s]
Testing DataLoader 0: 88%|████████▊ | 274/313 [00:03<00:00, 88.15it/s]
Testing DataLoader 0: 88%|████████▊ | 275/313 [00:03<00:00, 88.13it/s]
Testing DataLoader 0: 88%|████████▊ | 276/313 [00:03<00:00, 88.11it/s]
Testing DataLoader 0: 88%|████████▊ | 277/313 [00:03<00:00, 88.10it/s]
Testing DataLoader 0: 89%|████████▉ | 278/313 [00:03<00:00, 88.08it/s]
Testing DataLoader 0: 89%|████████▉ | 279/313 [00:03<00:00, 88.06it/s]
Testing DataLoader 0: 89%|████████▉ | 280/313 [00:03<00:00, 88.04it/s]
Testing DataLoader 0: 90%|████████▉ | 281/313 [00:03<00:00, 88.03it/s]
Testing DataLoader 0: 90%|█████████ | 282/313 [00:03<00:00, 88.01it/s]
Testing DataLoader 0: 90%|█████████ | 283/313 [00:03<00:00, 87.99it/s]
Testing DataLoader 0: 91%|█████████ | 284/313 [00:03<00:00, 87.97it/s]
Testing DataLoader 0: 91%|█████████ | 285/313 [00:03<00:00, 87.96it/s]
Testing DataLoader 0: 91%|█████████▏| 286/313 [00:03<00:00, 87.94it/s]
Testing DataLoader 0: 92%|█████████▏| 287/313 [00:03<00:00, 87.92it/s]
Testing DataLoader 0: 92%|█████████▏| 288/313 [00:03<00:00, 87.90it/s]
Testing DataLoader 0: 92%|█████████▏| 289/313 [00:03<00:00, 87.89it/s]
Testing DataLoader 0: 93%|█████████▎| 290/313 [00:03<00:00, 87.87it/s]
Testing DataLoader 0: 93%|█████████▎| 291/313 [00:03<00:00, 87.85it/s]
Testing DataLoader 0: 93%|█████████▎| 292/313 [00:03<00:00, 87.84it/s]
Testing DataLoader 0: 94%|█████████▎| 293/313 [00:03<00:00, 87.82it/s]
Testing DataLoader 0: 94%|█████████▍| 294/313 [00:03<00:00, 87.81it/s]
Testing DataLoader 0: 94%|█████████▍| 295/313 [00:03<00:00, 87.79it/s]
Testing DataLoader 0: 95%|█████████▍| 296/313 [00:03<00:00, 87.77it/s]
Testing DataLoader 0: 95%|█████████▍| 297/313 [00:03<00:00, 87.76it/s]
Testing DataLoader 0: 95%|█████████▌| 298/313 [00:03<00:00, 87.74it/s]
Testing DataLoader 0: 96%|█████████▌| 299/313 [00:03<00:00, 87.73it/s]
Testing DataLoader 0: 96%|█████████▌| 300/313 [00:03<00:00, 87.71it/s]
Testing DataLoader 0: 96%|█████████▌| 301/313 [00:03<00:00, 87.69it/s]
Testing DataLoader 0: 96%|█████████▋| 302/313 [00:03<00:00, 87.68it/s]
Testing DataLoader 0: 97%|█████████▋| 303/313 [00:03<00:00, 87.66it/s]
Testing DataLoader 0: 97%|█████████▋| 304/313 [00:03<00:00, 87.64it/s]
Testing DataLoader 0: 97%|█████████▋| 305/313 [00:03<00:00, 87.63it/s]
Testing DataLoader 0: 98%|█████████▊| 306/313 [00:03<00:00, 87.61it/s]
Testing DataLoader 0: 98%|█████████▊| 307/313 [00:03<00:00, 87.60it/s]
Testing DataLoader 0: 98%|█████████▊| 308/313 [00:03<00:00, 87.58it/s]
Testing DataLoader 0: 99%|█████████▊| 309/313 [00:03<00:00, 87.57it/s]
Testing DataLoader 0: 99%|█████████▉| 310/313 [00:03<00:00, 87.55it/s]
Testing DataLoader 0: 99%|█████████▉| 311/313 [00:03<00:00, 87.53it/s]
Testing DataLoader 0: 100%|█████████▉| 312/313 [00:03<00:00, 87.52it/s]
Testing DataLoader 0: 100%|██████████| 313/313 [00:03<00:00, 87.59it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 1/313 [00:00<00:02, 136.12it/s]
Testing DataLoader 1: 1%| | 2/313 [00:00<00:02, 121.97it/s]
Testing DataLoader 1: 1%| | 3/313 [00:00<00:02, 118.02it/s]
Testing DataLoader 1: 1%|▏ | 4/313 [00:00<00:02, 116.23it/s]
Testing DataLoader 1: 2%|▏ | 5/313 [00:00<00:02, 115.32it/s]
Testing DataLoader 1: 2%|▏ | 6/313 [00:00<00:02, 114.52it/s]
Testing DataLoader 1: 2%|▏ | 7/313 [00:00<00:02, 114.18it/s]
Testing DataLoader 1: 3%|▎ | 8/313 [00:00<00:02, 113.73it/s]
Testing DataLoader 1: 3%|▎ | 9/313 [00:00<00:02, 113.41it/s]
Testing DataLoader 1: 3%|▎ | 10/313 [00:00<00:02, 113.14it/s]
Testing DataLoader 1: 4%|▎ | 11/313 [00:00<00:02, 112.90it/s]
Testing DataLoader 1: 4%|▍ | 12/313 [00:00<00:02, 112.77it/s]
Testing DataLoader 1: 4%|▍ | 13/313 [00:00<00:02, 112.69it/s]
Testing DataLoader 1: 4%|▍ | 14/313 [00:00<00:02, 112.56it/s]
Testing DataLoader 1: 5%|▍ | 15/313 [00:00<00:02, 112.46it/s]
Testing DataLoader 1: 5%|▌ | 16/313 [00:00<00:02, 112.30it/s]
Testing DataLoader 1: 5%|▌ | 17/313 [00:00<00:02, 112.25it/s]
Testing DataLoader 1: 6%|▌ | 18/313 [00:00<00:02, 112.14it/s]
Testing DataLoader 1: 6%|▌ | 19/313 [00:00<00:02, 112.05it/s]
Testing DataLoader 1: 6%|▋ | 20/313 [00:00<00:02, 112.00it/s]
Testing DataLoader 1: 7%|▋ | 21/313 [00:00<00:02, 111.96it/s]
Testing DataLoader 1: 7%|▋ | 22/313 [00:00<00:02, 111.91it/s]
Testing DataLoader 1: 7%|▋ | 23/313 [00:00<00:02, 111.87it/s]
Testing DataLoader 1: 8%|▊ | 24/313 [00:00<00:02, 111.83it/s]
Testing DataLoader 1: 8%|▊ | 25/313 [00:00<00:02, 111.78it/s]
Testing DataLoader 1: 8%|▊ | 26/313 [00:00<00:02, 111.75it/s]
Testing DataLoader 1: 9%|▊ | 27/313 [00:00<00:02, 111.71it/s]
Testing DataLoader 1: 9%|▉ | 28/313 [00:00<00:02, 111.68it/s]
Testing DataLoader 1: 9%|▉ | 29/313 [00:00<00:02, 111.62it/s]
Testing DataLoader 1: 10%|▉ | 30/313 [00:00<00:02, 111.60it/s]
Testing DataLoader 1: 10%|▉ | 31/313 [00:00<00:02, 111.58it/s]
Testing DataLoader 1: 10%|█ | 32/313 [00:00<00:02, 111.56it/s]
Testing DataLoader 1: 11%|█ | 33/313 [00:00<00:02, 111.56it/s]
Testing DataLoader 1: 11%|█ | 34/313 [00:00<00:02, 111.54it/s]
Testing DataLoader 1: 11%|█ | 35/313 [00:00<00:02, 111.50it/s]
Testing DataLoader 1: 12%|█▏ | 36/313 [00:00<00:02, 111.48it/s]
Testing DataLoader 1: 12%|█▏ | 37/313 [00:00<00:02, 111.46it/s]
Testing DataLoader 1: 12%|█▏ | 38/313 [00:00<00:02, 111.43it/s]
Testing DataLoader 1: 12%|█▏ | 39/313 [00:00<00:02, 111.44it/s]
Testing DataLoader 1: 13%|█▎ | 40/313 [00:00<00:02, 111.40it/s]
Testing DataLoader 1: 13%|█▎ | 41/313 [00:00<00:02, 111.39it/s]
Testing DataLoader 1: 13%|█▎ | 42/313 [00:00<00:02, 111.38it/s]
Testing DataLoader 1: 14%|█▎ | 43/313 [00:00<00:02, 111.38it/s]
Testing DataLoader 1: 14%|█▍ | 44/313 [00:00<00:02, 111.35it/s]
Testing DataLoader 1: 14%|█▍ | 45/313 [00:00<00:02, 111.34it/s]
Testing DataLoader 1: 15%|█▍ | 46/313 [00:00<00:02, 111.34it/s]
Testing DataLoader 1: 15%|█▌ | 47/313 [00:00<00:02, 111.34it/s]
Testing DataLoader 1: 15%|█▌ | 48/313 [00:00<00:02, 111.35it/s]
Testing DataLoader 1: 16%|█▌ | 49/313 [00:00<00:02, 111.35it/s]
Testing DataLoader 1: 16%|█▌ | 50/313 [00:00<00:02, 111.34it/s]
Testing DataLoader 1: 16%|█▋ | 51/313 [00:00<00:02, 111.33it/s]
Testing DataLoader 1: 17%|█▋ | 52/313 [00:00<00:02, 111.31it/s]
Testing DataLoader 1: 17%|█▋ | 53/313 [00:00<00:02, 111.31it/s]
Testing DataLoader 1: 17%|█▋ | 54/313 [00:00<00:02, 111.31it/s]
Testing DataLoader 1: 18%|█▊ | 55/313 [00:00<00:02, 111.33it/s]
Testing DataLoader 1: 18%|█▊ | 56/313 [00:00<00:02, 111.31it/s]
Testing DataLoader 1: 18%|█▊ | 57/313 [00:00<00:02, 111.28it/s]
Testing DataLoader 1: 19%|█▊ | 58/313 [00:00<00:02, 111.27it/s]
Testing DataLoader 1: 19%|█▉ | 59/313 [00:00<00:02, 111.25it/s]
Testing DataLoader 1: 19%|█▉ | 60/313 [00:00<00:02, 111.24it/s]
Testing DataLoader 1: 19%|█▉ | 61/313 [00:00<00:02, 111.23it/s]
Testing DataLoader 1: 20%|█▉ | 62/313 [00:00<00:02, 111.24it/s]
Testing DataLoader 1: 20%|██ | 63/313 [00:00<00:02, 111.25it/s]
Testing DataLoader 1: 20%|██ | 64/313 [00:00<00:02, 111.25it/s]
Testing DataLoader 1: 21%|██ | 65/313 [00:00<00:02, 111.24it/s]
Testing DataLoader 1: 21%|██ | 66/313 [00:00<00:02, 111.23it/s]
Testing DataLoader 1: 21%|██▏ | 67/313 [00:00<00:02, 111.24it/s]
Testing DataLoader 1: 22%|██▏ | 68/313 [00:00<00:02, 111.23it/s]
Testing DataLoader 1: 22%|██▏ | 69/313 [00:00<00:02, 111.21it/s]
Testing DataLoader 1: 22%|██▏ | 70/313 [00:00<00:02, 111.22it/s]
Testing DataLoader 1: 23%|██▎ | 71/313 [00:00<00:02, 111.22it/s]
Testing DataLoader 1: 23%|██▎ | 72/313 [00:00<00:02, 111.22it/s]
Testing DataLoader 1: 23%|██▎ | 73/313 [00:00<00:02, 111.20it/s]
Testing DataLoader 1: 24%|██▎ | 74/313 [00:00<00:02, 111.19it/s]
Testing DataLoader 1: 24%|██▍ | 75/313 [00:00<00:02, 111.18it/s]
Testing DataLoader 1: 24%|██▍ | 76/313 [00:00<00:02, 111.17it/s]
Testing DataLoader 1: 25%|██▍ | 77/313 [00:00<00:02, 111.16it/s]
Testing DataLoader 1: 25%|██▍ | 78/313 [00:00<00:02, 111.15it/s]
Testing DataLoader 1: 25%|██▌ | 79/313 [00:00<00:02, 111.14it/s]
Testing DataLoader 1: 26%|██▌ | 80/313 [00:00<00:02, 111.15it/s]
Testing DataLoader 1: 26%|██▌ | 81/313 [00:00<00:02, 111.15it/s]
Testing DataLoader 1: 26%|██▌ | 82/313 [00:00<00:02, 111.15it/s]
Testing DataLoader 1: 27%|██▋ | 83/313 [00:00<00:02, 111.14it/s]
Testing DataLoader 1: 27%|██▋ | 84/313 [00:00<00:02, 111.14it/s]
Testing DataLoader 1: 27%|██▋ | 85/313 [00:00<00:02, 111.13it/s]
Testing DataLoader 1: 27%|██▋ | 86/313 [00:00<00:02, 111.14it/s]
Testing DataLoader 1: 28%|██▊ | 87/313 [00:00<00:02, 111.14it/s]
Testing DataLoader 1: 28%|██▊ | 88/313 [00:00<00:02, 111.13it/s]
Testing DataLoader 1: 28%|██▊ | 89/313 [00:00<00:02, 111.13it/s]
Testing DataLoader 1: 29%|██▉ | 90/313 [00:00<00:02, 111.13it/s]
Testing DataLoader 1: 29%|██▉ | 91/313 [00:00<00:01, 111.12it/s]
Testing DataLoader 1: 29%|██▉ | 92/313 [00:00<00:01, 111.12it/s]
Testing DataLoader 1: 30%|██▉ | 93/313 [00:00<00:01, 111.11it/s]
Testing DataLoader 1: 30%|███ | 94/313 [00:00<00:01, 111.11it/s]
Testing DataLoader 1: 30%|███ | 95/313 [00:00<00:01, 111.11it/s]
Testing DataLoader 1: 31%|███ | 96/313 [00:00<00:01, 111.12it/s]
Testing DataLoader 1: 31%|███ | 97/313 [00:00<00:01, 111.11it/s]
Testing DataLoader 1: 31%|███▏ | 98/313 [00:00<00:01, 111.11it/s]
Testing DataLoader 1: 32%|███▏ | 99/313 [00:00<00:01, 111.10it/s]
Testing DataLoader 1: 32%|███▏ | 100/313 [00:00<00:01, 111.10it/s]
Testing DataLoader 1: 32%|███▏ | 101/313 [00:00<00:01, 111.10it/s]
Testing DataLoader 1: 33%|███▎ | 102/313 [00:00<00:01, 111.09it/s]
Testing DataLoader 1: 33%|███▎ | 103/313 [00:00<00:01, 111.09it/s]
Testing DataLoader 1: 33%|███▎ | 104/313 [00:00<00:01, 111.09it/s]
Testing DataLoader 1: 34%|███▎ | 105/313 [00:00<00:01, 111.09it/s]
Testing DataLoader 1: 34%|███▍ | 106/313 [00:00<00:01, 111.08it/s]
Testing DataLoader 1: 34%|███▍ | 107/313 [00:00<00:01, 111.08it/s]
Testing DataLoader 1: 35%|███▍ | 108/313 [00:00<00:01, 111.07it/s]
Testing DataLoader 1: 35%|███▍ | 109/313 [00:00<00:01, 111.07it/s]
Testing DataLoader 1: 35%|███▌ | 110/313 [00:00<00:01, 111.07it/s]
Testing DataLoader 1: 35%|███▌ | 111/313 [00:00<00:01, 111.06it/s]
Testing DataLoader 1: 36%|███▌ | 112/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 36%|███▌ | 113/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 36%|███▋ | 114/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 37%|███▋ | 115/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 37%|███▋ | 116/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 37%|███▋ | 117/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 38%|███▊ | 118/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 38%|███▊ | 119/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 38%|███▊ | 120/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 39%|███▊ | 121/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 39%|███▉ | 122/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 39%|███▉ | 123/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 40%|███▉ | 124/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 40%|███▉ | 125/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 40%|████ | 126/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 41%|████ | 127/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 41%|████ | 128/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 41%|████ | 129/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 42%|████▏ | 130/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 42%|████▏ | 131/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 42%|████▏ | 132/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 42%|████▏ | 133/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 43%|████▎ | 134/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 43%|████▎ | 135/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 43%|████▎ | 136/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 44%|████▍ | 137/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 44%|████▍ | 138/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 44%|████▍ | 139/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 45%|████▍ | 140/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 45%|████▌ | 141/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 45%|████▌ | 142/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 46%|████▌ | 143/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 46%|████▌ | 144/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 46%|████▋ | 145/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 47%|████▋ | 146/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 47%|████▋ | 147/313 [00:01<00:01, 111.03it/s]
Testing DataLoader 1: 47%|████▋ | 148/313 [00:01<00:01, 111.02it/s]
Testing DataLoader 1: 48%|████▊ | 149/313 [00:01<00:01, 111.02it/s]
Testing DataLoader 1: 48%|████▊ | 150/313 [00:01<00:01, 111.02it/s]
Testing DataLoader 1: 48%|████▊ | 151/313 [00:01<00:01, 111.01it/s]
Testing DataLoader 1: 49%|████▊ | 152/313 [00:01<00:01, 111.01it/s]
Testing DataLoader 1: 49%|████▉ | 153/313 [00:01<00:01, 111.01it/s]
Testing DataLoader 1: 49%|████▉ | 154/313 [00:01<00:01, 111.01it/s]
Testing DataLoader 1: 50%|████▉ | 155/313 [00:01<00:01, 111.00it/s]
Testing DataLoader 1: 50%|████▉ | 156/313 [00:01<00:01, 111.00it/s]
Testing DataLoader 1: 50%|█████ | 157/313 [00:01<00:01, 111.00it/s]
Testing DataLoader 1: 50%|█████ | 158/313 [00:01<00:01, 110.99it/s]
Testing DataLoader 1: 51%|█████ | 159/313 [00:01<00:01, 110.99it/s]
Testing DataLoader 1: 51%|█████ | 160/313 [00:01<00:01, 110.99it/s]
Testing DataLoader 1: 51%|█████▏ | 161/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 52%|█████▏ | 162/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 52%|█████▏ | 163/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 52%|█████▏ | 164/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 53%|█████▎ | 165/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 53%|█████▎ | 166/313 [00:01<00:01, 110.98it/s]
Testing DataLoader 1: 53%|█████▎ | 167/313 [00:01<00:01, 110.97it/s]
Testing DataLoader 1: 54%|█████▎ | 168/313 [00:01<00:01, 110.97it/s]
Testing DataLoader 1: 54%|█████▍ | 169/313 [00:01<00:01, 110.97it/s]
Testing DataLoader 1: 54%|█████▍ | 170/313 [00:01<00:01, 110.99it/s]
Testing DataLoader 1: 55%|█████▍ | 171/313 [00:01<00:01, 111.00it/s]
Testing DataLoader 1: 55%|█████▍ | 172/313 [00:01<00:01, 111.01it/s]
Testing DataLoader 1: 55%|█████▌ | 173/313 [00:01<00:01, 111.02it/s]
Testing DataLoader 1: 56%|█████▌ | 174/313 [00:01<00:01, 111.04it/s]
Testing DataLoader 1: 56%|█████▌ | 175/313 [00:01<00:01, 111.05it/s]
Testing DataLoader 1: 56%|█████▌ | 176/313 [00:01<00:01, 111.06it/s]
Testing DataLoader 1: 57%|█████▋ | 177/313 [00:01<00:01, 111.07it/s]
Testing DataLoader 1: 57%|█████▋ | 178/313 [00:01<00:01, 111.09it/s]
Testing DataLoader 1: 57%|█████▋ | 179/313 [00:01<00:01, 111.10it/s]
Testing DataLoader 1: 58%|█████▊ | 180/313 [00:01<00:01, 111.11it/s]
Testing DataLoader 1: 58%|█████▊ | 181/313 [00:01<00:01, 111.12it/s]
Testing DataLoader 1: 58%|█████▊ | 182/313 [00:01<00:01, 111.13it/s]
Testing DataLoader 1: 58%|█████▊ | 183/313 [00:01<00:01, 111.14it/s]
Testing DataLoader 1: 59%|█████▉ | 184/313 [00:01<00:01, 111.15it/s]
Testing DataLoader 1: 59%|█████▉ | 185/313 [00:01<00:01, 111.16it/s]
Testing DataLoader 1: 59%|█████▉ | 186/313 [00:01<00:01, 111.17it/s]
Testing DataLoader 1: 60%|█████▉ | 187/313 [00:01<00:01, 111.18it/s]
Testing DataLoader 1: 60%|██████ | 188/313 [00:01<00:01, 111.19it/s]
Testing DataLoader 1: 60%|██████ | 189/313 [00:01<00:01, 111.20it/s]
Testing DataLoader 1: 61%|██████ | 190/313 [00:01<00:01, 111.22it/s]
Testing DataLoader 1: 61%|██████ | 191/313 [00:01<00:01, 111.23it/s]
Testing DataLoader 1: 61%|██████▏ | 192/313 [00:01<00:01, 111.24it/s]
Testing DataLoader 1: 62%|██████▏ | 193/313 [00:01<00:01, 111.25it/s]
Testing DataLoader 1: 62%|██████▏ | 194/313 [00:01<00:01, 111.26it/s]
Testing DataLoader 1: 62%|██████▏ | 195/313 [00:01<00:01, 111.27it/s]
Testing DataLoader 1: 63%|██████▎ | 196/313 [00:01<00:01, 111.28it/s]
Testing DataLoader 1: 63%|██████▎ | 197/313 [00:01<00:01, 111.29it/s]
Testing DataLoader 1: 63%|██████▎ | 198/313 [00:01<00:01, 111.30it/s]
Testing DataLoader 1: 64%|██████▎ | 199/313 [00:01<00:01, 111.31it/s]
Testing DataLoader 1: 64%|██████▍ | 200/313 [00:01<00:01, 111.31it/s]
Testing DataLoader 1: 64%|██████▍ | 201/313 [00:01<00:01, 111.32it/s]
Testing DataLoader 1: 65%|██████▍ | 202/313 [00:01<00:00, 111.33it/s]
Testing DataLoader 1: 65%|██████▍ | 203/313 [00:01<00:00, 111.33it/s]
Testing DataLoader 1: 65%|██████▌ | 204/313 [00:01<00:00, 111.34it/s]
Testing DataLoader 1: 65%|██████▌ | 205/313 [00:01<00:00, 111.36it/s]
Testing DataLoader 1: 66%|██████▌ | 206/313 [00:01<00:00, 111.37it/s]
Testing DataLoader 1: 66%|██████▌ | 207/313 [00:01<00:00, 111.37it/s]
Testing DataLoader 1: 66%|██████▋ | 208/313 [00:01<00:00, 111.38it/s]
Testing DataLoader 1: 67%|██████▋ | 209/313 [00:01<00:00, 111.39it/s]
Testing DataLoader 1: 67%|██████▋ | 210/313 [00:01<00:00, 111.39it/s]
Testing DataLoader 1: 67%|██████▋ | 211/313 [00:01<00:00, 111.40it/s]
Testing DataLoader 1: 68%|██████▊ | 212/313 [00:01<00:00, 111.40it/s]
Testing DataLoader 1: 68%|██████▊ | 213/313 [00:01<00:00, 111.41it/s]
Testing DataLoader 1: 68%|██████▊ | 214/313 [00:01<00:00, 111.42it/s]
Testing DataLoader 1: 69%|██████▊ | 215/313 [00:01<00:00, 111.43it/s]
Testing DataLoader 1: 69%|██████▉ | 216/313 [00:01<00:00, 111.43it/s]
Testing DataLoader 1: 69%|██████▉ | 217/313 [00:01<00:00, 111.44it/s]
Testing DataLoader 1: 70%|██████▉ | 218/313 [00:01<00:00, 111.45it/s]
Testing DataLoader 1: 70%|██████▉ | 219/313 [00:01<00:00, 111.46it/s]
Testing DataLoader 1: 70%|███████ | 220/313 [00:01<00:00, 111.46it/s]
Testing DataLoader 1: 71%|███████ | 221/313 [00:01<00:00, 111.47it/s]
Testing DataLoader 1: 71%|███████ | 222/313 [00:01<00:00, 111.48it/s]
Testing DataLoader 1: 71%|███████ | 223/313 [00:02<00:00, 111.49it/s]
Testing DataLoader 1: 72%|███████▏ | 224/313 [00:02<00:00, 111.49it/s]
Testing DataLoader 1: 72%|███████▏ | 225/313 [00:02<00:00, 111.50it/s]
Testing DataLoader 1: 72%|███████▏ | 226/313 [00:02<00:00, 111.50it/s]
Testing DataLoader 1: 73%|███████▎ | 227/313 [00:02<00:00, 111.51it/s]
Testing DataLoader 1: 73%|███████▎ | 228/313 [00:02<00:00, 111.51it/s]
Testing DataLoader 1: 73%|███████▎ | 229/313 [00:02<00:00, 111.51it/s]
Testing DataLoader 1: 73%|███████▎ | 230/313 [00:02<00:00, 111.52it/s]
Testing DataLoader 1: 74%|███████▍ | 231/313 [00:02<00:00, 111.53it/s]
Testing DataLoader 1: 74%|███████▍ | 232/313 [00:02<00:00, 111.53it/s]
Testing DataLoader 1: 74%|███████▍ | 233/313 [00:02<00:00, 111.54it/s]
Testing DataLoader 1: 75%|███████▍ | 234/313 [00:02<00:00, 111.55it/s]
Testing DataLoader 1: 75%|███████▌ | 235/313 [00:02<00:00, 111.55it/s]
Testing DataLoader 1: 75%|███████▌ | 236/313 [00:02<00:00, 111.56it/s]
Testing DataLoader 1: 76%|███████▌ | 237/313 [00:02<00:00, 111.56it/s]
Testing DataLoader 1: 76%|███████▌ | 238/313 [00:02<00:00, 111.57it/s]
Testing DataLoader 1: 76%|███████▋ | 239/313 [00:02<00:00, 111.58it/s]
Testing DataLoader 1: 77%|███████▋ | 240/313 [00:02<00:00, 111.58it/s]
Testing DataLoader 1: 77%|███████▋ | 241/313 [00:02<00:00, 111.59it/s]
Testing DataLoader 1: 77%|███████▋ | 242/313 [00:02<00:00, 111.60it/s]
Testing DataLoader 1: 78%|███████▊ | 243/313 [00:02<00:00, 111.60it/s]
Testing DataLoader 1: 78%|███████▊ | 244/313 [00:02<00:00, 111.61it/s]
Testing DataLoader 1: 78%|███████▊ | 245/313 [00:02<00:00, 111.62it/s]
Testing DataLoader 1: 79%|███████▊ | 246/313 [00:02<00:00, 111.63it/s]
Testing DataLoader 1: 79%|███████▉ | 247/313 [00:02<00:00, 111.63it/s]
Testing DataLoader 1: 79%|███████▉ | 248/313 [00:02<00:00, 111.64it/s]
Testing DataLoader 1: 80%|███████▉ | 249/313 [00:02<00:00, 111.64it/s]
Testing DataLoader 1: 80%|███████▉ | 250/313 [00:02<00:00, 111.65it/s]
Testing DataLoader 1: 80%|████████ | 251/313 [00:02<00:00, 111.65it/s]
Testing DataLoader 1: 81%|████████ | 252/313 [00:02<00:00, 111.66it/s]
Testing DataLoader 1: 81%|████████ | 253/313 [00:02<00:00, 111.67it/s]
Testing DataLoader 1: 81%|████████ | 254/313 [00:02<00:00, 111.68it/s]
Testing DataLoader 1: 81%|████████▏ | 255/313 [00:02<00:00, 111.68it/s]
Testing DataLoader 1: 82%|████████▏ | 256/313 [00:02<00:00, 111.69it/s]
Testing DataLoader 1: 82%|████████▏ | 257/313 [00:02<00:00, 111.69it/s]
Testing DataLoader 1: 82%|████████▏ | 258/313 [00:02<00:00, 111.69it/s]
Testing DataLoader 1: 83%|████████▎ | 259/313 [00:02<00:00, 111.70it/s]
Testing DataLoader 1: 83%|████████▎ | 260/313 [00:02<00:00, 111.70it/s]
Testing DataLoader 1: 83%|████████▎ | 261/313 [00:02<00:00, 111.71it/s]
Testing DataLoader 1: 84%|████████▎ | 262/313 [00:02<00:00, 111.71it/s]
Testing DataLoader 1: 84%|████████▍ | 263/313 [00:02<00:00, 111.72it/s]
Testing DataLoader 1: 84%|████████▍ | 264/313 [00:02<00:00, 111.72it/s]
Testing DataLoader 1: 85%|████████▍ | 265/313 [00:02<00:00, 111.73it/s]
Testing DataLoader 1: 85%|████████▍ | 266/313 [00:02<00:00, 111.73it/s]
Testing DataLoader 1: 85%|████████▌ | 267/313 [00:02<00:00, 111.74it/s]
Testing DataLoader 1: 86%|████████▌ | 268/313 [00:02<00:00, 111.75it/s]
Testing DataLoader 1: 86%|████████▌ | 269/313 [00:02<00:00, 111.75it/s]
Testing DataLoader 1: 86%|████████▋ | 270/313 [00:02<00:00, 111.75it/s]
Testing DataLoader 1: 87%|████████▋ | 271/313 [00:02<00:00, 111.76it/s]
Testing DataLoader 1: 87%|████████▋ | 272/313 [00:02<00:00, 111.76it/s]
Testing DataLoader 1: 87%|████████▋ | 273/313 [00:02<00:00, 111.76it/s]
Testing DataLoader 1: 88%|████████▊ | 274/313 [00:02<00:00, 111.77it/s]
Testing DataLoader 1: 88%|████████▊ | 275/313 [00:02<00:00, 111.77it/s]
Testing DataLoader 1: 88%|████████▊ | 276/313 [00:02<00:00, 111.78it/s]
Testing DataLoader 1: 88%|████████▊ | 277/313 [00:02<00:00, 111.78it/s]
Testing DataLoader 1: 89%|████████▉ | 278/313 [00:02<00:00, 111.79it/s]
Testing DataLoader 1: 89%|████████▉ | 279/313 [00:02<00:00, 111.79it/s]
Testing DataLoader 1: 89%|████████▉ | 280/313 [00:02<00:00, 111.80it/s]
Testing DataLoader 1: 90%|████████▉ | 281/313 [00:02<00:00, 111.80it/s]
Testing DataLoader 1: 90%|█████████ | 282/313 [00:02<00:00, 111.81it/s]
Testing DataLoader 1: 90%|█████████ | 283/313 [00:02<00:00, 111.81it/s]
Testing DataLoader 1: 91%|█████████ | 284/313 [00:02<00:00, 111.82it/s]
Testing DataLoader 1: 91%|█████████ | 285/313 [00:02<00:00, 111.82it/s]
Testing DataLoader 1: 91%|█████████▏| 286/313 [00:02<00:00, 111.83it/s]
Testing DataLoader 1: 92%|█████████▏| 287/313 [00:02<00:00, 111.83it/s]
Testing DataLoader 1: 92%|█████████▏| 288/313 [00:02<00:00, 111.84it/s]
Testing DataLoader 1: 92%|█████████▏| 289/313 [00:02<00:00, 111.84it/s]
Testing DataLoader 1: 93%|█████████▎| 290/313 [00:02<00:00, 111.85it/s]
Testing DataLoader 1: 93%|█████████▎| 291/313 [00:02<00:00, 111.85it/s]
Testing DataLoader 1: 93%|█████████▎| 292/313 [00:02<00:00, 111.86it/s]
Testing DataLoader 1: 94%|█████████▎| 293/313 [00:02<00:00, 111.86it/s]
Testing DataLoader 1: 94%|█████████▍| 294/313 [00:02<00:00, 111.87it/s]
Testing DataLoader 1: 94%|█████████▍| 295/313 [00:02<00:00, 111.87it/s]
Testing DataLoader 1: 95%|█████████▍| 296/313 [00:02<00:00, 111.88it/s]
Testing DataLoader 1: 95%|█████████▍| 297/313 [00:02<00:00, 111.88it/s]
Testing DataLoader 1: 95%|█████████▌| 298/313 [00:02<00:00, 111.89it/s]
Testing DataLoader 1: 96%|█████████▌| 299/313 [00:02<00:00, 111.89it/s]
Testing DataLoader 1: 96%|█████████▌| 300/313 [00:02<00:00, 111.89it/s]
Testing DataLoader 1: 96%|█████████▌| 301/313 [00:02<00:00, 111.89it/s]
Testing DataLoader 1: 96%|█████████▋| 302/313 [00:02<00:00, 111.89it/s]
Testing DataLoader 1: 97%|█████████▋| 303/313 [00:02<00:00, 111.90it/s]
Testing DataLoader 1: 97%|█████████▋| 304/313 [00:02<00:00, 111.90it/s]
Testing DataLoader 1: 97%|█████████▋| 305/313 [00:02<00:00, 111.91it/s]
Testing DataLoader 1: 98%|█████████▊| 306/313 [00:02<00:00, 111.91it/s]
Testing DataLoader 1: 98%|█████████▊| 307/313 [00:02<00:00, 111.91it/s]
Testing DataLoader 1: 98%|█████████▊| 308/313 [00:02<00:00, 111.92it/s]
Testing DataLoader 1: 99%|█████████▊| 309/313 [00:02<00:00, 111.93it/s]
Testing DataLoader 1: 99%|█████████▉| 310/313 [00:02<00:00, 111.93it/s]
Testing DataLoader 1: 99%|█████████▉| 311/313 [00:02<00:00, 111.93it/s]
Testing DataLoader 1: 100%|█████████▉| 312/313 [00:02<00:00, 111.94it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:02<00:00, 112.08it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:02<00:00, 111.74it/s]
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ Acc │ 99.610% │
│ Brier │ 0.00677 │
│ Entropy │ 0.02816 │
│ NLL │ 0.01454 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Calibration ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ ECE │ 0.00459 │
│ aECE │ 0.00451 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ OOD Detection ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUPR │ 98.980% │
│ AUROC │ 99.205% │
│ Entropy │ 1.25233 │
│ FPR95 │ 2.630% │
│ ens_Disagre… │ 0.38779 │
│ ens_Entropy │ 1.01787 │
│ ens_MI │ 0.23446 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Selective Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUGRC │ 0.004% │
│ AURC │ 0.004% │
│ Cov@5Risk │ 100.000% │
│ Risk@80Cov │ 0.000% │
└──────────────┴───────────────────────────┘
4. From Deep Ensembles to Packed-Ensembles¶
In the paper Packed-Ensembles for Efficient Uncertainty Quantification published at the International Conference on Learning Representations (ICLR) in 2023, we introduced a modification of Deep Ensembles to make it more computationally-efficient. The idea is to pack the ensemble members into a single model, which allows us to train the ensemble in a single forward pass. This modification is particularly useful when the ensemble size is large, as it is often the case in practice.
We will need to update the model and replace the layers with their Packed equivalents. You can find the documentation of the Packed-Linear layer using this link, and the Packed-Conv2D, here.
import torch
import torch.nn as nn
from einops import rearrange
from torch_uncertainty.layers import PackedConv2d, PackedLinear
class PackedLeNet(nn.Module):
def __init__(
self,
in_channels: int,
num_classes: int,
alpha: int,
num_estimators: int,
) -> None:
super().__init__()
self.num_estimators = num_estimators
self.conv1 = PackedConv2d(
in_channels,
6,
(5, 5),
alpha=alpha,
num_estimators=num_estimators,
first=True,
)
self.conv2 = PackedConv2d(
6,
16,
(5, 5),
alpha=alpha,
num_estimators=num_estimators,
)
self.pooling = nn.AdaptiveAvgPool2d((4, 4))
self.fc1 = PackedLinear(
256, 120, alpha=alpha, num_estimators=num_estimators
)
self.fc2 = PackedLinear(
120, 84, alpha=alpha, num_estimators=num_estimators
)
self.fc3 = PackedLinear(
84,
num_classes,
alpha=alpha,
num_estimators=num_estimators,
last=True,
)
def forward(self, x: torch.Tensor) -> torch.Tensor:
out = F.relu(self.conv1(x))
out = F.max_pool2d(out, 2)
out = F.relu(self.conv2(out))
out = F.max_pool2d(out, 2)
out = rearrange(
out, "e (m c) h w -> (m e) c h w", m=self.num_estimators
)
out = torch.flatten(out, 1)
out = F.relu(self.fc1(out))
out = F.relu(self.fc2(out))
return self.fc3(out) # Again, no softmax in the model
# Instantiate the model, the images are in grayscale so the number of channels is 1
packed_model = PackedLeNet(
in_channels=1, num_classes=10, alpha=2, num_estimators=4
)
# Create the trainer that will handle the training
trainer = TUTrainer(accelerator="cpu", max_epochs=max_epochs)
# The routine is a wrapper of the model that contains the training logic with the metrics, etc
packed_routine = ClassificationRoutine(
is_ensemble=True,
num_classes=10,
model=packed_model,
loss=nn.CrossEntropyLoss(),
format_batch_fn=RepeatTarget(4),
optim_recipe=optim_recipe(packed_model, 4.0),
eval_ood=True,
)
# In practice, avoid performing the validation on the test set
trainer.fit(packed_routine, train_dataloaders=train_dl, val_dataloaders=test_dl)
packed_perf = trainer.test(packed_routine, dataloaders=[test_dl, ood_dl])
Sanity Checking: | | 0/? [00:00<?, ?it/s]
Sanity Checking: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 0%| | 0/2 [00:00<?, ?it/s]
Sanity Checking DataLoader 0: 50%|█████ | 1/2 [00:00<00:00, 316.93it/s]
Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:00<00:00, 255.52it/s]
Training: | | 0/? [00:00<?, ?it/s]
Training: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 0/1875 [00:00<?, ?it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:19, 98.46it/s]
Epoch 0: 0%| | 1/1875 [00:00<00:19, 97.03it/s, v_num=13, train_loss=2.490]
Epoch 0: 0%| | 2/1875 [00:00<00:17, 106.33it/s, v_num=13, train_loss=2.490]
Epoch 0: 0%| | 2/1875 [00:00<00:17, 105.54it/s, v_num=13, train_loss=2.410]
Epoch 0: 0%| | 3/1875 [00:00<00:17, 109.68it/s, v_num=13, train_loss=2.410]
Epoch 0: 0%| | 3/1875 [00:00<00:17, 109.13it/s, v_num=13, train_loss=2.460]
Epoch 0: 0%| | 4/1875 [00:00<00:16, 111.36it/s, v_num=13, train_loss=2.460]
Epoch 0: 0%| | 4/1875 [00:00<00:16, 110.93it/s, v_num=13, train_loss=2.440]
Epoch 0: 0%| | 5/1875 [00:00<00:16, 112.58it/s, v_num=13, train_loss=2.440]
Epoch 0: 0%| | 5/1875 [00:00<00:16, 112.22it/s, v_num=13, train_loss=2.270]
Epoch 0: 0%| | 6/1875 [00:00<00:16, 113.38it/s, v_num=13, train_loss=2.270]
Epoch 0: 0%| | 6/1875 [00:00<00:16, 113.09it/s, v_num=13, train_loss=2.440]
Epoch 0: 0%| | 7/1875 [00:00<00:16, 113.95it/s, v_num=13, train_loss=2.440]
Epoch 0: 0%| | 7/1875 [00:00<00:16, 113.69it/s, v_num=13, train_loss=2.470]
Epoch 0: 0%| | 8/1875 [00:00<00:16, 114.41it/s, v_num=13, train_loss=2.470]
Epoch 0: 0%| | 8/1875 [00:00<00:16, 114.19it/s, v_num=13, train_loss=2.480]
Epoch 0: 0%| | 9/1875 [00:00<00:16, 114.90it/s, v_num=13, train_loss=2.480]
Epoch 0: 0%| | 9/1875 [00:00<00:16, 114.70it/s, v_num=13, train_loss=2.410]
Epoch 0: 1%| | 10/1875 [00:00<00:16, 115.15it/s, v_num=13, train_loss=2.410]
Epoch 0: 1%| | 10/1875 [00:00<00:16, 114.96it/s, v_num=13, train_loss=2.490]
Epoch 0: 1%| | 11/1875 [00:00<00:16, 115.36it/s, v_num=13, train_loss=2.490]
Epoch 0: 1%| | 11/1875 [00:00<00:16, 115.20it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%| | 12/1875 [00:00<00:16, 115.60it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%| | 12/1875 [00:00<00:16, 115.45it/s, v_num=13, train_loss=2.400]
Epoch 0: 1%| | 13/1875 [00:00<00:16, 115.77it/s, v_num=13, train_loss=2.400]
Epoch 0: 1%| | 13/1875 [00:00<00:16, 115.63it/s, v_num=13, train_loss=2.390]
Epoch 0: 1%| | 14/1875 [00:00<00:16, 115.89it/s, v_num=13, train_loss=2.390]
Epoch 0: 1%| | 14/1875 [00:00<00:16, 115.76it/s, v_num=13, train_loss=2.400]
Epoch 0: 1%| | 15/1875 [00:00<00:16, 116.06it/s, v_num=13, train_loss=2.400]
Epoch 0: 1%| | 15/1875 [00:00<00:16, 115.93it/s, v_num=13, train_loss=2.350]
Epoch 0: 1%| | 16/1875 [00:00<00:15, 116.21it/s, v_num=13, train_loss=2.350]
Epoch 0: 1%| | 16/1875 [00:00<00:16, 116.10it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%| | 17/1875 [00:00<00:15, 116.34it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%| | 17/1875 [00:00<00:15, 116.23it/s, v_num=13, train_loss=2.330]
Epoch 0: 1%| | 18/1875 [00:00<00:15, 116.44it/s, v_num=13, train_loss=2.330]
Epoch 0: 1%| | 18/1875 [00:00<00:15, 116.34it/s, v_num=13, train_loss=2.290]
Epoch 0: 1%| | 19/1875 [00:00<00:15, 116.36it/s, v_num=13, train_loss=2.290]
Epoch 0: 1%| | 19/1875 [00:00<00:15, 116.23it/s, v_num=13, train_loss=2.350]
Epoch 0: 1%| | 20/1875 [00:00<00:15, 116.27it/s, v_num=13, train_loss=2.350]
Epoch 0: 1%| | 20/1875 [00:00<00:15, 116.16it/s, v_num=13, train_loss=2.320]
Epoch 0: 1%| | 21/1875 [00:00<00:15, 116.23it/s, v_num=13, train_loss=2.320]
Epoch 0: 1%| | 21/1875 [00:00<00:15, 116.12it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%| | 22/1875 [00:00<00:15, 116.19it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%| | 22/1875 [00:00<00:15, 116.10it/s, v_num=13, train_loss=2.390]
Epoch 0: 1%| | 23/1875 [00:00<00:15, 116.22it/s, v_num=13, train_loss=2.390]
Epoch 0: 1%| | 23/1875 [00:00<00:15, 116.14it/s, v_num=13, train_loss=2.300]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:15, 116.29it/s, v_num=13, train_loss=2.300]
Epoch 0: 1%|▏ | 24/1875 [00:00<00:15, 116.21it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:15, 116.35it/s, v_num=13, train_loss=2.370]
Epoch 0: 1%|▏ | 25/1875 [00:00<00:15, 116.28it/s, v_num=13, train_loss=2.340]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:15, 116.41it/s, v_num=13, train_loss=2.340]
Epoch 0: 1%|▏ | 26/1875 [00:00<00:15, 116.34it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:15, 116.47it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%|▏ | 27/1875 [00:00<00:15, 116.39it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:15, 116.51it/s, v_num=13, train_loss=2.310]
Epoch 0: 1%|▏ | 28/1875 [00:00<00:15, 116.44it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:15, 116.57it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 29/1875 [00:00<00:15, 116.50it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:15, 116.63it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 30/1875 [00:00<00:15, 116.56it/s, v_num=13, train_loss=2.310]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:15, 116.68it/s, v_num=13, train_loss=2.310]
Epoch 0: 2%|▏ | 31/1875 [00:00<00:15, 116.62it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:15, 116.72it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 32/1875 [00:00<00:15, 116.66it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:15, 116.77it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 33/1875 [00:00<00:15, 116.71it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:15, 116.80it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 34/1875 [00:00<00:15, 116.74it/s, v_num=13, train_loss=2.270]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:15, 116.78it/s, v_num=13, train_loss=2.270]
Epoch 0: 2%|▏ | 35/1875 [00:00<00:15, 116.73it/s, v_num=13, train_loss=2.260]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:15, 116.81it/s, v_num=13, train_loss=2.260]
Epoch 0: 2%|▏ | 36/1875 [00:00<00:15, 116.76it/s, v_num=13, train_loss=2.350]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:15, 116.86it/s, v_num=13, train_loss=2.350]
Epoch 0: 2%|▏ | 37/1875 [00:00<00:15, 116.81it/s, v_num=13, train_loss=2.290]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:15, 116.89it/s, v_num=13, train_loss=2.290]
Epoch 0: 2%|▏ | 38/1875 [00:00<00:15, 116.84it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:15, 116.93it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 39/1875 [00:00<00:15, 116.88it/s, v_num=13, train_loss=2.270]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:15, 116.96it/s, v_num=13, train_loss=2.270]
Epoch 0: 2%|▏ | 40/1875 [00:00<00:15, 116.91it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:15, 117.00it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 41/1875 [00:00<00:15, 116.95it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:15, 117.02it/s, v_num=13, train_loss=2.280]
Epoch 0: 2%|▏ | 42/1875 [00:00<00:15, 116.98it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:15, 117.05it/s, v_num=13, train_loss=2.330]
Epoch 0: 2%|▏ | 43/1875 [00:00<00:15, 117.01it/s, v_num=13, train_loss=2.290]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:15, 117.06it/s, v_num=13, train_loss=2.290]
Epoch 0: 2%|▏ | 44/1875 [00:00<00:15, 117.02it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:15, 117.07it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 45/1875 [00:00<00:15, 117.03it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:15, 117.09it/s, v_num=13, train_loss=2.300]
Epoch 0: 2%|▏ | 46/1875 [00:00<00:15, 117.05it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:15, 117.10it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 47/1875 [00:00<00:15, 117.06it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:15, 117.12it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 48/1875 [00:00<00:15, 117.08it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:15, 117.14it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 49/1875 [00:00<00:15, 117.10it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:15, 117.15it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 50/1875 [00:00<00:15, 117.11it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:15, 117.07it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 51/1875 [00:00<00:15, 117.04it/s, v_num=13, train_loss=2.310]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:15, 117.08it/s, v_num=13, train_loss=2.310]
Epoch 0: 3%|▎ | 52/1875 [00:00<00:15, 117.05it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:15, 117.10it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 53/1875 [00:00<00:15, 117.07it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:15, 117.13it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 54/1875 [00:00<00:15, 117.09it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:15, 117.15it/s, v_num=13, train_loss=2.290]
Epoch 0: 3%|▎ | 55/1875 [00:00<00:15, 117.11it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:15, 117.16it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 56/1875 [00:00<00:15, 117.13it/s, v_num=13, train_loss=2.320]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:15, 117.18it/s, v_num=13, train_loss=2.320]
Epoch 0: 3%|▎ | 57/1875 [00:00<00:15, 117.14it/s, v_num=13, train_loss=2.260]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:15, 117.19it/s, v_num=13, train_loss=2.260]
Epoch 0: 3%|▎ | 58/1875 [00:00<00:15, 117.16it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:15, 117.21it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 59/1875 [00:00<00:15, 117.18it/s, v_num=13, train_loss=2.260]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:15, 117.22it/s, v_num=13, train_loss=2.260]
Epoch 0: 3%|▎ | 60/1875 [00:00<00:15, 117.19it/s, v_num=13, train_loss=2.310]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:15, 117.23it/s, v_num=13, train_loss=2.310]
Epoch 0: 3%|▎ | 61/1875 [00:00<00:15, 117.20it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:15, 117.24it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 62/1875 [00:00<00:15, 117.21it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:15, 117.25it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 63/1875 [00:00<00:15, 117.22it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:15, 117.26it/s, v_num=13, train_loss=2.280]
Epoch 0: 3%|▎ | 64/1875 [00:00<00:15, 117.23it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:15, 117.28it/s, v_num=13, train_loss=2.270]
Epoch 0: 3%|▎ | 65/1875 [00:00<00:15, 117.25it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:15, 117.29it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▎ | 66/1875 [00:00<00:15, 117.26it/s, v_num=13, train_loss=2.230]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:15, 117.30it/s, v_num=13, train_loss=2.230]
Epoch 0: 4%|▎ | 67/1875 [00:00<00:15, 117.27it/s, v_num=13, train_loss=2.280]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:15, 117.31it/s, v_num=13, train_loss=2.280]
Epoch 0: 4%|▎ | 68/1875 [00:00<00:15, 117.28it/s, v_num=13, train_loss=2.340]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:15, 117.32it/s, v_num=13, train_loss=2.340]
Epoch 0: 4%|▎ | 69/1875 [00:00<00:15, 117.29it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:15, 117.33it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▎ | 70/1875 [00:00<00:15, 117.30it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:15, 117.34it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 71/1875 [00:00<00:15, 117.31it/s, v_num=13, train_loss=2.290]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:15, 117.35it/s, v_num=13, train_loss=2.290]
Epoch 0: 4%|▍ | 72/1875 [00:00<00:15, 117.33it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:15, 117.37it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 73/1875 [00:00<00:15, 117.34it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:15, 117.37it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 74/1875 [00:00<00:15, 117.35it/s, v_num=13, train_loss=2.260]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:15, 117.38it/s, v_num=13, train_loss=2.260]
Epoch 0: 4%|▍ | 75/1875 [00:00<00:15, 117.36it/s, v_num=13, train_loss=2.250]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:15, 117.39it/s, v_num=13, train_loss=2.250]
Epoch 0: 4%|▍ | 76/1875 [00:00<00:15, 117.36it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:15, 117.41it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 77/1875 [00:00<00:15, 117.38it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:15, 117.41it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 78/1875 [00:00<00:15, 117.39it/s, v_num=13, train_loss=2.290]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:15, 117.41it/s, v_num=13, train_loss=2.290]
Epoch 0: 4%|▍ | 79/1875 [00:00<00:15, 117.39it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:15, 117.43it/s, v_num=13, train_loss=2.270]
Epoch 0: 4%|▍ | 80/1875 [00:00<00:15, 117.40it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:15, 117.44it/s, v_num=13, train_loss=2.300]
Epoch 0: 4%|▍ | 81/1875 [00:00<00:15, 117.42it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:15, 117.45it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▍ | 82/1875 [00:00<00:15, 117.43it/s, v_num=13, train_loss=2.260]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:15, 117.46it/s, v_num=13, train_loss=2.260]
Epoch 0: 4%|▍ | 83/1875 [00:00<00:15, 117.44it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:15, 117.47it/s, v_num=13, train_loss=2.240]
Epoch 0: 4%|▍ | 84/1875 [00:00<00:15, 117.44it/s, v_num=13, train_loss=2.300]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:15, 117.48it/s, v_num=13, train_loss=2.300]
Epoch 0: 5%|▍ | 85/1875 [00:00<00:15, 117.45it/s, v_num=13, train_loss=2.290]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:15, 117.49it/s, v_num=13, train_loss=2.290]
Epoch 0: 5%|▍ | 86/1875 [00:00<00:15, 117.47it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:15, 117.49it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 87/1875 [00:00<00:15, 117.47it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:15, 117.49it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 88/1875 [00:00<00:15, 117.47it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:15, 117.50it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▍ | 89/1875 [00:00<00:15, 117.48it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:15, 117.51it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▍ | 90/1875 [00:00<00:15, 117.49it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▍ | 91/1875 [00:00<00:15, 117.50it/s, v_num=13, train_loss=2.260]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.260]
Epoch 0: 5%|▍ | 92/1875 [00:00<00:15, 117.51it/s, v_num=13, train_loss=2.230]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.230]
Epoch 0: 5%|▍ | 93/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▌ | 94/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.250]
Epoch 0: 5%|▌ | 95/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 96/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 97/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.220]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.220]
Epoch 0: 5%|▌ | 98/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.240]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.240]
Epoch 0: 5%|▌ | 99/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.240]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:15, 117.56it/s, v_num=13, train_loss=2.240]
Epoch 0: 5%|▌ | 100/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.220]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.220]
Epoch 0: 5%|▌ | 101/1875 [00:00<00:15, 117.50it/s, v_num=13, train_loss=2.280]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.280]
Epoch 0: 5%|▌ | 102/1875 [00:00<00:15, 117.51it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.270]
Epoch 0: 5%|▌ | 103/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.260]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.260]
Epoch 0: 6%|▌ | 104/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=2.240]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.240]
Epoch 0: 6%|▌ | 105/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.230]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.230]
Epoch 0: 6%|▌ | 106/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.230]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.230]
Epoch 0: 6%|▌ | 107/1875 [00:00<00:15, 117.53it/s, v_num=13, train_loss=2.220]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:15, 117.56it/s, v_num=13, train_loss=2.220]
Epoch 0: 6%|▌ | 108/1875 [00:00<00:15, 117.54it/s, v_num=13, train_loss=2.270]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:15, 117.57it/s, v_num=13, train_loss=2.270]
Epoch 0: 6%|▌ | 109/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.250]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:15, 117.56it/s, v_num=13, train_loss=2.250]
Epoch 0: 6%|▌ | 110/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.290]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:15, 117.57it/s, v_num=13, train_loss=2.290]
Epoch 0: 6%|▌ | 111/1875 [00:00<00:15, 117.55it/s, v_num=13, train_loss=2.240]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:14, 117.57it/s, v_num=13, train_loss=2.240]
Epoch 0: 6%|▌ | 112/1875 [00:00<00:14, 117.56it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:14, 117.59it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 113/1875 [00:00<00:14, 117.57it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:14, 117.60it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 114/1875 [00:00<00:14, 117.59it/s, v_num=13, train_loss=2.170]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:14, 117.62it/s, v_num=13, train_loss=2.170]
Epoch 0: 6%|▌ | 115/1875 [00:00<00:14, 117.60it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:14, 117.62it/s, v_num=13, train_loss=2.200]
Epoch 0: 6%|▌ | 116/1875 [00:00<00:14, 117.60it/s, v_num=13, train_loss=2.220]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:14, 117.62it/s, v_num=13, train_loss=2.220]
Epoch 0: 6%|▌ | 117/1875 [00:00<00:14, 117.61it/s, v_num=13, train_loss=2.180]
Epoch 0: 6%|▋ | 118/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.180]
Epoch 0: 6%|▋ | 118/1875 [00:01<00:14, 117.61it/s, v_num=13, train_loss=2.250]
Epoch 0: 6%|▋ | 119/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.250]
Epoch 0: 6%|▋ | 119/1875 [00:01<00:14, 117.62it/s, v_num=13, train_loss=2.170]
Epoch 0: 6%|▋ | 120/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.170]
Epoch 0: 6%|▋ | 120/1875 [00:01<00:14, 117.62it/s, v_num=13, train_loss=2.190]
Epoch 0: 6%|▋ | 121/1875 [00:01<00:14, 117.64it/s, v_num=13, train_loss=2.190]
Epoch 0: 6%|▋ | 121/1875 [00:01<00:14, 117.62it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 122/1875 [00:01<00:14, 117.64it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 122/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.230]
Epoch 0: 7%|▋ | 123/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.230]
Epoch 0: 7%|▋ | 123/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.180]
Epoch 0: 7%|▋ | 124/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.180]
Epoch 0: 7%|▋ | 124/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.150]
Epoch 0: 7%|▋ | 125/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.150]
Epoch 0: 7%|▋ | 125/1875 [00:01<00:14, 117.63it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 126/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 126/1875 [00:01<00:14, 117.64it/s, v_num=13, train_loss=2.260]
Epoch 0: 7%|▋ | 127/1875 [00:01<00:14, 117.66it/s, v_num=13, train_loss=2.260]
Epoch 0: 7%|▋ | 127/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 128/1875 [00:01<00:14, 117.67it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 128/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 129/1875 [00:01<00:14, 117.67it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 129/1875 [00:01<00:14, 117.65it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 130/1875 [00:01<00:14, 117.67it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 130/1875 [00:01<00:14, 117.66it/s, v_num=13, train_loss=2.220]
Epoch 0: 7%|▋ | 131/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.220]
Epoch 0: 7%|▋ | 131/1875 [00:01<00:14, 117.66it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 132/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 132/1875 [00:01<00:14, 117.67it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 133/1875 [00:01<00:14, 117.69it/s, v_num=13, train_loss=2.200]
Epoch 0: 7%|▋ | 133/1875 [00:01<00:14, 117.67it/s, v_num=13, train_loss=2.090]
Epoch 0: 7%|▋ | 134/1875 [00:01<00:14, 117.69it/s, v_num=13, train_loss=2.090]
Epoch 0: 7%|▋ | 134/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.250]
Epoch 0: 7%|▋ | 135/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.250]
Epoch 0: 7%|▋ | 135/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 136/1875 [00:01<00:14, 117.69it/s, v_num=13, train_loss=2.170]
Epoch 0: 7%|▋ | 136/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 137/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 137/1875 [00:01<00:14, 117.68it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 138/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.140]
Epoch 0: 7%|▋ | 138/1875 [00:01<00:14, 117.69it/s, v_num=13, train_loss=2.130]
Epoch 0: 7%|▋ | 139/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=2.130]
Epoch 0: 7%|▋ | 139/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.190]
Epoch 0: 7%|▋ | 140/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=2.190]
Epoch 0: 7%|▋ | 140/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.230]
Epoch 0: 8%|▊ | 141/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.230]
Epoch 0: 8%|▊ | 141/1875 [00:01<00:14, 117.70it/s, v_num=13, train_loss=2.150]
Epoch 0: 8%|▊ | 142/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.150]
Epoch 0: 8%|▊ | 142/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=2.080]
Epoch 0: 8%|▊ | 143/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.080]
Epoch 0: 8%|▊ | 143/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=2.080]
Epoch 0: 8%|▊ | 144/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.080]
Epoch 0: 8%|▊ | 144/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.180]
Epoch 0: 8%|▊ | 145/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.180]
Epoch 0: 8%|▊ | 145/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.120]
Epoch 0: 8%|▊ | 146/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.120]
Epoch 0: 8%|▊ | 146/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.100]
Epoch 0: 8%|▊ | 147/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.100]
Epoch 0: 8%|▊ | 147/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.070]
Epoch 0: 8%|▊ | 148/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.070]
Epoch 0: 8%|▊ | 148/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.010]
Epoch 0: 8%|▊ | 149/1875 [00:01<00:14, 117.75it/s, v_num=13, train_loss=2.010]
Epoch 0: 8%|▊ | 149/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.130]
Epoch 0: 8%|▊ | 150/1875 [00:01<00:14, 117.75it/s, v_num=13, train_loss=2.130]
Epoch 0: 8%|▊ | 150/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.110]
Epoch 0: 8%|▊ | 151/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.110]
Epoch 0: 8%|▊ | 151/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=1.980]
Epoch 0: 8%|▊ | 152/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=1.980]
Epoch 0: 8%|▊ | 152/1875 [00:01<00:14, 117.71it/s, v_num=13, train_loss=2.060]
Epoch 0: 8%|▊ | 153/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.060]
Epoch 0: 8%|▊ | 153/1875 [00:01<00:14, 117.72it/s, v_num=13, train_loss=2.050]
Epoch 0: 8%|▊ | 154/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.050]
Epoch 0: 8%|▊ | 154/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.090]
Epoch 0: 8%|▊ | 155/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.090]
Epoch 0: 8%|▊ | 155/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.120]
Epoch 0: 8%|▊ | 156/1875 [00:01<00:14, 117.75it/s, v_num=13, train_loss=2.120]
Epoch 0: 8%|▊ | 156/1875 [00:01<00:14, 117.73it/s, v_num=13, train_loss=2.020]
Epoch 0: 8%|▊ | 157/1875 [00:01<00:14, 117.75it/s, v_num=13, train_loss=2.020]
Epoch 0: 8%|▊ | 157/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.190]
Epoch 0: 8%|▊ | 158/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.190]
Epoch 0: 8%|▊ | 158/1875 [00:01<00:14, 117.74it/s, v_num=13, train_loss=2.050]
Epoch 0: 8%|▊ | 159/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.050]
Epoch 0: 8%|▊ | 159/1875 [00:01<00:14, 117.75it/s, v_num=13, train_loss=2.120]
Epoch 0: 9%|▊ | 160/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.120]
Epoch 0: 9%|▊ | 160/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.110]
Epoch 0: 9%|▊ | 161/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.110]
Epoch 0: 9%|▊ | 161/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.090]
Epoch 0: 9%|▊ | 162/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.090]
Epoch 0: 9%|▊ | 162/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.100]
Epoch 0: 9%|▊ | 163/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.100]
Epoch 0: 9%|▊ | 163/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.070]
Epoch 0: 9%|▊ | 164/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.070]
Epoch 0: 9%|▊ | 164/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 165/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 165/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.100]
Epoch 0: 9%|▉ | 166/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.100]
Epoch 0: 9%|▉ | 166/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.140]
Epoch 0: 9%|▉ | 167/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.140]
Epoch 0: 9%|▉ | 167/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.000]
Epoch 0: 9%|▉ | 168/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.000]
Epoch 0: 9%|▉ | 168/1875 [00:01<00:14, 117.76it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 169/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 169/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 170/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 170/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.120]
Epoch 0: 9%|▉ | 171/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.120]
Epoch 0: 9%|▉ | 171/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.090]
Epoch 0: 9%|▉ | 172/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.090]
Epoch 0: 9%|▉ | 172/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.080]
Epoch 0: 9%|▉ | 173/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.080]
Epoch 0: 9%|▉ | 173/1875 [00:01<00:14, 117.77it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 174/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 174/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.160]
Epoch 0: 9%|▉ | 175/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=2.160]
Epoch 0: 9%|▉ | 175/1875 [00:01<00:14, 117.78it/s, v_num=13, train_loss=2.000]
Epoch 0: 9%|▉ | 176/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.000]
Epoch 0: 9%|▉ | 176/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 177/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.010]
Epoch 0: 9%|▉ | 177/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=1.890]
Epoch 0: 9%|▉ | 178/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=1.890]
Epoch 0: 9%|▉ | 178/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 179/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 179/1875 [00:01<00:14, 117.79it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 180/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 180/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.110]
Epoch 0: 10%|▉ | 181/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=2.110]
Epoch 0: 10%|▉ | 181/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.170]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=2.170]
Epoch 0: 10%|▉ | 182/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.030]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=2.030]
Epoch 0: 10%|▉ | 183/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=1.980]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=1.980]
Epoch 0: 10%|▉ | 184/1875 [00:01<00:14, 117.80it/s, v_num=13, train_loss=2.020]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=2.020]
Epoch 0: 10%|▉ | 185/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=1.870]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.870]
Epoch 0: 10%|▉ | 186/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.970]
Epoch 0: 10%|▉ | 187/1875 [00:01<00:14, 117.81it/s, v_num=13, train_loss=1.810]
Epoch 0: 10%|█ | 188/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.810]
Epoch 0: 10%|█ | 188/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.850]
Epoch 0: 10%|█ | 189/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.850]
Epoch 0: 10%|█ | 189/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=2.050]
Epoch 0: 10%|█ | 190/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=2.050]
Epoch 0: 10%|█ | 190/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.890]
Epoch 0: 10%|█ | 191/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.890]
Epoch 0: 10%|█ | 191/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=2.110]
Epoch 0: 10%|█ | 192/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=2.110]
Epoch 0: 10%|█ | 192/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=2.040]
Epoch 0: 10%|█ | 193/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=2.040]
Epoch 0: 10%|█ | 193/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.810]
Epoch 0: 10%|█ | 194/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.810]
Epoch 0: 10%|█ | 194/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.900]
Epoch 0: 10%|█ | 195/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.900]
Epoch 0: 10%|█ | 195/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.860]
Epoch 0: 10%|█ | 196/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.860]
Epoch 0: 10%|█ | 196/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.860]
Epoch 0: 11%|█ | 197/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.860]
Epoch 0: 11%|█ | 197/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.820]
Epoch 0: 11%|█ | 198/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.820]
Epoch 0: 11%|█ | 198/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.890]
Epoch 0: 11%|█ | 199/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.890]
Epoch 0: 11%|█ | 199/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.800]
Epoch 0: 11%|█ | 200/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.800]
Epoch 0: 11%|█ | 200/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.790]
Epoch 0: 11%|█ | 201/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.790]
Epoch 0: 11%|█ | 201/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.980]
Epoch 0: 11%|█ | 202/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.980]
Epoch 0: 11%|█ | 202/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=2.010]
Epoch 0: 11%|█ | 203/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=2.010]
Epoch 0: 11%|█ | 203/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.920]
Epoch 0: 11%|█ | 204/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.920]
Epoch 0: 11%|█ | 204/1875 [00:01<00:14, 117.82it/s, v_num=13, train_loss=1.850]
Epoch 0: 11%|█ | 205/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.850]
Epoch 0: 11%|█ | 205/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.900]
Epoch 0: 11%|█ | 206/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.900]
Epoch 0: 11%|█ | 206/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.900]
Epoch 0: 11%|█ | 207/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.900]
Epoch 0: 11%|█ | 207/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=2.030]
Epoch 0: 11%|█ | 208/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=2.030]
Epoch 0: 11%|█ | 208/1875 [00:01<00:14, 117.83it/s, v_num=13, train_loss=1.930]
Epoch 0: 11%|█ | 209/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.930]
Epoch 0: 11%|█ | 209/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.830]
Epoch 0: 11%|█ | 210/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.830]
Epoch 0: 11%|█ | 210/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.780]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.780]
Epoch 0: 11%|█▏ | 211/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.840]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.840]
Epoch 0: 11%|█▏ | 212/1875 [00:01<00:14, 117.84it/s, v_num=13, train_loss=1.690]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.690]
Epoch 0: 11%|█▏ | 213/1875 [00:01<00:14, 117.85it/s, v_num=13, train_loss=1.670]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.670]
Epoch 0: 11%|█▏ | 214/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.890]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.890]
Epoch 0: 11%|█▏ | 215/1875 [00:01<00:14, 117.86it/s, v_num=13, train_loss=1.900]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.900]
Epoch 0: 12%|█▏ | 216/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.800]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:14, 117.88it/s, v_num=13, train_loss=1.800]
Epoch 0: 12%|█▏ | 217/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.790]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:14, 117.88it/s, v_num=13, train_loss=1.790]
Epoch 0: 12%|█▏ | 218/1875 [00:01<00:14, 117.87it/s, v_num=13, train_loss=1.870]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.870]
Epoch 0: 12%|█▏ | 219/1875 [00:01<00:14, 117.88it/s, v_num=13, train_loss=1.860]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.860]
Epoch 0: 12%|█▏ | 220/1875 [00:01<00:14, 117.88it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 221/1875 [00:01<00:14, 117.88it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 222/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.880]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:14, 117.90it/s, v_num=13, train_loss=1.880]
Epoch 0: 12%|█▏ | 223/1875 [00:01<00:14, 117.89it/s, v_num=13, train_loss=1.680]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:14, 117.91it/s, v_num=13, train_loss=1.680]
Epoch 0: 12%|█▏ | 224/1875 [00:01<00:14, 117.90it/s, v_num=13, train_loss=1.720]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:13, 117.91it/s, v_num=13, train_loss=1.720]
Epoch 0: 12%|█▏ | 225/1875 [00:01<00:13, 117.90it/s, v_num=13, train_loss=1.620]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.620]
Epoch 0: 12%|█▏ | 226/1875 [00:01<00:13, 117.91it/s, v_num=13, train_loss=1.520]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.520]
Epoch 0: 12%|█▏ | 227/1875 [00:01<00:13, 117.91it/s, v_num=13, train_loss=1.700]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.700]
Epoch 0: 12%|█▏ | 228/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.660]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.660]
Epoch 0: 12%|█▏ | 229/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.990]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.990]
Epoch 0: 12%|█▏ | 230/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.910]
Epoch 0: 12%|█▏ | 231/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.630]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.630]
Epoch 0: 12%|█▏ | 232/1875 [00:01<00:13, 117.92it/s, v_num=13, train_loss=1.700]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:13, 117.94it/s, v_num=13, train_loss=1.700]
Epoch 0: 12%|█▏ | 233/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.860]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:13, 117.94it/s, v_num=13, train_loss=1.860]
Epoch 0: 12%|█▏ | 234/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.700]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:13, 117.94it/s, v_num=13, train_loss=1.700]
Epoch 0: 13%|█▎ | 235/1875 [00:01<00:13, 117.93it/s, v_num=13, train_loss=1.750]
Epoch 0: 13%|█▎ | 236/1875 [00:02<00:13, 117.94it/s, v_num=13, train_loss=1.750]
Epoch 0: 13%|█▎ | 236/1875 [00:02<00:13, 117.93it/s, v_num=13, train_loss=1.700]
Epoch 0: 13%|█▎ | 237/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.700]
Epoch 0: 13%|█▎ | 237/1875 [00:02<00:13, 117.94it/s, v_num=13, train_loss=1.640]
Epoch 0: 13%|█▎ | 238/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.640]
Epoch 0: 13%|█▎ | 238/1875 [00:02<00:13, 117.94it/s, v_num=13, train_loss=1.560]
Epoch 0: 13%|█▎ | 239/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.560]
Epoch 0: 13%|█▎ | 239/1875 [00:02<00:13, 117.94it/s, v_num=13, train_loss=1.690]
Epoch 0: 13%|█▎ | 240/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.690]
Epoch 0: 13%|█▎ | 240/1875 [00:02<00:13, 117.94it/s, v_num=13, train_loss=1.610]
Epoch 0: 13%|█▎ | 241/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.610]
Epoch 0: 13%|█▎ | 241/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.740]
Epoch 0: 13%|█▎ | 242/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.740]
Epoch 0: 13%|█▎ | 242/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.530]
Epoch 0: 13%|█▎ | 243/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.530]
Epoch 0: 13%|█▎ | 243/1875 [00:02<00:13, 117.95it/s, v_num=13, train_loss=1.500]
Epoch 0: 13%|█▎ | 244/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.500]
Epoch 0: 13%|█▎ | 244/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.520]
Epoch 0: 13%|█▎ | 245/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.520]
Epoch 0: 13%|█▎ | 245/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.900]
Epoch 0: 13%|█▎ | 246/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.900]
Epoch 0: 13%|█▎ | 246/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.800]
Epoch 0: 13%|█▎ | 247/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.800]
Epoch 0: 13%|█▎ | 247/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.620]
Epoch 0: 13%|█▎ | 248/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.620]
Epoch 0: 13%|█▎ | 248/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.790]
Epoch 0: 13%|█▎ | 249/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.790]
Epoch 0: 13%|█▎ | 249/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.590]
Epoch 0: 13%|█▎ | 250/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.590]
Epoch 0: 13%|█▎ | 250/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.670]
Epoch 0: 13%|█▎ | 251/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.670]
Epoch 0: 13%|█▎ | 251/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.680]
Epoch 0: 13%|█▎ | 252/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.680]
Epoch 0: 13%|█▎ | 252/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.600]
Epoch 0: 13%|█▎ | 253/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.600]
Epoch 0: 13%|█▎ | 253/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.510]
Epoch 0: 14%|█▎ | 254/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.510]
Epoch 0: 14%|█▎ | 254/1875 [00:02<00:13, 117.96it/s, v_num=13, train_loss=1.600]
Epoch 0: 14%|█▎ | 255/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.600]
Epoch 0: 14%|█▎ | 255/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.510]
Epoch 0: 14%|█▎ | 256/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.510]
Epoch 0: 14%|█▎ | 256/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.690]
Epoch 0: 14%|█▎ | 257/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.690]
Epoch 0: 14%|█▎ | 257/1875 [00:02<00:13, 117.97it/s, v_num=13, train_loss=1.640]
Epoch 0: 14%|█▍ | 258/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.640]
Epoch 0: 14%|█▍ | 258/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.780]
Epoch 0: 14%|█▍ | 259/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.780]
Epoch 0: 14%|█▍ | 259/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.490]
Epoch 0: 14%|█▍ | 260/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.490]
Epoch 0: 14%|█▍ | 260/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.700]
Epoch 0: 14%|█▍ | 261/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.700]
Epoch 0: 14%|█▍ | 261/1875 [00:02<00:13, 117.98it/s, v_num=13, train_loss=1.520]
Epoch 0: 14%|█▍ | 262/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.520]
Epoch 0: 14%|█▍ | 262/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.690]
Epoch 0: 14%|█▍ | 263/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.690]
Epoch 0: 14%|█▍ | 263/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.680]
Epoch 0: 14%|█▍ | 264/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.680]
Epoch 0: 14%|█▍ | 264/1875 [00:02<00:13, 117.99it/s, v_num=13, train_loss=1.700]
Epoch 0: 14%|█▍ | 265/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.700]
Epoch 0: 14%|█▍ | 265/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.550]
Epoch 0: 14%|█▍ | 266/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.550]
Epoch 0: 14%|█▍ | 266/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.490]
Epoch 0: 14%|█▍ | 267/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.490]
Epoch 0: 14%|█▍ | 267/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.350]
Epoch 0: 14%|█▍ | 268/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.350]
Epoch 0: 14%|█▍ | 268/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.540]
Epoch 0: 14%|█▍ | 269/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.540]
Epoch 0: 14%|█▍ | 269/1875 [00:02<00:13, 118.00it/s, v_num=13, train_loss=1.550]
Epoch 0: 14%|█▍ | 270/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.550]
Epoch 0: 14%|█▍ | 270/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.440]
Epoch 0: 14%|█▍ | 271/1875 [00:02<00:13, 118.02it/s, v_num=13, train_loss=1.440]
Epoch 0: 14%|█▍ | 271/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.460]
Epoch 0: 15%|█▍ | 272/1875 [00:02<00:13, 118.02it/s, v_num=13, train_loss=1.460]
Epoch 0: 15%|█▍ | 272/1875 [00:02<00:13, 118.01it/s, v_num=13, train_loss=1.600]
Epoch 0: 15%|█▍ | 273/1875 [00:02<00:13, 118.02it/s, v_num=13, train_loss=1.600]
Epoch 0: 15%|█▍ | 273/1875 [00:02<00:13, 118.02it/s, v_num=13, train_loss=1.530]
Epoch 0: 15%|█▍ | 274/1875 [00:02<00:13, 118.03it/s, v_num=13, train_loss=1.530]
Epoch 0: 15%|█▍ | 274/1875 [00:02<00:13, 118.02it/s, v_num=13, train_loss=1.410]
Epoch 0: 15%|█▍ | 275/1875 [00:02<00:13, 118.03it/s, v_num=13, train_loss=1.410]
Epoch 0: 15%|█▍ | 275/1875 [00:02<00:13, 118.03it/s, v_num=13, train_loss=1.510]
Epoch 0: 15%|█▍ | 276/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.510]
Epoch 0: 15%|█▍ | 276/1875 [00:02<00:13, 118.03it/s, v_num=13, train_loss=1.360]
Epoch 0: 15%|█▍ | 277/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.360]
Epoch 0: 15%|█▍ | 277/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.440]
Epoch 0: 15%|█▍ | 278/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.440]
Epoch 0: 15%|█▍ | 278/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.610]
Epoch 0: 15%|█▍ | 279/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.610]
Epoch 0: 15%|█▍ | 279/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.500]
Epoch 0: 15%|█▍ | 280/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.500]
Epoch 0: 15%|█▍ | 280/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.410]
Epoch 0: 15%|█▍ | 281/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.410]
Epoch 0: 15%|█▍ | 281/1875 [00:02<00:13, 118.04it/s, v_num=13, train_loss=1.450]
Epoch 0: 15%|█▌ | 282/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.450]
Epoch 0: 15%|█▌ | 282/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.400]
Epoch 0: 15%|█▌ | 283/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.400]
Epoch 0: 15%|█▌ | 283/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.490]
Epoch 0: 15%|█▌ | 284/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.490]
Epoch 0: 15%|█▌ | 284/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.590]
Epoch 0: 15%|█▌ | 285/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.590]
Epoch 0: 15%|█▌ | 285/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.490]
Epoch 0: 15%|█▌ | 286/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.490]
Epoch 0: 15%|█▌ | 286/1875 [00:02<00:13, 118.05it/s, v_num=13, train_loss=1.480]
Epoch 0: 15%|█▌ | 287/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.480]
Epoch 0: 15%|█▌ | 287/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.380]
Epoch 0: 15%|█▌ | 288/1875 [00:02<00:13, 118.07it/s, v_num=13, train_loss=1.380]
Epoch 0: 15%|█▌ | 288/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.320]
Epoch 0: 15%|█▌ | 289/1875 [00:02<00:13, 118.07it/s, v_num=13, train_loss=1.320]
Epoch 0: 15%|█▌ | 289/1875 [00:02<00:13, 118.06it/s, v_num=13, train_loss=1.570]
Epoch 0: 15%|█▌ | 290/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.570]
Epoch 0: 15%|█▌ | 290/1875 [00:02<00:13, 118.07it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 291/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 291/1875 [00:02<00:13, 118.07it/s, v_num=13, train_loss=1.310]
Epoch 0: 16%|█▌ | 292/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.310]
Epoch 0: 16%|█▌ | 292/1875 [00:02<00:13, 118.07it/s, v_num=13, train_loss=1.730]
Epoch 0: 16%|█▌ | 293/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.730]
Epoch 0: 16%|█▌ | 293/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.730]
Epoch 0: 16%|█▌ | 294/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.730]
Epoch 0: 16%|█▌ | 294/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.530]
Epoch 0: 16%|█▌ | 295/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.530]
Epoch 0: 16%|█▌ | 295/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.380]
Epoch 0: 16%|█▌ | 296/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.380]
Epoch 0: 16%|█▌ | 296/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.280]
Epoch 0: 16%|█▌ | 297/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.280]
Epoch 0: 16%|█▌ | 297/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.490]
Epoch 0: 16%|█▌ | 298/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.490]
Epoch 0: 16%|█▌ | 298/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.550]
Epoch 0: 16%|█▌ | 299/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.550]
Epoch 0: 16%|█▌ | 299/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.450]
Epoch 0: 16%|█▌ | 300/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.450]
Epoch 0: 16%|█▌ | 300/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 301/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 301/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 302/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▌ | 302/1875 [00:02<00:13, 118.08it/s, v_num=13, train_loss=1.310]
Epoch 0: 16%|█▌ | 303/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.310]
Epoch 0: 16%|█▌ | 303/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.070]
Epoch 0: 16%|█▌ | 304/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.070]
Epoch 0: 16%|█▌ | 304/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.330]
Epoch 0: 16%|█▋ | 305/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.330]
Epoch 0: 16%|█▋ | 305/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.420]
Epoch 0: 16%|█▋ | 306/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.420]
Epoch 0: 16%|█▋ | 306/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.260]
Epoch 0: 16%|█▋ | 307/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.260]
Epoch 0: 16%|█▋ | 307/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.210]
Epoch 0: 16%|█▋ | 308/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.210]
Epoch 0: 16%|█▋ | 308/1875 [00:02<00:13, 118.09it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▋ | 309/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.410]
Epoch 0: 16%|█▋ | 309/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 310/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 310/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 311/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 311/1875 [00:02<00:13, 118.10it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 312/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 312/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.520]
Epoch 0: 17%|█▋ | 313/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.520]
Epoch 0: 17%|█▋ | 313/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.230]
Epoch 0: 17%|█▋ | 314/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.230]
Epoch 0: 17%|█▋ | 314/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 315/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 315/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.600]
Epoch 0: 17%|█▋ | 316/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.600]
Epoch 0: 17%|█▋ | 316/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.210]
Epoch 0: 17%|█▋ | 317/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.210]
Epoch 0: 17%|█▋ | 317/1875 [00:02<00:13, 118.11it/s, v_num=13, train_loss=1.390]
Epoch 0: 17%|█▋ | 318/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.390]
Epoch 0: 17%|█▋ | 318/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.170]
Epoch 0: 17%|█▋ | 319/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.170]
Epoch 0: 17%|█▋ | 319/1875 [00:02<00:13, 118.12it/s, v_num=13, train_loss=1.190]
Epoch 0: 17%|█▋ | 320/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.190]
Epoch 0: 17%|█▋ | 320/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 321/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 321/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.470]
Epoch 0: 17%|█▋ | 322/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.470]
Epoch 0: 17%|█▋ | 322/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.290]
Epoch 0: 17%|█▋ | 323/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.290]
Epoch 0: 17%|█▋ | 323/1875 [00:02<00:13, 118.13it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 324/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 324/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 325/1875 [00:02<00:13, 118.15it/s, v_num=13, train_loss=1.280]
Epoch 0: 17%|█▋ | 325/1875 [00:02<00:13, 118.14it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 326/1875 [00:02<00:13, 118.15it/s, v_num=13, train_loss=1.300]
Epoch 0: 17%|█▋ | 326/1875 [00:02<00:13, 118.15it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 327/1875 [00:02<00:13, 118.16it/s, v_num=13, train_loss=1.400]
Epoch 0: 17%|█▋ | 327/1875 [00:02<00:13, 118.15it/s, v_num=13, train_loss=1.220]
Epoch 0: 17%|█▋ | 328/1875 [00:02<00:13, 118.16it/s, v_num=13, train_loss=1.220]
Epoch 0: 17%|█▋ | 328/1875 [00:02<00:13, 118.15it/s, v_num=13, train_loss=1.120]
Epoch 0: 18%|█▊ | 329/1875 [00:02<00:13, 118.17it/s, v_num=13, train_loss=1.120]
Epoch 0: 18%|█▊ | 329/1875 [00:02<00:13, 118.16it/s, v_num=13, train_loss=1.050]
Epoch 0: 18%|█▊ | 330/1875 [00:02<00:13, 118.17it/s, v_num=13, train_loss=1.050]
Epoch 0: 18%|█▊ | 330/1875 [00:02<00:13, 118.17it/s, v_num=13, train_loss=1.490]
Epoch 0: 18%|█▊ | 331/1875 [00:02<00:13, 118.18it/s, v_num=13, train_loss=1.490]
Epoch 0: 18%|█▊ | 331/1875 [00:02<00:13, 118.17it/s, v_num=13, train_loss=1.120]
Epoch 0: 18%|█▊ | 332/1875 [00:02<00:13, 118.18it/s, v_num=13, train_loss=1.120]
Epoch 0: 18%|█▊ | 332/1875 [00:02<00:13, 118.18it/s, v_num=13, train_loss=1.370]
Epoch 0: 18%|█▊ | 333/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=1.370]
Epoch 0: 18%|█▊ | 333/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=0.851]
Epoch 0: 18%|█▊ | 334/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=0.851]
Epoch 0: 18%|█▊ | 334/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=1.010]
Epoch 0: 18%|█▊ | 335/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.010]
Epoch 0: 18%|█▊ | 335/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=1.250]
Epoch 0: 18%|█▊ | 336/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.250]
Epoch 0: 18%|█▊ | 336/1875 [00:02<00:13, 118.19it/s, v_num=13, train_loss=1.140]
Epoch 0: 18%|█▊ | 337/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.140]
Epoch 0: 18%|█▊ | 337/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.040]
Epoch 0: 18%|█▊ | 338/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.040]
Epoch 0: 18%|█▊ | 338/1875 [00:02<00:13, 118.20it/s, v_num=13, train_loss=1.130]
Epoch 0: 18%|█▊ | 339/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.130]
Epoch 0: 18%|█▊ | 339/1875 [00:02<00:12, 118.20it/s, v_num=13, train_loss=1.030]
Epoch 0: 18%|█▊ | 340/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.030]
Epoch 0: 18%|█▊ | 340/1875 [00:02<00:12, 118.20it/s, v_num=13, train_loss=1.300]
Epoch 0: 18%|█▊ | 341/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.300]
Epoch 0: 18%|█▊ | 341/1875 [00:02<00:12, 118.20it/s, v_num=13, train_loss=1.200]
Epoch 0: 18%|█▊ | 342/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.200]
Epoch 0: 18%|█▊ | 342/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.320]
Epoch 0: 18%|█▊ | 343/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.320]
Epoch 0: 18%|█▊ | 343/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.140]
Epoch 0: 18%|█▊ | 344/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.140]
Epoch 0: 18%|█▊ | 344/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.080]
Epoch 0: 18%|█▊ | 345/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.080]
Epoch 0: 18%|█▊ | 345/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.150]
Epoch 0: 18%|█▊ | 346/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.150]
Epoch 0: 18%|█▊ | 346/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.280]
Epoch 0: 19%|█▊ | 347/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.280]
Epoch 0: 19%|█▊ | 347/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=0.897]
Epoch 0: 19%|█▊ | 348/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=0.897]
Epoch 0: 19%|█▊ | 348/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=0.905]
Epoch 0: 19%|█▊ | 349/1875 [00:02<00:12, 118.23it/s, v_num=13, train_loss=0.905]
Epoch 0: 19%|█▊ | 349/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.050]
Epoch 0: 19%|█▊ | 350/1875 [00:02<00:12, 118.23it/s, v_num=13, train_loss=1.050]
Epoch 0: 19%|█▊ | 350/1875 [00:02<00:12, 118.22it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▊ | 351/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▊ | 351/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.090]
Epoch 0: 19%|█▉ | 352/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.090]
Epoch 0: 19%|█▉ | 352/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.030]
Epoch 0: 19%|█▉ | 353/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.030]
Epoch 0: 19%|█▉ | 353/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▉ | 354/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▉ | 354/1875 [00:02<00:12, 118.21it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▉ | 355/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.150]
Epoch 0: 19%|█▉ | 355/1875 [00:03<00:12, 118.21it/s, v_num=13, train_loss=1.360]
Epoch 0: 19%|█▉ | 356/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.360]
Epoch 0: 19%|█▉ | 356/1875 [00:03<00:12, 118.21it/s, v_num=13, train_loss=1.030]
Epoch 0: 19%|█▉ | 357/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.030]
Epoch 0: 19%|█▉ | 357/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.060]
Epoch 0: 19%|█▉ | 358/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.060]
Epoch 0: 19%|█▉ | 358/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.130]
Epoch 0: 19%|█▉ | 359/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.130]
Epoch 0: 19%|█▉ | 359/1875 [00:03<00:12, 118.22it/s, v_num=13, train_loss=1.070]
Epoch 0: 19%|█▉ | 360/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.070]
Epoch 0: 19%|█▉ | 360/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.100]
Epoch 0: 19%|█▉ | 361/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.100]
Epoch 0: 19%|█▉ | 361/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.820]
Epoch 0: 19%|█▉ | 362/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.820]
Epoch 0: 19%|█▉ | 362/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.300]
Epoch 0: 19%|█▉ | 363/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.300]
Epoch 0: 19%|█▉ | 363/1875 [00:03<00:12, 118.23it/s, v_num=13, train_loss=1.460]
Epoch 0: 19%|█▉ | 364/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.460]
Epoch 0: 19%|█▉ | 364/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.410]
Epoch 0: 19%|█▉ | 365/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.410]
Epoch 0: 19%|█▉ | 365/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.100]
Epoch 0: 20%|█▉ | 366/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=1.100]
Epoch 0: 20%|█▉ | 366/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=0.868]
Epoch 0: 20%|█▉ | 367/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.868]
Epoch 0: 20%|█▉ | 367/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=1.080]
Epoch 0: 20%|█▉ | 368/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=1.080]
Epoch 0: 20%|█▉ | 368/1875 [00:03<00:12, 118.24it/s, v_num=13, train_loss=0.809]
Epoch 0: 20%|█▉ | 369/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.809]
Epoch 0: 20%|█▉ | 369/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.711]
Epoch 0: 20%|█▉ | 370/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.711]
Epoch 0: 20%|█▉ | 370/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.883]
Epoch 0: 20%|█▉ | 371/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=0.883]
Epoch 0: 20%|█▉ | 371/1875 [00:03<00:12, 118.25it/s, v_num=13, train_loss=0.816]
Epoch 0: 20%|█▉ | 372/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=0.816]
Epoch 0: 20%|█▉ | 372/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=1.020]
Epoch 0: 20%|█▉ | 373/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=1.020]
Epoch 0: 20%|█▉ | 373/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=0.900]
Epoch 0: 20%|█▉ | 374/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=0.900]
Epoch 0: 20%|█▉ | 374/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=1.250]
Epoch 0: 20%|██ | 375/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=1.250]
Epoch 0: 20%|██ | 375/1875 [00:03<00:12, 118.26it/s, v_num=13, train_loss=0.895]
Epoch 0: 20%|██ | 376/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=0.895]
Epoch 0: 20%|██ | 376/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=0.990]
Epoch 0: 20%|██ | 377/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=0.990]
Epoch 0: 20%|██ | 377/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=0.902]
Epoch 0: 20%|██ | 378/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=0.902]
Epoch 0: 20%|██ | 378/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=1.150]
Epoch 0: 20%|██ | 379/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=1.150]
Epoch 0: 20%|██ | 379/1875 [00:03<00:12, 118.27it/s, v_num=13, train_loss=1.180]
Epoch 0: 20%|██ | 380/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=1.180]
Epoch 0: 20%|██ | 380/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=0.980]
Epoch 0: 20%|██ | 381/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=0.980]
Epoch 0: 20%|██ | 381/1875 [00:03<00:12, 118.28it/s, v_num=13, train_loss=0.683]
Epoch 0: 20%|██ | 382/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.683]
Epoch 0: 20%|██ | 382/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.907]
Epoch 0: 20%|██ | 383/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.907]
Epoch 0: 20%|██ | 383/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.878]
Epoch 0: 20%|██ | 384/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.878]
Epoch 0: 20%|██ | 384/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=1.020]
Epoch 0: 21%|██ | 385/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.020]
Epoch 0: 21%|██ | 385/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.948]
Epoch 0: 21%|██ | 386/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=0.948]
Epoch 0: 21%|██ | 386/1875 [00:03<00:12, 118.29it/s, v_num=13, train_loss=0.810]
Epoch 0: 21%|██ | 387/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=0.810]
Epoch 0: 21%|██ | 387/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.140]
Epoch 0: 21%|██ | 388/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.140]
Epoch 0: 21%|██ | 388/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.290]
Epoch 0: 21%|██ | 389/1875 [00:03<00:12, 118.31it/s, v_num=13, train_loss=1.290]
Epoch 0: 21%|██ | 389/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.160]
Epoch 0: 21%|██ | 390/1875 [00:03<00:12, 118.31it/s, v_num=13, train_loss=1.160]
Epoch 0: 21%|██ | 390/1875 [00:03<00:12, 118.30it/s, v_num=13, train_loss=1.130]
Epoch 0: 21%|██ | 391/1875 [00:03<00:12, 118.31it/s, v_num=13, train_loss=1.130]
Epoch 0: 21%|██ | 391/1875 [00:03<00:12, 118.31it/s, v_num=13, train_loss=1.300]
Epoch 0: 21%|██ | 392/1875 [00:03<00:12, 118.32it/s, v_num=13, train_loss=1.300]
Epoch 0: 21%|██ | 392/1875 [00:03<00:12, 118.31it/s, v_num=13, train_loss=1.200]
Epoch 0: 21%|██ | 393/1875 [00:03<00:12, 118.32it/s, v_num=13, train_loss=1.200]
Epoch 0: 21%|██ | 393/1875 [00:03<00:12, 118.32it/s, v_num=13, train_loss=1.290]
Epoch 0: 21%|██ | 394/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.290]
Epoch 0: 21%|██ | 394/1875 [00:03<00:12, 118.32it/s, v_num=13, train_loss=0.930]
Epoch 0: 21%|██ | 395/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=0.930]
Epoch 0: 21%|██ | 395/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.010]
Epoch 0: 21%|██ | 396/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.010]
Epoch 0: 21%|██ | 396/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.180]
Epoch 0: 21%|██ | 397/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.180]
Epoch 0: 21%|██ | 397/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.949]
Epoch 0: 21%|██ | 398/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.949]
Epoch 0: 21%|██ | 398/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.999]
Epoch 0: 21%|██▏ | 399/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.999]
Epoch 0: 21%|██▏ | 399/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.040]
Epoch 0: 21%|██▏ | 400/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.040]
Epoch 0: 21%|██▏ | 400/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.100]
Epoch 0: 21%|██▏ | 401/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.100]
Epoch 0: 21%|██▏ | 401/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=0.867]
Epoch 0: 21%|██▏ | 402/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=0.867]
Epoch 0: 21%|██▏ | 402/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=0.958]
Epoch 0: 21%|██▏ | 403/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.958]
Epoch 0: 21%|██▏ | 403/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=0.889]
Epoch 0: 22%|██▏ | 404/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.889]
Epoch 0: 22%|██▏ | 404/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.060]
Epoch 0: 22%|██▏ | 405/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.060]
Epoch 0: 22%|██▏ | 405/1875 [00:03<00:12, 118.33it/s, v_num=13, train_loss=1.310]
Epoch 0: 22%|██▏ | 406/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.310]
Epoch 0: 22%|██▏ | 406/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.999]
Epoch 0: 22%|██▏ | 407/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.999]
Epoch 0: 22%|██▏ | 407/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.410]
Epoch 0: 22%|██▏ | 408/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.410]
Epoch 0: 22%|██▏ | 408/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.897]
Epoch 0: 22%|██▏ | 409/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.897]
Epoch 0: 22%|██▏ | 409/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.784]
Epoch 0: 22%|██▏ | 410/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.784]
Epoch 0: 22%|██▏ | 410/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.855]
Epoch 0: 22%|██▏ | 411/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.855]
Epoch 0: 22%|██▏ | 411/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=1.000]
Epoch 0: 22%|██▏ | 412/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.000]
Epoch 0: 22%|██▏ | 412/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.929]
Epoch 0: 22%|██▏ | 413/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.929]
Epoch 0: 22%|██▏ | 413/1875 [00:03<00:12, 118.34it/s, v_num=13, train_loss=0.773]
Epoch 0: 22%|██▏ | 414/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.773]
Epoch 0: 22%|██▏ | 414/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.180]
Epoch 0: 22%|██▏ | 415/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.180]
Epoch 0: 22%|██▏ | 415/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.520]
Epoch 0: 22%|██▏ | 416/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.520]
Epoch 0: 22%|██▏ | 416/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.130]
Epoch 0: 22%|██▏ | 417/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.130]
Epoch 0: 22%|██▏ | 417/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.150]
Epoch 0: 22%|██▏ | 418/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.150]
Epoch 0: 22%|██▏ | 418/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.000]
Epoch 0: 22%|██▏ | 419/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=1.000]
Epoch 0: 22%|██▏ | 419/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.974]
Epoch 0: 22%|██▏ | 420/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.974]
Epoch 0: 22%|██▏ | 420/1875 [00:03<00:12, 118.35it/s, v_num=13, train_loss=0.787]
Epoch 0: 22%|██▏ | 421/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.787]
Epoch 0: 22%|██▏ | 421/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.970]
Epoch 0: 23%|██▎ | 422/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.970]
Epoch 0: 23%|██▎ | 422/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.821]
Epoch 0: 23%|██▎ | 423/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.821]
Epoch 0: 23%|██▎ | 423/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=1.030]
Epoch 0: 23%|██▎ | 424/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.030]
Epoch 0: 23%|██▎ | 424/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=0.906]
Epoch 0: 23%|██▎ | 425/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=0.906]
Epoch 0: 23%|██▎ | 425/1875 [00:03<00:12, 118.36it/s, v_num=13, train_loss=1.200]
Epoch 0: 23%|██▎ | 426/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.200]
Epoch 0: 23%|██▎ | 426/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.110]
Epoch 0: 23%|██▎ | 427/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.110]
Epoch 0: 23%|██▎ | 427/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.520]
Epoch 0: 23%|██▎ | 428/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.520]
Epoch 0: 23%|██▎ | 428/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.500]
Epoch 0: 23%|██▎ | 429/1875 [00:03<00:12, 118.38it/s, v_num=13, train_loss=1.500]
Epoch 0: 23%|██▎ | 429/1875 [00:03<00:12, 118.37it/s, v_num=13, train_loss=1.370]
Epoch 0: 23%|██▎ | 430/1875 [00:03<00:12, 118.38it/s, v_num=13, train_loss=1.370]
Epoch 0: 23%|██▎ | 430/1875 [00:03<00:12, 118.38it/s, v_num=13, train_loss=1.130]
Epoch 0: 23%|██▎ | 431/1875 [00:03<00:12, 118.39it/s, v_num=13, train_loss=1.130]
Epoch 0: 23%|██▎ | 431/1875 [00:03<00:12, 118.38it/s, v_num=13, train_loss=1.050]
Epoch 0: 23%|██▎ | 432/1875 [00:03<00:12, 118.39it/s, v_num=13, train_loss=1.050]
Epoch 0: 23%|██▎ | 432/1875 [00:03<00:12, 118.39it/s, v_num=13, train_loss=1.100]
Epoch 0: 23%|██▎ | 433/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=1.100]
Epoch 0: 23%|██▎ | 433/1875 [00:03<00:12, 118.39it/s, v_num=13, train_loss=0.856]
Epoch 0: 23%|██▎ | 434/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.856]
Epoch 0: 23%|██▎ | 434/1875 [00:03<00:12, 118.39it/s, v_num=13, train_loss=0.755]
Epoch 0: 23%|██▎ | 435/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.755]
Epoch 0: 23%|██▎ | 435/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.867]
Epoch 0: 23%|██▎ | 436/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.867]
Epoch 0: 23%|██▎ | 436/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.668]
Epoch 0: 23%|██▎ | 437/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.668]
Epoch 0: 23%|██▎ | 437/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=1.270]
Epoch 0: 23%|██▎ | 438/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=1.270]
Epoch 0: 23%|██▎ | 438/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.962]
Epoch 0: 23%|██▎ | 439/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.962]
Epoch 0: 23%|██▎ | 439/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=1.210]
Epoch 0: 23%|██▎ | 440/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=1.210]
Epoch 0: 23%|██▎ | 440/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=1.230]
Epoch 0: 24%|██▎ | 441/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=1.230]
Epoch 0: 24%|██▎ | 441/1875 [00:03<00:12, 118.40it/s, v_num=13, train_loss=0.779]
Epoch 0: 24%|██▎ | 442/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.779]
Epoch 0: 24%|██▎ | 442/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.961]
Epoch 0: 24%|██▎ | 443/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.961]
Epoch 0: 24%|██▎ | 443/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.919]
Epoch 0: 24%|██▎ | 444/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.919]
Epoch 0: 24%|██▎ | 444/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.755]
Epoch 0: 24%|██▎ | 445/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.755]
Epoch 0: 24%|██▎ | 445/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.923]
Epoch 0: 24%|██▍ | 446/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.923]
Epoch 0: 24%|██▍ | 446/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=1.010]
Epoch 0: 24%|██▍ | 447/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=1.010]
Epoch 0: 24%|██▍ | 447/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.787]
Epoch 0: 24%|██▍ | 448/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.787]
Epoch 0: 24%|██▍ | 448/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=1.070]
Epoch 0: 24%|██▍ | 449/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=1.070]
Epoch 0: 24%|██▍ | 449/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.770]
Epoch 0: 24%|██▍ | 450/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.770]
Epoch 0: 24%|██▍ | 450/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.826]
Epoch 0: 24%|██▍ | 451/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.826]
Epoch 0: 24%|██▍ | 451/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.876]
Epoch 0: 24%|██▍ | 452/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.876]
Epoch 0: 24%|██▍ | 452/1875 [00:03<00:12, 118.41it/s, v_num=13, train_loss=0.821]
Epoch 0: 24%|██▍ | 453/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.821]
Epoch 0: 24%|██▍ | 453/1875 [00:03<00:12, 118.42it/s, v_num=13, train_loss=0.867]
Epoch 0: 24%|██▍ | 454/1875 [00:03<00:11, 118.42it/s, v_num=13, train_loss=0.867]
Epoch 0: 24%|██▍ | 454/1875 [00:03<00:11, 118.42it/s, v_num=13, train_loss=1.200]
Epoch 0: 24%|██▍ | 455/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=1.200]
Epoch 0: 24%|██▍ | 455/1875 [00:03<00:11, 118.42it/s, v_num=13, train_loss=1.400]
Epoch 0: 24%|██▍ | 456/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=1.400]
Epoch 0: 24%|██▍ | 456/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=0.802]
Epoch 0: 24%|██▍ | 457/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=0.802]
Epoch 0: 24%|██▍ | 457/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=1.110]
Epoch 0: 24%|██▍ | 458/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=1.110]
Epoch 0: 24%|██▍ | 458/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=0.865]
Epoch 0: 24%|██▍ | 459/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.865]
Epoch 0: 24%|██▍ | 459/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=0.710]
Epoch 0: 25%|██▍ | 460/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.710]
Epoch 0: 25%|██▍ | 460/1875 [00:03<00:11, 118.43it/s, v_num=13, train_loss=0.830]
Epoch 0: 25%|██▍ | 461/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.830]
Epoch 0: 25%|██▍ | 461/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.875]
Epoch 0: 25%|██▍ | 462/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.875]
Epoch 0: 25%|██▍ | 462/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=1.210]
Epoch 0: 25%|██▍ | 463/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=1.210]
Epoch 0: 25%|██▍ | 463/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.751]
Epoch 0: 25%|██▍ | 464/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.751]
Epoch 0: 25%|██▍ | 464/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.680]
Epoch 0: 25%|██▍ | 465/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.680]
Epoch 0: 25%|██▍ | 465/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.712]
Epoch 0: 25%|██▍ | 466/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.712]
Epoch 0: 25%|██▍ | 466/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=1.330]
Epoch 0: 25%|██▍ | 467/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=1.330]
Epoch 0: 25%|██▍ | 467/1875 [00:03<00:11, 118.44it/s, v_num=13, train_loss=0.935]
Epoch 0: 25%|██▍ | 468/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.935]
Epoch 0: 25%|██▍ | 468/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.736]
Epoch 0: 25%|██▌ | 469/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.736]
Epoch 0: 25%|██▌ | 469/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=1.140]
Epoch 0: 25%|██▌ | 470/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=1.140]
Epoch 0: 25%|██▌ | 470/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.839]
Epoch 0: 25%|██▌ | 471/1875 [00:03<00:11, 118.46it/s, v_num=13, train_loss=0.839]
Epoch 0: 25%|██▌ | 471/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.949]
Epoch 0: 25%|██▌ | 472/1875 [00:03<00:11, 118.46it/s, v_num=13, train_loss=0.949]
Epoch 0: 25%|██▌ | 472/1875 [00:03<00:11, 118.45it/s, v_num=13, train_loss=0.952]
Epoch 0: 25%|██▌ | 473/1875 [00:03<00:11, 118.46it/s, v_num=13, train_loss=0.952]
Epoch 0: 25%|██▌ | 473/1875 [00:03<00:11, 118.46it/s, v_num=13, train_loss=0.676]
Epoch 0: 25%|██▌ | 474/1875 [00:04<00:11, 118.46it/s, v_num=13, train_loss=0.676]
Epoch 0: 25%|██▌ | 474/1875 [00:04<00:11, 118.46it/s, v_num=13, train_loss=0.720]
Epoch 0: 25%|██▌ | 475/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=0.720]
Epoch 0: 25%|██▌ | 475/1875 [00:04<00:11, 118.46it/s, v_num=13, train_loss=1.010]
Epoch 0: 25%|██▌ | 476/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=1.010]
Epoch 0: 25%|██▌ | 476/1875 [00:04<00:11, 118.46it/s, v_num=13, train_loss=0.940]
Epoch 0: 25%|██▌ | 477/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=0.940]
Epoch 0: 25%|██▌ | 477/1875 [00:04<00:11, 118.46it/s, v_num=13, train_loss=1.380]
Epoch 0: 25%|██▌ | 478/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=1.380]
Epoch 0: 25%|██▌ | 478/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=1.060]
Epoch 0: 26%|██▌ | 479/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=1.060]
Epoch 0: 26%|██▌ | 479/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=0.870]
Epoch 0: 26%|██▌ | 480/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.870]
Epoch 0: 26%|██▌ | 480/1875 [00:04<00:11, 118.47it/s, v_num=13, train_loss=0.818]
Epoch 0: 26%|██▌ | 481/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.818]
Epoch 0: 26%|██▌ | 481/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.901]
Epoch 0: 26%|██▌ | 482/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.901]
Epoch 0: 26%|██▌ | 482/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.964]
Epoch 0: 26%|██▌ | 483/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.964]
Epoch 0: 26%|██▌ | 483/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.861]
Epoch 0: 26%|██▌ | 484/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.861]
Epoch 0: 26%|██▌ | 484/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.824]
Epoch 0: 26%|██▌ | 485/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.824]
Epoch 0: 26%|██▌ | 485/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.970]
Epoch 0: 26%|██▌ | 486/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.970]
Epoch 0: 26%|██▌ | 486/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.811]
Epoch 0: 26%|██▌ | 487/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.811]
Epoch 0: 26%|██▌ | 487/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.716]
Epoch 0: 26%|██▌ | 488/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.716]
Epoch 0: 26%|██▌ | 488/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.914]
Epoch 0: 26%|██▌ | 489/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.914]
Epoch 0: 26%|██▌ | 489/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.694]
Epoch 0: 26%|██▌ | 490/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.694]
Epoch 0: 26%|██▌ | 490/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.720]
Epoch 0: 26%|██▌ | 491/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.720]
Epoch 0: 26%|██▌ | 491/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.662]
Epoch 0: 26%|██▌ | 492/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.662]
Epoch 0: 26%|██▌ | 492/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.120]
Epoch 0: 26%|██▋ | 493/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.120]
Epoch 0: 26%|██▋ | 493/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.907]
Epoch 0: 26%|██▋ | 494/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.907]
Epoch 0: 26%|██▋ | 494/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.568]
Epoch 0: 26%|██▋ | 495/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.568]
Epoch 0: 26%|██▋ | 495/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.699]
Epoch 0: 26%|██▋ | 496/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.699]
Epoch 0: 26%|██▋ | 496/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.957]
Epoch 0: 27%|██▋ | 497/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.957]
Epoch 0: 27%|██▋ | 497/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.010]
Epoch 0: 27%|██▋ | 498/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.010]
Epoch 0: 27%|██▋ | 498/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.180]
Epoch 0: 27%|██▋ | 499/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=1.180]
Epoch 0: 27%|██▋ | 499/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.675]
Epoch 0: 27%|██▋ | 500/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.675]
Epoch 0: 27%|██▋ | 500/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.080]
Epoch 0: 27%|██▋ | 501/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.080]
Epoch 0: 27%|██▋ | 501/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.763]
Epoch 0: 27%|██▋ | 502/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.763]
Epoch 0: 27%|██▋ | 502/1875 [00:04<00:11, 118.48it/s, v_num=13, train_loss=0.957]
Epoch 0: 27%|██▋ | 503/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.957]
Epoch 0: 27%|██▋ | 503/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.779]
Epoch 0: 27%|██▋ | 504/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.779]
Epoch 0: 27%|██▋ | 504/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.914]
Epoch 0: 27%|██▋ | 505/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.914]
Epoch 0: 27%|██▋ | 505/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=1.010]
Epoch 0: 27%|██▋ | 506/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=1.010]
Epoch 0: 27%|██▋ | 506/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.575]
Epoch 0: 27%|██▋ | 507/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.575]
Epoch 0: 27%|██▋ | 507/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.568]
Epoch 0: 27%|██▋ | 508/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.568]
Epoch 0: 27%|██▋ | 508/1875 [00:04<00:11, 118.49it/s, v_num=13, train_loss=0.934]
Epoch 0: 27%|██▋ | 509/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.934]
Epoch 0: 27%|██▋ | 509/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.558]
Epoch 0: 27%|██▋ | 510/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.558]
Epoch 0: 27%|██▋ | 510/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.592]
Epoch 0: 27%|██▋ | 511/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.592]
Epoch 0: 27%|██▋ | 511/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.693]
Epoch 0: 27%|██▋ | 512/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.693]
Epoch 0: 27%|██▋ | 512/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.436]
Epoch 0: 27%|██▋ | 513/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.436]
Epoch 0: 27%|██▋ | 513/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.672]
Epoch 0: 27%|██▋ | 514/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.672]
Epoch 0: 27%|██▋ | 514/1875 [00:04<00:11, 118.50it/s, v_num=13, train_loss=0.932]
Epoch 0: 27%|██▋ | 515/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.932]
Epoch 0: 27%|██▋ | 515/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.712]
Epoch 0: 28%|██▊ | 516/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.712]
Epoch 0: 28%|██▊ | 516/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.724]
Epoch 0: 28%|██▊ | 517/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=0.724]
Epoch 0: 28%|██▊ | 517/1875 [00:04<00:11, 118.51it/s, v_num=13, train_loss=0.865]
Epoch 0: 28%|██▊ | 518/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=0.865]
Epoch 0: 28%|██▊ | 518/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=0.809]
Epoch 0: 28%|██▊ | 519/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=0.809]
Epoch 0: 28%|██▊ | 519/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=1.360]
Epoch 0: 28%|██▊ | 520/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=1.360]
Epoch 0: 28%|██▊ | 520/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=1.190]
Epoch 0: 28%|██▊ | 521/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=1.190]
Epoch 0: 28%|██▊ | 521/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=0.773]
Epoch 0: 28%|██▊ | 522/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=0.773]
Epoch 0: 28%|██▊ | 522/1875 [00:04<00:11, 118.52it/s, v_num=13, train_loss=1.100]
Epoch 0: 28%|██▊ | 523/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=1.100]
Epoch 0: 28%|██▊ | 523/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=0.706]
Epoch 0: 28%|██▊ | 524/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=0.706]
Epoch 0: 28%|██▊ | 524/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=0.608]
Epoch 0: 28%|██▊ | 525/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.608]
Epoch 0: 28%|██▊ | 525/1875 [00:04<00:11, 118.53it/s, v_num=13, train_loss=0.438]
Epoch 0: 28%|██▊ | 526/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.438]
Epoch 0: 28%|██▊ | 526/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.536]
Epoch 0: 28%|██▊ | 527/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.536]
Epoch 0: 28%|██▊ | 527/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.568]
Epoch 0: 28%|██▊ | 528/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.568]
Epoch 0: 28%|██▊ | 528/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.701]
Epoch 0: 28%|██▊ | 529/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.701]
Epoch 0: 28%|██▊ | 529/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.921]
Epoch 0: 28%|██▊ | 530/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.921]
Epoch 0: 28%|██▊ | 530/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.956]
Epoch 0: 28%|██▊ | 531/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.956]
Epoch 0: 28%|██▊ | 531/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.896]
Epoch 0: 28%|██▊ | 532/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.896]
Epoch 0: 28%|██▊ | 532/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.902]
Epoch 0: 28%|██▊ | 533/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.902]
Epoch 0: 28%|██▊ | 533/1875 [00:04<00:11, 118.54it/s, v_num=13, train_loss=0.824]
Epoch 0: 28%|██▊ | 534/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.824]
Epoch 0: 28%|██▊ | 534/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=1.020]
Epoch 0: 29%|██▊ | 535/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=1.020]
Epoch 0: 29%|██▊ | 535/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.666]
Epoch 0: 29%|██▊ | 536/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.666]
Epoch 0: 29%|██▊ | 536/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.537]
Epoch 0: 29%|██▊ | 537/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.537]
Epoch 0: 29%|██▊ | 537/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.894]
Epoch 0: 29%|██▊ | 538/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.894]
Epoch 0: 29%|██▊ | 538/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.797]
Epoch 0: 29%|██▊ | 539/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.797]
Epoch 0: 29%|██▊ | 539/1875 [00:04<00:11, 118.55it/s, v_num=13, train_loss=0.660]
Epoch 0: 29%|██▉ | 540/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.660]
Epoch 0: 29%|██▉ | 540/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.832]
Epoch 0: 29%|██▉ | 541/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.832]
Epoch 0: 29%|██▉ | 541/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.851]
Epoch 0: 29%|██▉ | 542/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.851]
Epoch 0: 29%|██▉ | 542/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.642]
Epoch 0: 29%|██▉ | 543/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.642]
Epoch 0: 29%|██▉ | 543/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.792]
Epoch 0: 29%|██▉ | 544/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.792]
Epoch 0: 29%|██▉ | 544/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.784]
Epoch 0: 29%|██▉ | 545/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.784]
Epoch 0: 29%|██▉ | 545/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.749]
Epoch 0: 29%|██▉ | 546/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.749]
Epoch 0: 29%|██▉ | 546/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.803]
Epoch 0: 29%|██▉ | 547/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.803]
Epoch 0: 29%|██▉ | 547/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.538]
Epoch 0: 29%|██▉ | 548/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.538]
Epoch 0: 29%|██▉ | 548/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.650]
Epoch 0: 29%|██▉ | 549/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.650]
Epoch 0: 29%|██▉ | 549/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.727]
Epoch 0: 29%|██▉ | 550/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.727]
Epoch 0: 29%|██▉ | 550/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.864]
Epoch 0: 29%|██▉ | 551/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.864]
Epoch 0: 29%|██▉ | 551/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.542]
Epoch 0: 29%|██▉ | 552/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.542]
Epoch 0: 29%|██▉ | 552/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.704]
Epoch 0: 29%|██▉ | 553/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.704]
Epoch 0: 29%|██▉ | 553/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.845]
Epoch 0: 30%|██▉ | 554/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.845]
Epoch 0: 30%|██▉ | 554/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.729]
Epoch 0: 30%|██▉ | 555/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.729]
Epoch 0: 30%|██▉ | 555/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.531]
Epoch 0: 30%|██▉ | 556/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.531]
Epoch 0: 30%|██▉ | 556/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.786]
Epoch 0: 30%|██▉ | 557/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.786]
Epoch 0: 30%|██▉ | 557/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.928]
Epoch 0: 30%|██▉ | 558/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.928]
Epoch 0: 30%|██▉ | 558/1875 [00:04<00:11, 118.56it/s, v_num=13, train_loss=0.921]
Epoch 0: 30%|██▉ | 559/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.921]
Epoch 0: 30%|██▉ | 559/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.783]
Epoch 0: 30%|██▉ | 560/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.783]
Epoch 0: 30%|██▉ | 560/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.817]
Epoch 0: 30%|██▉ | 561/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.817]
Epoch 0: 30%|██▉ | 561/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.828]
Epoch 0: 30%|██▉ | 562/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.828]
Epoch 0: 30%|██▉ | 562/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.757]
Epoch 0: 30%|███ | 563/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.757]
Epoch 0: 30%|███ | 563/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.316]
Epoch 0: 30%|███ | 564/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.316]
Epoch 0: 30%|███ | 564/1875 [00:04<00:11, 118.57it/s, v_num=13, train_loss=0.474]
Epoch 0: 30%|███ | 565/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.474]
Epoch 0: 30%|███ | 565/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.771]
Epoch 0: 30%|███ | 566/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.771]
Epoch 0: 30%|███ | 566/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.745]
Epoch 0: 30%|███ | 567/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.745]
Epoch 0: 30%|███ | 567/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.665]
Epoch 0: 30%|███ | 568/1875 [00:04<00:11, 118.59it/s, v_num=13, train_loss=0.665]
Epoch 0: 30%|███ | 568/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.784]
Epoch 0: 30%|███ | 569/1875 [00:04<00:11, 118.59it/s, v_num=13, train_loss=0.784]
Epoch 0: 30%|███ | 569/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.564]
Epoch 0: 30%|███ | 570/1875 [00:04<00:11, 118.59it/s, v_num=13, train_loss=0.564]
Epoch 0: 30%|███ | 570/1875 [00:04<00:11, 118.58it/s, v_num=13, train_loss=0.340]
Epoch 0: 30%|███ | 571/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.340]
Epoch 0: 30%|███ | 571/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=1.070]
Epoch 0: 31%|███ | 572/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=1.070]
Epoch 0: 31%|███ | 572/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.852]
Epoch 0: 31%|███ | 573/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.852]
Epoch 0: 31%|███ | 573/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.446]
Epoch 0: 31%|███ | 574/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.446]
Epoch 0: 31%|███ | 574/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.457]
Epoch 0: 31%|███ | 575/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.457]
Epoch 0: 31%|███ | 575/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.494]
Epoch 0: 31%|███ | 576/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.494]
Epoch 0: 31%|███ | 576/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.704]
Epoch 0: 31%|███ | 577/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.704]
Epoch 0: 31%|███ | 577/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.841]
Epoch 0: 31%|███ | 578/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.841]
Epoch 0: 31%|███ | 578/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.824]
Epoch 0: 31%|███ | 579/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.824]
Epoch 0: 31%|███ | 579/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.652]
Epoch 0: 31%|███ | 580/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.652]
Epoch 0: 31%|███ | 580/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.940]
Epoch 0: 31%|███ | 581/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.940]
Epoch 0: 31%|███ | 581/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.821]
Epoch 0: 31%|███ | 582/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.821]
Epoch 0: 31%|███ | 582/1875 [00:04<00:10, 118.59it/s, v_num=13, train_loss=0.667]
Epoch 0: 31%|███ | 583/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.667]
Epoch 0: 31%|███ | 583/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.593]
Epoch 0: 31%|███ | 584/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.593]
Epoch 0: 31%|███ | 584/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.658]
Epoch 0: 31%|███ | 585/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.658]
Epoch 0: 31%|███ | 585/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.431]
Epoch 0: 31%|███▏ | 586/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.431]
Epoch 0: 31%|███▏ | 586/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.476]
Epoch 0: 31%|███▏ | 587/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.476]
Epoch 0: 31%|███▏ | 587/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.622]
Epoch 0: 31%|███▏ | 588/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.622]
Epoch 0: 31%|███▏ | 588/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.522]
Epoch 0: 31%|███▏ | 589/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.522]
Epoch 0: 31%|███▏ | 589/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.467]
Epoch 0: 31%|███▏ | 590/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.467]
Epoch 0: 31%|███▏ | 590/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.523]
Epoch 0: 32%|███▏ | 591/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.523]
Epoch 0: 32%|███▏ | 591/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.844]
Epoch 0: 32%|███▏ | 592/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.844]
Epoch 0: 32%|███▏ | 592/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.640]
Epoch 0: 32%|███▏ | 593/1875 [00:04<00:10, 118.61it/s, v_num=13, train_loss=0.640]
Epoch 0: 32%|███▏ | 593/1875 [00:04<00:10, 118.60it/s, v_num=13, train_loss=0.627]
Epoch 0: 32%|███▏ | 594/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.627]
Epoch 0: 32%|███▏ | 594/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.510]
Epoch 0: 32%|███▏ | 595/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.510]
Epoch 0: 32%|███▏ | 595/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.493]
Epoch 0: 32%|███▏ | 596/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.493]
Epoch 0: 32%|███▏ | 596/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=1.290]
Epoch 0: 32%|███▏ | 597/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=1.290]
Epoch 0: 32%|███▏ | 597/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=1.290]
Epoch 0: 32%|███▏ | 598/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=1.290]
Epoch 0: 32%|███▏ | 598/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.573]
Epoch 0: 32%|███▏ | 599/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.573]
Epoch 0: 32%|███▏ | 599/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.509]
Epoch 0: 32%|███▏ | 600/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.509]
Epoch 0: 32%|███▏ | 600/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.556]
Epoch 0: 32%|███▏ | 601/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.556]
Epoch 0: 32%|███▏ | 601/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.426]
Epoch 0: 32%|███▏ | 602/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.426]
Epoch 0: 32%|███▏ | 602/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.680]
Epoch 0: 32%|███▏ | 603/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.680]
Epoch 0: 32%|███▏ | 603/1875 [00:05<00:10, 118.60it/s, v_num=13, train_loss=0.600]
Epoch 0: 32%|███▏ | 604/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.600]
Epoch 0: 32%|███▏ | 604/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.728]
Epoch 0: 32%|███▏ | 605/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.728]
Epoch 0: 32%|███▏ | 605/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.456]
Epoch 0: 32%|███▏ | 606/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.456]
Epoch 0: 32%|███▏ | 606/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.275]
Epoch 0: 32%|███▏ | 607/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.275]
Epoch 0: 32%|███▏ | 607/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.994]
Epoch 0: 32%|███▏ | 608/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.994]
Epoch 0: 32%|███▏ | 608/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.654]
Epoch 0: 32%|███▏ | 609/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.654]
Epoch 0: 32%|███▏ | 609/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.977]
Epoch 0: 33%|███▎ | 610/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.977]
Epoch 0: 33%|███▎ | 610/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.742]
Epoch 0: 33%|███▎ | 611/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.742]
Epoch 0: 33%|███▎ | 611/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.860]
Epoch 0: 33%|███▎ | 612/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.860]
Epoch 0: 33%|███▎ | 612/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.738]
Epoch 0: 33%|███▎ | 613/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.738]
Epoch 0: 33%|███▎ | 613/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.779]
Epoch 0: 33%|███▎ | 614/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.779]
Epoch 0: 33%|███▎ | 614/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.646]
Epoch 0: 33%|███▎ | 615/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.646]
Epoch 0: 33%|███▎ | 615/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.833]
Epoch 0: 33%|███▎ | 616/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.833]
Epoch 0: 33%|███▎ | 616/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.686]
Epoch 0: 33%|███▎ | 617/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.686]
Epoch 0: 33%|███▎ | 617/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.726]
Epoch 0: 33%|███▎ | 618/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.726]
Epoch 0: 33%|███▎ | 618/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.628]
Epoch 0: 33%|███▎ | 619/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.628]
Epoch 0: 33%|███▎ | 619/1875 [00:05<00:10, 118.61it/s, v_num=13, train_loss=0.712]
Epoch 0: 33%|███▎ | 620/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.712]
Epoch 0: 33%|███▎ | 620/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.872]
Epoch 0: 33%|███▎ | 621/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.872]
Epoch 0: 33%|███▎ | 621/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.481]
Epoch 0: 33%|███▎ | 622/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.481]
Epoch 0: 33%|███▎ | 622/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.547]
Epoch 0: 33%|███▎ | 623/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.547]
Epoch 0: 33%|███▎ | 623/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.607]
Epoch 0: 33%|███▎ | 624/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.607]
Epoch 0: 33%|███▎ | 624/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.843]
Epoch 0: 33%|███▎ | 625/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.843]
Epoch 0: 33%|███▎ | 625/1875 [00:05<00:10, 118.62it/s, v_num=13, train_loss=0.781]
Epoch 0: 33%|███▎ | 626/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.781]
Epoch 0: 33%|███▎ | 626/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.807]
Epoch 0: 33%|███▎ | 627/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.807]
Epoch 0: 33%|███▎ | 627/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.487]
Epoch 0: 33%|███▎ | 628/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.487]
Epoch 0: 33%|███▎ | 628/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.838]
Epoch 0: 34%|███▎ | 629/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.838]
Epoch 0: 34%|███▎ | 629/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.396]
Epoch 0: 34%|███▎ | 630/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.396]
Epoch 0: 34%|███▎ | 630/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.370]
Epoch 0: 34%|███▎ | 631/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.370]
Epoch 0: 34%|███▎ | 631/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.547]
Epoch 0: 34%|███▎ | 632/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.547]
Epoch 0: 34%|███▎ | 632/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.463]
Epoch 0: 34%|███▍ | 633/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.463]
Epoch 0: 34%|███▍ | 633/1875 [00:05<00:10, 118.63it/s, v_num=13, train_loss=0.890]
Epoch 0: 34%|███▍ | 634/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.890]
Epoch 0: 34%|███▍ | 634/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.423]
Epoch 0: 34%|███▍ | 635/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.423]
Epoch 0: 34%|███▍ | 635/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.458]
Epoch 0: 34%|███▍ | 636/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.458]
Epoch 0: 34%|███▍ | 636/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.414]
Epoch 0: 34%|███▍ | 637/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.414]
Epoch 0: 34%|███▍ | 637/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.381]
Epoch 0: 34%|███▍ | 638/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.381]
Epoch 0: 34%|███▍ | 638/1875 [00:05<00:10, 118.64it/s, v_num=13, train_loss=0.721]
Epoch 0: 34%|███▍ | 639/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.721]
Epoch 0: 34%|███▍ | 639/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.412]
Epoch 0: 34%|███▍ | 640/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.412]
Epoch 0: 34%|███▍ | 640/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.514]
Epoch 0: 34%|███▍ | 641/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.514]
Epoch 0: 34%|███▍ | 641/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.598]
Epoch 0: 34%|███▍ | 642/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.598]
Epoch 0: 34%|███▍ | 642/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.563]
Epoch 0: 34%|███▍ | 643/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.563]
Epoch 0: 34%|███▍ | 643/1875 [00:05<00:10, 118.65it/s, v_num=13, train_loss=0.897]
Epoch 0: 34%|███▍ | 644/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.897]
Epoch 0: 34%|███▍ | 644/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.960]
Epoch 0: 34%|███▍ | 645/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.960]
Epoch 0: 34%|███▍ | 645/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.467]
Epoch 0: 34%|███▍ | 646/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.467]
Epoch 0: 34%|███▍ | 646/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.469]
Epoch 0: 35%|███▍ | 647/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.469]
Epoch 0: 35%|███▍ | 647/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.676]
Epoch 0: 35%|███▍ | 648/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.676]
Epoch 0: 35%|███▍ | 648/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.785]
Epoch 0: 35%|███▍ | 649/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.785]
Epoch 0: 35%|███▍ | 649/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.515]
Epoch 0: 35%|███▍ | 650/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.515]
Epoch 0: 35%|███▍ | 650/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.535]
Epoch 0: 35%|███▍ | 651/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.535]
Epoch 0: 35%|███▍ | 651/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.614]
Epoch 0: 35%|███▍ | 652/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.614]
Epoch 0: 35%|███▍ | 652/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.570]
Epoch 0: 35%|███▍ | 653/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.570]
Epoch 0: 35%|███▍ | 653/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.649]
Epoch 0: 35%|███▍ | 654/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.649]
Epoch 0: 35%|███▍ | 654/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.776]
Epoch 0: 35%|███▍ | 655/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.776]
Epoch 0: 35%|███▍ | 655/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.224]
Epoch 0: 35%|███▍ | 656/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.224]
Epoch 0: 35%|███▍ | 656/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.338]
Epoch 0: 35%|███▌ | 657/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.338]
Epoch 0: 35%|███▌ | 657/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.442]
Epoch 0: 35%|███▌ | 658/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.442]
Epoch 0: 35%|███▌ | 658/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.523]
Epoch 0: 35%|███▌ | 659/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.523]
Epoch 0: 35%|███▌ | 659/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.649]
Epoch 0: 35%|███▌ | 660/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.649]
Epoch 0: 35%|███▌ | 660/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.706]
Epoch 0: 35%|███▌ | 661/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.706]
Epoch 0: 35%|███▌ | 661/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.732]
Epoch 0: 35%|███▌ | 662/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.732]
Epoch 0: 35%|███▌ | 662/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.574]
Epoch 0: 35%|███▌ | 663/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.574]
Epoch 0: 35%|███▌ | 663/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.503]
Epoch 0: 35%|███▌ | 664/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.503]
Epoch 0: 35%|███▌ | 664/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.428]
Epoch 0: 35%|███▌ | 665/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.428]
Epoch 0: 35%|███▌ | 665/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.574]
Epoch 0: 36%|███▌ | 666/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.574]
Epoch 0: 36%|███▌ | 666/1875 [00:05<00:10, 118.66it/s, v_num=13, train_loss=0.344]
Epoch 0: 36%|███▌ | 667/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.344]
Epoch 0: 36%|███▌ | 667/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.434]
Epoch 0: 36%|███▌ | 668/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.434]
Epoch 0: 36%|███▌ | 668/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.406]
Epoch 0: 36%|███▌ | 669/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.406]
Epoch 0: 36%|███▌ | 669/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.702]
Epoch 0: 36%|███▌ | 670/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.702]
Epoch 0: 36%|███▌ | 670/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.683]
Epoch 0: 36%|███▌ | 671/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.683]
Epoch 0: 36%|███▌ | 671/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=1.130]
Epoch 0: 36%|███▌ | 672/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=1.130]
Epoch 0: 36%|███▌ | 672/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=1.020]
Epoch 0: 36%|███▌ | 673/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=1.020]
Epoch 0: 36%|███▌ | 673/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.803]
Epoch 0: 36%|███▌ | 674/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.803]
Epoch 0: 36%|███▌ | 674/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.440]
Epoch 0: 36%|███▌ | 675/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.440]
Epoch 0: 36%|███▌ | 675/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.443]
Epoch 0: 36%|███▌ | 676/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.443]
Epoch 0: 36%|███▌ | 676/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.515]
Epoch 0: 36%|███▌ | 677/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.515]
Epoch 0: 36%|███▌ | 677/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.504]
Epoch 0: 36%|███▌ | 678/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.504]
Epoch 0: 36%|███▌ | 678/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.883]
Epoch 0: 36%|███▌ | 679/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.883]
Epoch 0: 36%|███▌ | 679/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.365]
Epoch 0: 36%|███▋ | 680/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.365]
Epoch 0: 36%|███▋ | 680/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.533]
Epoch 0: 36%|███▋ | 681/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.533]
Epoch 0: 36%|███▋ | 681/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.559]
Epoch 0: 36%|███▋ | 682/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.559]
Epoch 0: 36%|███▋ | 682/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.510]
Epoch 0: 36%|███▋ | 683/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.510]
Epoch 0: 36%|███▋ | 683/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.504]
Epoch 0: 36%|███▋ | 684/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.504]
Epoch 0: 36%|███▋ | 684/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.715]
Epoch 0: 37%|███▋ | 685/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.715]
Epoch 0: 37%|███▋ | 685/1875 [00:05<00:10, 118.67it/s, v_num=13, train_loss=0.444]
Epoch 0: 37%|███▋ | 686/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.444]
Epoch 0: 37%|███▋ | 686/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.421]
Epoch 0: 37%|███▋ | 687/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.421]
Epoch 0: 37%|███▋ | 687/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.488]
Epoch 0: 37%|███▋ | 688/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.488]
Epoch 0: 37%|███▋ | 688/1875 [00:05<00:10, 118.68it/s, v_num=13, train_loss=0.588]
Epoch 0: 37%|███▋ | 689/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.588]
Epoch 0: 37%|███▋ | 689/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.828]
Epoch 0: 37%|███▋ | 690/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.828]
Epoch 0: 37%|███▋ | 690/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.681]
Epoch 0: 37%|███▋ | 691/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.681]
Epoch 0: 37%|███▋ | 691/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.234]
Epoch 0: 37%|███▋ | 692/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.234]
Epoch 0: 37%|███▋ | 692/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.441]
Epoch 0: 37%|███▋ | 693/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.441]
Epoch 0: 37%|███▋ | 693/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.543]
Epoch 0: 37%|███▋ | 694/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.543]
Epoch 0: 37%|███▋ | 694/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.688]
Epoch 0: 37%|███▋ | 695/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.688]
Epoch 0: 37%|███▋ | 695/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.773]
Epoch 0: 37%|███▋ | 696/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.773]
Epoch 0: 37%|███▋ | 696/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.641]
Epoch 0: 37%|███▋ | 697/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.641]
Epoch 0: 37%|███▋ | 697/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.718]
Epoch 0: 37%|███▋ | 698/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.718]
Epoch 0: 37%|███▋ | 698/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.510]
Epoch 0: 37%|███▋ | 699/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.510]
Epoch 0: 37%|███▋ | 699/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.530]
Epoch 0: 37%|███▋ | 700/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.530]
Epoch 0: 37%|███▋ | 700/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.688]
Epoch 0: 37%|███▋ | 701/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.688]
Epoch 0: 37%|███▋ | 701/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.427]
Epoch 0: 37%|███▋ | 702/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.427]
Epoch 0: 37%|███▋ | 702/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.478]
Epoch 0: 37%|███▋ | 703/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.478]
Epoch 0: 37%|███▋ | 703/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.468]
Epoch 0: 38%|███▊ | 704/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.468]
Epoch 0: 38%|███▊ | 704/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.391]
Epoch 0: 38%|███▊ | 705/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.391]
Epoch 0: 38%|███▊ | 705/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.713]
Epoch 0: 38%|███▊ | 706/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.713]
Epoch 0: 38%|███▊ | 706/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.399]
Epoch 0: 38%|███▊ | 707/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.399]
Epoch 0: 38%|███▊ | 707/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.387]
Epoch 0: 38%|███▊ | 708/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.387]
Epoch 0: 38%|███▊ | 708/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.334]
Epoch 0: 38%|███▊ | 709/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.334]
Epoch 0: 38%|███▊ | 709/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.296]
Epoch 0: 38%|███▊ | 710/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.296]
Epoch 0: 38%|███▊ | 710/1875 [00:05<00:09, 118.68it/s, v_num=13, train_loss=0.806]
Epoch 0: 38%|███▊ | 711/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.806]
Epoch 0: 38%|███▊ | 711/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.354]
Epoch 0: 38%|███▊ | 712/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.354]
Epoch 0: 38%|███▊ | 712/1875 [00:05<00:09, 118.69it/s, v_num=13, train_loss=0.508]
Epoch 0: 38%|███▊ | 713/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.508]
Epoch 0: 38%|███▊ | 713/1875 [00:06<00:09, 118.68it/s, v_num=13, train_loss=0.445]
Epoch 0: 38%|███▊ | 714/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.445]
Epoch 0: 38%|███▊ | 714/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.243]
Epoch 0: 38%|███▊ | 715/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.243]
Epoch 0: 38%|███▊ | 715/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.453]
Epoch 0: 38%|███▊ | 716/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.453]
Epoch 0: 38%|███▊ | 716/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.455]
Epoch 0: 38%|███▊ | 717/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.455]
Epoch 0: 38%|███▊ | 717/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.311]
Epoch 0: 38%|███▊ | 718/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.311]
Epoch 0: 38%|███▊ | 718/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.520]
Epoch 0: 38%|███▊ | 719/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.520]
Epoch 0: 38%|███▊ | 719/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.867]
Epoch 0: 38%|███▊ | 720/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.867]
Epoch 0: 38%|███▊ | 720/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.563]
Epoch 0: 38%|███▊ | 721/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.563]
Epoch 0: 38%|███▊ | 721/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.594]
Epoch 0: 39%|███▊ | 722/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.594]
Epoch 0: 39%|███▊ | 722/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.511]
Epoch 0: 39%|███▊ | 723/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.511]
Epoch 0: 39%|███▊ | 723/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.800]
Epoch 0: 39%|███▊ | 724/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.800]
Epoch 0: 39%|███▊ | 724/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=1.010]
Epoch 0: 39%|███▊ | 725/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=1.010]
Epoch 0: 39%|███▊ | 725/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.791]
Epoch 0: 39%|███▊ | 726/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.791]
Epoch 0: 39%|███▊ | 726/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.561]
Epoch 0: 39%|███▉ | 727/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.561]
Epoch 0: 39%|███▉ | 727/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.750]
Epoch 0: 39%|███▉ | 728/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.750]
Epoch 0: 39%|███▉ | 728/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.652]
Epoch 0: 39%|███▉ | 729/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.652]
Epoch 0: 39%|███▉ | 729/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.764]
Epoch 0: 39%|███▉ | 730/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.764]
Epoch 0: 39%|███▉ | 730/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.538]
Epoch 0: 39%|███▉ | 731/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.538]
Epoch 0: 39%|███▉ | 731/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.443]
Epoch 0: 39%|███▉ | 732/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.443]
Epoch 0: 39%|███▉ | 732/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.416]
Epoch 0: 39%|███▉ | 733/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.416]
Epoch 0: 39%|███▉ | 733/1875 [00:06<00:09, 118.69it/s, v_num=13, train_loss=0.269]
Epoch 0: 39%|███▉ | 734/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.269]
Epoch 0: 39%|███▉ | 734/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.705]
Epoch 0: 39%|███▉ | 735/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.705]
Epoch 0: 39%|███▉ | 735/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.653]
Epoch 0: 39%|███▉ | 736/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.653]
Epoch 0: 39%|███▉ | 736/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.853]
Epoch 0: 39%|███▉ | 737/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.853]
Epoch 0: 39%|███▉ | 737/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.295]
Epoch 0: 39%|███▉ | 738/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.295]
Epoch 0: 39%|███▉ | 738/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.645]
Epoch 0: 39%|███▉ | 739/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.645]
Epoch 0: 39%|███▉ | 739/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.522]
Epoch 0: 39%|███▉ | 740/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.522]
Epoch 0: 39%|███▉ | 740/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.777]
Epoch 0: 40%|███▉ | 741/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.777]
Epoch 0: 40%|███▉ | 741/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=1.080]
Epoch 0: 40%|███▉ | 742/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=1.080]
Epoch 0: 40%|███▉ | 742/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.789]
Epoch 0: 40%|███▉ | 743/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.789]
Epoch 0: 40%|███▉ | 743/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.612]
Epoch 0: 40%|███▉ | 744/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.612]
Epoch 0: 40%|███▉ | 744/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.465]
Epoch 0: 40%|███▉ | 745/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.465]
Epoch 0: 40%|███▉ | 745/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.509]
Epoch 0: 40%|███▉ | 746/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.509]
Epoch 0: 40%|███▉ | 746/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.507]
Epoch 0: 40%|███▉ | 747/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.507]
Epoch 0: 40%|███▉ | 747/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.463]
Epoch 0: 40%|███▉ | 748/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.463]
Epoch 0: 40%|███▉ | 748/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.638]
Epoch 0: 40%|███▉ | 749/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.638]
Epoch 0: 40%|███▉ | 749/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.506]
Epoch 0: 40%|████ | 750/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.506]
Epoch 0: 40%|████ | 750/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.216]
Epoch 0: 40%|████ | 751/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.216]
Epoch 0: 40%|████ | 751/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.485]
Epoch 0: 40%|████ | 752/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.485]
Epoch 0: 40%|████ | 752/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.663]
Epoch 0: 40%|████ | 753/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.663]
Epoch 0: 40%|████ | 753/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.565]
Epoch 0: 40%|████ | 754/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.565]
Epoch 0: 40%|████ | 754/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.652]
Epoch 0: 40%|████ | 755/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.652]
Epoch 0: 40%|████ | 755/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.436]
Epoch 0: 40%|████ | 756/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.436]
Epoch 0: 40%|████ | 756/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.712]
Epoch 0: 40%|████ | 757/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.712]
Epoch 0: 40%|████ | 757/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.407]
Epoch 0: 40%|████ | 758/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.407]
Epoch 0: 40%|████ | 758/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.649]
Epoch 0: 40%|████ | 759/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.649]
Epoch 0: 40%|████ | 759/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.393]
Epoch 0: 41%|████ | 760/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.393]
Epoch 0: 41%|████ | 760/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.516]
Epoch 0: 41%|████ | 761/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.516]
Epoch 0: 41%|████ | 761/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.291]
Epoch 0: 41%|████ | 762/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.291]
Epoch 0: 41%|████ | 762/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.369]
Epoch 0: 41%|████ | 763/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.369]
Epoch 0: 41%|████ | 763/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.629]
Epoch 0: 41%|████ | 764/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.629]
Epoch 0: 41%|████ | 764/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.370]
Epoch 0: 41%|████ | 765/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.370]
Epoch 0: 41%|████ | 765/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.455]
Epoch 0: 41%|████ | 766/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.455]
Epoch 0: 41%|████ | 766/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.805]
Epoch 0: 41%|████ | 767/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.805]
Epoch 0: 41%|████ | 767/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.301]
Epoch 0: 41%|████ | 768/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.301]
Epoch 0: 41%|████ | 768/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.323]
Epoch 0: 41%|████ | 769/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.323]
Epoch 0: 41%|████ | 769/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.608]
Epoch 0: 41%|████ | 770/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.608]
Epoch 0: 41%|████ | 770/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.410]
Epoch 0: 41%|████ | 771/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.410]
Epoch 0: 41%|████ | 771/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.822]
Epoch 0: 41%|████ | 772/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.822]
Epoch 0: 41%|████ | 772/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.545]
Epoch 0: 41%|████ | 773/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.545]
Epoch 0: 41%|████ | 773/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.555]
Epoch 0: 41%|████▏ | 774/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.555]
Epoch 0: 41%|████▏ | 774/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.497]
Epoch 0: 41%|████▏ | 775/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.497]
Epoch 0: 41%|████▏ | 775/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.609]
Epoch 0: 41%|████▏ | 776/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.609]
Epoch 0: 41%|████▏ | 776/1875 [00:06<00:09, 118.70it/s, v_num=13, train_loss=0.628]
Epoch 0: 41%|████▏ | 777/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.628]
Epoch 0: 41%|████▏ | 777/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.366]
Epoch 0: 41%|████▏ | 778/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.366]
Epoch 0: 41%|████▏ | 778/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.587]
Epoch 0: 42%|████▏ | 779/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.587]
Epoch 0: 42%|████▏ | 779/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.664]
Epoch 0: 42%|████▏ | 780/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.664]
Epoch 0: 42%|████▏ | 780/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.454]
Epoch 0: 42%|████▏ | 781/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.454]
Epoch 0: 42%|████▏ | 781/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.435]
Epoch 0: 42%|████▏ | 782/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.435]
Epoch 0: 42%|████▏ | 782/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.420]
Epoch 0: 42%|████▏ | 783/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.420]
Epoch 0: 42%|████▏ | 783/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.639]
Epoch 0: 42%|████▏ | 784/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.639]
Epoch 0: 42%|████▏ | 784/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.504]
Epoch 0: 42%|████▏ | 785/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.504]
Epoch 0: 42%|████▏ | 785/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.530]
Epoch 0: 42%|████▏ | 786/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.530]
Epoch 0: 42%|████▏ | 786/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.484]
Epoch 0: 42%|████▏ | 787/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.484]
Epoch 0: 42%|████▏ | 787/1875 [00:06<00:09, 118.71it/s, v_num=13, train_loss=0.681]
Epoch 0: 42%|████▏ | 788/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.681]
Epoch 0: 42%|████▏ | 788/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.549]
Epoch 0: 42%|████▏ | 789/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.549]
Epoch 0: 42%|████▏ | 789/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.544]
Epoch 0: 42%|████▏ | 790/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.544]
Epoch 0: 42%|████▏ | 790/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.486]
Epoch 0: 42%|████▏ | 791/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.486]
Epoch 0: 42%|████▏ | 791/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.502]
Epoch 0: 42%|████▏ | 792/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.502]
Epoch 0: 42%|████▏ | 792/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.330]
Epoch 0: 42%|████▏ | 793/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.330]
Epoch 0: 42%|████▏ | 793/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.561]
Epoch 0: 42%|████▏ | 794/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.561]
Epoch 0: 42%|████▏ | 794/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.734]
Epoch 0: 42%|████▏ | 795/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.734]
Epoch 0: 42%|████▏ | 795/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.618]
Epoch 0: 42%|████▏ | 796/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.618]
Epoch 0: 42%|████▏ | 796/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.547]
Epoch 0: 43%|████▎ | 797/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.547]
Epoch 0: 43%|████▎ | 797/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.428]
Epoch 0: 43%|████▎ | 798/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.428]
Epoch 0: 43%|████▎ | 798/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.276]
Epoch 0: 43%|████▎ | 799/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.276]
Epoch 0: 43%|████▎ | 799/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.528]
Epoch 0: 43%|████▎ | 800/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.528]
Epoch 0: 43%|████▎ | 800/1875 [00:06<00:09, 118.73it/s, v_num=13, train_loss=0.518]
Epoch 0: 43%|████▎ | 801/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.518]
Epoch 0: 43%|████▎ | 801/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.508]
Epoch 0: 43%|████▎ | 802/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.508]
Epoch 0: 43%|████▎ | 802/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.662]
Epoch 0: 43%|████▎ | 803/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.662]
Epoch 0: 43%|████▎ | 803/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.258]
Epoch 0: 43%|████▎ | 804/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.258]
Epoch 0: 43%|████▎ | 804/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.697]
Epoch 0: 43%|████▎ | 805/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.697]
Epoch 0: 43%|████▎ | 805/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.349]
Epoch 0: 43%|████▎ | 806/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.349]
Epoch 0: 43%|████▎ | 806/1875 [00:06<00:09, 118.72it/s, v_num=13, train_loss=0.604]
Epoch 0: 43%|████▎ | 807/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.604]
Epoch 0: 43%|████▎ | 807/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.401]
Epoch 0: 43%|████▎ | 808/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.401]
Epoch 0: 43%|████▎ | 808/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.252]
Epoch 0: 43%|████▎ | 809/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.252]
Epoch 0: 43%|████▎ | 809/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.918]
Epoch 0: 43%|████▎ | 810/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.918]
Epoch 0: 43%|████▎ | 810/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.779]
Epoch 0: 43%|████▎ | 811/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.779]
Epoch 0: 43%|████▎ | 811/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.629]
Epoch 0: 43%|████▎ | 812/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.629]
Epoch 0: 43%|████▎ | 812/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.419]
Epoch 0: 43%|████▎ | 813/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.419]
Epoch 0: 43%|████▎ | 813/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.378]
Epoch 0: 43%|████▎ | 814/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.378]
Epoch 0: 43%|████▎ | 814/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.402]
Epoch 0: 43%|████▎ | 815/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.402]
Epoch 0: 43%|████▎ | 815/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.438]
Epoch 0: 44%|████▎ | 816/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.438]
Epoch 0: 44%|████▎ | 816/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.433]
Epoch 0: 44%|████▎ | 817/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.433]
Epoch 0: 44%|████▎ | 817/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.622]
Epoch 0: 44%|████▎ | 818/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.622]
Epoch 0: 44%|████▎ | 818/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.722]
Epoch 0: 44%|████▎ | 819/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.722]
Epoch 0: 44%|████▎ | 819/1875 [00:06<00:08, 118.72it/s, v_num=13, train_loss=0.676]
Epoch 0: 44%|████▎ | 820/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.676]
Epoch 0: 44%|████▎ | 820/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.504]
Epoch 0: 44%|████▍ | 821/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.504]
Epoch 0: 44%|████▍ | 821/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.384]
Epoch 0: 44%|████▍ | 822/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.384]
Epoch 0: 44%|████▍ | 822/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.597]
Epoch 0: 44%|████▍ | 823/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.597]
Epoch 0: 44%|████▍ | 823/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.388]
Epoch 0: 44%|████▍ | 824/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.388]
Epoch 0: 44%|████▍ | 824/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.880]
Epoch 0: 44%|████▍ | 825/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.880]
Epoch 0: 44%|████▍ | 825/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.750]
Epoch 0: 44%|████▍ | 826/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.750]
Epoch 0: 44%|████▍ | 826/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.484]
Epoch 0: 44%|████▍ | 827/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.484]
Epoch 0: 44%|████▍ | 827/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.471]
Epoch 0: 44%|████▍ | 828/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.471]
Epoch 0: 44%|████▍ | 828/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.565]
Epoch 0: 44%|████▍ | 829/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.565]
Epoch 0: 44%|████▍ | 829/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.711]
Epoch 0: 44%|████▍ | 830/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.711]
Epoch 0: 44%|████▍ | 830/1875 [00:06<00:08, 118.73it/s, v_num=13, train_loss=0.495]
Epoch 0: 44%|████▍ | 831/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.495]
Epoch 0: 44%|████▍ | 831/1875 [00:06<00:08, 118.74it/s, v_num=13, train_loss=0.389]
Epoch 0: 44%|████▍ | 832/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.389]
Epoch 0: 44%|████▍ | 832/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.394]
Epoch 0: 44%|████▍ | 833/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.394]
Epoch 0: 44%|████▍ | 833/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.409]
Epoch 0: 44%|████▍ | 834/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.409]
Epoch 0: 44%|████▍ | 834/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.420]
Epoch 0: 45%|████▍ | 835/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.420]
Epoch 0: 45%|████▍ | 835/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.622]
Epoch 0: 45%|████▍ | 836/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.622]
Epoch 0: 45%|████▍ | 836/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.598]
Epoch 0: 45%|████▍ | 837/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.598]
Epoch 0: 45%|████▍ | 837/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.718]
Epoch 0: 45%|████▍ | 838/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.718]
Epoch 0: 45%|████▍ | 838/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.635]
Epoch 0: 45%|████▍ | 839/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.635]
Epoch 0: 45%|████▍ | 839/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.795]
Epoch 0: 45%|████▍ | 840/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.795]
Epoch 0: 45%|████▍ | 840/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.497]
Epoch 0: 45%|████▍ | 841/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.497]
Epoch 0: 45%|████▍ | 841/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.480]
Epoch 0: 45%|████▍ | 842/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.480]
Epoch 0: 45%|████▍ | 842/1875 [00:07<00:08, 118.74it/s, v_num=13, train_loss=0.324]
Epoch 0: 45%|████▍ | 843/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.324]
Epoch 0: 45%|████▍ | 843/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.558]
Epoch 0: 45%|████▌ | 844/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.558]
Epoch 0: 45%|████▌ | 844/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.473]
Epoch 0: 45%|████▌ | 845/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.473]
Epoch 0: 45%|████▌ | 845/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.518]
Epoch 0: 45%|████▌ | 846/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.518]
Epoch 0: 45%|████▌ | 846/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.515]
Epoch 0: 45%|████▌ | 847/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.515]
Epoch 0: 45%|████▌ | 847/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.343]
Epoch 0: 45%|████▌ | 848/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.343]
Epoch 0: 45%|████▌ | 848/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.478]
Epoch 0: 45%|████▌ | 849/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.478]
Epoch 0: 45%|████▌ | 849/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.424]
Epoch 0: 45%|████▌ | 850/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.424]
Epoch 0: 45%|████▌ | 850/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.452]
Epoch 0: 45%|████▌ | 851/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.452]
Epoch 0: 45%|████▌ | 851/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.397]
Epoch 0: 45%|████▌ | 852/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.397]
Epoch 0: 45%|████▌ | 852/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.452]
Epoch 0: 45%|████▌ | 853/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.452]
Epoch 0: 45%|████▌ | 853/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.618]
Epoch 0: 46%|████▌ | 854/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.618]
Epoch 0: 46%|████▌ | 854/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.599]
Epoch 0: 46%|████▌ | 855/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.599]
Epoch 0: 46%|████▌ | 855/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.241]
Epoch 0: 46%|████▌ | 856/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.241]
Epoch 0: 46%|████▌ | 856/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.428]
Epoch 0: 46%|████▌ | 857/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.428]
Epoch 0: 46%|████▌ | 857/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.457]
Epoch 0: 46%|████▌ | 858/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.457]
Epoch 0: 46%|████▌ | 858/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.561]
Epoch 0: 46%|████▌ | 859/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.561]
Epoch 0: 46%|████▌ | 859/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.476]
Epoch 0: 46%|████▌ | 860/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.476]
Epoch 0: 46%|████▌ | 860/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.387]
Epoch 0: 46%|████▌ | 861/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.387]
Epoch 0: 46%|████▌ | 861/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.671]
Epoch 0: 46%|████▌ | 862/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.671]
Epoch 0: 46%|████▌ | 862/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.442]
Epoch 0: 46%|████▌ | 863/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.442]
Epoch 0: 46%|████▌ | 863/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.411]
Epoch 0: 46%|████▌ | 864/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.411]
Epoch 0: 46%|████▌ | 864/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.264]
Epoch 0: 46%|████▌ | 865/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.264]
Epoch 0: 46%|████▌ | 865/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.587]
Epoch 0: 46%|████▌ | 866/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.587]
Epoch 0: 46%|████▌ | 866/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.321]
Epoch 0: 46%|████▌ | 867/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.321]
Epoch 0: 46%|████▌ | 867/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.329]
Epoch 0: 46%|████▋ | 868/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.329]
Epoch 0: 46%|████▋ | 868/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.364]
Epoch 0: 46%|████▋ | 869/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.364]
Epoch 0: 46%|████▋ | 869/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.581]
Epoch 0: 46%|████▋ | 870/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.581]
Epoch 0: 46%|████▋ | 870/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.625]
Epoch 0: 46%|████▋ | 871/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.625]
Epoch 0: 46%|████▋ | 871/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.260]
Epoch 0: 47%|████▋ | 872/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.260]
Epoch 0: 47%|████▋ | 872/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.311]
Epoch 0: 47%|████▋ | 873/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.311]
Epoch 0: 47%|████▋ | 873/1875 [00:07<00:08, 118.75it/s, v_num=13, train_loss=0.370]
Epoch 0: 47%|████▋ | 874/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.370]
Epoch 0: 47%|████▋ | 874/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.502]
Epoch 0: 47%|████▋ | 875/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.502]
Epoch 0: 47%|████▋ | 875/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.448]
Epoch 0: 47%|████▋ | 876/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.448]
Epoch 0: 47%|████▋ | 876/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.655]
Epoch 0: 47%|████▋ | 877/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.655]
Epoch 0: 47%|████▋ | 877/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.535]
Epoch 0: 47%|████▋ | 878/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.535]
Epoch 0: 47%|████▋ | 878/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.722]
Epoch 0: 47%|████▋ | 879/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.722]
Epoch 0: 47%|████▋ | 879/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.414]
Epoch 0: 47%|████▋ | 880/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.414]
Epoch 0: 47%|████▋ | 880/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.925]
Epoch 0: 47%|████▋ | 881/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.925]
Epoch 0: 47%|████▋ | 881/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.327]
Epoch 0: 47%|████▋ | 882/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.327]
Epoch 0: 47%|████▋ | 882/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.206]
Epoch 0: 47%|████▋ | 883/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.206]
Epoch 0: 47%|████▋ | 883/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.686]
Epoch 0: 47%|████▋ | 884/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.686]
Epoch 0: 47%|████▋ | 884/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.576]
Epoch 0: 47%|████▋ | 885/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.576]
Epoch 0: 47%|████▋ | 885/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.828]
Epoch 0: 47%|████▋ | 886/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.828]
Epoch 0: 47%|████▋ | 886/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.471]
Epoch 0: 47%|████▋ | 887/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.471]
Epoch 0: 47%|████▋ | 887/1875 [00:07<00:08, 118.76it/s, v_num=13, train_loss=0.536]
Epoch 0: 47%|████▋ | 888/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.536]
Epoch 0: 47%|████▋ | 888/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.487]
Epoch 0: 47%|████▋ | 889/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.487]
Epoch 0: 47%|████▋ | 889/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.492]
Epoch 0: 47%|████▋ | 890/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.492]
Epoch 0: 47%|████▋ | 890/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.238]
Epoch 0: 48%|████▊ | 891/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.238]
Epoch 0: 48%|████▊ | 891/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.408]
Epoch 0: 48%|████▊ | 892/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.408]
Epoch 0: 48%|████▊ | 892/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.516]
Epoch 0: 48%|████▊ | 893/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.516]
Epoch 0: 48%|████▊ | 893/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.331]
Epoch 0: 48%|████▊ | 894/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.331]
Epoch 0: 48%|████▊ | 894/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.190]
Epoch 0: 48%|████▊ | 895/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.190]
Epoch 0: 48%|████▊ | 895/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.490]
Epoch 0: 48%|████▊ | 896/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.490]
Epoch 0: 48%|████▊ | 896/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.276]
Epoch 0: 48%|████▊ | 897/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.276]
Epoch 0: 48%|████▊ | 897/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.397]
Epoch 0: 48%|████▊ | 898/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.397]
Epoch 0: 48%|████▊ | 898/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.440]
Epoch 0: 48%|████▊ | 899/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.440]
Epoch 0: 48%|████▊ | 899/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.405]
Epoch 0: 48%|████▊ | 900/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.405]
Epoch 0: 48%|████▊ | 900/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.345]
Epoch 0: 48%|████▊ | 901/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.345]
Epoch 0: 48%|████▊ | 901/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.381]
Epoch 0: 48%|████▊ | 902/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.381]
Epoch 0: 48%|████▊ | 902/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.383]
Epoch 0: 48%|████▊ | 903/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.383]
Epoch 0: 48%|████▊ | 903/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.239]
Epoch 0: 48%|████▊ | 904/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.239]
Epoch 0: 48%|████▊ | 904/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.292]
Epoch 0: 48%|████▊ | 905/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.292]
Epoch 0: 48%|████▊ | 905/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.447]
Epoch 0: 48%|████▊ | 906/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.447]
Epoch 0: 48%|████▊ | 906/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.485]
Epoch 0: 48%|████▊ | 907/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.485]
Epoch 0: 48%|████▊ | 907/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.449]
Epoch 0: 48%|████▊ | 908/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.449]
Epoch 0: 48%|████▊ | 908/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.540]
Epoch 0: 48%|████▊ | 909/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.540]
Epoch 0: 48%|████▊ | 909/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.353]
Epoch 0: 49%|████▊ | 910/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.353]
Epoch 0: 49%|████▊ | 910/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.508]
Epoch 0: 49%|████▊ | 911/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.508]
Epoch 0: 49%|████▊ | 911/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.623]
Epoch 0: 49%|████▊ | 912/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.623]
Epoch 0: 49%|████▊ | 912/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.683]
Epoch 0: 49%|████▊ | 913/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.683]
Epoch 0: 49%|████▊ | 913/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.364]
Epoch 0: 49%|████▊ | 914/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.364]
Epoch 0: 49%|████▊ | 914/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.450]
Epoch 0: 49%|████▉ | 915/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.450]
Epoch 0: 49%|████▉ | 915/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.571]
Epoch 0: 49%|████▉ | 916/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.571]
Epoch 0: 49%|████▉ | 916/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.428]
Epoch 0: 49%|████▉ | 917/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.428]
Epoch 0: 49%|████▉ | 917/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.534]
Epoch 0: 49%|████▉ | 918/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.534]
Epoch 0: 49%|████▉ | 918/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.606]
Epoch 0: 49%|████▉ | 919/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.606]
Epoch 0: 49%|████▉ | 919/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.371]
Epoch 0: 49%|████▉ | 920/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.371]
Epoch 0: 49%|████▉ | 920/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.895]
Epoch 0: 49%|████▉ | 921/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.895]
Epoch 0: 49%|████▉ | 921/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.723]
Epoch 0: 49%|████▉ | 922/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.723]
Epoch 0: 49%|████▉ | 922/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.323]
Epoch 0: 49%|████▉ | 923/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.323]
Epoch 0: 49%|████▉ | 923/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.554]
Epoch 0: 49%|████▉ | 924/1875 [00:07<00:08, 118.78it/s, v_num=13, train_loss=0.554]
Epoch 0: 49%|████▉ | 924/1875 [00:07<00:08, 118.77it/s, v_num=13, train_loss=0.505]
Epoch 0: 49%|████▉ | 925/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.505]
Epoch 0: 49%|████▉ | 925/1875 [00:07<00:07, 118.77it/s, v_num=13, train_loss=0.412]
Epoch 0: 49%|████▉ | 926/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.412]
Epoch 0: 49%|████▉ | 926/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.257]
Epoch 0: 49%|████▉ | 927/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.257]
Epoch 0: 49%|████▉ | 927/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.288]
Epoch 0: 49%|████▉ | 928/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.288]
Epoch 0: 49%|████▉ | 928/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.554]
Epoch 0: 50%|████▉ | 929/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.554]
Epoch 0: 50%|████▉ | 929/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.466]
Epoch 0: 50%|████▉ | 930/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.466]
Epoch 0: 50%|████▉ | 930/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.314]
Epoch 0: 50%|████▉ | 931/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.314]
Epoch 0: 50%|████▉ | 931/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.792]
Epoch 0: 50%|████▉ | 932/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.792]
Epoch 0: 50%|████▉ | 932/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.700]
Epoch 0: 50%|████▉ | 933/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.700]
Epoch 0: 50%|████▉ | 933/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.351]
Epoch 0: 50%|████▉ | 934/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.351]
Epoch 0: 50%|████▉ | 934/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.419]
Epoch 0: 50%|████▉ | 935/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.419]
Epoch 0: 50%|████▉ | 935/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.684]
Epoch 0: 50%|████▉ | 936/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.684]
Epoch 0: 50%|████▉ | 936/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.700]
Epoch 0: 50%|████▉ | 937/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.700]
Epoch 0: 50%|████▉ | 937/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.214]
Epoch 0: 50%|█████ | 938/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.214]
Epoch 0: 50%|█████ | 938/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.427]
Epoch 0: 50%|█████ | 939/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.427]
Epoch 0: 50%|█████ | 939/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.284]
Epoch 0: 50%|█████ | 940/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.284]
Epoch 0: 50%|█████ | 940/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.429]
Epoch 0: 50%|█████ | 941/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.429]
Epoch 0: 50%|█████ | 941/1875 [00:07<00:07, 118.78it/s, v_num=13, train_loss=0.234]
Epoch 0: 50%|█████ | 942/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.234]
Epoch 0: 50%|█████ | 942/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.287]
Epoch 0: 50%|█████ | 943/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.287]
Epoch 0: 50%|█████ | 943/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.383]
Epoch 0: 50%|█████ | 944/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.383]
Epoch 0: 50%|█████ | 944/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.571]
Epoch 0: 50%|█████ | 945/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.571]
Epoch 0: 50%|█████ | 945/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.388]
Epoch 0: 50%|█████ | 946/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.388]
Epoch 0: 50%|█████ | 946/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.330]
Epoch 0: 51%|█████ | 947/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.330]
Epoch 0: 51%|█████ | 947/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.427]
Epoch 0: 51%|█████ | 948/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.427]
Epoch 0: 51%|█████ | 948/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.368]
Epoch 0: 51%|█████ | 949/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.368]
Epoch 0: 51%|█████ | 949/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.687]
Epoch 0: 51%|█████ | 950/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.687]
Epoch 0: 51%|█████ | 950/1875 [00:07<00:07, 118.79it/s, v_num=13, train_loss=0.455]
Epoch 0: 51%|█████ | 951/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.455]
Epoch 0: 51%|█████ | 951/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.485]
Epoch 0: 51%|█████ | 952/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.485]
Epoch 0: 51%|█████ | 952/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.446]
Epoch 0: 51%|█████ | 953/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.446]
Epoch 0: 51%|█████ | 953/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.381]
Epoch 0: 51%|█████ | 954/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.381]
Epoch 0: 51%|█████ | 954/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.109]
Epoch 0: 51%|█████ | 955/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.109]
Epoch 0: 51%|█████ | 955/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.367]
Epoch 0: 51%|█████ | 956/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.367]
Epoch 0: 51%|█████ | 956/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.281]
Epoch 0: 51%|█████ | 957/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.281]
Epoch 0: 51%|█████ | 957/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.532]
Epoch 0: 51%|█████ | 958/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.532]
Epoch 0: 51%|█████ | 958/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.493]
Epoch 0: 51%|█████ | 959/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.493]
Epoch 0: 51%|█████ | 959/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.385]
Epoch 0: 51%|█████ | 960/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.385]
Epoch 0: 51%|█████ | 960/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.290]
Epoch 0: 51%|█████▏ | 961/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.290]
Epoch 0: 51%|█████▏ | 961/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.311]
Epoch 0: 51%|█████▏ | 962/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.311]
Epoch 0: 51%|█████▏ | 962/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.349]
Epoch 0: 51%|█████▏ | 963/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.349]
Epoch 0: 51%|█████▏ | 963/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.505]
Epoch 0: 51%|█████▏ | 964/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.505]
Epoch 0: 51%|█████▏ | 964/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.411]
Epoch 0: 51%|█████▏ | 965/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.411]
Epoch 0: 51%|█████▏ | 965/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.660]
Epoch 0: 52%|█████▏ | 966/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.660]
Epoch 0: 52%|█████▏ | 966/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.498]
Epoch 0: 52%|█████▏ | 967/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.498]
Epoch 0: 52%|█████▏ | 967/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.334]
Epoch 0: 52%|█████▏ | 968/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.334]
Epoch 0: 52%|█████▏ | 968/1875 [00:08<00:07, 118.79it/s, v_num=13, train_loss=0.359]
Epoch 0: 52%|█████▏ | 969/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.359]
Epoch 0: 52%|█████▏ | 969/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.394]
Epoch 0: 52%|█████▏ | 970/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.394]
Epoch 0: 52%|█████▏ | 970/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.608]
Epoch 0: 52%|█████▏ | 971/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.608]
Epoch 0: 52%|█████▏ | 971/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.517]
Epoch 0: 52%|█████▏ | 972/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.517]
Epoch 0: 52%|█████▏ | 972/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.301]
Epoch 0: 52%|█████▏ | 973/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.301]
Epoch 0: 52%|█████▏ | 973/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.265]
Epoch 0: 52%|█████▏ | 974/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.265]
Epoch 0: 52%|█████▏ | 974/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.459]
Epoch 0: 52%|█████▏ | 975/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.459]
Epoch 0: 52%|█████▏ | 975/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.376]
Epoch 0: 52%|█████▏ | 976/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.376]
Epoch 0: 52%|█████▏ | 976/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.321]
Epoch 0: 52%|█████▏ | 977/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.321]
Epoch 0: 52%|█████▏ | 977/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.614]
Epoch 0: 52%|█████▏ | 978/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.614]
Epoch 0: 52%|█████▏ | 978/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.442]
Epoch 0: 52%|█████▏ | 979/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.442]
Epoch 0: 52%|█████▏ | 979/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.364]
Epoch 0: 52%|█████▏ | 980/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.364]
Epoch 0: 52%|█████▏ | 980/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.426]
Epoch 0: 52%|█████▏ | 981/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.426]
Epoch 0: 52%|█████▏ | 981/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.274]
Epoch 0: 52%|█████▏ | 982/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.274]
Epoch 0: 52%|█████▏ | 982/1875 [00:08<00:07, 118.80it/s, v_num=13, train_loss=0.469]
Epoch 0: 52%|█████▏ | 983/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.469]
Epoch 0: 52%|█████▏ | 983/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.235]
Epoch 0: 52%|█████▏ | 984/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.235]
Epoch 0: 52%|█████▏ | 984/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.162]
Epoch 0: 53%|█████▎ | 985/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.162]
Epoch 0: 53%|█████▎ | 985/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.204]
Epoch 0: 53%|█████▎ | 986/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.204]
Epoch 0: 53%|█████▎ | 986/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.279]
Epoch 0: 53%|█████▎ | 987/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.279]
Epoch 0: 53%|█████▎ | 987/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.494]
Epoch 0: 53%|█████▎ | 988/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.494]
Epoch 0: 53%|█████▎ | 988/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.155]
Epoch 0: 53%|█████▎ | 989/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.155]
Epoch 0: 53%|█████▎ | 989/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.459]
Epoch 0: 53%|█████▎ | 990/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.459]
Epoch 0: 53%|█████▎ | 990/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.819]
Epoch 0: 53%|█████▎ | 991/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.819]
Epoch 0: 53%|█████▎ | 991/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.673]
Epoch 0: 53%|█████▎ | 992/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.673]
Epoch 0: 53%|█████▎ | 992/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.445]
Epoch 0: 53%|█████▎ | 993/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.445]
Epoch 0: 53%|█████▎ | 993/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.522]
Epoch 0: 53%|█████▎ | 994/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.522]
Epoch 0: 53%|█████▎ | 994/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.334]
Epoch 0: 53%|█████▎ | 995/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.334]
Epoch 0: 53%|█████▎ | 995/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.382]
Epoch 0: 53%|█████▎ | 996/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.382]
Epoch 0: 53%|█████▎ | 996/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.316]
Epoch 0: 53%|█████▎ | 997/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.316]
Epoch 0: 53%|█████▎ | 997/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.694]
Epoch 0: 53%|█████▎ | 998/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.694]
Epoch 0: 53%|█████▎ | 998/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.302]
Epoch 0: 53%|█████▎ | 999/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.302]
Epoch 0: 53%|█████▎ | 999/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.351]
Epoch 0: 53%|█████▎ | 1000/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.351]
Epoch 0: 53%|█████▎ | 1000/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.691]
Epoch 0: 53%|█████▎ | 1001/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.691]
Epoch 0: 53%|█████▎ | 1001/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.365]
Epoch 0: 53%|█████▎ | 1002/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.365]
Epoch 0: 53%|█████▎ | 1002/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.272]
Epoch 0: 53%|█████▎ | 1003/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.272]
Epoch 0: 53%|█████▎ | 1003/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.687]
Epoch 0: 54%|█████▎ | 1004/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.687]
Epoch 0: 54%|█████▎ | 1004/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.181]
Epoch 0: 54%|█████▎ | 1005/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.181]
Epoch 0: 54%|█████▎ | 1005/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.572]
Epoch 0: 54%|█████▎ | 1006/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.572]
Epoch 0: 54%|█████▎ | 1006/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.591]
Epoch 0: 54%|█████▎ | 1007/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.591]
Epoch 0: 54%|█████▎ | 1007/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.619]
Epoch 0: 54%|█████▍ | 1008/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.619]
Epoch 0: 54%|█████▍ | 1008/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.383]
Epoch 0: 54%|█████▍ | 1009/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.383]
Epoch 0: 54%|█████▍ | 1009/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.193]
Epoch 0: 54%|█████▍ | 1010/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.193]
Epoch 0: 54%|█████▍ | 1010/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.568]
Epoch 0: 54%|█████▍ | 1011/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.568]
Epoch 0: 54%|█████▍ | 1011/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.604]
Epoch 0: 54%|█████▍ | 1012/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.604]
Epoch 0: 54%|█████▍ | 1012/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.362]
Epoch 0: 54%|█████▍ | 1013/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.362]
Epoch 0: 54%|█████▍ | 1013/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.534]
Epoch 0: 54%|█████▍ | 1014/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.534]
Epoch 0: 54%|█████▍ | 1014/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.714]
Epoch 0: 54%|█████▍ | 1015/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.714]
Epoch 0: 54%|█████▍ | 1015/1875 [00:08<00:07, 118.81it/s, v_num=13, train_loss=0.261]
Epoch 0: 54%|█████▍ | 1016/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.261]
Epoch 0: 54%|█████▍ | 1016/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.242]
Epoch 0: 54%|█████▍ | 1017/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.242]
Epoch 0: 54%|█████▍ | 1017/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.391]
Epoch 0: 54%|█████▍ | 1018/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.391]
Epoch 0: 54%|█████▍ | 1018/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.212]
Epoch 0: 54%|█████▍ | 1019/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.212]
Epoch 0: 54%|█████▍ | 1019/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.502]
Epoch 0: 54%|█████▍ | 1020/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.502]
Epoch 0: 54%|█████▍ | 1020/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.436]
Epoch 0: 54%|█████▍ | 1021/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.436]
Epoch 0: 54%|█████▍ | 1021/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.500]
Epoch 0: 55%|█████▍ | 1022/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.500]
Epoch 0: 55%|█████▍ | 1022/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.258]
Epoch 0: 55%|█████▍ | 1023/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.258]
Epoch 0: 55%|█████▍ | 1023/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.265]
Epoch 0: 55%|█████▍ | 1024/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.265]
Epoch 0: 55%|█████▍ | 1024/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.184]
Epoch 0: 55%|█████▍ | 1025/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.184]
Epoch 0: 55%|█████▍ | 1025/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.597]
Epoch 0: 55%|█████▍ | 1026/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.597]
Epoch 0: 55%|█████▍ | 1026/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.644]
Epoch 0: 55%|█████▍ | 1027/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.644]
Epoch 0: 55%|█████▍ | 1027/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.674]
Epoch 0: 55%|█████▍ | 1028/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.674]
Epoch 0: 55%|█████▍ | 1028/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.388]
Epoch 0: 55%|█████▍ | 1029/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.388]
Epoch 0: 55%|█████▍ | 1029/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.475]
Epoch 0: 55%|█████▍ | 1030/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.475]
Epoch 0: 55%|█████▍ | 1030/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.273]
Epoch 0: 55%|█████▍ | 1031/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.273]
Epoch 0: 55%|█████▍ | 1031/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.628]
Epoch 0: 55%|█████▌ | 1032/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.628]
Epoch 0: 55%|█████▌ | 1032/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.548]
Epoch 0: 55%|█████▌ | 1033/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.548]
Epoch 0: 55%|█████▌ | 1033/1875 [00:08<00:07, 118.82it/s, v_num=13, train_loss=0.307]
Epoch 0: 55%|█████▌ | 1034/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.307]
Epoch 0: 55%|█████▌ | 1034/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.565]
Epoch 0: 55%|█████▌ | 1035/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.565]
Epoch 0: 55%|█████▌ | 1035/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.324]
Epoch 0: 55%|█████▌ | 1036/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.324]
Epoch 0: 55%|█████▌ | 1036/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.357]
Epoch 0: 55%|█████▌ | 1037/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.357]
Epoch 0: 55%|█████▌ | 1037/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.430]
Epoch 0: 55%|█████▌ | 1038/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.430]
Epoch 0: 55%|█████▌ | 1038/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.324]
Epoch 0: 55%|█████▌ | 1039/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.324]
Epoch 0: 55%|█████▌ | 1039/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.454]
Epoch 0: 55%|█████▌ | 1040/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.454]
Epoch 0: 55%|█████▌ | 1040/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.565]
Epoch 0: 56%|█████▌ | 1041/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.565]
Epoch 0: 56%|█████▌ | 1041/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.442]
Epoch 0: 56%|█████▌ | 1042/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.442]
Epoch 0: 56%|█████▌ | 1042/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.571]
Epoch 0: 56%|█████▌ | 1043/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.571]
Epoch 0: 56%|█████▌ | 1043/1875 [00:08<00:07, 118.83it/s, v_num=13, train_loss=0.553]
Epoch 0: 56%|█████▌ | 1044/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.553]
Epoch 0: 56%|█████▌ | 1044/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.578]
Epoch 0: 56%|█████▌ | 1045/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.578]
Epoch 0: 56%|█████▌ | 1045/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.446]
Epoch 0: 56%|█████▌ | 1046/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.446]
Epoch 0: 56%|█████▌ | 1046/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.581]
Epoch 0: 56%|█████▌ | 1047/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.581]
Epoch 0: 56%|█████▌ | 1047/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.371]
Epoch 0: 56%|█████▌ | 1048/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.371]
Epoch 0: 56%|█████▌ | 1048/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.494]
Epoch 0: 56%|█████▌ | 1049/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.494]
Epoch 0: 56%|█████▌ | 1049/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.272]
Epoch 0: 56%|█████▌ | 1050/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.272]
Epoch 0: 56%|█████▌ | 1050/1875 [00:08<00:06, 118.84it/s, v_num=13, train_loss=0.538]
Epoch 0: 56%|█████▌ | 1051/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.538]
Epoch 0: 56%|█████▌ | 1051/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.257]
Epoch 0: 56%|█████▌ | 1052/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.257]
Epoch 0: 56%|█████▌ | 1052/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.385]
Epoch 0: 56%|█████▌ | 1053/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.385]
Epoch 0: 56%|█████▌ | 1053/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.305]
Epoch 0: 56%|█████▌ | 1054/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.305]
Epoch 0: 56%|█████▌ | 1054/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.352]
Epoch 0: 56%|█████▋ | 1055/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.352]
Epoch 0: 56%|█████▋ | 1055/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.309]
Epoch 0: 56%|█████▋ | 1056/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.309]
Epoch 0: 56%|█████▋ | 1056/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.318]
Epoch 0: 56%|█████▋ | 1057/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.318]
Epoch 0: 56%|█████▋ | 1057/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.564]
Epoch 0: 56%|█████▋ | 1058/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.564]
Epoch 0: 56%|█████▋ | 1058/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.626]
Epoch 0: 56%|█████▋ | 1059/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.626]
Epoch 0: 56%|█████▋ | 1059/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.551]
Epoch 0: 57%|█████▋ | 1060/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.551]
Epoch 0: 57%|█████▋ | 1060/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.347]
Epoch 0: 57%|█████▋ | 1061/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.347]
Epoch 0: 57%|█████▋ | 1061/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.268]
Epoch 0: 57%|█████▋ | 1062/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.268]
Epoch 0: 57%|█████▋ | 1062/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.616]
Epoch 0: 57%|█████▋ | 1063/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.616]
Epoch 0: 57%|█████▋ | 1063/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.222]
Epoch 0: 57%|█████▋ | 1064/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.222]
Epoch 0: 57%|█████▋ | 1064/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.407]
Epoch 0: 57%|█████▋ | 1065/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.407]
Epoch 0: 57%|█████▋ | 1065/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.270]
Epoch 0: 57%|█████▋ | 1066/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.270]
Epoch 0: 57%|█████▋ | 1066/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.368]
Epoch 0: 57%|█████▋ | 1067/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.368]
Epoch 0: 57%|█████▋ | 1067/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.446]
Epoch 0: 57%|█████▋ | 1068/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.446]
Epoch 0: 57%|█████▋ | 1068/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.308]
Epoch 0: 57%|█████▋ | 1069/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.308]
Epoch 0: 57%|█████▋ | 1069/1875 [00:08<00:06, 118.83it/s, v_num=13, train_loss=0.357]
Epoch 0: 57%|█████▋ | 1070/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.357]
Epoch 0: 57%|█████▋ | 1070/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.494]
Epoch 0: 57%|█████▋ | 1071/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.494]
Epoch 0: 57%|█████▋ | 1071/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.796]
Epoch 0: 57%|█████▋ | 1072/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.796]
Epoch 0: 57%|█████▋ | 1072/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.522]
Epoch 0: 57%|█████▋ | 1073/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.522]
Epoch 0: 57%|█████▋ | 1073/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.522]
Epoch 0: 57%|█████▋ | 1074/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.522]
Epoch 0: 57%|█████▋ | 1074/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.572]
Epoch 0: 57%|█████▋ | 1075/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.572]
Epoch 0: 57%|█████▋ | 1075/1875 [00:09<00:06, 118.83it/s, v_num=13, train_loss=0.512]
Epoch 0: 57%|█████▋ | 1076/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.512]
Epoch 0: 57%|█████▋ | 1076/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.435]
Epoch 0: 57%|█████▋ | 1077/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.435]
Epoch 0: 57%|█████▋ | 1077/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.350]
Epoch 0: 57%|█████▋ | 1078/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.350]
Epoch 0: 57%|█████▋ | 1078/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.238]
Epoch 0: 58%|█████▊ | 1079/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.238]
Epoch 0: 58%|█████▊ | 1079/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.478]
Epoch 0: 58%|█████▊ | 1080/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.478]
Epoch 0: 58%|█████▊ | 1080/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.262]
Epoch 0: 58%|█████▊ | 1081/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.262]
Epoch 0: 58%|█████▊ | 1081/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.261]
Epoch 0: 58%|█████▊ | 1082/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.261]
Epoch 0: 58%|█████▊ | 1082/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1083/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1083/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.213]
Epoch 0: 58%|█████▊ | 1084/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.213]
Epoch 0: 58%|█████▊ | 1084/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.540]
Epoch 0: 58%|█████▊ | 1085/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.540]
Epoch 0: 58%|█████▊ | 1085/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.343]
Epoch 0: 58%|█████▊ | 1086/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.343]
Epoch 0: 58%|█████▊ | 1086/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1087/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.363]
Epoch 0: 58%|█████▊ | 1087/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.328]
Epoch 0: 58%|█████▊ | 1088/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.328]
Epoch 0: 58%|█████▊ | 1088/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.488]
Epoch 0: 58%|█████▊ | 1089/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.488]
Epoch 0: 58%|█████▊ | 1089/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.319]
Epoch 0: 58%|█████▊ | 1090/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.319]
Epoch 0: 58%|█████▊ | 1090/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.651]
Epoch 0: 58%|█████▊ | 1091/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.651]
Epoch 0: 58%|█████▊ | 1091/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.263]
Epoch 0: 58%|█████▊ | 1092/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.263]
Epoch 0: 58%|█████▊ | 1092/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.316]
Epoch 0: 58%|█████▊ | 1093/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.316]
Epoch 0: 58%|█████▊ | 1093/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.356]
Epoch 0: 58%|█████▊ | 1094/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.356]
Epoch 0: 58%|█████▊ | 1094/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.358]
Epoch 0: 58%|█████▊ | 1095/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.358]
Epoch 0: 58%|█████▊ | 1095/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.170]
Epoch 0: 58%|█████▊ | 1096/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.170]
Epoch 0: 58%|█████▊ | 1096/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.328]
Epoch 0: 59%|█████▊ | 1097/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.328]
Epoch 0: 59%|█████▊ | 1097/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.385]
Epoch 0: 59%|█████▊ | 1098/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.385]
Epoch 0: 59%|█████▊ | 1098/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.329]
Epoch 0: 59%|█████▊ | 1099/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.329]
Epoch 0: 59%|█████▊ | 1099/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.289]
Epoch 0: 59%|█████▊ | 1100/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.289]
Epoch 0: 59%|█████▊ | 1100/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.376]
Epoch 0: 59%|█████▊ | 1101/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.376]
Epoch 0: 59%|█████▊ | 1101/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.202]
Epoch 0: 59%|█████▉ | 1102/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.202]
Epoch 0: 59%|█████▉ | 1102/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.235]
Epoch 0: 59%|█████▉ | 1103/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.235]
Epoch 0: 59%|█████▉ | 1103/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.452]
Epoch 0: 59%|█████▉ | 1104/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.452]
Epoch 0: 59%|█████▉ | 1104/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.231]
Epoch 0: 59%|█████▉ | 1105/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.231]
Epoch 0: 59%|█████▉ | 1105/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.272]
Epoch 0: 59%|█████▉ | 1106/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.272]
Epoch 0: 59%|█████▉ | 1106/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.400]
Epoch 0: 59%|█████▉ | 1107/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.400]
Epoch 0: 59%|█████▉ | 1107/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.659]
Epoch 0: 59%|█████▉ | 1108/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.659]
Epoch 0: 59%|█████▉ | 1108/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.582]
Epoch 0: 59%|█████▉ | 1109/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.582]
Epoch 0: 59%|█████▉ | 1109/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.269]
Epoch 0: 59%|█████▉ | 1110/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.269]
Epoch 0: 59%|█████▉ | 1110/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.256]
Epoch 0: 59%|█████▉ | 1111/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.256]
Epoch 0: 59%|█████▉ | 1111/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.262]
Epoch 0: 59%|█████▉ | 1112/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.262]
Epoch 0: 59%|█████▉ | 1112/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.598]
Epoch 0: 59%|█████▉ | 1113/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.598]
Epoch 0: 59%|█████▉ | 1113/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.489]
Epoch 0: 59%|█████▉ | 1114/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.489]
Epoch 0: 59%|█████▉ | 1114/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.324]
Epoch 0: 59%|█████▉ | 1115/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.324]
Epoch 0: 59%|█████▉ | 1115/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.380]
Epoch 0: 60%|█████▉ | 1116/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.380]
Epoch 0: 60%|█████▉ | 1116/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.183]
Epoch 0: 60%|█████▉ | 1117/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.183]
Epoch 0: 60%|█████▉ | 1117/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.507]
Epoch 0: 60%|█████▉ | 1118/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.507]
Epoch 0: 60%|█████▉ | 1118/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.437]
Epoch 0: 60%|█████▉ | 1119/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.437]
Epoch 0: 60%|█████▉ | 1119/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.200]
Epoch 0: 60%|█████▉ | 1120/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.200]
Epoch 0: 60%|█████▉ | 1120/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.463]
Epoch 0: 60%|█████▉ | 1121/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.463]
Epoch 0: 60%|█████▉ | 1121/1875 [00:09<00:06, 118.84it/s, v_num=13, train_loss=0.348]
Epoch 0: 60%|█████▉ | 1122/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.348]
Epoch 0: 60%|█████▉ | 1122/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.279]
Epoch 0: 60%|█████▉ | 1123/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.279]
Epoch 0: 60%|█████▉ | 1123/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.203]
Epoch 0: 60%|█████▉ | 1124/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.203]
Epoch 0: 60%|█████▉ | 1124/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.348]
Epoch 0: 60%|██████ | 1125/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.348]
Epoch 0: 60%|██████ | 1125/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.456]
Epoch 0: 60%|██████ | 1126/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.456]
Epoch 0: 60%|██████ | 1126/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.424]
Epoch 0: 60%|██████ | 1127/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.424]
Epoch 0: 60%|██████ | 1127/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.514]
Epoch 0: 60%|██████ | 1128/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.514]
Epoch 0: 60%|██████ | 1128/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.426]
Epoch 0: 60%|██████ | 1129/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.426]
Epoch 0: 60%|██████ | 1129/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.270]
Epoch 0: 60%|██████ | 1130/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.270]
Epoch 0: 60%|██████ | 1130/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.208]
Epoch 0: 60%|██████ | 1131/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.208]
Epoch 0: 60%|██████ | 1131/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.480]
Epoch 0: 60%|██████ | 1132/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.480]
Epoch 0: 60%|██████ | 1132/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.548]
Epoch 0: 60%|██████ | 1133/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.548]
Epoch 0: 60%|██████ | 1133/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.571]
Epoch 0: 60%|██████ | 1134/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.571]
Epoch 0: 60%|██████ | 1134/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.359]
Epoch 0: 61%|██████ | 1135/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.359]
Epoch 0: 61%|██████ | 1135/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.389]
Epoch 0: 61%|██████ | 1136/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.389]
Epoch 0: 61%|██████ | 1136/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.458]
Epoch 0: 61%|██████ | 1137/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.458]
Epoch 0: 61%|██████ | 1137/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.250]
Epoch 0: 61%|██████ | 1138/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.250]
Epoch 0: 61%|██████ | 1138/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.301]
Epoch 0: 61%|██████ | 1139/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.301]
Epoch 0: 61%|██████ | 1139/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.397]
Epoch 0: 61%|██████ | 1140/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.397]
Epoch 0: 61%|██████ | 1140/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.467]
Epoch 0: 61%|██████ | 1141/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.467]
Epoch 0: 61%|██████ | 1141/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.269]
Epoch 0: 61%|██████ | 1142/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.269]
Epoch 0: 61%|██████ | 1142/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.247]
Epoch 0: 61%|██████ | 1143/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.247]
Epoch 0: 61%|██████ | 1143/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.326]
Epoch 0: 61%|██████ | 1144/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.326]
Epoch 0: 61%|██████ | 1144/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.233]
Epoch 0: 61%|██████ | 1145/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.233]
Epoch 0: 61%|██████ | 1145/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.287]
Epoch 0: 61%|██████ | 1146/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.287]
Epoch 0: 61%|██████ | 1146/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.540]
Epoch 0: 61%|██████ | 1147/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.540]
Epoch 0: 61%|██████ | 1147/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.491]
Epoch 0: 61%|██████ | 1148/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.491]
Epoch 0: 61%|██████ | 1148/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.318]
Epoch 0: 61%|██████▏ | 1149/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.318]
Epoch 0: 61%|██████▏ | 1149/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.254]
Epoch 0: 61%|██████▏ | 1150/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.254]
Epoch 0: 61%|██████▏ | 1150/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.446]
Epoch 0: 61%|██████▏ | 1151/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.446]
Epoch 0: 61%|██████▏ | 1151/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.649]
Epoch 0: 61%|██████▏ | 1152/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.649]
Epoch 0: 61%|██████▏ | 1152/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.573]
Epoch 0: 61%|██████▏ | 1153/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.573]
Epoch 0: 61%|██████▏ | 1153/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.386]
Epoch 0: 62%|██████▏ | 1154/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.386]
Epoch 0: 62%|██████▏ | 1154/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.596]
Epoch 0: 62%|██████▏ | 1155/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.596]
Epoch 0: 62%|██████▏ | 1155/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.233]
Epoch 0: 62%|██████▏ | 1156/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.233]
Epoch 0: 62%|██████▏ | 1156/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.251]
Epoch 0: 62%|██████▏ | 1157/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.251]
Epoch 0: 62%|██████▏ | 1157/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.128]
Epoch 0: 62%|██████▏ | 1158/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.128]
Epoch 0: 62%|██████▏ | 1158/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.164]
Epoch 0: 62%|██████▏ | 1159/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.164]
Epoch 0: 62%|██████▏ | 1159/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.333]
Epoch 0: 62%|██████▏ | 1160/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.333]
Epoch 0: 62%|██████▏ | 1160/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.218]
Epoch 0: 62%|██████▏ | 1161/1875 [00:09<00:06, 118.86it/s, v_num=13, train_loss=0.218]
Epoch 0: 62%|██████▏ | 1161/1875 [00:09<00:06, 118.85it/s, v_num=13, train_loss=0.343]
Epoch 0: 62%|██████▏ | 1162/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.343]
Epoch 0: 62%|██████▏ | 1162/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.377]
Epoch 0: 62%|██████▏ | 1163/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.377]
Epoch 0: 62%|██████▏ | 1163/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.345]
Epoch 0: 62%|██████▏ | 1164/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.345]
Epoch 0: 62%|██████▏ | 1164/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.392]
Epoch 0: 62%|██████▏ | 1165/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.392]
Epoch 0: 62%|██████▏ | 1165/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.656]
Epoch 0: 62%|██████▏ | 1166/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.656]
Epoch 0: 62%|██████▏ | 1166/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.431]
Epoch 0: 62%|██████▏ | 1167/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.431]
Epoch 0: 62%|██████▏ | 1167/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.351]
Epoch 0: 62%|██████▏ | 1168/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.351]
Epoch 0: 62%|██████▏ | 1168/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.220]
Epoch 0: 62%|██████▏ | 1169/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.220]
Epoch 0: 62%|██████▏ | 1169/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.559]
Epoch 0: 62%|██████▏ | 1170/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.559]
Epoch 0: 62%|██████▏ | 1170/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.464]
Epoch 0: 62%|██████▏ | 1171/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.464]
Epoch 0: 62%|██████▏ | 1171/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.264]
Epoch 0: 63%|██████▎ | 1172/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.264]
Epoch 0: 63%|██████▎ | 1172/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.262]
Epoch 0: 63%|██████▎ | 1173/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.262]
Epoch 0: 63%|██████▎ | 1173/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.249]
Epoch 0: 63%|██████▎ | 1174/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.249]
Epoch 0: 63%|██████▎ | 1174/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.286]
Epoch 0: 63%|██████▎ | 1175/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.286]
Epoch 0: 63%|██████▎ | 1175/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.248]
Epoch 0: 63%|██████▎ | 1176/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.248]
Epoch 0: 63%|██████▎ | 1176/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.546]
Epoch 0: 63%|██████▎ | 1177/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.546]
Epoch 0: 63%|██████▎ | 1177/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.595]
Epoch 0: 63%|██████▎ | 1178/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.595]
Epoch 0: 63%|██████▎ | 1178/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.638]
Epoch 0: 63%|██████▎ | 1179/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.638]
Epoch 0: 63%|██████▎ | 1179/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.316]
Epoch 0: 63%|██████▎ | 1180/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.316]
Epoch 0: 63%|██████▎ | 1180/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.336]
Epoch 0: 63%|██████▎ | 1181/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.336]
Epoch 0: 63%|██████▎ | 1181/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.329]
Epoch 0: 63%|██████▎ | 1182/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.329]
Epoch 0: 63%|██████▎ | 1182/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.487]
Epoch 0: 63%|██████▎ | 1183/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.487]
Epoch 0: 63%|██████▎ | 1183/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.389]
Epoch 0: 63%|██████▎ | 1184/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.389]
Epoch 0: 63%|██████▎ | 1184/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.268]
Epoch 0: 63%|██████▎ | 1185/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.268]
Epoch 0: 63%|██████▎ | 1185/1875 [00:09<00:05, 118.86it/s, v_num=13, train_loss=0.270]
Epoch 0: 63%|██████▎ | 1186/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.270]
Epoch 0: 63%|██████▎ | 1186/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.168]
Epoch 0: 63%|██████▎ | 1187/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.168]
Epoch 0: 63%|██████▎ | 1187/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.395]
Epoch 0: 63%|██████▎ | 1188/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.395]
Epoch 0: 63%|██████▎ | 1188/1875 [00:09<00:05, 118.87it/s, v_num=13, train_loss=0.234]
Epoch 0: 63%|██████▎ | 1189/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.234]
Epoch 0: 63%|██████▎ | 1189/1875 [00:10<00:05, 118.86it/s, v_num=13, train_loss=0.466]
Epoch 0: 63%|██████▎ | 1190/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.466]
Epoch 0: 63%|██████▎ | 1190/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.629]
Epoch 0: 64%|██████▎ | 1191/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.629]
Epoch 0: 64%|██████▎ | 1191/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.340]
Epoch 0: 64%|██████▎ | 1192/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.340]
Epoch 0: 64%|██████▎ | 1192/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.303]
Epoch 0: 64%|██████▎ | 1193/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.303]
Epoch 0: 64%|██████▎ | 1193/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.376]
Epoch 0: 64%|██████▎ | 1194/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.376]
Epoch 0: 64%|██████▎ | 1194/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.473]
Epoch 0: 64%|██████▎ | 1195/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.473]
Epoch 0: 64%|██████▎ | 1195/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.294]
Epoch 0: 64%|██████▍ | 1196/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.294]
Epoch 0: 64%|██████▍ | 1196/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.607]
Epoch 0: 64%|██████▍ | 1197/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.607]
Epoch 0: 64%|██████▍ | 1197/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.148]
Epoch 0: 64%|██████▍ | 1198/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.148]
Epoch 0: 64%|██████▍ | 1198/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.293]
Epoch 0: 64%|██████▍ | 1199/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.293]
Epoch 0: 64%|██████▍ | 1199/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.373]
Epoch 0: 64%|██████▍ | 1200/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.373]
Epoch 0: 64%|██████▍ | 1200/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.393]
Epoch 0: 64%|██████▍ | 1201/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.393]
Epoch 0: 64%|██████▍ | 1201/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.278]
Epoch 0: 64%|██████▍ | 1202/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.278]
Epoch 0: 64%|██████▍ | 1202/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.355]
Epoch 0: 64%|██████▍ | 1203/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.355]
Epoch 0: 64%|██████▍ | 1203/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.333]
Epoch 0: 64%|██████▍ | 1204/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.333]
Epoch 0: 64%|██████▍ | 1204/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.488]
Epoch 0: 64%|██████▍ | 1205/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.488]
Epoch 0: 64%|██████▍ | 1205/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.281]
Epoch 0: 64%|██████▍ | 1206/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.281]
Epoch 0: 64%|██████▍ | 1206/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.491]
Epoch 0: 64%|██████▍ | 1207/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.491]
Epoch 0: 64%|██████▍ | 1207/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.427]
Epoch 0: 64%|██████▍ | 1208/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.427]
Epoch 0: 64%|██████▍ | 1208/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.691]
Epoch 0: 64%|██████▍ | 1209/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.691]
Epoch 0: 64%|██████▍ | 1209/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.331]
Epoch 0: 65%|██████▍ | 1210/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.331]
Epoch 0: 65%|██████▍ | 1210/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.219]
Epoch 0: 65%|██████▍ | 1211/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.219]
Epoch 0: 65%|██████▍ | 1211/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.389]
Epoch 0: 65%|██████▍ | 1212/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.389]
Epoch 0: 65%|██████▍ | 1212/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.316]
Epoch 0: 65%|██████▍ | 1213/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.316]
Epoch 0: 65%|██████▍ | 1213/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.432]
Epoch 0: 65%|██████▍ | 1214/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.432]
Epoch 0: 65%|██████▍ | 1214/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.329]
Epoch 0: 65%|██████▍ | 1215/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.329]
Epoch 0: 65%|██████▍ | 1215/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.306]
Epoch 0: 65%|██████▍ | 1216/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.306]
Epoch 0: 65%|██████▍ | 1216/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.460]
Epoch 0: 65%|██████▍ | 1217/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.460]
Epoch 0: 65%|██████▍ | 1217/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.354]
Epoch 0: 65%|██████▍ | 1218/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.354]
Epoch 0: 65%|██████▍ | 1218/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.237]
Epoch 0: 65%|██████▌ | 1219/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.237]
Epoch 0: 65%|██████▌ | 1219/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.249]
Epoch 0: 65%|██████▌ | 1220/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.249]
Epoch 0: 65%|██████▌ | 1220/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.169]
Epoch 0: 65%|██████▌ | 1221/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.169]
Epoch 0: 65%|██████▌ | 1221/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.446]
Epoch 0: 65%|██████▌ | 1222/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.446]
Epoch 0: 65%|██████▌ | 1222/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.233]
Epoch 0: 65%|██████▌ | 1223/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.233]
Epoch 0: 65%|██████▌ | 1223/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.245]
Epoch 0: 65%|██████▌ | 1224/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.245]
Epoch 0: 65%|██████▌ | 1224/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.492]
Epoch 0: 65%|██████▌ | 1225/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.492]
Epoch 0: 65%|██████▌ | 1225/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.284]
Epoch 0: 65%|██████▌ | 1226/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.284]
Epoch 0: 65%|██████▌ | 1226/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.323]
Epoch 0: 65%|██████▌ | 1227/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.323]
Epoch 0: 65%|██████▌ | 1227/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.289]
Epoch 0: 65%|██████▌ | 1228/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.289]
Epoch 0: 65%|██████▌ | 1228/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.289]
Epoch 0: 66%|██████▌ | 1229/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.289]
Epoch 0: 66%|██████▌ | 1229/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.628]
Epoch 0: 66%|██████▌ | 1230/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.628]
Epoch 0: 66%|██████▌ | 1230/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.336]
Epoch 0: 66%|██████▌ | 1231/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.336]
Epoch 0: 66%|██████▌ | 1231/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.433]
Epoch 0: 66%|██████▌ | 1232/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.433]
Epoch 0: 66%|██████▌ | 1232/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.282]
Epoch 0: 66%|██████▌ | 1233/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.282]
Epoch 0: 66%|██████▌ | 1233/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.388]
Epoch 0: 66%|██████▌ | 1234/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.388]
Epoch 0: 66%|██████▌ | 1234/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.255]
Epoch 0: 66%|██████▌ | 1235/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.255]
Epoch 0: 66%|██████▌ | 1235/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.275]
Epoch 0: 66%|██████▌ | 1236/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.275]
Epoch 0: 66%|██████▌ | 1236/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.290]
Epoch 0: 66%|██████▌ | 1237/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.290]
Epoch 0: 66%|██████▌ | 1237/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.667]
Epoch 0: 66%|██████▌ | 1238/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.667]
Epoch 0: 66%|██████▌ | 1238/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.436]
Epoch 0: 66%|██████▌ | 1239/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.436]
Epoch 0: 66%|██████▌ | 1239/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.215]
Epoch 0: 66%|██████▌ | 1240/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.215]
Epoch 0: 66%|██████▌ | 1240/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.360]
Epoch 0: 66%|██████▌ | 1241/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.360]
Epoch 0: 66%|██████▌ | 1241/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.576]
Epoch 0: 66%|██████▌ | 1242/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.576]
Epoch 0: 66%|██████▌ | 1242/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.321]
Epoch 0: 66%|██████▋ | 1243/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.321]
Epoch 0: 66%|██████▋ | 1243/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.256]
Epoch 0: 66%|██████▋ | 1244/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.256]
Epoch 0: 66%|██████▋ | 1244/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.305]
Epoch 0: 66%|██████▋ | 1245/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.305]
Epoch 0: 66%|██████▋ | 1245/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.248]
Epoch 0: 66%|██████▋ | 1246/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.248]
Epoch 0: 66%|██████▋ | 1246/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.317]
Epoch 0: 67%|██████▋ | 1247/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.317]
Epoch 0: 67%|██████▋ | 1247/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.218]
Epoch 0: 67%|██████▋ | 1248/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.218]
Epoch 0: 67%|██████▋ | 1248/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.346]
Epoch 0: 67%|██████▋ | 1249/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.346]
Epoch 0: 67%|██████▋ | 1249/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.635]
Epoch 0: 67%|██████▋ | 1250/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.635]
Epoch 0: 67%|██████▋ | 1250/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.191]
Epoch 0: 67%|██████▋ | 1251/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.191]
Epoch 0: 67%|██████▋ | 1251/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.277]
Epoch 0: 67%|██████▋ | 1252/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.277]
Epoch 0: 67%|██████▋ | 1252/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.357]
Epoch 0: 67%|██████▋ | 1253/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.357]
Epoch 0: 67%|██████▋ | 1253/1875 [00:10<00:05, 118.87it/s, v_num=13, train_loss=0.484]
Epoch 0: 67%|██████▋ | 1254/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.484]
Epoch 0: 67%|██████▋ | 1254/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.271]
Epoch 0: 67%|██████▋ | 1255/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.271]
Epoch 0: 67%|██████▋ | 1255/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.293]
Epoch 0: 67%|██████▋ | 1256/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.293]
Epoch 0: 67%|██████▋ | 1256/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.719]
Epoch 0: 67%|██████▋ | 1257/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.719]
Epoch 0: 67%|██████▋ | 1257/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.512]
Epoch 0: 67%|██████▋ | 1258/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.512]
Epoch 0: 67%|██████▋ | 1258/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.611]
Epoch 0: 67%|██████▋ | 1259/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.611]
Epoch 0: 67%|██████▋ | 1259/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.207]
Epoch 0: 67%|██████▋ | 1260/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.207]
Epoch 0: 67%|██████▋ | 1260/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.333]
Epoch 0: 67%|██████▋ | 1261/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.333]
Epoch 0: 67%|██████▋ | 1261/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.806]
Epoch 0: 67%|██████▋ | 1262/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.806]
Epoch 0: 67%|██████▋ | 1262/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.215]
Epoch 0: 67%|██████▋ | 1263/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.215]
Epoch 0: 67%|██████▋ | 1263/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.264]
Epoch 0: 67%|██████▋ | 1264/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.264]
Epoch 0: 67%|██████▋ | 1264/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.357]
Epoch 0: 67%|██████▋ | 1265/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.357]
Epoch 0: 67%|██████▋ | 1265/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.353]
Epoch 0: 68%|██████▊ | 1266/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.353]
Epoch 0: 68%|██████▊ | 1266/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.121]
Epoch 0: 68%|██████▊ | 1267/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.121]
Epoch 0: 68%|██████▊ | 1267/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.293]
Epoch 0: 68%|██████▊ | 1268/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.293]
Epoch 0: 68%|██████▊ | 1268/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.395]
Epoch 0: 68%|██████▊ | 1269/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.395]
Epoch 0: 68%|██████▊ | 1269/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.483]
Epoch 0: 68%|██████▊ | 1270/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.483]
Epoch 0: 68%|██████▊ | 1270/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.625]
Epoch 0: 68%|██████▊ | 1271/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.625]
Epoch 0: 68%|██████▊ | 1271/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.579]
Epoch 0: 68%|██████▊ | 1272/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.579]
Epoch 0: 68%|██████▊ | 1272/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.190]
Epoch 0: 68%|██████▊ | 1273/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.190]
Epoch 0: 68%|██████▊ | 1273/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.379]
Epoch 0: 68%|██████▊ | 1274/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.379]
Epoch 0: 68%|██████▊ | 1274/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.403]
Epoch 0: 68%|██████▊ | 1275/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.403]
Epoch 0: 68%|██████▊ | 1275/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.140]
Epoch 0: 68%|██████▊ | 1276/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.140]
Epoch 0: 68%|██████▊ | 1276/1875 [00:10<00:05, 118.88it/s, v_num=13, train_loss=0.122]
Epoch 0: 68%|██████▊ | 1277/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.122]
Epoch 0: 68%|██████▊ | 1277/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.334]
Epoch 0: 68%|██████▊ | 1278/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.334]
Epoch 0: 68%|██████▊ | 1278/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.362]
Epoch 0: 68%|██████▊ | 1279/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.362]
Epoch 0: 68%|██████▊ | 1279/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.270]
Epoch 0: 68%|██████▊ | 1280/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.270]
Epoch 0: 68%|██████▊ | 1280/1875 [00:10<00:05, 118.89it/s, v_num=13, train_loss=0.318]
Epoch 0: 68%|██████▊ | 1281/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.318]
Epoch 0: 68%|██████▊ | 1281/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.501]
Epoch 0: 68%|██████▊ | 1282/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.501]
Epoch 0: 68%|██████▊ | 1282/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.314]
Epoch 0: 68%|██████▊ | 1283/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.314]
Epoch 0: 68%|██████▊ | 1283/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.649]
Epoch 0: 68%|██████▊ | 1284/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.649]
Epoch 0: 68%|██████▊ | 1284/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.316]
Epoch 0: 69%|██████▊ | 1285/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.316]
Epoch 0: 69%|██████▊ | 1285/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.373]
Epoch 0: 69%|██████▊ | 1286/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.373]
Epoch 0: 69%|██████▊ | 1286/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.235]
Epoch 0: 69%|██████▊ | 1287/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.235]
Epoch 0: 69%|██████▊ | 1287/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.197]
Epoch 0: 69%|██████▊ | 1288/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.197]
Epoch 0: 69%|██████▊ | 1288/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.417]
Epoch 0: 69%|██████▊ | 1289/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.417]
Epoch 0: 69%|██████▊ | 1289/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.296]
Epoch 0: 69%|██████▉ | 1290/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.296]
Epoch 0: 69%|██████▉ | 1290/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.223]
Epoch 0: 69%|██████▉ | 1291/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.223]
Epoch 0: 69%|██████▉ | 1291/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.332]
Epoch 0: 69%|██████▉ | 1292/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.332]
Epoch 0: 69%|██████▉ | 1292/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.681]
Epoch 0: 69%|██████▉ | 1293/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.681]
Epoch 0: 69%|██████▉ | 1293/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.565]
Epoch 0: 69%|██████▉ | 1294/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.565]
Epoch 0: 69%|██████▉ | 1294/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.148]
Epoch 0: 69%|██████▉ | 1295/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.148]
Epoch 0: 69%|██████▉ | 1295/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.270]
Epoch 0: 69%|██████▉ | 1296/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.270]
Epoch 0: 69%|██████▉ | 1296/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.517]
Epoch 0: 69%|██████▉ | 1297/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.517]
Epoch 0: 69%|██████▉ | 1297/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.193]
Epoch 0: 69%|██████▉ | 1298/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.193]
Epoch 0: 69%|██████▉ | 1298/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.0971]
Epoch 0: 69%|██████▉ | 1299/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.0971]
Epoch 0: 69%|██████▉ | 1299/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.235]
Epoch 0: 69%|██████▉ | 1300/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.235]
Epoch 0: 69%|██████▉ | 1300/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.447]
Epoch 0: 69%|██████▉ | 1301/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.447]
Epoch 0: 69%|██████▉ | 1301/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.285]
Epoch 0: 69%|██████▉ | 1302/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.285]
Epoch 0: 69%|██████▉ | 1302/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.733]
Epoch 0: 69%|██████▉ | 1303/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.733]
Epoch 0: 69%|██████▉ | 1303/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.328]
Epoch 0: 70%|██████▉ | 1304/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.328]
Epoch 0: 70%|██████▉ | 1304/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.337]
Epoch 0: 70%|██████▉ | 1305/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.337]
Epoch 0: 70%|██████▉ | 1305/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.180]
Epoch 0: 70%|██████▉ | 1306/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.180]
Epoch 0: 70%|██████▉ | 1306/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.282]
Epoch 0: 70%|██████▉ | 1307/1875 [00:10<00:04, 118.90it/s, v_num=13, train_loss=0.282]
Epoch 0: 70%|██████▉ | 1307/1875 [00:10<00:04, 118.89it/s, v_num=13, train_loss=0.336]
Epoch 0: 70%|██████▉ | 1308/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.336]
Epoch 0: 70%|██████▉ | 1308/1875 [00:11<00:04, 118.89it/s, v_num=13, train_loss=0.264]
Epoch 0: 70%|██████▉ | 1309/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.264]
Epoch 0: 70%|██████▉ | 1309/1875 [00:11<00:04, 118.89it/s, v_num=13, train_loss=0.178]
Epoch 0: 70%|██████▉ | 1310/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.178]
Epoch 0: 70%|██████▉ | 1310/1875 [00:11<00:04, 118.89it/s, v_num=13, train_loss=0.391]
Epoch 0: 70%|██████▉ | 1311/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.391]
Epoch 0: 70%|██████▉ | 1311/1875 [00:11<00:04, 118.89it/s, v_num=13, train_loss=0.436]
Epoch 0: 70%|██████▉ | 1312/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.436]
Epoch 0: 70%|██████▉ | 1312/1875 [00:11<00:04, 118.89it/s, v_num=13, train_loss=0.265]
Epoch 0: 70%|███████ | 1313/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.265]
Epoch 0: 70%|███████ | 1313/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.428]
Epoch 0: 70%|███████ | 1314/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.428]
Epoch 0: 70%|███████ | 1314/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.204]
Epoch 0: 70%|███████ | 1315/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.204]
Epoch 0: 70%|███████ | 1315/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.231]
Epoch 0: 70%|███████ | 1316/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.231]
Epoch 0: 70%|███████ | 1316/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.409]
Epoch 0: 70%|███████ | 1317/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.409]
Epoch 0: 70%|███████ | 1317/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.167]
Epoch 0: 70%|███████ | 1318/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.167]
Epoch 0: 70%|███████ | 1318/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.243]
Epoch 0: 70%|███████ | 1319/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.243]
Epoch 0: 70%|███████ | 1319/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.321]
Epoch 0: 70%|███████ | 1320/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.321]
Epoch 0: 70%|███████ | 1320/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.357]
Epoch 0: 70%|███████ | 1321/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.357]
Epoch 0: 70%|███████ | 1321/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.482]
Epoch 0: 71%|███████ | 1322/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.482]
Epoch 0: 71%|███████ | 1322/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.258]
Epoch 0: 71%|███████ | 1323/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.258]
Epoch 0: 71%|███████ | 1323/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.199]
Epoch 0: 71%|███████ | 1324/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.199]
Epoch 0: 71%|███████ | 1324/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.214]
Epoch 0: 71%|███████ | 1325/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.214]
Epoch 0: 71%|███████ | 1325/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.585]
Epoch 0: 71%|███████ | 1326/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.585]
Epoch 0: 71%|███████ | 1326/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.420]
Epoch 0: 71%|███████ | 1327/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.420]
Epoch 0: 71%|███████ | 1327/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.386]
Epoch 0: 71%|███████ | 1328/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.386]
Epoch 0: 71%|███████ | 1328/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.370]
Epoch 0: 71%|███████ | 1329/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.370]
Epoch 0: 71%|███████ | 1329/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.428]
Epoch 0: 71%|███████ | 1330/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.428]
Epoch 0: 71%|███████ | 1330/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.320]
Epoch 0: 71%|███████ | 1331/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.320]
Epoch 0: 71%|███████ | 1331/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.292]
Epoch 0: 71%|███████ | 1332/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.292]
Epoch 0: 71%|███████ | 1332/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.535]
Epoch 0: 71%|███████ | 1333/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.535]
Epoch 0: 71%|███████ | 1333/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.280]
Epoch 0: 71%|███████ | 1334/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.280]
Epoch 0: 71%|███████ | 1334/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.287]
Epoch 0: 71%|███████ | 1335/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.287]
Epoch 0: 71%|███████ | 1335/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.570]
Epoch 0: 71%|███████▏ | 1336/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.570]
Epoch 0: 71%|███████▏ | 1336/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.198]
Epoch 0: 71%|███████▏ | 1337/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.198]
Epoch 0: 71%|███████▏ | 1337/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.188]
Epoch 0: 71%|███████▏ | 1338/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.188]
Epoch 0: 71%|███████▏ | 1338/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.227]
Epoch 0: 71%|███████▏ | 1339/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.227]
Epoch 0: 71%|███████▏ | 1339/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.305]
Epoch 0: 71%|███████▏ | 1340/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.305]
Epoch 0: 71%|███████▏ | 1340/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.237]
Epoch 0: 72%|███████▏ | 1341/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.237]
Epoch 0: 72%|███████▏ | 1341/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.336]
Epoch 0: 72%|███████▏ | 1342/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.336]
Epoch 0: 72%|███████▏ | 1342/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.493]
Epoch 0: 72%|███████▏ | 1343/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.493]
Epoch 0: 72%|███████▏ | 1343/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.236]
Epoch 0: 72%|███████▏ | 1344/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.236]
Epoch 0: 72%|███████▏ | 1344/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.358]
Epoch 0: 72%|███████▏ | 1345/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.358]
Epoch 0: 72%|███████▏ | 1345/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.405]
Epoch 0: 72%|███████▏ | 1346/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.405]
Epoch 0: 72%|███████▏ | 1346/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.252]
Epoch 0: 72%|███████▏ | 1347/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.252]
Epoch 0: 72%|███████▏ | 1347/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.204]
Epoch 0: 72%|███████▏ | 1348/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.204]
Epoch 0: 72%|███████▏ | 1348/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.209]
Epoch 0: 72%|███████▏ | 1349/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.209]
Epoch 0: 72%|███████▏ | 1349/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.178]
Epoch 0: 72%|███████▏ | 1350/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.178]
Epoch 0: 72%|███████▏ | 1350/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.529]
Epoch 0: 72%|███████▏ | 1351/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.529]
Epoch 0: 72%|███████▏ | 1351/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.202]
Epoch 0: 72%|███████▏ | 1352/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.202]
Epoch 0: 72%|███████▏ | 1352/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.393]
Epoch 0: 72%|███████▏ | 1353/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.393]
Epoch 0: 72%|███████▏ | 1353/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.704]
Epoch 0: 72%|███████▏ | 1354/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.704]
Epoch 0: 72%|███████▏ | 1354/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.195]
Epoch 0: 72%|███████▏ | 1355/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.195]
Epoch 0: 72%|███████▏ | 1355/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.290]
Epoch 0: 72%|███████▏ | 1356/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.290]
Epoch 0: 72%|███████▏ | 1356/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.310]
Epoch 0: 72%|███████▏ | 1357/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.310]
Epoch 0: 72%|███████▏ | 1357/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.495]
Epoch 0: 72%|███████▏ | 1358/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.495]
Epoch 0: 72%|███████▏ | 1358/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.346]
Epoch 0: 72%|███████▏ | 1359/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.346]
Epoch 0: 72%|███████▏ | 1359/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.327]
Epoch 0: 73%|███████▎ | 1360/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.327]
Epoch 0: 73%|███████▎ | 1360/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.0966]
Epoch 0: 73%|███████▎ | 1361/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.0966]
Epoch 0: 73%|███████▎ | 1361/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.159]
Epoch 0: 73%|███████▎ | 1362/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.159]
Epoch 0: 73%|███████▎ | 1362/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.377]
Epoch 0: 73%|███████▎ | 1363/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.377]
Epoch 0: 73%|███████▎ | 1363/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.497]
Epoch 0: 73%|███████▎ | 1364/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.497]
Epoch 0: 73%|███████▎ | 1364/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.552]
Epoch 0: 73%|███████▎ | 1365/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.552]
Epoch 0: 73%|███████▎ | 1365/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.696]
Epoch 0: 73%|███████▎ | 1366/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.696]
Epoch 0: 73%|███████▎ | 1366/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.427]
Epoch 0: 73%|███████▎ | 1367/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.427]
Epoch 0: 73%|███████▎ | 1367/1875 [00:11<00:04, 118.90it/s, v_num=13, train_loss=0.461]
Epoch 0: 73%|███████▎ | 1368/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.461]
Epoch 0: 73%|███████▎ | 1368/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.251]
Epoch 0: 73%|███████▎ | 1369/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.251]
Epoch 0: 73%|███████▎ | 1369/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.271]
Epoch 0: 73%|███████▎ | 1370/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.271]
Epoch 0: 73%|███████▎ | 1370/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.247]
Epoch 0: 73%|███████▎ | 1371/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.247]
Epoch 0: 73%|███████▎ | 1371/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.502]
Epoch 0: 73%|███████▎ | 1372/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.502]
Epoch 0: 73%|███████▎ | 1372/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.228]
Epoch 0: 73%|███████▎ | 1373/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.228]
Epoch 0: 73%|███████▎ | 1373/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.237]
Epoch 0: 73%|███████▎ | 1374/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.237]
Epoch 0: 73%|███████▎ | 1374/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.494]
Epoch 0: 73%|███████▎ | 1375/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.494]
Epoch 0: 73%|███████▎ | 1375/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.360]
Epoch 0: 73%|███████▎ | 1376/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.360]
Epoch 0: 73%|███████▎ | 1376/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.280]
Epoch 0: 73%|███████▎ | 1377/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.280]
Epoch 0: 73%|███████▎ | 1377/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.324]
Epoch 0: 73%|███████▎ | 1378/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.324]
Epoch 0: 73%|███████▎ | 1378/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.284]
Epoch 0: 74%|███████▎ | 1379/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.284]
Epoch 0: 74%|███████▎ | 1379/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.245]
Epoch 0: 74%|███████▎ | 1380/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.245]
Epoch 0: 74%|███████▎ | 1380/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.309]
Epoch 0: 74%|███████▎ | 1381/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.309]
Epoch 0: 74%|███████▎ | 1381/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.392]
Epoch 0: 74%|███████▎ | 1382/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.392]
Epoch 0: 74%|███████▎ | 1382/1875 [00:11<00:04, 118.91it/s, v_num=13, train_loss=0.350]
Epoch 0: 74%|███████▍ | 1383/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.350]
Epoch 0: 74%|███████▍ | 1383/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.328]
Epoch 0: 74%|███████▍ | 1384/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.328]
Epoch 0: 74%|███████▍ | 1384/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.547]
Epoch 0: 74%|███████▍ | 1385/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.547]
Epoch 0: 74%|███████▍ | 1385/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.391]
Epoch 0: 74%|███████▍ | 1386/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.391]
Epoch 0: 74%|███████▍ | 1386/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.421]
Epoch 0: 74%|███████▍ | 1387/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.421]
Epoch 0: 74%|███████▍ | 1387/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.214]
Epoch 0: 74%|███████▍ | 1388/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.214]
Epoch 0: 74%|███████▍ | 1388/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.236]
Epoch 0: 74%|███████▍ | 1389/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.236]
Epoch 0: 74%|███████▍ | 1389/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.234]
Epoch 0: 74%|███████▍ | 1390/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.234]
Epoch 0: 74%|███████▍ | 1390/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.360]
Epoch 0: 74%|███████▍ | 1391/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.360]
Epoch 0: 74%|███████▍ | 1391/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.177]
Epoch 0: 74%|███████▍ | 1392/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.177]
Epoch 0: 74%|███████▍ | 1392/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.263]
Epoch 0: 74%|███████▍ | 1393/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.263]
Epoch 0: 74%|███████▍ | 1393/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.326]
Epoch 0: 74%|███████▍ | 1394/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.326]
Epoch 0: 74%|███████▍ | 1394/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.275]
Epoch 0: 74%|███████▍ | 1395/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.275]
Epoch 0: 74%|███████▍ | 1395/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.168]
Epoch 0: 74%|███████▍ | 1396/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.168]
Epoch 0: 74%|███████▍ | 1396/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.193]
Epoch 0: 75%|███████▍ | 1397/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.193]
Epoch 0: 75%|███████▍ | 1397/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.236]
Epoch 0: 75%|███████▍ | 1398/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.236]
Epoch 0: 75%|███████▍ | 1398/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.283]
Epoch 0: 75%|███████▍ | 1399/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.283]
Epoch 0: 75%|███████▍ | 1399/1875 [00:11<00:04, 118.92it/s, v_num=13, train_loss=0.654]
Epoch 0: 75%|███████▍ | 1400/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.654]
Epoch 0: 75%|███████▍ | 1400/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.176]
Epoch 0: 75%|███████▍ | 1401/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.176]
Epoch 0: 75%|███████▍ | 1401/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.164]
Epoch 0: 75%|███████▍ | 1402/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.164]
Epoch 0: 75%|███████▍ | 1402/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.274]
Epoch 0: 75%|███████▍ | 1403/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.274]
Epoch 0: 75%|███████▍ | 1403/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.372]
Epoch 0: 75%|███████▍ | 1404/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.372]
Epoch 0: 75%|███████▍ | 1404/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.272]
Epoch 0: 75%|███████▍ | 1405/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.272]
Epoch 0: 75%|███████▍ | 1405/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.370]
Epoch 0: 75%|███████▍ | 1406/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.370]
Epoch 0: 75%|███████▍ | 1406/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.158]
Epoch 0: 75%|███████▌ | 1407/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.158]
Epoch 0: 75%|███████▌ | 1407/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.727]
Epoch 0: 75%|███████▌ | 1408/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.727]
Epoch 0: 75%|███████▌ | 1408/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.518]
Epoch 0: 75%|███████▌ | 1409/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.518]
Epoch 0: 75%|███████▌ | 1409/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.156]
Epoch 0: 75%|███████▌ | 1410/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.156]
Epoch 0: 75%|███████▌ | 1410/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.262]
Epoch 0: 75%|███████▌ | 1411/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.262]
Epoch 0: 75%|███████▌ | 1411/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.233]
Epoch 0: 75%|███████▌ | 1412/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.233]
Epoch 0: 75%|███████▌ | 1412/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.276]
Epoch 0: 75%|███████▌ | 1413/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.276]
Epoch 0: 75%|███████▌ | 1413/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.402]
Epoch 0: 75%|███████▌ | 1414/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.402]
Epoch 0: 75%|███████▌ | 1414/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.459]
Epoch 0: 75%|███████▌ | 1415/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.459]
Epoch 0: 75%|███████▌ | 1415/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.359]
Epoch 0: 76%|███████▌ | 1416/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.359]
Epoch 0: 76%|███████▌ | 1416/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.318]
Epoch 0: 76%|███████▌ | 1417/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.318]
Epoch 0: 76%|███████▌ | 1417/1875 [00:11<00:03, 118.92it/s, v_num=13, train_loss=0.377]
Epoch 0: 76%|███████▌ | 1418/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.377]
Epoch 0: 76%|███████▌ | 1418/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.263]
Epoch 0: 76%|███████▌ | 1419/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.263]
Epoch 0: 76%|███████▌ | 1419/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.523]
Epoch 0: 76%|███████▌ | 1420/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.523]
Epoch 0: 76%|███████▌ | 1420/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.357]
Epoch 0: 76%|███████▌ | 1421/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.357]
Epoch 0: 76%|███████▌ | 1421/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.372]
Epoch 0: 76%|███████▌ | 1422/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.372]
Epoch 0: 76%|███████▌ | 1422/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.084]
Epoch 0: 76%|███████▌ | 1423/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.084]
Epoch 0: 76%|███████▌ | 1423/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.376]
Epoch 0: 76%|███████▌ | 1424/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.376]
Epoch 0: 76%|███████▌ | 1424/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.591]
Epoch 0: 76%|███████▌ | 1425/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.591]
Epoch 0: 76%|███████▌ | 1425/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.307]
Epoch 0: 76%|███████▌ | 1426/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.307]
Epoch 0: 76%|███████▌ | 1426/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.370]
Epoch 0: 76%|███████▌ | 1427/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.370]
Epoch 0: 76%|███████▌ | 1427/1875 [00:11<00:03, 118.93it/s, v_num=13, train_loss=0.295]
Epoch 0: 76%|███████▌ | 1428/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.295]
Epoch 0: 76%|███████▌ | 1428/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.357]
Epoch 0: 76%|███████▌ | 1429/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.357]
Epoch 0: 76%|███████▌ | 1429/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.263]
Epoch 0: 76%|███████▋ | 1430/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.263]
Epoch 0: 76%|███████▋ | 1430/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.375]
Epoch 0: 76%|███████▋ | 1431/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.375]
Epoch 0: 76%|███████▋ | 1431/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.393]
Epoch 0: 76%|███████▋ | 1432/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.393]
Epoch 0: 76%|███████▋ | 1432/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.284]
Epoch 0: 76%|███████▋ | 1433/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.284]
Epoch 0: 76%|███████▋ | 1433/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.332]
Epoch 0: 76%|███████▋ | 1434/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.332]
Epoch 0: 76%|███████▋ | 1434/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.418]
Epoch 0: 77%|███████▋ | 1435/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.418]
Epoch 0: 77%|███████▋ | 1435/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.426]
Epoch 0: 77%|███████▋ | 1436/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.426]
Epoch 0: 77%|███████▋ | 1436/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.226]
Epoch 0: 77%|███████▋ | 1437/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.226]
Epoch 0: 77%|███████▋ | 1437/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.326]
Epoch 0: 77%|███████▋ | 1438/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.326]
Epoch 0: 77%|███████▋ | 1438/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.495]
Epoch 0: 77%|███████▋ | 1439/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.495]
Epoch 0: 77%|███████▋ | 1439/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.294]
Epoch 0: 77%|███████▋ | 1440/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.294]
Epoch 0: 77%|███████▋ | 1440/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.337]
Epoch 0: 77%|███████▋ | 1441/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.337]
Epoch 0: 77%|███████▋ | 1441/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.338]
Epoch 0: 77%|███████▋ | 1442/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.338]
Epoch 0: 77%|███████▋ | 1442/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.141]
Epoch 0: 77%|███████▋ | 1443/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.141]
Epoch 0: 77%|███████▋ | 1443/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.415]
Epoch 0: 77%|███████▋ | 1444/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.415]
Epoch 0: 77%|███████▋ | 1444/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.309]
Epoch 0: 77%|███████▋ | 1445/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.309]
Epoch 0: 77%|███████▋ | 1445/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.351]
Epoch 0: 77%|███████▋ | 1446/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.351]
Epoch 0: 77%|███████▋ | 1446/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.222]
Epoch 0: 77%|███████▋ | 1447/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.222]
Epoch 0: 77%|███████▋ | 1447/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.174]
Epoch 0: 77%|███████▋ | 1448/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.174]
Epoch 0: 77%|███████▋ | 1448/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.412]
Epoch 0: 77%|███████▋ | 1449/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.412]
Epoch 0: 77%|███████▋ | 1449/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.687]
Epoch 0: 77%|███████▋ | 1450/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.687]
Epoch 0: 77%|███████▋ | 1450/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.458]
Epoch 0: 77%|███████▋ | 1451/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.458]
Epoch 0: 77%|███████▋ | 1451/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.259]
Epoch 0: 77%|███████▋ | 1452/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.259]
Epoch 0: 77%|███████▋ | 1452/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.317]
Epoch 0: 77%|███████▋ | 1453/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.317]
Epoch 0: 77%|███████▋ | 1453/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.184]
Epoch 0: 78%|███████▊ | 1454/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.184]
Epoch 0: 78%|███████▊ | 1454/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.454]
Epoch 0: 78%|███████▊ | 1455/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.454]
Epoch 0: 78%|███████▊ | 1455/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.450]
Epoch 0: 78%|███████▊ | 1456/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.450]
Epoch 0: 78%|███████▊ | 1456/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.268]
Epoch 0: 78%|███████▊ | 1457/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.268]
Epoch 0: 78%|███████▊ | 1457/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.478]
Epoch 0: 78%|███████▊ | 1458/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.478]
Epoch 0: 78%|███████▊ | 1458/1875 [00:12<00:03, 118.93it/s, v_num=13, train_loss=0.252]
Epoch 0: 78%|███████▊ | 1459/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.252]
Epoch 0: 78%|███████▊ | 1459/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.312]
Epoch 0: 78%|███████▊ | 1460/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.312]
Epoch 0: 78%|███████▊ | 1460/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.465]
Epoch 0: 78%|███████▊ | 1461/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.465]
Epoch 0: 78%|███████▊ | 1461/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.474]
Epoch 0: 78%|███████▊ | 1462/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.474]
Epoch 0: 78%|███████▊ | 1462/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.214]
Epoch 0: 78%|███████▊ | 1463/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.214]
Epoch 0: 78%|███████▊ | 1463/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.219]
Epoch 0: 78%|███████▊ | 1464/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.219]
Epoch 0: 78%|███████▊ | 1464/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.215]
Epoch 0: 78%|███████▊ | 1465/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.215]
Epoch 0: 78%|███████▊ | 1465/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.328]
Epoch 0: 78%|███████▊ | 1466/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.328]
Epoch 0: 78%|███████▊ | 1466/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.133]
Epoch 0: 78%|███████▊ | 1467/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.133]
Epoch 0: 78%|███████▊ | 1467/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.218]
Epoch 0: 78%|███████▊ | 1468/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.218]
Epoch 0: 78%|███████▊ | 1468/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.371]
Epoch 0: 78%|███████▊ | 1469/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.371]
Epoch 0: 78%|███████▊ | 1469/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.294]
Epoch 0: 78%|███████▊ | 1470/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.294]
Epoch 0: 78%|███████▊ | 1470/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.354]
Epoch 0: 78%|███████▊ | 1471/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.354]
Epoch 0: 78%|███████▊ | 1471/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.327]
Epoch 0: 79%|███████▊ | 1472/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.327]
Epoch 0: 79%|███████▊ | 1472/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.428]
Epoch 0: 79%|███████▊ | 1473/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.428]
Epoch 0: 79%|███████▊ | 1473/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.501]
Epoch 0: 79%|███████▊ | 1474/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.501]
Epoch 0: 79%|███████▊ | 1474/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.215]
Epoch 0: 79%|███████▊ | 1475/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.215]
Epoch 0: 79%|███████▊ | 1475/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.608]
Epoch 0: 79%|███████▊ | 1476/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.608]
Epoch 0: 79%|███████▊ | 1476/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.371]
Epoch 0: 79%|███████▉ | 1477/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.371]
Epoch 0: 79%|███████▉ | 1477/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.404]
Epoch 0: 79%|███████▉ | 1478/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.404]
Epoch 0: 79%|███████▉ | 1478/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.184]
Epoch 0: 79%|███████▉ | 1479/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.184]
Epoch 0: 79%|███████▉ | 1479/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.559]
Epoch 0: 79%|███████▉ | 1480/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.559]
Epoch 0: 79%|███████▉ | 1480/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.523]
Epoch 0: 79%|███████▉ | 1481/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.523]
Epoch 0: 79%|███████▉ | 1481/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.600]
Epoch 0: 79%|███████▉ | 1482/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.600]
Epoch 0: 79%|███████▉ | 1482/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.478]
Epoch 0: 79%|███████▉ | 1483/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.478]
Epoch 0: 79%|███████▉ | 1483/1875 [00:12<00:03, 118.94it/s, v_num=13, train_loss=0.160]
Epoch 0: 79%|███████▉ | 1484/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.160]
Epoch 0: 79%|███████▉ | 1484/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.311]
Epoch 0: 79%|███████▉ | 1485/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.311]
Epoch 0: 79%|███████▉ | 1485/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.553]
Epoch 0: 79%|███████▉ | 1486/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.553]
Epoch 0: 79%|███████▉ | 1486/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.310]
Epoch 0: 79%|███████▉ | 1487/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.310]
Epoch 0: 79%|███████▉ | 1487/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.311]
Epoch 0: 79%|███████▉ | 1488/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.311]
Epoch 0: 79%|███████▉ | 1488/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.257]
Epoch 0: 79%|███████▉ | 1489/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.257]
Epoch 0: 79%|███████▉ | 1489/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.372]
Epoch 0: 79%|███████▉ | 1490/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.372]
Epoch 0: 79%|███████▉ | 1490/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.260]
Epoch 0: 80%|███████▉ | 1491/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.260]
Epoch 0: 80%|███████▉ | 1491/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.284]
Epoch 0: 80%|███████▉ | 1492/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.284]
Epoch 0: 80%|███████▉ | 1492/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.218]
Epoch 0: 80%|███████▉ | 1493/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.218]
Epoch 0: 80%|███████▉ | 1493/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.173]
Epoch 0: 80%|███████▉ | 1494/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.173]
Epoch 0: 80%|███████▉ | 1494/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.331]
Epoch 0: 80%|███████▉ | 1495/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.331]
Epoch 0: 80%|███████▉ | 1495/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.264]
Epoch 0: 80%|███████▉ | 1496/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.264]
Epoch 0: 80%|███████▉ | 1496/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.502]
Epoch 0: 80%|███████▉ | 1497/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.502]
Epoch 0: 80%|███████▉ | 1497/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.292]
Epoch 0: 80%|███████▉ | 1498/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.292]
Epoch 0: 80%|███████▉ | 1498/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.503]
Epoch 0: 80%|███████▉ | 1499/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.503]
Epoch 0: 80%|███████▉ | 1499/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.277]
Epoch 0: 80%|████████ | 1500/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.277]
Epoch 0: 80%|████████ | 1500/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.369]
Epoch 0: 80%|████████ | 1501/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.369]
Epoch 0: 80%|████████ | 1501/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.207]
Epoch 0: 80%|████████ | 1502/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.207]
Epoch 0: 80%|████████ | 1502/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.607]
Epoch 0: 80%|████████ | 1503/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.607]
Epoch 0: 80%|████████ | 1503/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.151]
Epoch 0: 80%|████████ | 1504/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.151]
Epoch 0: 80%|████████ | 1504/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.314]
Epoch 0: 80%|████████ | 1505/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.314]
Epoch 0: 80%|████████ | 1505/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.127]
Epoch 0: 80%|████████ | 1506/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.127]
Epoch 0: 80%|████████ | 1506/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.341]
Epoch 0: 80%|████████ | 1507/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.341]
Epoch 0: 80%|████████ | 1507/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.260]
Epoch 0: 80%|████████ | 1508/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.260]
Epoch 0: 80%|████████ | 1508/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.228]
Epoch 0: 80%|████████ | 1509/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.228]
Epoch 0: 80%|████████ | 1509/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.147]
Epoch 0: 81%|████████ | 1510/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.147]
Epoch 0: 81%|████████ | 1510/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.142]
Epoch 0: 81%|████████ | 1511/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.142]
Epoch 0: 81%|████████ | 1511/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.230]
Epoch 0: 81%|████████ | 1512/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.230]
Epoch 0: 81%|████████ | 1512/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.525]
Epoch 0: 81%|████████ | 1513/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.525]
Epoch 0: 81%|████████ | 1513/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.330]
Epoch 0: 81%|████████ | 1514/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.330]
Epoch 0: 81%|████████ | 1514/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.169]
Epoch 0: 81%|████████ | 1515/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.169]
Epoch 0: 81%|████████ | 1515/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.144]
Epoch 0: 81%|████████ | 1516/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.144]
Epoch 0: 81%|████████ | 1516/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.331]
Epoch 0: 81%|████████ | 1517/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.331]
Epoch 0: 81%|████████ | 1517/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.250]
Epoch 0: 81%|████████ | 1518/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.250]
Epoch 0: 81%|████████ | 1518/1875 [00:12<00:03, 118.95it/s, v_num=13, train_loss=0.482]
Epoch 0: 81%|████████ | 1519/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.482]
Epoch 0: 81%|████████ | 1519/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.211]
Epoch 0: 81%|████████ | 1520/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.211]
Epoch 0: 81%|████████ | 1520/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.476]
Epoch 0: 81%|████████ | 1521/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.476]
Epoch 0: 81%|████████ | 1521/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.625]
Epoch 0: 81%|████████ | 1522/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.625]
Epoch 0: 81%|████████ | 1522/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.409]
Epoch 0: 81%|████████ | 1523/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.409]
Epoch 0: 81%|████████ | 1523/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.515]
Epoch 0: 81%|████████▏ | 1524/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.515]
Epoch 0: 81%|████████▏ | 1524/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.238]
Epoch 0: 81%|████████▏ | 1525/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.238]
Epoch 0: 81%|████████▏ | 1525/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.329]
Epoch 0: 81%|████████▏ | 1526/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.329]
Epoch 0: 81%|████████▏ | 1526/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.136]
Epoch 0: 81%|████████▏ | 1527/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.136]
Epoch 0: 81%|████████▏ | 1527/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.333]
Epoch 0: 81%|████████▏ | 1528/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.333]
Epoch 0: 81%|████████▏ | 1528/1875 [00:12<00:02, 118.95it/s, v_num=13, train_loss=0.377]
Epoch 0: 82%|████████▏ | 1529/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.377]
Epoch 0: 82%|████████▏ | 1529/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.428]
Epoch 0: 82%|████████▏ | 1530/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.428]
Epoch 0: 82%|████████▏ | 1530/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.146]
Epoch 0: 82%|████████▏ | 1531/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.146]
Epoch 0: 82%|████████▏ | 1531/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.221]
Epoch 0: 82%|████████▏ | 1532/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.221]
Epoch 0: 82%|████████▏ | 1532/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.227]
Epoch 0: 82%|████████▏ | 1533/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.227]
Epoch 0: 82%|████████▏ | 1533/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.319]
Epoch 0: 82%|████████▏ | 1534/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.319]
Epoch 0: 82%|████████▏ | 1534/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.242]
Epoch 0: 82%|████████▏ | 1535/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.242]
Epoch 0: 82%|████████▏ | 1535/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.333]
Epoch 0: 82%|████████▏ | 1536/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.333]
Epoch 0: 82%|████████▏ | 1536/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.729]
Epoch 0: 82%|████████▏ | 1537/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.729]
Epoch 0: 82%|████████▏ | 1537/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.433]
Epoch 0: 82%|████████▏ | 1538/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.433]
Epoch 0: 82%|████████▏ | 1538/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.330]
Epoch 0: 82%|████████▏ | 1539/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.330]
Epoch 0: 82%|████████▏ | 1539/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.287]
Epoch 0: 82%|████████▏ | 1540/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.287]
Epoch 0: 82%|████████▏ | 1540/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.437]
Epoch 0: 82%|████████▏ | 1541/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.437]
Epoch 0: 82%|████████▏ | 1541/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.202]
Epoch 0: 82%|████████▏ | 1542/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.202]
Epoch 0: 82%|████████▏ | 1542/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.224]
Epoch 0: 82%|████████▏ | 1543/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.224]
Epoch 0: 82%|████████▏ | 1543/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.350]
Epoch 0: 82%|████████▏ | 1544/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.350]
Epoch 0: 82%|████████▏ | 1544/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.0899]
Epoch 0: 82%|████████▏ | 1545/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.0899]
Epoch 0: 82%|████████▏ | 1545/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.226]
Epoch 0: 82%|████████▏ | 1546/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.226]
Epoch 0: 82%|████████▏ | 1546/1875 [00:12<00:02, 118.96it/s, v_num=13, train_loss=0.499]
Epoch 0: 83%|████████▎ | 1547/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.499]
Epoch 0: 83%|████████▎ | 1547/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.363]
Epoch 0: 83%|████████▎ | 1548/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.363]
Epoch 0: 83%|████████▎ | 1548/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.178]
Epoch 0: 83%|████████▎ | 1549/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.178]
Epoch 0: 83%|████████▎ | 1549/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.509]
Epoch 0: 83%|████████▎ | 1550/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.509]
Epoch 0: 83%|████████▎ | 1550/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.278]
Epoch 0: 83%|████████▎ | 1551/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.278]
Epoch 0: 83%|████████▎ | 1551/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.126]
Epoch 0: 83%|████████▎ | 1552/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.126]
Epoch 0: 83%|████████▎ | 1552/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.495]
Epoch 0: 83%|████████▎ | 1553/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.495]
Epoch 0: 83%|████████▎ | 1553/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.610]
Epoch 0: 83%|████████▎ | 1554/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.610]
Epoch 0: 83%|████████▎ | 1554/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.178]
Epoch 0: 83%|████████▎ | 1555/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.178]
Epoch 0: 83%|████████▎ | 1555/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.165]
Epoch 0: 83%|████████▎ | 1556/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.165]
Epoch 0: 83%|████████▎ | 1556/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.398]
Epoch 0: 83%|████████▎ | 1557/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.398]
Epoch 0: 83%|████████▎ | 1557/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.364]
Epoch 0: 83%|████████▎ | 1558/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.364]
Epoch 0: 83%|████████▎ | 1558/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.244]
Epoch 0: 83%|████████▎ | 1559/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.244]
Epoch 0: 83%|████████▎ | 1559/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.541]
Epoch 0: 83%|████████▎ | 1560/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.541]
Epoch 0: 83%|████████▎ | 1560/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.348]
Epoch 0: 83%|████████▎ | 1561/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.348]
Epoch 0: 83%|████████▎ | 1561/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.484]
Epoch 0: 83%|████████▎ | 1562/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.484]
Epoch 0: 83%|████████▎ | 1562/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.228]
Epoch 0: 83%|████████▎ | 1563/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.228]
Epoch 0: 83%|████████▎ | 1563/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.168]
Epoch 0: 83%|████████▎ | 1564/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.168]
Epoch 0: 83%|████████▎ | 1564/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.293]
Epoch 0: 83%|████████▎ | 1565/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.293]
Epoch 0: 83%|████████▎ | 1565/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.184]
Epoch 0: 84%|████████▎ | 1566/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.184]
Epoch 0: 84%|████████▎ | 1566/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.314]
Epoch 0: 84%|████████▎ | 1567/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.314]
Epoch 0: 84%|████████▎ | 1567/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.599]
Epoch 0: 84%|████████▎ | 1568/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.599]
Epoch 0: 84%|████████▎ | 1568/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.428]
Epoch 0: 84%|████████▎ | 1569/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.428]
Epoch 0: 84%|████████▎ | 1569/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.230]
Epoch 0: 84%|████████▎ | 1570/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.230]
Epoch 0: 84%|████████▎ | 1570/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.193]
Epoch 0: 84%|████████▍ | 1571/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.193]
Epoch 0: 84%|████████▍ | 1571/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.110]
Epoch 0: 84%|████████▍ | 1572/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.110]
Epoch 0: 84%|████████▍ | 1572/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.159]
Epoch 0: 84%|████████▍ | 1573/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.159]
Epoch 0: 84%|████████▍ | 1573/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.146]
Epoch 0: 84%|████████▍ | 1574/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.146]
Epoch 0: 84%|████████▍ | 1574/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.145]
Epoch 0: 84%|████████▍ | 1575/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.145]
Epoch 0: 84%|████████▍ | 1575/1875 [00:13<00:02, 118.96it/s, v_num=13, train_loss=0.317]
Epoch 0: 84%|████████▍ | 1576/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.317]
Epoch 0: 84%|████████▍ | 1576/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.0906]
Epoch 0: 84%|████████▍ | 1577/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.0906]
Epoch 0: 84%|████████▍ | 1577/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.237]
Epoch 0: 84%|████████▍ | 1578/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.237]
Epoch 0: 84%|████████▍ | 1578/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.147]
Epoch 0: 84%|████████▍ | 1579/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.147]
Epoch 0: 84%|████████▍ | 1579/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.408]
Epoch 0: 84%|████████▍ | 1580/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.408]
Epoch 0: 84%|████████▍ | 1580/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.260]
Epoch 0: 84%|████████▍ | 1581/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.260]
Epoch 0: 84%|████████▍ | 1581/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.369]
Epoch 0: 84%|████████▍ | 1582/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.369]
Epoch 0: 84%|████████▍ | 1582/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.144]
Epoch 0: 84%|████████▍ | 1583/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.144]
Epoch 0: 84%|████████▍ | 1583/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.226]
Epoch 0: 84%|████████▍ | 1584/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.226]
Epoch 0: 84%|████████▍ | 1584/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.281]
Epoch 0: 85%|████████▍ | 1585/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.281]
Epoch 0: 85%|████████▍ | 1585/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.152]
Epoch 0: 85%|████████▍ | 1586/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.152]
Epoch 0: 85%|████████▍ | 1586/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.317]
Epoch 0: 85%|████████▍ | 1587/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.317]
Epoch 0: 85%|████████▍ | 1587/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.084]
Epoch 0: 85%|████████▍ | 1588/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.084]
Epoch 0: 85%|████████▍ | 1588/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.115]
Epoch 0: 85%|████████▍ | 1589/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.115]
Epoch 0: 85%|████████▍ | 1589/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.397]
Epoch 0: 85%|████████▍ | 1590/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.397]
Epoch 0: 85%|████████▍ | 1590/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.464]
Epoch 0: 85%|████████▍ | 1591/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.464]
Epoch 0: 85%|████████▍ | 1591/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.439]
Epoch 0: 85%|████████▍ | 1592/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.439]
Epoch 0: 85%|████████▍ | 1592/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.342]
Epoch 0: 85%|████████▍ | 1593/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.342]
Epoch 0: 85%|████████▍ | 1593/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.471]
Epoch 0: 85%|████████▌ | 1594/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.471]
Epoch 0: 85%|████████▌ | 1594/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.287]
Epoch 0: 85%|████████▌ | 1595/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.287]
Epoch 0: 85%|████████▌ | 1595/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.181]
Epoch 0: 85%|████████▌ | 1596/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.181]
Epoch 0: 85%|████████▌ | 1596/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.405]
Epoch 0: 85%|████████▌ | 1597/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.405]
Epoch 0: 85%|████████▌ | 1597/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.380]
Epoch 0: 85%|████████▌ | 1598/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.380]
Epoch 0: 85%|████████▌ | 1598/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.434]
Epoch 0: 85%|████████▌ | 1599/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.434]
Epoch 0: 85%|████████▌ | 1599/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.151]
Epoch 0: 85%|████████▌ | 1600/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.151]
Epoch 0: 85%|████████▌ | 1600/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.203]
Epoch 0: 85%|████████▌ | 1601/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.203]
Epoch 0: 85%|████████▌ | 1601/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.238]
Epoch 0: 85%|████████▌ | 1602/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.238]
Epoch 0: 85%|████████▌ | 1602/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.221]
Epoch 0: 85%|████████▌ | 1603/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.221]
Epoch 0: 85%|████████▌ | 1603/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.502]
Epoch 0: 86%|████████▌ | 1604/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.502]
Epoch 0: 86%|████████▌ | 1604/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.231]
Epoch 0: 86%|████████▌ | 1605/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.231]
Epoch 0: 86%|████████▌ | 1605/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.0929]
Epoch 0: 86%|████████▌ | 1606/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.0929]
Epoch 0: 86%|████████▌ | 1606/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.143]
Epoch 0: 86%|████████▌ | 1607/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.143]
Epoch 0: 86%|████████▌ | 1607/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.392]
Epoch 0: 86%|████████▌ | 1608/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.392]
Epoch 0: 86%|████████▌ | 1608/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.515]
Epoch 0: 86%|████████▌ | 1609/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.515]
Epoch 0: 86%|████████▌ | 1609/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.259]
Epoch 0: 86%|████████▌ | 1610/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.259]
Epoch 0: 86%|████████▌ | 1610/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.280]
Epoch 0: 86%|████████▌ | 1611/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.280]
Epoch 0: 86%|████████▌ | 1611/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.317]
Epoch 0: 86%|████████▌ | 1612/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.317]
Epoch 0: 86%|████████▌ | 1612/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.335]
Epoch 0: 86%|████████▌ | 1613/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.335]
Epoch 0: 86%|████████▌ | 1613/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.088]
Epoch 0: 86%|████████▌ | 1614/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.088]
Epoch 0: 86%|████████▌ | 1614/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.390]
Epoch 0: 86%|████████▌ | 1615/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.390]
Epoch 0: 86%|████████▌ | 1615/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.175]
Epoch 0: 86%|████████▌ | 1616/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.175]
Epoch 0: 86%|████████▌ | 1616/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.383]
Epoch 0: 86%|████████▌ | 1617/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.383]
Epoch 0: 86%|████████▌ | 1617/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.345]
Epoch 0: 86%|████████▋ | 1618/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.345]
Epoch 0: 86%|████████▋ | 1618/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.570]
Epoch 0: 86%|████████▋ | 1619/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.570]
Epoch 0: 86%|████████▋ | 1619/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.266]
Epoch 0: 86%|████████▋ | 1620/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.266]
Epoch 0: 86%|████████▋ | 1620/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.143]
Epoch 0: 86%|████████▋ | 1621/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.143]
Epoch 0: 86%|████████▋ | 1621/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.509]
Epoch 0: 87%|████████▋ | 1622/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.509]
Epoch 0: 87%|████████▋ | 1622/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.193]
Epoch 0: 87%|████████▋ | 1623/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.193]
Epoch 0: 87%|████████▋ | 1623/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.286]
Epoch 0: 87%|████████▋ | 1624/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.286]
Epoch 0: 87%|████████▋ | 1624/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.267]
Epoch 0: 87%|████████▋ | 1625/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.267]
Epoch 0: 87%|████████▋ | 1625/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.155]
Epoch 0: 87%|████████▋ | 1626/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.155]
Epoch 0: 87%|████████▋ | 1626/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.102]
Epoch 0: 87%|████████▋ | 1627/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.102]
Epoch 0: 87%|████████▋ | 1627/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.129]
Epoch 0: 87%|████████▋ | 1628/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.129]
Epoch 0: 87%|████████▋ | 1628/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.136]
Epoch 0: 87%|████████▋ | 1629/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.136]
Epoch 0: 87%|████████▋ | 1629/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.389]
Epoch 0: 87%|████████▋ | 1630/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.389]
Epoch 0: 87%|████████▋ | 1630/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.439]
Epoch 0: 87%|████████▋ | 1631/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.439]
Epoch 0: 87%|████████▋ | 1631/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.236]
Epoch 0: 87%|████████▋ | 1632/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.236]
Epoch 0: 87%|████████▋ | 1632/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.466]
Epoch 0: 87%|████████▋ | 1633/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.466]
Epoch 0: 87%|████████▋ | 1633/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.243]
Epoch 0: 87%|████████▋ | 1634/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.243]
Epoch 0: 87%|████████▋ | 1634/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.499]
Epoch 0: 87%|████████▋ | 1635/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.499]
Epoch 0: 87%|████████▋ | 1635/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.442]
Epoch 0: 87%|████████▋ | 1636/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.442]
Epoch 0: 87%|████████▋ | 1636/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.362]
Epoch 0: 87%|████████▋ | 1637/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.362]
Epoch 0: 87%|████████▋ | 1637/1875 [00:13<00:02, 118.97it/s, v_num=13, train_loss=0.308]
Epoch 0: 87%|████████▋ | 1638/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.308]
Epoch 0: 87%|████████▋ | 1638/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.321]
Epoch 0: 87%|████████▋ | 1639/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.321]
Epoch 0: 87%|████████▋ | 1639/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.499]
Epoch 0: 87%|████████▋ | 1640/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.499]
Epoch 0: 87%|████████▋ | 1640/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.322]
Epoch 0: 88%|████████▊ | 1641/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.322]
Epoch 0: 88%|████████▊ | 1641/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.253]
Epoch 0: 88%|████████▊ | 1642/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.253]
Epoch 0: 88%|████████▊ | 1642/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.497]
Epoch 0: 88%|████████▊ | 1643/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.497]
Epoch 0: 88%|████████▊ | 1643/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.600]
Epoch 0: 88%|████████▊ | 1644/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.600]
Epoch 0: 88%|████████▊ | 1644/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.319]
Epoch 0: 88%|████████▊ | 1645/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.319]
Epoch 0: 88%|████████▊ | 1645/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.358]
Epoch 0: 88%|████████▊ | 1646/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.358]
Epoch 0: 88%|████████▊ | 1646/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.355]
Epoch 0: 88%|████████▊ | 1647/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.355]
Epoch 0: 88%|████████▊ | 1647/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.420]
Epoch 0: 88%|████████▊ | 1648/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.420]
Epoch 0: 88%|████████▊ | 1648/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.239]
Epoch 0: 88%|████████▊ | 1649/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.239]
Epoch 0: 88%|████████▊ | 1649/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.467]
Epoch 0: 88%|████████▊ | 1650/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.467]
Epoch 0: 88%|████████▊ | 1650/1875 [00:13<00:01, 118.98it/s, v_num=13, train_loss=0.312]
Epoch 0: 88%|████████▊ | 1651/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.312]
Epoch 0: 88%|████████▊ | 1651/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.353]
Epoch 0: 88%|████████▊ | 1652/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.353]
Epoch 0: 88%|████████▊ | 1652/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.122]
Epoch 0: 88%|████████▊ | 1653/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.122]
Epoch 0: 88%|████████▊ | 1653/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.144]
Epoch 0: 88%|████████▊ | 1654/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.144]
Epoch 0: 88%|████████▊ | 1654/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.417]
Epoch 0: 88%|████████▊ | 1655/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.417]
Epoch 0: 88%|████████▊ | 1655/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.187]
Epoch 0: 88%|████████▊ | 1656/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.187]
Epoch 0: 88%|████████▊ | 1656/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.273]
Epoch 0: 88%|████████▊ | 1657/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.273]
Epoch 0: 88%|████████▊ | 1657/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.326]
Epoch 0: 88%|████████▊ | 1658/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.326]
Epoch 0: 88%|████████▊ | 1658/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.293]
Epoch 0: 88%|████████▊ | 1659/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.293]
Epoch 0: 88%|████████▊ | 1659/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.429]
Epoch 0: 89%|████████▊ | 1660/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.429]
Epoch 0: 89%|████████▊ | 1660/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.299]
Epoch 0: 89%|████████▊ | 1661/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.299]
Epoch 0: 89%|████████▊ | 1661/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.184]
Epoch 0: 89%|████████▊ | 1662/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.184]
Epoch 0: 89%|████████▊ | 1662/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.580]
Epoch 0: 89%|████████▊ | 1663/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.580]
Epoch 0: 89%|████████▊ | 1663/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.514]
Epoch 0: 89%|████████▊ | 1664/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.514]
Epoch 0: 89%|████████▊ | 1664/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.247]
Epoch 0: 89%|████████▉ | 1665/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.247]
Epoch 0: 89%|████████▉ | 1665/1875 [00:13<00:01, 118.97it/s, v_num=13, train_loss=0.242]
Epoch 0: 89%|████████▉ | 1666/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.242]
Epoch 0: 89%|████████▉ | 1666/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.252]
Epoch 0: 89%|████████▉ | 1667/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.252]
Epoch 0: 89%|████████▉ | 1667/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.165]
Epoch 0: 89%|████████▉ | 1668/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.165]
Epoch 0: 89%|████████▉ | 1668/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.356]
Epoch 0: 89%|████████▉ | 1669/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.356]
Epoch 0: 89%|████████▉ | 1669/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.175]
Epoch 0: 89%|████████▉ | 1670/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.175]
Epoch 0: 89%|████████▉ | 1670/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.413]
Epoch 0: 89%|████████▉ | 1671/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.413]
Epoch 0: 89%|████████▉ | 1671/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.250]
Epoch 0: 89%|████████▉ | 1672/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.250]
Epoch 0: 89%|████████▉ | 1672/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.255]
Epoch 0: 89%|████████▉ | 1673/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.255]
Epoch 0: 89%|████████▉ | 1673/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.384]
Epoch 0: 89%|████████▉ | 1674/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.384]
Epoch 0: 89%|████████▉ | 1674/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.310]
Epoch 0: 89%|████████▉ | 1675/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.310]
Epoch 0: 89%|████████▉ | 1675/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.270]
Epoch 0: 89%|████████▉ | 1676/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.270]
Epoch 0: 89%|████████▉ | 1676/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.528]
Epoch 0: 89%|████████▉ | 1677/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.528]
Epoch 0: 89%|████████▉ | 1677/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.648]
Epoch 0: 89%|████████▉ | 1678/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.648]
Epoch 0: 89%|████████▉ | 1678/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.278]
Epoch 0: 90%|████████▉ | 1679/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.278]
Epoch 0: 90%|████████▉ | 1679/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.207]
Epoch 0: 90%|████████▉ | 1680/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.207]
Epoch 0: 90%|████████▉ | 1680/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.413]
Epoch 0: 90%|████████▉ | 1681/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.413]
Epoch 0: 90%|████████▉ | 1681/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.345]
Epoch 0: 90%|████████▉ | 1682/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.345]
Epoch 0: 90%|████████▉ | 1682/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.307]
Epoch 0: 90%|████████▉ | 1683/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.307]
Epoch 0: 90%|████████▉ | 1683/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.180]
Epoch 0: 90%|████████▉ | 1684/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.180]
Epoch 0: 90%|████████▉ | 1684/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.425]
Epoch 0: 90%|████████▉ | 1685/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.425]
Epoch 0: 90%|████████▉ | 1685/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.217]
Epoch 0: 90%|████████▉ | 1686/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.217]
Epoch 0: 90%|████████▉ | 1686/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.419]
Epoch 0: 90%|████████▉ | 1687/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.419]
Epoch 0: 90%|████████▉ | 1687/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.231]
Epoch 0: 90%|█████████ | 1688/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.231]
Epoch 0: 90%|█████████ | 1688/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.125]
Epoch 0: 90%|█████████ | 1689/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.125]
Epoch 0: 90%|█████████ | 1689/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.265]
Epoch 0: 90%|█████████ | 1690/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.265]
Epoch 0: 90%|█████████ | 1690/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.120]
Epoch 0: 90%|█████████ | 1691/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.120]
Epoch 0: 90%|█████████ | 1691/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.348]
Epoch 0: 90%|█████████ | 1692/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.348]
Epoch 0: 90%|█████████ | 1692/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.318]
Epoch 0: 90%|█████████ | 1693/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.318]
Epoch 0: 90%|█████████ | 1693/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.325]
Epoch 0: 90%|█████████ | 1694/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.325]
Epoch 0: 90%|█████████ | 1694/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.0778]
Epoch 0: 90%|█████████ | 1695/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.0778]
Epoch 0: 90%|█████████ | 1695/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.192]
Epoch 0: 90%|█████████ | 1696/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.192]
Epoch 0: 90%|█████████ | 1696/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.364]
Epoch 0: 91%|█████████ | 1697/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.364]
Epoch 0: 91%|█████████ | 1697/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.218]
Epoch 0: 91%|█████████ | 1698/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.218]
Epoch 0: 91%|█████████ | 1698/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.153]
Epoch 0: 91%|█████████ | 1699/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.153]
Epoch 0: 91%|█████████ | 1699/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.144]
Epoch 0: 91%|█████████ | 1700/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.144]
Epoch 0: 91%|█████████ | 1700/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.383]
Epoch 0: 91%|█████████ | 1701/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.383]
Epoch 0: 91%|█████████ | 1701/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.184]
Epoch 0: 91%|█████████ | 1702/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.184]
Epoch 0: 91%|█████████ | 1702/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.321]
Epoch 0: 91%|█████████ | 1703/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.321]
Epoch 0: 91%|█████████ | 1703/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.899]
Epoch 0: 91%|█████████ | 1704/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.899]
Epoch 0: 91%|█████████ | 1704/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.263]
Epoch 0: 91%|█████████ | 1705/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.263]
Epoch 0: 91%|█████████ | 1705/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.318]
Epoch 0: 91%|█████████ | 1706/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.318]
Epoch 0: 91%|█████████ | 1706/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.293]
Epoch 0: 91%|█████████ | 1707/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.293]
Epoch 0: 91%|█████████ | 1707/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.300]
Epoch 0: 91%|█████████ | 1708/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.300]
Epoch 0: 91%|█████████ | 1708/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.340]
Epoch 0: 91%|█████████ | 1709/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.340]
Epoch 0: 91%|█████████ | 1709/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.271]
Epoch 0: 91%|█████████ | 1710/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.271]
Epoch 0: 91%|█████████ | 1710/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.327]
Epoch 0: 91%|█████████▏| 1711/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.327]
Epoch 0: 91%|█████████▏| 1711/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.229]
Epoch 0: 91%|█████████▏| 1712/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.229]
Epoch 0: 91%|█████████▏| 1712/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.289]
Epoch 0: 91%|█████████▏| 1713/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.289]
Epoch 0: 91%|█████████▏| 1713/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.217]
Epoch 0: 91%|█████████▏| 1714/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.217]
Epoch 0: 91%|█████████▏| 1714/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.353]
Epoch 0: 91%|█████████▏| 1715/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.353]
Epoch 0: 91%|█████████▏| 1715/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.340]
Epoch 0: 92%|█████████▏| 1716/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.340]
Epoch 0: 92%|█████████▏| 1716/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.538]
Epoch 0: 92%|█████████▏| 1717/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.538]
Epoch 0: 92%|█████████▏| 1717/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.365]
Epoch 0: 92%|█████████▏| 1718/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.365]
Epoch 0: 92%|█████████▏| 1718/1875 [00:14<00:01, 118.97it/s, v_num=13, train_loss=0.208]
Epoch 0: 92%|█████████▏| 1719/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.208]
Epoch 0: 92%|█████████▏| 1719/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.312]
Epoch 0: 92%|█████████▏| 1720/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.312]
Epoch 0: 92%|█████████▏| 1720/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.519]
Epoch 0: 92%|█████████▏| 1721/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.519]
Epoch 0: 92%|█████████▏| 1721/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.643]
Epoch 0: 92%|█████████▏| 1722/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.643]
Epoch 0: 92%|█████████▏| 1722/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.270]
Epoch 0: 92%|█████████▏| 1723/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.270]
Epoch 0: 92%|█████████▏| 1723/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.185]
Epoch 0: 92%|█████████▏| 1724/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.185]
Epoch 0: 92%|█████████▏| 1724/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.194]
Epoch 0: 92%|█████████▏| 1725/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.194]
Epoch 0: 92%|█████████▏| 1725/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.306]
Epoch 0: 92%|█████████▏| 1726/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.306]
Epoch 0: 92%|█████████▏| 1726/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.0721]
Epoch 0: 92%|█████████▏| 1727/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.0721]
Epoch 0: 92%|█████████▏| 1727/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.492]
Epoch 0: 92%|█████████▏| 1728/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.492]
Epoch 0: 92%|█████████▏| 1728/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.181]
Epoch 0: 92%|█████████▏| 1729/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.181]
Epoch 0: 92%|█████████▏| 1729/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.540]
Epoch 0: 92%|█████████▏| 1730/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.540]
Epoch 0: 92%|█████████▏| 1730/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.525]
Epoch 0: 92%|█████████▏| 1731/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.525]
Epoch 0: 92%|█████████▏| 1731/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.619]
Epoch 0: 92%|█████████▏| 1732/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.619]
Epoch 0: 92%|█████████▏| 1732/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.322]
Epoch 0: 92%|█████████▏| 1733/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.322]
Epoch 0: 92%|█████████▏| 1733/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.323]
Epoch 0: 92%|█████████▏| 1734/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.323]
Epoch 0: 92%|█████████▏| 1734/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.117]
Epoch 0: 93%|█████████▎| 1735/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.117]
Epoch 0: 93%|█████████▎| 1735/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.339]
Epoch 0: 93%|█████████▎| 1736/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.339]
Epoch 0: 93%|█████████▎| 1736/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.601]
Epoch 0: 93%|█████████▎| 1737/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.601]
Epoch 0: 93%|█████████▎| 1737/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.541]
Epoch 0: 93%|█████████▎| 1738/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.541]
Epoch 0: 93%|█████████▎| 1738/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.268]
Epoch 0: 93%|█████████▎| 1739/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.268]
Epoch 0: 93%|█████████▎| 1739/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.135]
Epoch 0: 93%|█████████▎| 1740/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.135]
Epoch 0: 93%|█████████▎| 1740/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.224]
Epoch 0: 93%|█████████▎| 1741/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.224]
Epoch 0: 93%|█████████▎| 1741/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.349]
Epoch 0: 93%|█████████▎| 1742/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.349]
Epoch 0: 93%|█████████▎| 1742/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.231]
Epoch 0: 93%|█████████▎| 1743/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.231]
Epoch 0: 93%|█████████▎| 1743/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.341]
Epoch 0: 93%|█████████▎| 1744/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.341]
Epoch 0: 93%|█████████▎| 1744/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.255]
Epoch 0: 93%|█████████▎| 1745/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.255]
Epoch 0: 93%|█████████▎| 1745/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.501]
Epoch 0: 93%|█████████▎| 1746/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.501]
Epoch 0: 93%|█████████▎| 1746/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.284]
Epoch 0: 93%|█████████▎| 1747/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.284]
Epoch 0: 93%|█████████▎| 1747/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.168]
Epoch 0: 93%|█████████▎| 1748/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.168]
Epoch 0: 93%|█████████▎| 1748/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.205]
Epoch 0: 93%|█████████▎| 1749/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.205]
Epoch 0: 93%|█████████▎| 1749/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.612]
Epoch 0: 93%|█████████▎| 1750/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.612]
Epoch 0: 93%|█████████▎| 1750/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.412]
Epoch 0: 93%|█████████▎| 1751/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.412]
Epoch 0: 93%|█████████▎| 1751/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.390]
Epoch 0: 93%|█████████▎| 1752/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.390]
Epoch 0: 93%|█████████▎| 1752/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.157]
Epoch 0: 93%|█████████▎| 1753/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.157]
Epoch 0: 93%|█████████▎| 1753/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.101]
Epoch 0: 94%|█████████▎| 1754/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.101]
Epoch 0: 94%|█████████▎| 1754/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.402]
Epoch 0: 94%|█████████▎| 1755/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.402]
Epoch 0: 94%|█████████▎| 1755/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.399]
Epoch 0: 94%|█████████▎| 1756/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.399]
Epoch 0: 94%|█████████▎| 1756/1875 [00:14<00:01, 118.98it/s, v_num=13, train_loss=0.353]
Epoch 0: 94%|█████████▎| 1757/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.353]
Epoch 0: 94%|█████████▎| 1757/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.328]
Epoch 0: 94%|█████████▍| 1758/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.328]
Epoch 0: 94%|█████████▍| 1758/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.0955]
Epoch 0: 94%|█████████▍| 1759/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.0955]
Epoch 0: 94%|█████████▍| 1759/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.241]
Epoch 0: 94%|█████████▍| 1760/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.241]
Epoch 0: 94%|█████████▍| 1760/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.386]
Epoch 0: 94%|█████████▍| 1761/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.386]
Epoch 0: 94%|█████████▍| 1761/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.194]
Epoch 0: 94%|█████████▍| 1762/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.194]
Epoch 0: 94%|█████████▍| 1762/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.209]
Epoch 0: 94%|█████████▍| 1763/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.209]
Epoch 0: 94%|█████████▍| 1763/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.454]
Epoch 0: 94%|█████████▍| 1764/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.454]
Epoch 0: 94%|█████████▍| 1764/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.600]
Epoch 0: 94%|█████████▍| 1765/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.600]
Epoch 0: 94%|█████████▍| 1765/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.210]
Epoch 0: 94%|█████████▍| 1766/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.210]
Epoch 0: 94%|█████████▍| 1766/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.352]
Epoch 0: 94%|█████████▍| 1767/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.352]
Epoch 0: 94%|█████████▍| 1767/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.220]
Epoch 0: 94%|█████████▍| 1768/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.220]
Epoch 0: 94%|█████████▍| 1768/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.332]
Epoch 0: 94%|█████████▍| 1769/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.332]
Epoch 0: 94%|█████████▍| 1769/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.279]
Epoch 0: 94%|█████████▍| 1770/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.279]
Epoch 0: 94%|█████████▍| 1770/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.396]
Epoch 0: 94%|█████████▍| 1771/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.396]
Epoch 0: 94%|█████████▍| 1771/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.491]
Epoch 0: 95%|█████████▍| 1772/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.491]
Epoch 0: 95%|█████████▍| 1772/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.355]
Epoch 0: 95%|█████████▍| 1773/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.355]
Epoch 0: 95%|█████████▍| 1773/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.352]
Epoch 0: 95%|█████████▍| 1774/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.352]
Epoch 0: 95%|█████████▍| 1774/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.360]
Epoch 0: 95%|█████████▍| 1775/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.360]
Epoch 0: 95%|█████████▍| 1775/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.520]
Epoch 0: 95%|█████████▍| 1776/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.520]
Epoch 0: 95%|█████████▍| 1776/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.463]
Epoch 0: 95%|█████████▍| 1777/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.463]
Epoch 0: 95%|█████████▍| 1777/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.111]
Epoch 0: 95%|█████████▍| 1778/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.111]
Epoch 0: 95%|█████████▍| 1778/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.265]
Epoch 0: 95%|█████████▍| 1779/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.265]
Epoch 0: 95%|█████████▍| 1779/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.139]
Epoch 0: 95%|█████████▍| 1780/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.139]
Epoch 0: 95%|█████████▍| 1780/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.386]
Epoch 0: 95%|█████████▍| 1781/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.386]
Epoch 0: 95%|█████████▍| 1781/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.308]
Epoch 0: 95%|█████████▌| 1782/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.308]
Epoch 0: 95%|█████████▌| 1782/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.385]
Epoch 0: 95%|█████████▌| 1783/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.385]
Epoch 0: 95%|█████████▌| 1783/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.248]
Epoch 0: 95%|█████████▌| 1784/1875 [00:14<00:00, 118.99it/s, v_num=13, train_loss=0.248]
Epoch 0: 95%|█████████▌| 1784/1875 [00:14<00:00, 118.98it/s, v_num=13, train_loss=0.421]
Epoch 0: 95%|█████████▌| 1785/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.421]
Epoch 0: 95%|█████████▌| 1785/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.235]
Epoch 0: 95%|█████████▌| 1786/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.235]
Epoch 0: 95%|█████████▌| 1786/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.0994]
Epoch 0: 95%|█████████▌| 1787/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.0994]
Epoch 0: 95%|█████████▌| 1787/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.170]
Epoch 0: 95%|█████████▌| 1788/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.170]
Epoch 0: 95%|█████████▌| 1788/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.485]
Epoch 0: 95%|█████████▌| 1789/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.485]
Epoch 0: 95%|█████████▌| 1789/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.194]
Epoch 0: 95%|█████████▌| 1790/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.194]
Epoch 0: 95%|█████████▌| 1790/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.419]
Epoch 0: 96%|█████████▌| 1791/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.419]
Epoch 0: 96%|█████████▌| 1791/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.604]
Epoch 0: 96%|█████████▌| 1792/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.604]
Epoch 0: 96%|█████████▌| 1792/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.692]
Epoch 0: 96%|█████████▌| 1793/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.692]
Epoch 0: 96%|█████████▌| 1793/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.333]
Epoch 0: 96%|█████████▌| 1794/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.333]
Epoch 0: 96%|█████████▌| 1794/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.248]
Epoch 0: 96%|█████████▌| 1795/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.248]
Epoch 0: 96%|█████████▌| 1795/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.184]
Epoch 0: 96%|█████████▌| 1796/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.184]
Epoch 0: 96%|█████████▌| 1796/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.300]
Epoch 0: 96%|█████████▌| 1797/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.300]
Epoch 0: 96%|█████████▌| 1797/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.189]
Epoch 0: 96%|█████████▌| 1798/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.189]
Epoch 0: 96%|█████████▌| 1798/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.174]
Epoch 0: 96%|█████████▌| 1799/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.174]
Epoch 0: 96%|█████████▌| 1799/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.183]
Epoch 0: 96%|█████████▌| 1800/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.183]
Epoch 0: 96%|█████████▌| 1800/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.636]
Epoch 0: 96%|█████████▌| 1801/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.636]
Epoch 0: 96%|█████████▌| 1801/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.265]
Epoch 0: 96%|█████████▌| 1802/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.265]
Epoch 0: 96%|█████████▌| 1802/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.268]
Epoch 0: 96%|█████████▌| 1803/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.268]
Epoch 0: 96%|█████████▌| 1803/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.311]
Epoch 0: 96%|█████████▌| 1804/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.311]
Epoch 0: 96%|█████████▌| 1804/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.617]
Epoch 0: 96%|█████████▋| 1805/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.617]
Epoch 0: 96%|█████████▋| 1805/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.476]
Epoch 0: 96%|█████████▋| 1806/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.476]
Epoch 0: 96%|█████████▋| 1806/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.124]
Epoch 0: 96%|█████████▋| 1807/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.124]
Epoch 0: 96%|█████████▋| 1807/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.465]
Epoch 0: 96%|█████████▋| 1808/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.465]
Epoch 0: 96%|█████████▋| 1808/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.416]
Epoch 0: 96%|█████████▋| 1809/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.416]
Epoch 0: 96%|█████████▋| 1809/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.192]
Epoch 0: 97%|█████████▋| 1810/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.192]
Epoch 0: 97%|█████████▋| 1810/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.684]
Epoch 0: 97%|█████████▋| 1811/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.684]
Epoch 0: 97%|█████████▋| 1811/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.255]
Epoch 0: 97%|█████████▋| 1812/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.255]
Epoch 0: 97%|█████████▋| 1812/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.234]
Epoch 0: 97%|█████████▋| 1813/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.234]
Epoch 0: 97%|█████████▋| 1813/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.226]
Epoch 0: 97%|█████████▋| 1814/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.226]
Epoch 0: 97%|█████████▋| 1814/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.412]
Epoch 0: 97%|█████████▋| 1815/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.412]
Epoch 0: 97%|█████████▋| 1815/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.129]
Epoch 0: 97%|█████████▋| 1816/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.129]
Epoch 0: 97%|█████████▋| 1816/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.285]
Epoch 0: 97%|█████████▋| 1817/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.285]
Epoch 0: 97%|█████████▋| 1817/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.303]
Epoch 0: 97%|█████████▋| 1818/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.303]
Epoch 0: 97%|█████████▋| 1818/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.215]
Epoch 0: 97%|█████████▋| 1819/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.215]
Epoch 0: 97%|█████████▋| 1819/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.409]
Epoch 0: 97%|█████████▋| 1820/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.409]
Epoch 0: 97%|█████████▋| 1820/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.339]
Epoch 0: 97%|█████████▋| 1821/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.339]
Epoch 0: 97%|█████████▋| 1821/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.206]
Epoch 0: 97%|█████████▋| 1822/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.206]
Epoch 0: 97%|█████████▋| 1822/1875 [00:15<00:00, 118.98it/s, v_num=13, train_loss=0.186]
Epoch 0: 97%|█████████▋| 1823/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.186]
Epoch 0: 97%|█████████▋| 1823/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.209]
Epoch 0: 97%|█████████▋| 1824/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.209]
Epoch 0: 97%|█████████▋| 1824/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.159]
Epoch 0: 97%|█████████▋| 1825/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.159]
Epoch 0: 97%|█████████▋| 1825/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.334]
Epoch 0: 97%|█████████▋| 1826/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.334]
Epoch 0: 97%|█████████▋| 1826/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.216]
Epoch 0: 97%|█████████▋| 1827/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.216]
Epoch 0: 97%|█████████▋| 1827/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.288]
Epoch 0: 97%|█████████▋| 1828/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.288]
Epoch 0: 97%|█████████▋| 1828/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.149]
Epoch 0: 98%|█████████▊| 1829/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.149]
Epoch 0: 98%|█████████▊| 1829/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.317]
Epoch 0: 98%|█████████▊| 1830/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.317]
Epoch 0: 98%|█████████▊| 1830/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.290]
Epoch 0: 98%|█████████▊| 1831/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.290]
Epoch 0: 98%|█████████▊| 1831/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.298]
Epoch 0: 98%|█████████▊| 1832/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.298]
Epoch 0: 98%|█████████▊| 1832/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.213]
Epoch 0: 98%|█████████▊| 1833/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.213]
Epoch 0: 98%|█████████▊| 1833/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.101]
Epoch 0: 98%|█████████▊| 1834/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.101]
Epoch 0: 98%|█████████▊| 1834/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.195]
Epoch 0: 98%|█████████▊| 1835/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.195]
Epoch 0: 98%|█████████▊| 1835/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.161]
Epoch 0: 98%|█████████▊| 1836/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.161]
Epoch 0: 98%|█████████▊| 1836/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.206]
Epoch 0: 98%|█████████▊| 1837/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.206]
Epoch 0: 98%|█████████▊| 1837/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.313]
Epoch 0: 98%|█████████▊| 1838/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.313]
Epoch 0: 98%|█████████▊| 1838/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.152]
Epoch 0: 98%|█████████▊| 1839/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.152]
Epoch 0: 98%|█████████▊| 1839/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.280]
Epoch 0: 98%|█████████▊| 1840/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.280]
Epoch 0: 98%|█████████▊| 1840/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.316]
Epoch 0: 98%|█████████▊| 1841/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.316]
Epoch 0: 98%|█████████▊| 1841/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.242]
Epoch 0: 98%|█████████▊| 1842/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.242]
Epoch 0: 98%|█████████▊| 1842/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.289]
Epoch 0: 98%|█████████▊| 1843/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.289]
Epoch 0: 98%|█████████▊| 1843/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.311]
Epoch 0: 98%|█████████▊| 1844/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.311]
Epoch 0: 98%|█████████▊| 1844/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.373]
Epoch 0: 98%|█████████▊| 1845/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.373]
Epoch 0: 98%|█████████▊| 1845/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.226]
Epoch 0: 98%|█████████▊| 1846/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.226]
Epoch 0: 98%|█████████▊| 1846/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.269]
Epoch 0: 99%|█████████▊| 1847/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.269]
Epoch 0: 99%|█████████▊| 1847/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.512]
Epoch 0: 99%|█████████▊| 1848/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.512]
Epoch 0: 99%|█████████▊| 1848/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.265]
Epoch 0: 99%|█████████▊| 1849/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.265]
Epoch 0: 99%|█████████▊| 1849/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.185]
Epoch 0: 99%|█████████▊| 1850/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.185]
Epoch 0: 99%|█████████▊| 1850/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.209]
Epoch 0: 99%|█████████▊| 1851/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.209]
Epoch 0: 99%|█████████▊| 1851/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.243]
Epoch 0: 99%|█████████▉| 1852/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.243]
Epoch 0: 99%|█████████▉| 1852/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.294]
Epoch 0: 99%|█████████▉| 1853/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.294]
Epoch 0: 99%|█████████▉| 1853/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.535]
Epoch 0: 99%|█████████▉| 1854/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.535]
Epoch 0: 99%|█████████▉| 1854/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.235]
Epoch 0: 99%|█████████▉| 1855/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.235]
Epoch 0: 99%|█████████▉| 1855/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.187]
Epoch 0: 99%|█████████▉| 1856/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.187]
Epoch 0: 99%|█████████▉| 1856/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.299]
Epoch 0: 99%|█████████▉| 1857/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.299]
Epoch 0: 99%|█████████▉| 1857/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.300]
Epoch 0: 99%|█████████▉| 1858/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.300]
Epoch 0: 99%|█████████▉| 1858/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.418]
Epoch 0: 99%|█████████▉| 1859/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.418]
Epoch 0: 99%|█████████▉| 1859/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.400]
Epoch 0: 99%|█████████▉| 1860/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.400]
Epoch 0: 99%|█████████▉| 1860/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.212]
Epoch 0: 99%|█████████▉| 1861/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.212]
Epoch 0: 99%|█████████▉| 1861/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.358]
Epoch 0: 99%|█████████▉| 1862/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.358]
Epoch 0: 99%|█████████▉| 1862/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.382]
Epoch 0: 99%|█████████▉| 1863/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.382]
Epoch 0: 99%|█████████▉| 1863/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.176]
Epoch 0: 99%|█████████▉| 1864/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.176]
Epoch 0: 99%|█████████▉| 1864/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.725]
Epoch 0: 99%|█████████▉| 1865/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.725]
Epoch 0: 99%|█████████▉| 1865/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.343]
Epoch 0: 100%|█████████▉| 1866/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.343]
Epoch 0: 100%|█████████▉| 1866/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.215]
Epoch 0: 100%|█████████▉| 1867/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.215]
Epoch 0: 100%|█████████▉| 1867/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.309]
Epoch 0: 100%|█████████▉| 1868/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.309]
Epoch 0: 100%|█████████▉| 1868/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.286]
Epoch 0: 100%|█████████▉| 1869/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.286]
Epoch 0: 100%|█████████▉| 1869/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.233]
Epoch 0: 100%|█████████▉| 1870/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.233]
Epoch 0: 100%|█████████▉| 1870/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.283]
Epoch 0: 100%|█████████▉| 1871/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.283]
Epoch 0: 100%|█████████▉| 1871/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.325]
Epoch 0: 100%|█████████▉| 1872/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.325]
Epoch 0: 100%|█████████▉| 1872/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.194]
Epoch 0: 100%|█████████▉| 1873/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.194]
Epoch 0: 100%|█████████▉| 1873/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.164]
Epoch 0: 100%|█████████▉| 1874/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.164]
Epoch 0: 100%|█████████▉| 1874/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.132]
Epoch 0: 100%|██████████| 1875/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.132]
Epoch 0: 100%|██████████| 1875/1875 [00:15<00:00, 118.99it/s, v_num=13, train_loss=0.319]
Validation: | | 0/? [00:00<?, ?it/s]
Validation: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 1/313 [00:00<00:00, 382.20it/s]
Validation DataLoader 0: 1%| | 2/313 [00:00<00:01, 279.19it/s]
Validation DataLoader 0: 1%| | 3/313 [00:00<00:01, 256.95it/s]
Validation DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 247.43it/s]
Validation DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 242.13it/s]
Validation DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 238.69it/s]
Validation DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 236.36it/s]
Validation DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 234.66it/s]
Validation DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 233.29it/s]
Validation DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 232.06it/s]
Validation DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 231.26it/s]
Validation DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 230.53it/s]
Validation DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 229.85it/s]
Validation DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 229.26it/s]
Validation DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 228.81it/s]
Validation DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 228.39it/s]
Validation DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 228.01it/s]
Validation DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 227.70it/s]
Validation DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 227.36it/s]
Validation DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 227.09it/s]
Validation DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 226.92it/s]
Validation DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 226.78it/s]
Validation DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 226.59it/s]
Validation DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 226.44it/s]
Validation DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 226.35it/s]
Validation DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 226.20it/s]
Validation DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 226.04it/s]
Validation DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 225.88it/s]
Validation DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 225.80it/s]
Validation DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 225.72it/s]
Validation DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 225.68it/s]
Validation DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 225.65it/s]
Validation DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 225.58it/s]
Validation DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 225.48it/s]
Validation DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 225.42it/s]
Validation DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 225.40it/s]
Validation DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 225.34it/s]
Validation DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 225.30it/s]
Validation DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 225.25it/s]
Validation DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 225.18it/s]
Validation DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 225.15it/s]
Validation DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 225.13it/s]
Validation DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 225.13it/s]
Validation DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 225.02it/s]
Validation DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 224.96it/s]
Validation DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 224.88it/s]
Validation DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 224.86it/s]
Validation DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 224.80it/s]
Validation DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 224.77it/s]
Validation DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 224.72it/s]
Validation DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 224.68it/s]
Validation DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 224.66it/s]
Validation DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 224.64it/s]
Validation DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 224.60it/s]
Validation DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 224.54it/s]
Validation DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 224.51it/s]
Validation DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 224.47it/s]
Validation DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 224.45it/s]
Validation DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 224.43it/s]
Validation DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 224.39it/s]
Validation DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 224.39it/s]
Validation DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 224.34it/s]
Validation DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 224.34it/s]
Validation DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 224.32it/s]
Validation DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 224.31it/s]
Validation DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 224.29it/s]
Validation DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 224.28it/s]
Validation DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 224.27it/s]
Validation DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 224.25it/s]
Validation DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 224.24it/s]
Validation DataLoader 0: 23%|██▎ | 71/313 [00:00<00:01, 224.24it/s]
Validation DataLoader 0: 23%|██▎ | 72/313 [00:00<00:01, 224.24it/s]
Validation DataLoader 0: 23%|██▎ | 73/313 [00:00<00:01, 224.22it/s]
Validation DataLoader 0: 24%|██▎ | 74/313 [00:00<00:01, 223.97it/s]
Validation DataLoader 0: 24%|██▍ | 75/313 [00:00<00:01, 223.95it/s]
Validation DataLoader 0: 24%|██▍ | 76/313 [00:00<00:01, 223.94it/s]
Validation DataLoader 0: 25%|██▍ | 77/313 [00:00<00:01, 223.94it/s]
Validation DataLoader 0: 25%|██▍ | 78/313 [00:00<00:01, 223.94it/s]
Validation DataLoader 0: 25%|██▌ | 79/313 [00:00<00:01, 223.94it/s]
Validation DataLoader 0: 26%|██▌ | 80/313 [00:00<00:01, 223.93it/s]
Validation DataLoader 0: 26%|██▌ | 81/313 [00:00<00:01, 223.92it/s]
Validation DataLoader 0: 26%|██▌ | 82/313 [00:00<00:01, 223.91it/s]
Validation DataLoader 0: 27%|██▋ | 83/313 [00:00<00:01, 223.90it/s]
Validation DataLoader 0: 27%|██▋ | 84/313 [00:00<00:01, 223.90it/s]
Validation DataLoader 0: 27%|██▋ | 85/313 [00:00<00:01, 223.92it/s]
Validation DataLoader 0: 27%|██▋ | 86/313 [00:00<00:01, 223.92it/s]
Validation DataLoader 0: 28%|██▊ | 87/313 [00:00<00:01, 223.91it/s]
Validation DataLoader 0: 28%|██▊ | 88/313 [00:00<00:01, 223.91it/s]
Validation DataLoader 0: 28%|██▊ | 89/313 [00:00<00:01, 223.91it/s]
Validation DataLoader 0: 29%|██▉ | 90/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 29%|██▉ | 91/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 29%|██▉ | 92/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 30%|██▉ | 93/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 30%|███ | 94/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 30%|███ | 95/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 31%|███ | 96/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 31%|███ | 97/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 31%|███▏ | 98/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 32%|███▏ | 99/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 32%|███▏ | 100/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 32%|███▏ | 101/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 33%|███▎ | 102/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 33%|███▎ | 103/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 33%|███▎ | 104/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 34%|███▎ | 105/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 34%|███▍ | 106/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 34%|███▍ | 107/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 35%|███▍ | 108/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 35%|███▍ | 109/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 35%|███▌ | 110/313 [00:00<00:00, 223.91it/s]
Validation DataLoader 0: 35%|███▌ | 111/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 36%|███▌ | 112/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 36%|███▌ | 113/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 36%|███▋ | 114/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 37%|███▋ | 115/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 37%|███▋ | 116/313 [00:00<00:00, 223.90it/s]
Validation DataLoader 0: 37%|███▋ | 117/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 38%|███▊ | 118/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 38%|███▊ | 119/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 38%|███▊ | 120/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 39%|███▊ | 121/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 39%|███▉ | 122/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 39%|███▉ | 123/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 40%|███▉ | 124/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 40%|███▉ | 125/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 40%|████ | 126/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 41%|████ | 127/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 41%|████ | 128/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 41%|████ | 129/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 42%|████▏ | 130/313 [00:00<00:00, 223.84it/s]
Validation DataLoader 0: 42%|████▏ | 131/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 42%|████▏ | 132/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 42%|████▏ | 133/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 43%|████▎ | 134/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 56%|█████▌ | 176/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 57%|█████▋ | 177/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 57%|█████▋ | 178/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 57%|█████▋ | 179/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 58%|█████▊ | 180/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 58%|█████▊ | 181/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 58%|█████▊ | 182/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 58%|█████▊ | 183/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 59%|█████▉ | 184/313 [00:00<00:00, 223.85it/s]
Validation DataLoader 0: 59%|█████▉ | 185/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 59%|█████▉ | 186/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 60%|█████▉ | 187/313 [00:00<00:00, 223.86it/s]
Validation DataLoader 0: 60%|██████ | 188/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 60%|██████ | 189/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 61%|██████ | 190/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 61%|██████ | 191/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 61%|██████▏ | 192/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 62%|██████▏ | 193/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 62%|██████▏ | 194/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 62%|██████▏ | 195/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 63%|██████▎ | 196/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 63%|██████▎ | 197/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 63%|██████▎ | 198/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 64%|██████▎ | 199/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 64%|██████▍ | 200/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 64%|██████▍ | 201/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 65%|██████▍ | 202/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 65%|██████▍ | 203/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 65%|██████▌ | 204/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 65%|██████▌ | 205/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 66%|██████▌ | 206/313 [00:00<00:00, 223.87it/s]
Validation DataLoader 0: 66%|██████▌ | 207/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 66%|██████▋ | 208/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 67%|██████▋ | 209/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 67%|██████▋ | 210/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 67%|██████▋ | 211/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 68%|██████▊ | 212/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 68%|██████▊ | 213/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 68%|██████▊ | 214/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 69%|██████▊ | 215/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 69%|██████▉ | 216/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 69%|██████▉ | 217/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 70%|██████▉ | 218/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 70%|██████▉ | 219/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 70%|███████ | 220/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 71%|███████ | 221/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 71%|███████ | 222/313 [00:00<00:00, 223.89it/s]
Validation DataLoader 0: 71%|███████ | 223/313 [00:00<00:00, 223.88it/s]
Validation DataLoader 0: 72%|███████▏ | 224/313 [00:01<00:00, 223.89it/s]
Validation DataLoader 0: 72%|███████▏ | 225/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 72%|███████▏ | 226/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 73%|███████▎ | 227/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 73%|███████▎ | 228/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 73%|███████▎ | 229/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 73%|███████▎ | 230/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 74%|███████▍ | 231/313 [00:01<00:00, 223.87it/s]
Validation DataLoader 0: 74%|███████▍ | 232/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 74%|███████▍ | 233/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 75%|███████▍ | 234/313 [00:01<00:00, 223.89it/s]
Validation DataLoader 0: 75%|███████▌ | 235/313 [00:01<00:00, 223.89it/s]
Validation DataLoader 0: 75%|███████▌ | 236/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 76%|███████▌ | 237/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 76%|███████▌ | 238/313 [00:01<00:00, 223.87it/s]
Validation DataLoader 0: 76%|███████▋ | 239/313 [00:01<00:00, 223.87it/s]
Validation DataLoader 0: 77%|███████▋ | 240/313 [00:01<00:00, 223.87it/s]
Validation DataLoader 0: 77%|███████▋ | 241/313 [00:01<00:00, 223.88it/s]
Validation DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 223.87it/s]
Validation DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 223.86it/s]
Validation DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 223.85it/s]
Validation DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 223.85it/s]
Validation DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 223.85it/s]
Validation DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 223.85it/s]
Validation DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 223.84it/s]
Validation DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 223.84it/s]
Validation DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 223.84it/s]
Validation DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 223.83it/s]
Validation DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 223.83it/s]
Validation DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 91%|█████████ | 284/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 91%|█████████ | 285/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 91%|█████████▏| 286/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 92%|█████████▏| 287/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 92%|█████████▏| 288/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 92%|█████████▏| 289/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 93%|█████████▎| 290/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 93%|█████████▎| 291/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 93%|█████████▎| 292/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 94%|█████████▎| 293/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 94%|█████████▍| 294/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 94%|█████████▍| 295/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 95%|█████████▍| 296/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 95%|█████████▍| 297/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 95%|█████████▌| 298/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 223.80it/s]
Validation DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 223.81it/s]
Validation DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 223.82it/s]
Validation DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 224.02it/s]
Epoch 0: 100%|██████████| 1875/1875 [00:17<00:00, 109.23it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 0: 100%|██████████| 1875/1875 [00:17<00:00, 109.23it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 0: 0%| | 0/1875 [00:00<?, ?it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 0%| | 0/1875 [00:00<?, ?it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 0%| | 1/1875 [00:00<00:17, 104.27it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 0%| | 1/1875 [00:00<00:18, 102.65it/s, v_num=13, train_loss=0.339, Acc%=95.80]
Epoch 1: 0%| | 2/1875 [00:00<00:16, 110.52it/s, v_num=13, train_loss=0.339, Acc%=95.80]
Epoch 1: 0%| | 2/1875 [00:00<00:17, 109.66it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 0%| | 3/1875 [00:00<00:16, 113.47it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 0%| | 3/1875 [00:00<00:16, 112.88it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 0%| | 4/1875 [00:00<00:16, 115.24it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 0%| | 4/1875 [00:00<00:16, 114.79it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 0%| | 5/1875 [00:00<00:16, 116.28it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 0%| | 5/1875 [00:00<00:16, 115.91it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 0%| | 6/1875 [00:00<00:15, 116.94it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 0%| | 6/1875 [00:00<00:16, 116.62it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 0%| | 7/1875 [00:00<00:15, 117.52it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 0%| | 7/1875 [00:00<00:15, 117.25it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 0%| | 8/1875 [00:00<00:15, 117.87it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 0%| | 8/1875 [00:00<00:15, 117.62it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 0%| | 9/1875 [00:00<00:15, 118.06it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 0%| | 9/1875 [00:00<00:15, 117.83it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 1%| | 10/1875 [00:00<00:15, 118.32it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 1%| | 10/1875 [00:00<00:15, 118.13it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 1%| | 11/1875 [00:00<00:15, 118.47it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 1%| | 11/1875 [00:00<00:15, 118.30it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 1%| | 12/1875 [00:00<00:15, 118.64it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 1%| | 12/1875 [00:00<00:15, 118.48it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 1%| | 13/1875 [00:00<00:15, 118.69it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 1%| | 13/1875 [00:00<00:15, 118.54it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 1%| | 14/1875 [00:00<00:15, 118.70it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 1%| | 14/1875 [00:00<00:15, 118.56it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 1%| | 15/1875 [00:00<00:15, 118.75it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 1%| | 15/1875 [00:00<00:15, 118.61it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 1%| | 16/1875 [00:00<00:15, 118.88it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 1%| | 16/1875 [00:00<00:15, 118.76it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 1%| | 17/1875 [00:00<00:15, 118.98it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 1%| | 17/1875 [00:00<00:15, 118.87it/s, v_num=13, train_loss=0.0462, Acc%=95.80]
Epoch 1: 1%| | 18/1875 [00:00<00:15, 119.05it/s, v_num=13, train_loss=0.0462, Acc%=95.80]
Epoch 1: 1%| | 18/1875 [00:00<00:15, 118.94it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 1%| | 19/1875 [00:00<00:15, 119.04it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 1%| | 19/1875 [00:00<00:15, 118.94it/s, v_num=13, train_loss=0.361, Acc%=95.80]
Epoch 1: 1%| | 20/1875 [00:00<00:15, 119.04it/s, v_num=13, train_loss=0.361, Acc%=95.80]
Epoch 1: 1%| | 20/1875 [00:00<00:15, 118.94it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 1%| | 21/1875 [00:00<00:15, 119.07it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 1%| | 21/1875 [00:00<00:15, 118.97it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 1%| | 22/1875 [00:00<00:15, 119.09it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 1%| | 22/1875 [00:00<00:15, 119.00it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 1%| | 23/1875 [00:00<00:15, 119.13it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 1%| | 23/1875 [00:00<00:15, 119.04it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 1%|▏ | 24/1875 [00:00<00:15, 119.17it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 1%|▏ | 24/1875 [00:00<00:15, 119.09it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 1%|▏ | 25/1875 [00:00<00:15, 119.23it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 1%|▏ | 25/1875 [00:00<00:15, 119.15it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 1%|▏ | 26/1875 [00:00<00:15, 119.09it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 1%|▏ | 26/1875 [00:00<00:15, 119.01it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 1%|▏ | 27/1875 [00:00<00:15, 119.15it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 1%|▏ | 27/1875 [00:00<00:15, 119.07it/s, v_num=13, train_loss=0.0571, Acc%=95.80]
Epoch 1: 1%|▏ | 28/1875 [00:00<00:15, 119.16it/s, v_num=13, train_loss=0.0571, Acc%=95.80]
Epoch 1: 1%|▏ | 28/1875 [00:00<00:15, 119.09it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 2%|▏ | 29/1875 [00:00<00:15, 119.21it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 2%|▏ | 29/1875 [00:00<00:15, 119.14it/s, v_num=13, train_loss=0.0952, Acc%=95.80]
Epoch 1: 2%|▏ | 30/1875 [00:00<00:15, 119.25it/s, v_num=13, train_loss=0.0952, Acc%=95.80]
Epoch 1: 2%|▏ | 30/1875 [00:00<00:15, 119.18it/s, v_num=13, train_loss=0.446, Acc%=95.80]
Epoch 1: 2%|▏ | 31/1875 [00:00<00:15, 119.30it/s, v_num=13, train_loss=0.446, Acc%=95.80]
Epoch 1: 2%|▏ | 31/1875 [00:00<00:15, 119.23it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 2%|▏ | 32/1875 [00:00<00:15, 119.32it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 2%|▏ | 32/1875 [00:00<00:15, 119.26it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 2%|▏ | 33/1875 [00:00<00:15, 119.33it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 2%|▏ | 33/1875 [00:00<00:15, 119.27it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 2%|▏ | 34/1875 [00:00<00:15, 119.37it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 2%|▏ | 34/1875 [00:00<00:15, 119.31it/s, v_num=13, train_loss=0.436, Acc%=95.80]
Epoch 1: 2%|▏ | 35/1875 [00:00<00:15, 119.38it/s, v_num=13, train_loss=0.436, Acc%=95.80]
Epoch 1: 2%|▏ | 35/1875 [00:00<00:15, 119.32it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 2%|▏ | 36/1875 [00:00<00:15, 119.43it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 2%|▏ | 36/1875 [00:00<00:15, 119.37it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 2%|▏ | 37/1875 [00:00<00:15, 119.47it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 2%|▏ | 37/1875 [00:00<00:15, 119.41it/s, v_num=13, train_loss=0.0971, Acc%=95.80]
Epoch 1: 2%|▏ | 38/1875 [00:00<00:15, 119.46it/s, v_num=13, train_loss=0.0971, Acc%=95.80]
Epoch 1: 2%|▏ | 38/1875 [00:00<00:15, 119.40it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 2%|▏ | 39/1875 [00:00<00:15, 119.48it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 2%|▏ | 39/1875 [00:00<00:15, 119.43it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 2%|▏ | 40/1875 [00:00<00:15, 119.52it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 2%|▏ | 40/1875 [00:00<00:15, 119.47it/s, v_num=13, train_loss=0.444, Acc%=95.80]
Epoch 1: 2%|▏ | 41/1875 [00:00<00:15, 119.54it/s, v_num=13, train_loss=0.444, Acc%=95.80]
Epoch 1: 2%|▏ | 41/1875 [00:00<00:15, 119.49it/s, v_num=13, train_loss=0.423, Acc%=95.80]
Epoch 1: 2%|▏ | 42/1875 [00:00<00:15, 119.57it/s, v_num=13, train_loss=0.423, Acc%=95.80]
Epoch 1: 2%|▏ | 42/1875 [00:00<00:15, 119.52it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 2%|▏ | 43/1875 [00:00<00:15, 119.59it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 2%|▏ | 43/1875 [00:00<00:15, 119.55it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 2%|▏ | 44/1875 [00:00<00:15, 119.60it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 2%|▏ | 44/1875 [00:00<00:15, 119.56it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 2%|▏ | 45/1875 [00:00<00:15, 119.64it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 2%|▏ | 45/1875 [00:00<00:15, 119.59it/s, v_num=13, train_loss=0.394, Acc%=95.80]
Epoch 1: 2%|▏ | 46/1875 [00:00<00:15, 119.65it/s, v_num=13, train_loss=0.394, Acc%=95.80]
Epoch 1: 2%|▏ | 46/1875 [00:00<00:15, 119.61it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 3%|▎ | 47/1875 [00:00<00:15, 119.65it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 3%|▎ | 47/1875 [00:00<00:15, 119.61it/s, v_num=13, train_loss=0.476, Acc%=95.80]
Epoch 1: 3%|▎ | 48/1875 [00:00<00:15, 119.66it/s, v_num=13, train_loss=0.476, Acc%=95.80]
Epoch 1: 3%|▎ | 48/1875 [00:00<00:15, 119.61it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 3%|▎ | 49/1875 [00:00<00:15, 119.68it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 3%|▎ | 49/1875 [00:00<00:15, 119.64it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 3%|▎ | 50/1875 [00:00<00:15, 119.68it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 3%|▎ | 50/1875 [00:00<00:15, 119.64it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 3%|▎ | 51/1875 [00:00<00:15, 119.69it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 3%|▎ | 51/1875 [00:00<00:15, 119.65it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 3%|▎ | 52/1875 [00:00<00:15, 119.69it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 3%|▎ | 52/1875 [00:00<00:15, 119.65it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 3%|▎ | 53/1875 [00:00<00:15, 119.72it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 3%|▎ | 53/1875 [00:00<00:15, 119.68it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 3%|▎ | 54/1875 [00:00<00:15, 119.74it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 3%|▎ | 54/1875 [00:00<00:15, 119.70it/s, v_num=13, train_loss=0.558, Acc%=95.80]
Epoch 1: 3%|▎ | 55/1875 [00:00<00:15, 119.75it/s, v_num=13, train_loss=0.558, Acc%=95.80]
Epoch 1: 3%|▎ | 55/1875 [00:00<00:15, 119.72it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 3%|▎ | 56/1875 [00:00<00:15, 119.77it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 3%|▎ | 56/1875 [00:00<00:15, 119.74it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 3%|▎ | 57/1875 [00:00<00:15, 119.79it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 3%|▎ | 57/1875 [00:00<00:15, 119.75it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 3%|▎ | 58/1875 [00:00<00:15, 119.81it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 3%|▎ | 58/1875 [00:00<00:15, 119.78it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 3%|▎ | 59/1875 [00:00<00:15, 119.84it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 3%|▎ | 59/1875 [00:00<00:15, 119.81it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 3%|▎ | 60/1875 [00:00<00:15, 119.86it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 3%|▎ | 60/1875 [00:00<00:15, 119.83it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 3%|▎ | 61/1875 [00:00<00:15, 119.87it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 3%|▎ | 61/1875 [00:00<00:15, 119.84it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 3%|▎ | 62/1875 [00:00<00:15, 119.89it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 3%|▎ | 62/1875 [00:00<00:15, 119.86it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 3%|▎ | 63/1875 [00:00<00:15, 119.91it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 3%|▎ | 63/1875 [00:00<00:15, 119.88it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 3%|▎ | 64/1875 [00:00<00:15, 119.93it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 3%|▎ | 64/1875 [00:00<00:15, 119.90it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 3%|▎ | 65/1875 [00:00<00:15, 119.94it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 3%|▎ | 65/1875 [00:00<00:15, 119.91it/s, v_num=13, train_loss=0.707, Acc%=95.80]
Epoch 1: 4%|▎ | 66/1875 [00:00<00:15, 119.95it/s, v_num=13, train_loss=0.707, Acc%=95.80]
Epoch 1: 4%|▎ | 66/1875 [00:00<00:15, 119.92it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 4%|▎ | 67/1875 [00:00<00:15, 119.97it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 4%|▎ | 67/1875 [00:00<00:15, 119.94it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 4%|▎ | 68/1875 [00:00<00:15, 119.97it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 4%|▎ | 68/1875 [00:00<00:15, 119.94it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 4%|▎ | 69/1875 [00:00<00:15, 119.98it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 4%|▎ | 69/1875 [00:00<00:15, 119.95it/s, v_num=13, train_loss=0.137, Acc%=95.80]
Epoch 1: 4%|▎ | 70/1875 [00:00<00:15, 120.00it/s, v_num=13, train_loss=0.137, Acc%=95.80]
Epoch 1: 4%|▎ | 70/1875 [00:00<00:15, 119.97it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 4%|▍ | 71/1875 [00:00<00:15, 120.01it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 4%|▍ | 71/1875 [00:00<00:15, 119.99it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 4%|▍ | 72/1875 [00:00<00:15, 120.02it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 4%|▍ | 72/1875 [00:00<00:15, 119.99it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 4%|▍ | 73/1875 [00:00<00:15, 120.04it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 4%|▍ | 73/1875 [00:00<00:15, 120.01it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 4%|▍ | 74/1875 [00:00<00:15, 120.04it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 4%|▍ | 74/1875 [00:00<00:15, 120.01it/s, v_num=13, train_loss=0.435, Acc%=95.80]
Epoch 1: 4%|▍ | 75/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.435, Acc%=95.80]
Epoch 1: 4%|▍ | 75/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 4%|▍ | 76/1875 [00:00<00:14, 119.99it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 4%|▍ | 76/1875 [00:00<00:14, 119.96it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 4%|▍ | 77/1875 [00:00<00:14, 120.00it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 4%|▍ | 77/1875 [00:00<00:14, 119.97it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 4%|▍ | 78/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 4%|▍ | 78/1875 [00:00<00:14, 119.98it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 4%|▍ | 79/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 4%|▍ | 79/1875 [00:00<00:14, 119.99it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 4%|▍ | 80/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 4%|▍ | 80/1875 [00:00<00:14, 119.98it/s, v_num=13, train_loss=0.635, Acc%=95.80]
Epoch 1: 4%|▍ | 81/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.635, Acc%=95.80]
Epoch 1: 4%|▍ | 81/1875 [00:00<00:14, 119.99it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 4%|▍ | 82/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 4%|▍ | 82/1875 [00:00<00:14, 120.00it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 4%|▍ | 83/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 4%|▍ | 83/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 4%|▍ | 84/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 4%|▍ | 84/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 5%|▍ | 85/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 5%|▍ | 85/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 5%|▍ | 86/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 5%|▍ | 86/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 5%|▍ | 87/1875 [00:00<00:14, 120.05it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 5%|▍ | 87/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.350, Acc%=95.80]
Epoch 1: 5%|▍ | 88/1875 [00:00<00:14, 120.05it/s, v_num=13, train_loss=0.350, Acc%=95.80]
Epoch 1: 5%|▍ | 88/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 5%|▍ | 89/1875 [00:00<00:14, 120.05it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 5%|▍ | 89/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 5%|▍ | 90/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 5%|▍ | 90/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 5%|▍ | 91/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 5%|▍ | 91/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 5%|▍ | 92/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 5%|▍ | 92/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 5%|▍ | 93/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 5%|▍ | 93/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 5%|▌ | 94/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 5%|▌ | 94/1875 [00:00<00:14, 120.00it/s, v_num=13, train_loss=0.526, Acc%=95.80]
Epoch 1: 5%|▌ | 95/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.526, Acc%=95.80]
Epoch 1: 5%|▌ | 95/1875 [00:00<00:14, 120.00it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 5%|▌ | 96/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 5%|▌ | 96/1875 [00:00<00:14, 120.01it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 5%|▌ | 97/1875 [00:00<00:14, 120.05it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 5%|▌ | 97/1875 [00:00<00:14, 120.02it/s, v_num=13, train_loss=0.386, Acc%=95.80]
Epoch 1: 5%|▌ | 98/1875 [00:00<00:14, 120.05it/s, v_num=13, train_loss=0.386, Acc%=95.80]
Epoch 1: 5%|▌ | 98/1875 [00:00<00:14, 120.03it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 5%|▌ | 99/1875 [00:00<00:14, 120.06it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 5%|▌ | 99/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 5%|▌ | 100/1875 [00:00<00:14, 120.06it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 5%|▌ | 100/1875 [00:00<00:14, 120.04it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 5%|▌ | 101/1875 [00:00<00:14, 120.08it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 5%|▌ | 101/1875 [00:00<00:14, 120.06it/s, v_num=13, train_loss=0.415, Acc%=95.80]
Epoch 1: 5%|▌ | 102/1875 [00:00<00:14, 120.09it/s, v_num=13, train_loss=0.415, Acc%=95.80]
Epoch 1: 5%|▌ | 102/1875 [00:00<00:14, 120.07it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 5%|▌ | 103/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 5%|▌ | 103/1875 [00:00<00:14, 120.08it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 6%|▌ | 104/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 6%|▌ | 104/1875 [00:00<00:14, 120.09it/s, v_num=13, train_loss=0.398, Acc%=95.80]
Epoch 1: 6%|▌ | 105/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.398, Acc%=95.80]
Epoch 1: 6%|▌ | 105/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 6%|▌ | 106/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 6%|▌ | 106/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 6%|▌ | 107/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 6%|▌ | 107/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 6%|▌ | 108/1875 [00:00<00:14, 120.13it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 6%|▌ | 108/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 6%|▌ | 109/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 6%|▌ | 109/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.418, Acc%=95.80]
Epoch 1: 6%|▌ | 110/1875 [00:00<00:14, 120.13it/s, v_num=13, train_loss=0.418, Acc%=95.80]
Epoch 1: 6%|▌ | 110/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 6%|▌ | 111/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 6%|▌ | 111/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 6%|▌ | 112/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 6%|▌ | 112/1875 [00:00<00:14, 120.09it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 6%|▌ | 113/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 6%|▌ | 113/1875 [00:00<00:14, 120.08it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 6%|▌ | 114/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 6%|▌ | 114/1875 [00:00<00:14, 120.09it/s, v_num=13, train_loss=0.239, Acc%=95.80]
Epoch 1: 6%|▌ | 115/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.239, Acc%=95.80]
Epoch 1: 6%|▌ | 115/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 6%|▌ | 116/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 6%|▌ | 116/1875 [00:00<00:14, 120.10it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 6%|▌ | 117/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 6%|▌ | 117/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 6%|▋ | 118/1875 [00:00<00:14, 120.13it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 6%|▋ | 118/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.0961, Acc%=95.80]
Epoch 1: 6%|▋ | 119/1875 [00:00<00:14, 120.14it/s, v_num=13, train_loss=0.0961, Acc%=95.80]
Epoch 1: 6%|▋ | 119/1875 [00:00<00:14, 120.12it/s, v_num=13, train_loss=0.0811, Acc%=95.80]
Epoch 1: 6%|▋ | 120/1875 [00:00<00:14, 120.13it/s, v_num=13, train_loss=0.0811, Acc%=95.80]
Epoch 1: 6%|▋ | 120/1875 [00:00<00:14, 120.11it/s, v_num=13, train_loss=0.0797, Acc%=95.80]
Epoch 1: 6%|▋ | 121/1875 [00:01<00:14, 120.12it/s, v_num=13, train_loss=0.0797, Acc%=95.80]
Epoch 1: 6%|▋ | 121/1875 [00:01<00:14, 120.10it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 7%|▋ | 122/1875 [00:01<00:14, 120.11it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 7%|▋ | 122/1875 [00:01<00:14, 120.09it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 7%|▋ | 123/1875 [00:01<00:14, 120.10it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 7%|▋ | 123/1875 [00:01<00:14, 120.08it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 7%|▋ | 124/1875 [00:01<00:14, 120.09it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 7%|▋ | 124/1875 [00:01<00:14, 120.07it/s, v_num=13, train_loss=0.519, Acc%=95.80]
Epoch 1: 7%|▋ | 125/1875 [00:01<00:14, 120.09it/s, v_num=13, train_loss=0.519, Acc%=95.80]
Epoch 1: 7%|▋ | 125/1875 [00:01<00:14, 120.08it/s, v_num=13, train_loss=0.0987, Acc%=95.80]
Epoch 1: 7%|▋ | 126/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.0987, Acc%=95.80]
Epoch 1: 7%|▋ | 126/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 7%|▋ | 127/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 7%|▋ | 127/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 7%|▋ | 128/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 7%|▋ | 128/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 7%|▋ | 129/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 7%|▋ | 129/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 7%|▋ | 130/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 7%|▋ | 130/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 7%|▋ | 131/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 7%|▋ | 131/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.437, Acc%=95.80]
Epoch 1: 7%|▋ | 132/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.437, Acc%=95.80]
Epoch 1: 7%|▋ | 132/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.473, Acc%=95.80]
Epoch 1: 7%|▋ | 133/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.473, Acc%=95.80]
Epoch 1: 7%|▋ | 133/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 7%|▋ | 134/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 7%|▋ | 134/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 7%|▋ | 135/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 7%|▋ | 135/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 7%|▋ | 136/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 7%|▋ | 136/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 7%|▋ | 137/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 7%|▋ | 137/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 7%|▋ | 138/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 7%|▋ | 138/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 7%|▋ | 139/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 7%|▋ | 139/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 7%|▋ | 140/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 7%|▋ | 140/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 8%|▊ | 141/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 8%|▊ | 141/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 8%|▊ | 142/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 8%|▊ | 142/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 8%|▊ | 143/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 8%|▊ | 143/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 8%|▊ | 144/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 8%|▊ | 144/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 8%|▊ | 145/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 8%|▊ | 145/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 8%|▊ | 146/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 8%|▊ | 146/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 8%|▊ | 147/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 8%|▊ | 147/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 8%|▊ | 148/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 8%|▊ | 148/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 8%|▊ | 149/1875 [00:01<00:14, 120.05it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 8%|▊ | 149/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 8%|▊ | 150/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 8%|▊ | 150/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 8%|▊ | 151/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 8%|▊ | 151/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 8%|▊ | 152/1875 [00:01<00:14, 120.04it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 8%|▊ | 152/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 8%|▊ | 153/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 8%|▊ | 153/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 8%|▊ | 154/1875 [00:01<00:14, 120.03it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 8%|▊ | 154/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 8%|▊ | 155/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 8%|▊ | 155/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 8%|▊ | 156/1875 [00:01<00:14, 120.02it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 8%|▊ | 156/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 8%|▊ | 157/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 8%|▊ | 157/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 8%|▊ | 158/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 8%|▊ | 158/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 8%|▊ | 159/1875 [00:01<00:14, 120.01it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 8%|▊ | 159/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 9%|▊ | 160/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 9%|▊ | 160/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 9%|▊ | 161/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 9%|▊ | 161/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 9%|▊ | 162/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 9%|▊ | 162/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 9%|▊ | 163/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 9%|▊ | 163/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 9%|▊ | 164/1875 [00:01<00:14, 120.00it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 9%|▊ | 164/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.782, Acc%=95.80]
Epoch 1: 9%|▉ | 165/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.782, Acc%=95.80]
Epoch 1: 9%|▉ | 165/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.551, Acc%=95.80]
Epoch 1: 9%|▉ | 166/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.551, Acc%=95.80]
Epoch 1: 9%|▉ | 166/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.584, Acc%=95.80]
Epoch 1: 9%|▉ | 167/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.584, Acc%=95.80]
Epoch 1: 9%|▉ | 167/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.322, Acc%=95.80]
Epoch 1: 9%|▉ | 168/1875 [00:01<00:14, 119.99it/s, v_num=13, train_loss=0.322, Acc%=95.80]
Epoch 1: 9%|▉ | 168/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.085, Acc%=95.80]
Epoch 1: 9%|▉ | 169/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.085, Acc%=95.80]
Epoch 1: 9%|▉ | 169/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.0938, Acc%=95.80]
Epoch 1: 9%|▉ | 170/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.0938, Acc%=95.80]
Epoch 1: 9%|▉ | 170/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 9%|▉ | 171/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 9%|▉ | 171/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 9%|▉ | 172/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 9%|▉ | 172/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.504, Acc%=95.80]
Epoch 1: 9%|▉ | 173/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.504, Acc%=95.80]
Epoch 1: 9%|▉ | 173/1875 [00:01<00:14, 119.96it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 9%|▉ | 174/1875 [00:01<00:14, 119.97it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 9%|▉ | 174/1875 [00:01<00:14, 119.96it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 9%|▉ | 175/1875 [00:01<00:14, 119.98it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 9%|▉ | 175/1875 [00:01<00:14, 119.96it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 9%|▉ | 176/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 9%|▉ | 176/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.311, Acc%=95.80]
Epoch 1: 9%|▉ | 177/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.311, Acc%=95.80]
Epoch 1: 9%|▉ | 177/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 9%|▉ | 178/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 9%|▉ | 178/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.077, Acc%=95.80]
Epoch 1: 10%|▉ | 179/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.077, Acc%=95.80]
Epoch 1: 10%|▉ | 179/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.459, Acc%=95.80]
Epoch 1: 10%|▉ | 180/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.459, Acc%=95.80]
Epoch 1: 10%|▉ | 180/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 10%|▉ | 181/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 10%|▉ | 181/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 10%|▉ | 182/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 10%|▉ | 182/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 10%|▉ | 183/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 10%|▉ | 183/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.0752, Acc%=95.80]
Epoch 1: 10%|▉ | 184/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.0752, Acc%=95.80]
Epoch 1: 10%|▉ | 184/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 10%|▉ | 185/1875 [00:01<00:14, 119.94it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 10%|▉ | 185/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 10%|▉ | 186/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 10%|▉ | 186/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 10%|▉ | 187/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 10%|▉ | 187/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 10%|█ | 188/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 10%|█ | 188/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 10%|█ | 189/1875 [00:01<00:14, 119.93it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 10%|█ | 189/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 10%|█ | 190/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 10%|█ | 190/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 10%|█ | 191/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 10%|█ | 191/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 10%|█ | 192/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 10%|█ | 192/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 10%|█ | 193/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 10%|█ | 193/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 10%|█ | 194/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 10%|█ | 194/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 10%|█ | 195/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 10%|█ | 195/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 10%|█ | 196/1875 [00:01<00:14, 119.92it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 10%|█ | 196/1875 [00:01<00:14, 119.91it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 11%|█ | 197/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 11%|█ | 197/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 11%|█ | 198/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 11%|█ | 198/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 11%|█ | 199/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 11%|█ | 199/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 11%|█ | 200/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 11%|█ | 200/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 11%|█ | 201/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 11%|█ | 201/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 11%|█ | 202/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 11%|█ | 202/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 11%|█ | 203/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 11%|█ | 203/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 11%|█ | 204/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 11%|█ | 204/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 11%|█ | 205/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 11%|█ | 205/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.528, Acc%=95.80]
Epoch 1: 11%|█ | 206/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.528, Acc%=95.80]
Epoch 1: 11%|█ | 206/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 11%|█ | 207/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 11%|█ | 207/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 11%|█ | 208/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 11%|█ | 208/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 11%|█ | 209/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 11%|█ | 209/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 11%|█ | 210/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 11%|█ | 210/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 11%|█▏ | 211/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 11%|█▏ | 211/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 11%|█▏ | 212/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 11%|█▏ | 212/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 11%|█▏ | 213/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 11%|█▏ | 213/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 11%|█▏ | 214/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 11%|█▏ | 214/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.370, Acc%=95.80]
Epoch 1: 11%|█▏ | 215/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.370, Acc%=95.80]
Epoch 1: 11%|█▏ | 215/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 12%|█▏ | 216/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 12%|█▏ | 216/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 12%|█▏ | 217/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 12%|█▏ | 217/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 12%|█▏ | 218/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 12%|█▏ | 218/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 12%|█▏ | 219/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 12%|█▏ | 219/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.359, Acc%=95.80]
Epoch 1: 12%|█▏ | 220/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.359, Acc%=95.80]
Epoch 1: 12%|█▏ | 220/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 12%|█▏ | 221/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 12%|█▏ | 221/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 12%|█▏ | 222/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 12%|█▏ | 222/1875 [00:01<00:13, 119.95it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 12%|█▏ | 223/1875 [00:01<00:13, 119.97it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 12%|█▏ | 223/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 12%|█▏ | 224/1875 [00:01<00:13, 119.97it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 12%|█▏ | 224/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 12%|█▏ | 225/1875 [00:01<00:13, 119.97it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 12%|█▏ | 225/1875 [00:01<00:13, 119.96it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 12%|█▏ | 226/1875 [00:01<00:13, 119.94it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 12%|█▏ | 226/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 12%|█▏ | 227/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 12%|█▏ | 227/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 12%|█▏ | 228/1875 [00:01<00:13, 119.93it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 12%|█▏ | 228/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.0673, Acc%=95.80]
Epoch 1: 12%|█▏ | 229/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.0673, Acc%=95.80]
Epoch 1: 12%|█▏ | 229/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 12%|█▏ | 230/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 12%|█▏ | 230/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 12%|█▏ | 231/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 12%|█▏ | 231/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 12%|█▏ | 232/1875 [00:01<00:13, 119.92it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 12%|█▏ | 232/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 12%|█▏ | 233/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 12%|█▏ | 233/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 12%|█▏ | 234/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 12%|█▏ | 234/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 13%|█▎ | 235/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 13%|█▎ | 235/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 13%|█▎ | 236/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 13%|█▎ | 236/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 13%|█▎ | 237/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 13%|█▎ | 237/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 13%|█▎ | 238/1875 [00:01<00:13, 119.91it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 13%|█▎ | 238/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 13%|█▎ | 239/1875 [00:01<00:13, 119.90it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 13%|█▎ | 239/1875 [00:01<00:13, 119.89it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 13%|█▎ | 240/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 13%|█▎ | 240/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.0819, Acc%=95.80]
Epoch 1: 13%|█▎ | 241/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0819, Acc%=95.80]
Epoch 1: 13%|█▎ | 241/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 13%|█▎ | 242/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 13%|█▎ | 242/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 13%|█▎ | 243/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 13%|█▎ | 243/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 13%|█▎ | 244/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 13%|█▎ | 244/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 13%|█▎ | 245/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 13%|█▎ | 245/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.406, Acc%=95.80]
Epoch 1: 13%|█▎ | 246/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.406, Acc%=95.80]
Epoch 1: 13%|█▎ | 246/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 13%|█▎ | 247/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 13%|█▎ | 247/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.396, Acc%=95.80]
Epoch 1: 13%|█▎ | 248/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.396, Acc%=95.80]
Epoch 1: 13%|█▎ | 248/1875 [00:02<00:13, 119.88it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 13%|█▎ | 249/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 13%|█▎ | 249/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 13%|█▎ | 250/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 13%|█▎ | 250/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 13%|█▎ | 251/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 13%|█▎ | 251/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 13%|█▎ | 252/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 13%|█▎ | 252/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 13%|█▎ | 253/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 13%|█▎ | 253/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 14%|█▎ | 254/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 14%|█▎ | 254/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 14%|█▎ | 255/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 14%|█▎ | 255/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 14%|█▎ | 256/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 14%|█▎ | 256/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 14%|█▎ | 257/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 14%|█▎ | 257/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 14%|█▍ | 258/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 14%|█▍ | 258/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.307, Acc%=95.80]
Epoch 1: 14%|█▍ | 259/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.307, Acc%=95.80]
Epoch 1: 14%|█▍ | 259/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 14%|█▍ | 260/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 14%|█▍ | 260/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 14%|█▍ | 261/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 14%|█▍ | 261/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 14%|█▍ | 262/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 14%|█▍ | 262/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0893, Acc%=95.80]
Epoch 1: 14%|█▍ | 263/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0893, Acc%=95.80]
Epoch 1: 14%|█▍ | 263/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 14%|█▍ | 264/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 14%|█▍ | 264/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 14%|█▍ | 265/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 14%|█▍ | 265/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.400, Acc%=95.80]
Epoch 1: 14%|█▍ | 266/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.400, Acc%=95.80]
Epoch 1: 14%|█▍ | 266/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 14%|█▍ | 267/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.466, Acc%=95.80]
Epoch 1: 14%|█▍ | 267/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 14%|█▍ | 268/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 14%|█▍ | 268/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 14%|█▍ | 269/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 14%|█▍ | 269/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 14%|█▍ | 270/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 14%|█▍ | 270/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 14%|█▍ | 271/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 14%|█▍ | 271/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 272/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 272/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 15%|█▍ | 273/1875 [00:02<00:13, 119.93it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 15%|█▍ | 273/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 15%|█▍ | 274/1875 [00:02<00:13, 119.93it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 15%|█▍ | 274/1875 [00:02<00:13, 119.92it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 15%|█▍ | 275/1875 [00:02<00:13, 119.94it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 15%|█▍ | 275/1875 [00:02<00:13, 119.93it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 15%|█▍ | 276/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 15%|█▍ | 276/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 277/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 277/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 15%|█▍ | 278/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 15%|█▍ | 278/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 279/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 15%|█▍ | 279/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.391, Acc%=95.80]
Epoch 1: 15%|█▍ | 280/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.391, Acc%=95.80]
Epoch 1: 15%|█▍ | 280/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 15%|█▍ | 281/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 15%|█▍ | 281/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 15%|█▌ | 282/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 15%|█▌ | 282/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 15%|█▌ | 283/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 15%|█▌ | 283/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 15%|█▌ | 284/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 15%|█▌ | 284/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 15%|█▌ | 285/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 15%|█▌ | 285/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 15%|█▌ | 286/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 15%|█▌ | 286/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 15%|█▌ | 287/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 15%|█▌ | 287/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 15%|█▌ | 288/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 15%|█▌ | 288/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 15%|█▌ | 289/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 15%|█▌ | 289/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 15%|█▌ | 290/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 15%|█▌ | 290/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 16%|█▌ | 291/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 16%|█▌ | 291/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.465, Acc%=95.80]
Epoch 1: 16%|█▌ | 292/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.465, Acc%=95.80]
Epoch 1: 16%|█▌ | 292/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 16%|█▌ | 293/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 16%|█▌ | 293/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 16%|█▌ | 294/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 16%|█▌ | 294/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 16%|█▌ | 295/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 16%|█▌ | 295/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 16%|█▌ | 296/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 16%|█▌ | 296/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 16%|█▌ | 297/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 16%|█▌ | 297/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 16%|█▌ | 298/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 16%|█▌ | 298/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 16%|█▌ | 299/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 16%|█▌ | 299/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 16%|█▌ | 300/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 16%|█▌ | 300/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 16%|█▌ | 301/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 16%|█▌ | 301/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 16%|█▌ | 302/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 16%|█▌ | 302/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 16%|█▌ | 303/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 16%|█▌ | 303/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 16%|█▌ | 304/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 16%|█▌ | 304/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 16%|█▋ | 305/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 16%|█▋ | 305/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 16%|█▋ | 306/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 16%|█▋ | 306/1875 [00:02<00:13, 119.89it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 16%|█▋ | 307/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 16%|█▋ | 307/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 16%|█▋ | 308/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 16%|█▋ | 308/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 16%|█▋ | 309/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 16%|█▋ | 309/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 17%|█▋ | 310/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 17%|█▋ | 310/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0544, Acc%=95.80]
Epoch 1: 17%|█▋ | 311/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.0544, Acc%=95.80]
Epoch 1: 17%|█▋ | 311/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.0691, Acc%=95.80]
Epoch 1: 17%|█▋ | 312/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.0691, Acc%=95.80]
Epoch 1: 17%|█▋ | 312/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 17%|█▋ | 313/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 17%|█▋ | 313/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 17%|█▋ | 314/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 17%|█▋ | 314/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.378, Acc%=95.80]
Epoch 1: 17%|█▋ | 315/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.378, Acc%=95.80]
Epoch 1: 17%|█▋ | 315/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 17%|█▋ | 316/1875 [00:02<00:13, 119.91it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 17%|█▋ | 316/1875 [00:02<00:13, 119.90it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 17%|█▋ | 317/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 17%|█▋ | 317/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 17%|█▋ | 318/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 17%|█▋ | 318/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.380, Acc%=95.80]
Epoch 1: 17%|█▋ | 319/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.380, Acc%=95.80]
Epoch 1: 17%|█▋ | 319/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.442, Acc%=95.80]
Epoch 1: 17%|█▋ | 320/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.442, Acc%=95.80]
Epoch 1: 17%|█▋ | 320/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 17%|█▋ | 321/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 17%|█▋ | 321/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.088, Acc%=95.80]
Epoch 1: 17%|█▋ | 322/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.088, Acc%=95.80]
Epoch 1: 17%|█▋ | 322/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 17%|█▋ | 323/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 17%|█▋ | 323/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 17%|█▋ | 324/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 17%|█▋ | 324/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.453, Acc%=95.80]
Epoch 1: 17%|█▋ | 325/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.453, Acc%=95.80]
Epoch 1: 17%|█▋ | 325/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 17%|█▋ | 326/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 17%|█▋ | 326/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.451, Acc%=95.80]
Epoch 1: 17%|█▋ | 327/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.451, Acc%=95.80]
Epoch 1: 17%|█▋ | 327/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 17%|█▋ | 328/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 17%|█▋ | 328/1875 [00:02<00:12, 119.88it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 18%|█▊ | 329/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 18%|█▊ | 329/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 18%|█▊ | 330/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 18%|█▊ | 330/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 18%|█▊ | 331/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 18%|█▊ | 331/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 18%|█▊ | 332/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 18%|█▊ | 332/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 18%|█▊ | 333/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 18%|█▊ | 333/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 18%|█▊ | 334/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 18%|█▊ | 334/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 18%|█▊ | 335/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 18%|█▊ | 335/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 18%|█▊ | 336/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 18%|█▊ | 336/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 18%|█▊ | 337/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 18%|█▊ | 337/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 18%|█▊ | 338/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 18%|█▊ | 338/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 18%|█▊ | 339/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 18%|█▊ | 339/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 18%|█▊ | 340/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 18%|█▊ | 340/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 18%|█▊ | 341/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 18%|█▊ | 341/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.412, Acc%=95.80]
Epoch 1: 18%|█▊ | 342/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.412, Acc%=95.80]
Epoch 1: 18%|█▊ | 342/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 18%|█▊ | 343/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 18%|█▊ | 343/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 18%|█▊ | 344/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 18%|█▊ | 344/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 18%|█▊ | 345/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 18%|█▊ | 345/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 18%|█▊ | 346/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 18%|█▊ | 346/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 19%|█▊ | 347/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 19%|█▊ | 347/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 19%|█▊ | 348/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 19%|█▊ | 348/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 19%|█▊ | 349/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 19%|█▊ | 349/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 19%|█▊ | 350/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 19%|█▊ | 350/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 19%|█▊ | 351/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 19%|█▊ | 351/1875 [00:02<00:12, 119.89it/s, v_num=13, train_loss=0.435, Acc%=95.80]
Epoch 1: 19%|█▉ | 352/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.435, Acc%=95.80]
Epoch 1: 19%|█▉ | 352/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 19%|█▉ | 353/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 19%|█▉ | 353/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 19%|█▉ | 354/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 19%|█▉ | 354/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 19%|█▉ | 355/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 19%|█▉ | 355/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 19%|█▉ | 356/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 19%|█▉ | 356/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.0911, Acc%=95.80]
Epoch 1: 19%|█▉ | 357/1875 [00:02<00:12, 119.91it/s, v_num=13, train_loss=0.0911, Acc%=95.80]
Epoch 1: 19%|█▉ | 357/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 19%|█▉ | 358/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 19%|█▉ | 358/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 19%|█▉ | 359/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 19%|█▉ | 359/1875 [00:02<00:12, 119.90it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 19%|█▉ | 360/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 19%|█▉ | 360/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 19%|█▉ | 361/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 19%|█▉ | 361/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 19%|█▉ | 362/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 19%|█▉ | 362/1875 [00:03<00:12, 119.89it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 19%|█▉ | 363/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 19%|█▉ | 363/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 19%|█▉ | 364/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 19%|█▉ | 364/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 19%|█▉ | 365/1875 [00:03<00:12, 119.91it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 19%|█▉ | 365/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 20%|█▉ | 366/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 20%|█▉ | 366/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 20%|█▉ | 367/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 20%|█▉ | 367/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 20%|█▉ | 368/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 20%|█▉ | 368/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 20%|█▉ | 369/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 20%|█▉ | 369/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 20%|█▉ | 370/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 20%|█▉ | 370/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 20%|█▉ | 371/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 20%|█▉ | 371/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 20%|█▉ | 372/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 20%|█▉ | 372/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 20%|█▉ | 373/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 20%|█▉ | 373/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 20%|█▉ | 374/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 20%|█▉ | 374/1875 [00:03<00:12, 119.89it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 20%|██ | 375/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 20%|██ | 375/1875 [00:03<00:12, 119.90it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 20%|██ | 376/1875 [00:03<00:12, 119.89it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 20%|██ | 376/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 20%|██ | 377/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 20%|██ | 377/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 20%|██ | 378/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 20%|██ | 378/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 20%|██ | 379/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 20%|██ | 379/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 20%|██ | 380/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 20%|██ | 380/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 20%|██ | 381/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 20%|██ | 381/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 20%|██ | 382/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 20%|██ | 382/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 20%|██ | 383/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 20%|██ | 383/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 20%|██ | 384/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 20%|██ | 384/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 21%|██ | 385/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 21%|██ | 385/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 21%|██ | 386/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 21%|██ | 386/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 21%|██ | 387/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 21%|██ | 387/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 21%|██ | 388/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 21%|██ | 388/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 21%|██ | 389/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 21%|██ | 389/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.0772, Acc%=95.80]
Epoch 1: 21%|██ | 390/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.0772, Acc%=95.80]
Epoch 1: 21%|██ | 390/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.610, Acc%=95.80]
Epoch 1: 21%|██ | 391/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.610, Acc%=95.80]
Epoch 1: 21%|██ | 391/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 21%|██ | 392/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 21%|██ | 392/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 21%|██ | 393/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 21%|██ | 393/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.568, Acc%=95.80]
Epoch 1: 21%|██ | 394/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.568, Acc%=95.80]
Epoch 1: 21%|██ | 394/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 21%|██ | 395/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 21%|██ | 395/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 21%|██ | 396/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 21%|██ | 396/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 21%|██ | 397/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 21%|██ | 397/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 21%|██ | 398/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 21%|██ | 398/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 21%|██▏ | 399/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 21%|██▏ | 399/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 21%|██▏ | 400/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 21%|██▏ | 400/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 21%|██▏ | 401/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 21%|██▏ | 401/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 21%|██▏ | 402/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 21%|██▏ | 402/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 21%|██▏ | 403/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 21%|██▏ | 403/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 22%|██▏ | 404/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 22%|██▏ | 404/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 22%|██▏ | 405/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 22%|██▏ | 405/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 22%|██▏ | 406/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 22%|██▏ | 406/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 22%|██▏ | 407/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 22%|██▏ | 407/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 22%|██▏ | 408/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 22%|██▏ | 408/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 22%|██▏ | 409/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 22%|██▏ | 409/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.516, Acc%=95.80]
Epoch 1: 22%|██▏ | 410/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.516, Acc%=95.80]
Epoch 1: 22%|██▏ | 410/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 22%|██▏ | 411/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 22%|██▏ | 411/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 22%|██▏ | 412/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 22%|██▏ | 412/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 22%|██▏ | 413/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 22%|██▏ | 413/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 22%|██▏ | 414/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 22%|██▏ | 414/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 22%|██▏ | 415/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 22%|██▏ | 415/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 22%|██▏ | 416/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 22%|██▏ | 416/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.514, Acc%=95.80]
Epoch 1: 22%|██▏ | 417/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.514, Acc%=95.80]
Epoch 1: 22%|██▏ | 417/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 22%|██▏ | 418/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 22%|██▏ | 418/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 22%|██▏ | 419/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 22%|██▏ | 419/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 22%|██▏ | 420/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 22%|██▏ | 420/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 22%|██▏ | 421/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 22%|██▏ | 421/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.0938, Acc%=95.80]
Epoch 1: 23%|██▎ | 422/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.0938, Acc%=95.80]
Epoch 1: 23%|██▎ | 422/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 23%|██▎ | 423/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 23%|██▎ | 423/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 23%|██▎ | 424/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 23%|██▎ | 424/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 23%|██▎ | 425/1875 [00:03<00:12, 119.88it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 23%|██▎ | 425/1875 [00:03<00:12, 119.87it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 23%|██▎ | 426/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 23%|██▎ | 426/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 23%|██▎ | 427/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 23%|██▎ | 427/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.668, Acc%=95.80]
Epoch 1: 23%|██▎ | 428/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.668, Acc%=95.80]
Epoch 1: 23%|██▎ | 428/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 23%|██▎ | 429/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 23%|██▎ | 429/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.620, Acc%=95.80]
Epoch 1: 23%|██▎ | 430/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.620, Acc%=95.80]
Epoch 1: 23%|██▎ | 430/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 23%|██▎ | 431/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 23%|██▎ | 431/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 23%|██▎ | 432/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 23%|██▎ | 432/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 23%|██▎ | 433/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 23%|██▎ | 433/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.456, Acc%=95.80]
Epoch 1: 23%|██▎ | 434/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.456, Acc%=95.80]
Epoch 1: 23%|██▎ | 434/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 23%|██▎ | 435/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 23%|██▎ | 435/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 23%|██▎ | 436/1875 [00:03<00:12, 119.86it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 23%|██▎ | 436/1875 [00:03<00:12, 119.85it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 23%|██▎ | 437/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 23%|██▎ | 437/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 23%|██▎ | 438/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 23%|██▎ | 438/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 23%|██▎ | 439/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 23%|██▎ | 439/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 23%|██▎ | 440/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 23%|██▎ | 440/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 24%|██▎ | 441/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 24%|██▎ | 441/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 24%|██▎ | 442/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 24%|██▎ | 442/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 24%|██▎ | 443/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 24%|██▎ | 443/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 24%|██▎ | 444/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 24%|██▎ | 444/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 24%|██▎ | 445/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 24%|██▎ | 445/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 24%|██▍ | 446/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 24%|██▍ | 446/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 24%|██▍ | 447/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 24%|██▍ | 447/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 24%|██▍ | 448/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 24%|██▍ | 448/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 24%|██▍ | 449/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 24%|██▍ | 449/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 24%|██▍ | 450/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 24%|██▍ | 450/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.071, Acc%=95.80]
Epoch 1: 24%|██▍ | 451/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.071, Acc%=95.80]
Epoch 1: 24%|██▍ | 451/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 24%|██▍ | 452/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 24%|██▍ | 452/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.0895, Acc%=95.80]
Epoch 1: 24%|██▍ | 453/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.0895, Acc%=95.80]
Epoch 1: 24%|██▍ | 453/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 24%|██▍ | 454/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 24%|██▍ | 454/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 24%|██▍ | 455/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 24%|██▍ | 455/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 24%|██▍ | 456/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 24%|██▍ | 456/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 24%|██▍ | 457/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 24%|██▍ | 457/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.0929, Acc%=95.80]
Epoch 1: 24%|██▍ | 458/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.0929, Acc%=95.80]
Epoch 1: 24%|██▍ | 458/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 24%|██▍ | 459/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 24%|██▍ | 459/1875 [00:03<00:11, 119.84it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 25%|██▍ | 460/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 25%|██▍ | 460/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 25%|██▍ | 461/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 25%|██▍ | 461/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 25%|██▍ | 462/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 25%|██▍ | 462/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.589, Acc%=95.80]
Epoch 1: 25%|██▍ | 463/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.589, Acc%=95.80]
Epoch 1: 25%|██▍ | 463/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 25%|██▍ | 464/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 25%|██▍ | 464/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 25%|██▍ | 465/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 25%|██▍ | 465/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.0604, Acc%=95.80]
Epoch 1: 25%|██▍ | 466/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.0604, Acc%=95.80]
Epoch 1: 25%|██▍ | 466/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 25%|██▍ | 467/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 25%|██▍ | 467/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 25%|██▍ | 468/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 25%|██▍ | 468/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 25%|██▌ | 469/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 25%|██▌ | 469/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.0945, Acc%=95.80]
Epoch 1: 25%|██▌ | 470/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.0945, Acc%=95.80]
Epoch 1: 25%|██▌ | 470/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 25%|██▌ | 471/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 25%|██▌ | 471/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.0846, Acc%=95.80]
Epoch 1: 25%|██▌ | 472/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.0846, Acc%=95.80]
Epoch 1: 25%|██▌ | 472/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 25%|██▌ | 473/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 25%|██▌ | 473/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 25%|██▌ | 474/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 25%|██▌ | 474/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 25%|██▌ | 475/1875 [00:03<00:11, 119.87it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 25%|██▌ | 475/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 25%|██▌ | 476/1875 [00:03<00:11, 119.86it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 25%|██▌ | 476/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.411, Acc%=95.80]
Epoch 1: 25%|██▌ | 477/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.411, Acc%=95.80]
Epoch 1: 25%|██▌ | 477/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.406, Acc%=95.80]
Epoch 1: 25%|██▌ | 478/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.406, Acc%=95.80]
Epoch 1: 25%|██▌ | 478/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 26%|██▌ | 479/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 26%|██▌ | 479/1875 [00:03<00:11, 119.85it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 26%|██▌ | 480/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 26%|██▌ | 480/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 26%|██▌ | 481/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 26%|██▌ | 481/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 26%|██▌ | 482/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 26%|██▌ | 482/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 26%|██▌ | 483/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 26%|██▌ | 483/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 26%|██▌ | 484/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 26%|██▌ | 484/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 26%|██▌ | 485/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 26%|██▌ | 485/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 26%|██▌ | 486/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 26%|██▌ | 486/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 26%|██▌ | 487/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 26%|██▌ | 487/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 26%|██▌ | 488/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 26%|██▌ | 488/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 26%|██▌ | 489/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 26%|██▌ | 489/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 26%|██▌ | 490/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 26%|██▌ | 490/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 26%|██▌ | 491/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 26%|██▌ | 491/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 26%|██▌ | 492/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 26%|██▌ | 492/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 26%|██▋ | 493/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 26%|██▋ | 493/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 26%|██▋ | 494/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 26%|██▋ | 494/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 26%|██▋ | 495/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 26%|██▋ | 495/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.236, Acc%=95.80]
Epoch 1: 26%|██▋ | 496/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.236, Acc%=95.80]
Epoch 1: 26%|██▋ | 496/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 27%|██▋ | 497/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 27%|██▋ | 497/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 27%|██▋ | 498/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 27%|██▋ | 498/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.571, Acc%=95.80]
Epoch 1: 27%|██▋ | 499/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.571, Acc%=95.80]
Epoch 1: 27%|██▋ | 499/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 27%|██▋ | 500/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 27%|██▋ | 500/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 27%|██▋ | 501/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 27%|██▋ | 501/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 27%|██▋ | 502/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 27%|██▋ | 502/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 27%|██▋ | 503/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 27%|██▋ | 503/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 27%|██▋ | 504/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 27%|██▋ | 504/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 27%|██▋ | 505/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 27%|██▋ | 505/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 27%|██▋ | 506/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 27%|██▋ | 506/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 27%|██▋ | 507/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 27%|██▋ | 507/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 27%|██▋ | 508/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 27%|██▋ | 508/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.693, Acc%=95.80]
Epoch 1: 27%|██▋ | 509/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.693, Acc%=95.80]
Epoch 1: 27%|██▋ | 509/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 27%|██▋ | 510/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 27%|██▋ | 510/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 27%|██▋ | 511/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 27%|██▋ | 511/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 27%|██▋ | 512/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 27%|██▋ | 512/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 27%|██▋ | 513/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 27%|██▋ | 513/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 27%|██▋ | 514/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 27%|██▋ | 514/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 27%|██▋ | 515/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 27%|██▋ | 515/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 28%|██▊ | 516/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 28%|██▊ | 516/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 28%|██▊ | 517/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 28%|██▊ | 517/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 28%|██▊ | 518/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 28%|██▊ | 518/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 28%|██▊ | 519/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 28%|██▊ | 519/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 28%|██▊ | 520/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 28%|██▊ | 520/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 28%|██▊ | 521/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 28%|██▊ | 521/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 28%|██▊ | 522/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 28%|██▊ | 522/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 28%|██▊ | 523/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 28%|██▊ | 523/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 28%|██▊ | 524/1875 [00:04<00:11, 119.87it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 28%|██▊ | 524/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 28%|██▊ | 525/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 28%|██▊ | 525/1875 [00:04<00:11, 119.86it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 28%|██▊ | 526/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 28%|██▊ | 526/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 28%|██▊ | 527/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 28%|██▊ | 527/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 28%|██▊ | 528/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 28%|██▊ | 528/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 28%|██▊ | 529/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 28%|██▊ | 529/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 28%|██▊ | 530/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.420, Acc%=95.80]
Epoch 1: 28%|██▊ | 530/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 28%|██▊ | 531/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 28%|██▊ | 531/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 28%|██▊ | 532/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 28%|██▊ | 532/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 28%|██▊ | 533/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 28%|██▊ | 533/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 28%|██▊ | 534/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 28%|██▊ | 534/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 29%|██▊ | 535/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 29%|██▊ | 535/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 29%|██▊ | 536/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 29%|██▊ | 536/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.0849, Acc%=95.80]
Epoch 1: 29%|██▊ | 537/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.0849, Acc%=95.80]
Epoch 1: 29%|██▊ | 537/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.0906, Acc%=95.80]
Epoch 1: 29%|██▊ | 538/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.0906, Acc%=95.80]
Epoch 1: 29%|██▊ | 538/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 29%|██▊ | 539/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 29%|██▊ | 539/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 29%|██▉ | 540/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 29%|██▉ | 540/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 29%|██▉ | 541/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 29%|██▉ | 541/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 29%|██▉ | 542/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 29%|██▉ | 542/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 29%|██▉ | 543/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 29%|██▉ | 543/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 29%|██▉ | 544/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 29%|██▉ | 544/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 29%|██▉ | 545/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 29%|██▉ | 545/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 29%|██▉ | 546/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.463, Acc%=95.80]
Epoch 1: 29%|██▉ | 546/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 29%|██▉ | 547/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 29%|██▉ | 547/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 29%|██▉ | 548/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 29%|██▉ | 548/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 29%|██▉ | 549/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 29%|██▉ | 549/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 29%|██▉ | 550/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 29%|██▉ | 550/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 29%|██▉ | 551/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 29%|██▉ | 551/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.0943, Acc%=95.80]
Epoch 1: 29%|██▉ | 552/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.0943, Acc%=95.80]
Epoch 1: 29%|██▉ | 552/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 29%|██▉ | 553/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 29%|██▉ | 553/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 30%|██▉ | 554/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 30%|██▉ | 554/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.0453, Acc%=95.80]
Epoch 1: 30%|██▉ | 555/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.0453, Acc%=95.80]
Epoch 1: 30%|██▉ | 555/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 30%|██▉ | 556/1875 [00:04<00:11, 119.85it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 30%|██▉ | 556/1875 [00:04<00:11, 119.84it/s, v_num=13, train_loss=0.563, Acc%=95.80]
Epoch 1: 30%|██▉ | 557/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.563, Acc%=95.80]
Epoch 1: 30%|██▉ | 557/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 30%|██▉ | 558/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 30%|██▉ | 558/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 30%|██▉ | 559/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 30%|██▉ | 559/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 30%|██▉ | 560/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 30%|██▉ | 560/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 30%|██▉ | 561/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 30%|██▉ | 561/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 30%|██▉ | 562/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 30%|██▉ | 562/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.0438, Acc%=95.80]
Epoch 1: 30%|███ | 563/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.0438, Acc%=95.80]
Epoch 1: 30%|███ | 563/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.0781, Acc%=95.80]
Epoch 1: 30%|███ | 564/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.0781, Acc%=95.80]
Epoch 1: 30%|███ | 564/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 30%|███ | 565/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 30%|███ | 565/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 30%|███ | 566/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 30%|███ | 566/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.424, Acc%=95.80]
Epoch 1: 30%|███ | 567/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.424, Acc%=95.80]
Epoch 1: 30%|███ | 567/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.487, Acc%=95.80]
Epoch 1: 30%|███ | 568/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.487, Acc%=95.80]
Epoch 1: 30%|███ | 568/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 30%|███ | 569/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 30%|███ | 569/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.539, Acc%=95.80]
Epoch 1: 30%|███ | 570/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.539, Acc%=95.80]
Epoch 1: 30%|███ | 570/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 30%|███ | 571/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 30%|███ | 571/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.0526, Acc%=95.80]
Epoch 1: 31%|███ | 572/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.0526, Acc%=95.80]
Epoch 1: 31%|███ | 572/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 31%|███ | 573/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 31%|███ | 573/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 31%|███ | 574/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 31%|███ | 574/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 31%|███ | 575/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 31%|███ | 575/1875 [00:04<00:10, 119.85it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 31%|███ | 576/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 31%|███ | 576/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 31%|███ | 577/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 31%|███ | 577/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 31%|███ | 578/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 31%|███ | 578/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 31%|███ | 579/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 31%|███ | 579/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 31%|███ | 580/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 31%|███ | 580/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 31%|███ | 581/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 31%|███ | 581/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.411, Acc%=95.80]
Epoch 1: 31%|███ | 582/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.411, Acc%=95.80]
Epoch 1: 31%|███ | 582/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 31%|███ | 583/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 31%|███ | 583/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 31%|███ | 584/1875 [00:04<00:10, 119.84it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 31%|███ | 584/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 31%|███ | 585/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 31%|███ | 585/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 31%|███▏ | 586/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 31%|███▏ | 586/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.0907, Acc%=95.80]
Epoch 1: 31%|███▏ | 587/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.0907, Acc%=95.80]
Epoch 1: 31%|███▏ | 587/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 31%|███▏ | 588/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 31%|███▏ | 588/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 31%|███▏ | 589/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 31%|███▏ | 589/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 31%|███▏ | 590/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 31%|███▏ | 590/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 32%|███▏ | 591/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 32%|███▏ | 591/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.332, Acc%=95.80]
Epoch 1: 32%|███▏ | 592/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.332, Acc%=95.80]
Epoch 1: 32%|███▏ | 592/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 32%|███▏ | 593/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 32%|███▏ | 593/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 32%|███▏ | 594/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 32%|███▏ | 594/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 32%|███▏ | 595/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 32%|███▏ | 595/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 32%|███▏ | 596/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 32%|███▏ | 596/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 32%|███▏ | 597/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 32%|███▏ | 597/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 32%|███▏ | 598/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 32%|███▏ | 598/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 32%|███▏ | 599/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 32%|███▏ | 599/1875 [00:04<00:10, 119.83it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 32%|███▏ | 600/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 32%|███▏ | 600/1875 [00:05<00:10, 119.82it/s, v_num=13, train_loss=0.093, Acc%=95.80]
Epoch 1: 32%|███▏ | 601/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.093, Acc%=95.80]
Epoch 1: 32%|███▏ | 601/1875 [00:05<00:10, 119.82it/s, v_num=13, train_loss=0.721, Acc%=95.80]
Epoch 1: 32%|███▏ | 602/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.721, Acc%=95.80]
Epoch 1: 32%|███▏ | 602/1875 [00:05<00:10, 119.82it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 32%|███▏ | 603/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 32%|███▏ | 603/1875 [00:05<00:10, 119.82it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 32%|███▏ | 604/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 32%|███▏ | 604/1875 [00:05<00:10, 119.82it/s, v_num=13, train_loss=0.311, Acc%=95.80]
Epoch 1: 32%|███▏ | 605/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.311, Acc%=95.80]
Epoch 1: 32%|███▏ | 605/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 32%|███▏ | 606/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.296, Acc%=95.80]
Epoch 1: 32%|███▏ | 606/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.0966, Acc%=95.80]
Epoch 1: 32%|███▏ | 607/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.0966, Acc%=95.80]
Epoch 1: 32%|███▏ | 607/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 32%|███▏ | 608/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 32%|███▏ | 608/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 32%|███▏ | 609/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 32%|███▏ | 609/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.328, Acc%=95.80]
Epoch 1: 33%|███▎ | 610/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.328, Acc%=95.80]
Epoch 1: 33%|███▎ | 610/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 33%|███▎ | 611/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 33%|███▎ | 611/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 33%|███▎ | 612/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 33%|███▎ | 612/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.0904, Acc%=95.80]
Epoch 1: 33%|███▎ | 613/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.0904, Acc%=95.80]
Epoch 1: 33%|███▎ | 613/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.413, Acc%=95.80]
Epoch 1: 33%|███▎ | 614/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.413, Acc%=95.80]
Epoch 1: 33%|███▎ | 614/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 33%|███▎ | 615/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 33%|███▎ | 615/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 33%|███▎ | 616/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 33%|███▎ | 616/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 33%|███▎ | 617/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 33%|███▎ | 617/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.433, Acc%=95.80]
Epoch 1: 33%|███▎ | 618/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.433, Acc%=95.80]
Epoch 1: 33%|███▎ | 618/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 33%|███▎ | 619/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 33%|███▎ | 619/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 33%|███▎ | 620/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 33%|███▎ | 620/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 33%|███▎ | 621/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 33%|███▎ | 621/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 33%|███▎ | 622/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 33%|███▎ | 622/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 33%|███▎ | 623/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 33%|███▎ | 623/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 33%|███▎ | 624/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 33%|███▎ | 624/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 33%|███▎ | 625/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 33%|███▎ | 625/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 33%|███▎ | 626/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 33%|███▎ | 626/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 33%|███▎ | 627/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 33%|███▎ | 627/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 33%|███▎ | 628/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 33%|███▎ | 628/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 34%|███▎ | 629/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 34%|███▎ | 629/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 34%|███▎ | 630/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 34%|███▎ | 630/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 34%|███▎ | 631/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 34%|███▎ | 631/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 34%|███▎ | 632/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 34%|███▎ | 632/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.0588, Acc%=95.80]
Epoch 1: 34%|███▍ | 633/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.0588, Acc%=95.80]
Epoch 1: 34%|███▍ | 633/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 34%|███▍ | 634/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 34%|███▍ | 634/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 34%|███▍ | 635/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 34%|███▍ | 635/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 34%|███▍ | 636/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 34%|███▍ | 636/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.434, Acc%=95.80]
Epoch 1: 34%|███▍ | 637/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.434, Acc%=95.80]
Epoch 1: 34%|███▍ | 637/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 34%|███▍ | 638/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 34%|███▍ | 638/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 34%|███▍ | 639/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 34%|███▍ | 639/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 34%|███▍ | 640/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 34%|███▍ | 640/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 34%|███▍ | 641/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 34%|███▍ | 641/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 34%|███▍ | 642/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 34%|███▍ | 642/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 34%|███▍ | 643/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 34%|███▍ | 643/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 34%|███▍ | 644/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 34%|███▍ | 644/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.669, Acc%=95.80]
Epoch 1: 34%|███▍ | 645/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.669, Acc%=95.80]
Epoch 1: 34%|███▍ | 645/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 34%|███▍ | 646/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 34%|███▍ | 646/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 35%|███▍ | 647/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 35%|███▍ | 647/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 35%|███▍ | 648/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 35%|███▍ | 648/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 35%|███▍ | 649/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 35%|███▍ | 649/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 35%|███▍ | 650/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 35%|███▍ | 650/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.430, Acc%=95.80]
Epoch 1: 35%|███▍ | 651/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.430, Acc%=95.80]
Epoch 1: 35%|███▍ | 651/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 35%|███▍ | 652/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 35%|███▍ | 652/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 35%|███▍ | 653/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 35%|███▍ | 653/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 35%|███▍ | 654/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 35%|███▍ | 654/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 35%|███▍ | 655/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 35%|███▍ | 655/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 35%|███▍ | 656/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 35%|███▍ | 656/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 35%|███▌ | 657/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.355, Acc%=95.80]
Epoch 1: 35%|███▌ | 657/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.423, Acc%=95.80]
Epoch 1: 35%|███▌ | 658/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.423, Acc%=95.80]
Epoch 1: 35%|███▌ | 658/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.0836, Acc%=95.80]
Epoch 1: 35%|███▌ | 659/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.0836, Acc%=95.80]
Epoch 1: 35%|███▌ | 659/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 35%|███▌ | 660/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 35%|███▌ | 660/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 35%|███▌ | 661/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 35%|███▌ | 661/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.250, Acc%=95.80]
Epoch 1: 35%|███▌ | 662/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.250, Acc%=95.80]
Epoch 1: 35%|███▌ | 662/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 35%|███▌ | 663/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.196, Acc%=95.80]
Epoch 1: 35%|███▌ | 663/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 35%|███▌ | 664/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 35%|███▌ | 664/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 35%|███▌ | 665/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 35%|███▌ | 665/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 36%|███▌ | 666/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 36%|███▌ | 666/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 36%|███▌ | 667/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 36%|███▌ | 667/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.459, Acc%=95.80]
Epoch 1: 36%|███▌ | 668/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.459, Acc%=95.80]
Epoch 1: 36%|███▌ | 668/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 36%|███▌ | 669/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 36%|███▌ | 669/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 36%|███▌ | 670/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 36%|███▌ | 670/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 36%|███▌ | 671/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 36%|███▌ | 671/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 36%|███▌ | 672/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 36%|███▌ | 672/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 36%|███▌ | 673/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 36%|███▌ | 673/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.467, Acc%=95.80]
Epoch 1: 36%|███▌ | 674/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.467, Acc%=95.80]
Epoch 1: 36%|███▌ | 674/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 36%|███▌ | 675/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 36%|███▌ | 675/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 36%|███▌ | 676/1875 [00:05<00:10, 119.84it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 36%|███▌ | 676/1875 [00:05<00:10, 119.83it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 36%|███▌ | 677/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 36%|███▌ | 677/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 36%|███▌ | 678/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 36%|███▌ | 678/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.637, Acc%=95.80]
Epoch 1: 36%|███▌ | 679/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.637, Acc%=95.80]
Epoch 1: 36%|███▌ | 679/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 36%|███▋ | 680/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 36%|███▋ | 680/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.0798, Acc%=95.80]
Epoch 1: 36%|███▋ | 681/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.0798, Acc%=95.80]
Epoch 1: 36%|███▋ | 681/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 36%|███▋ | 682/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 36%|███▋ | 682/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 36%|███▋ | 683/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 36%|███▋ | 683/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 36%|███▋ | 684/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 36%|███▋ | 684/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 37%|███▋ | 685/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 37%|███▋ | 685/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 37%|███▋ | 686/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 37%|███▋ | 686/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 37%|███▋ | 687/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 37%|███▋ | 687/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 37%|███▋ | 688/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 37%|███▋ | 688/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.0724, Acc%=95.80]
Epoch 1: 37%|███▋ | 689/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.0724, Acc%=95.80]
Epoch 1: 37%|███▋ | 689/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 37%|███▋ | 690/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 37%|███▋ | 690/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 37%|███▋ | 691/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 37%|███▋ | 691/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 37%|███▋ | 692/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 37%|███▋ | 692/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 37%|███▋ | 693/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 37%|███▋ | 693/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 37%|███▋ | 694/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 37%|███▋ | 694/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 37%|███▋ | 695/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 37%|███▋ | 695/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.508, Acc%=95.80]
Epoch 1: 37%|███▋ | 696/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.508, Acc%=95.80]
Epoch 1: 37%|███▋ | 696/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 37%|███▋ | 697/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 37%|███▋ | 697/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.403, Acc%=95.80]
Epoch 1: 37%|███▋ | 698/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.403, Acc%=95.80]
Epoch 1: 37%|███▋ | 698/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.404, Acc%=95.80]
Epoch 1: 37%|███▋ | 699/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.404, Acc%=95.80]
Epoch 1: 37%|███▋ | 699/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 37%|███▋ | 700/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 37%|███▋ | 700/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 37%|███▋ | 701/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 37%|███▋ | 701/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 37%|███▋ | 702/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 37%|███▋ | 702/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 37%|███▋ | 703/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 37%|███▋ | 703/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 38%|███▊ | 704/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 38%|███▊ | 704/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.073, Acc%=95.80]
Epoch 1: 38%|███▊ | 705/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.073, Acc%=95.80]
Epoch 1: 38%|███▊ | 705/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 38%|███▊ | 706/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 38%|███▊ | 706/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 38%|███▊ | 707/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 38%|███▊ | 707/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.0876, Acc%=95.80]
Epoch 1: 38%|███▊ | 708/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.0876, Acc%=95.80]
Epoch 1: 38%|███▊ | 708/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 38%|███▊ | 709/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 38%|███▊ | 709/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 38%|███▊ | 710/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 38%|███▊ | 710/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.0908, Acc%=95.80]
Epoch 1: 38%|███▊ | 711/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.0908, Acc%=95.80]
Epoch 1: 38%|███▊ | 711/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 38%|███▊ | 712/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 38%|███▊ | 712/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 38%|███▊ | 713/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 38%|███▊ | 713/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 38%|███▊ | 714/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 38%|███▊ | 714/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 38%|███▊ | 715/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 38%|███▊ | 715/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 38%|███▊ | 716/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 38%|███▊ | 716/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 38%|███▊ | 717/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 38%|███▊ | 717/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 38%|███▊ | 718/1875 [00:05<00:09, 119.83it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 38%|███▊ | 718/1875 [00:05<00:09, 119.82it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 38%|███▊ | 719/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 38%|███▊ | 719/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 38%|███▊ | 720/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 38%|███▊ | 720/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 38%|███▊ | 721/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 38%|███▊ | 721/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.0588, Acc%=95.80]
Epoch 1: 39%|███▊ | 722/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.0588, Acc%=95.80]
Epoch 1: 39%|███▊ | 722/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 39%|███▊ | 723/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 39%|███▊ | 723/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.0796, Acc%=95.80]
Epoch 1: 39%|███▊ | 724/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.0796, Acc%=95.80]
Epoch 1: 39%|███▊ | 724/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 39%|███▊ | 725/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 39%|███▊ | 725/1875 [00:06<00:09, 119.83it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 39%|███▊ | 726/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 39%|███▊ | 726/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 39%|███▉ | 727/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 39%|███▉ | 727/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.0617, Acc%=95.80]
Epoch 1: 39%|███▉ | 728/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.0617, Acc%=95.80]
Epoch 1: 39%|███▉ | 728/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.608, Acc%=95.80]
Epoch 1: 39%|███▉ | 729/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.608, Acc%=95.80]
Epoch 1: 39%|███▉ | 729/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 39%|███▉ | 730/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 39%|███▉ | 730/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 39%|███▉ | 731/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 39%|███▉ | 731/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 39%|███▉ | 732/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 39%|███▉ | 732/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 39%|███▉ | 733/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 39%|███▉ | 733/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 39%|███▉ | 734/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 39%|███▉ | 734/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.660, Acc%=95.80]
Epoch 1: 39%|███▉ | 735/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.660, Acc%=95.80]
Epoch 1: 39%|███▉ | 735/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 39%|███▉ | 736/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 39%|███▉ | 736/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0886, Acc%=95.80]
Epoch 1: 39%|███▉ | 737/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.0886, Acc%=95.80]
Epoch 1: 39%|███▉ | 737/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.127, Acc%=95.80]
Epoch 1: 39%|███▉ | 738/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.127, Acc%=95.80]
Epoch 1: 39%|███▉ | 738/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 39%|███▉ | 739/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 39%|███▉ | 739/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 39%|███▉ | 740/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 39%|███▉ | 740/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 40%|███▉ | 741/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 40%|███▉ | 741/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 40%|███▉ | 742/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 40%|███▉ | 742/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 40%|███▉ | 743/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 40%|███▉ | 743/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 40%|███▉ | 744/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 40%|███▉ | 744/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 40%|███▉ | 745/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 40%|███▉ | 745/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 40%|███▉ | 746/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 40%|███▉ | 746/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 40%|███▉ | 747/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 40%|███▉ | 747/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 40%|███▉ | 748/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 40%|███▉ | 748/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 40%|███▉ | 749/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 40%|███▉ | 749/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 40%|████ | 750/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 40%|████ | 750/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 40%|████ | 751/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 40%|████ | 751/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.404, Acc%=95.80]
Epoch 1: 40%|████ | 752/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.404, Acc%=95.80]
Epoch 1: 40%|████ | 752/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 40%|████ | 753/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 40%|████ | 753/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 40%|████ | 754/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 40%|████ | 754/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 40%|████ | 755/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 40%|████ | 755/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 40%|████ | 756/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 40%|████ | 756/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.468, Acc%=95.80]
Epoch 1: 40%|████ | 757/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.468, Acc%=95.80]
Epoch 1: 40%|████ | 757/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 40%|████ | 758/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 40%|████ | 758/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0769, Acc%=95.80]
Epoch 1: 40%|████ | 759/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0769, Acc%=95.80]
Epoch 1: 40%|████ | 759/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 41%|████ | 760/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 41%|████ | 760/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 41%|████ | 761/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 41%|████ | 761/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.365, Acc%=95.80]
Epoch 1: 41%|████ | 762/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.365, Acc%=95.80]
Epoch 1: 41%|████ | 762/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 41%|████ | 763/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 41%|████ | 763/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 41%|████ | 764/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 41%|████ | 764/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 41%|████ | 765/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 41%|████ | 765/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 41%|████ | 766/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 41%|████ | 766/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.094, Acc%=95.80]
Epoch 1: 41%|████ | 767/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.094, Acc%=95.80]
Epoch 1: 41%|████ | 767/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 41%|████ | 768/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.259, Acc%=95.80]
Epoch 1: 41%|████ | 768/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.520, Acc%=95.80]
Epoch 1: 41%|████ | 769/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.520, Acc%=95.80]
Epoch 1: 41%|████ | 769/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.539, Acc%=95.80]
Epoch 1: 41%|████ | 770/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.539, Acc%=95.80]
Epoch 1: 41%|████ | 770/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 41%|████ | 771/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 41%|████ | 771/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 41%|████ | 772/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 41%|████ | 772/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 41%|████ | 773/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 41%|████ | 773/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.428, Acc%=95.80]
Epoch 1: 41%|████▏ | 774/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.428, Acc%=95.80]
Epoch 1: 41%|████▏ | 774/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 41%|████▏ | 775/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 41%|████▏ | 775/1875 [00:06<00:09, 119.82it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 41%|████▏ | 776/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 41%|████▏ | 776/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0808, Acc%=95.80]
Epoch 1: 41%|████▏ | 777/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0808, Acc%=95.80]
Epoch 1: 41%|████▏ | 777/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 41%|████▏ | 778/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 41%|████▏ | 778/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 42%|████▏ | 779/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 42%|████▏ | 779/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 42%|████▏ | 780/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 42%|████▏ | 780/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0857, Acc%=95.80]
Epoch 1: 42%|████▏ | 781/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0857, Acc%=95.80]
Epoch 1: 42%|████▏ | 781/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0479, Acc%=95.80]
Epoch 1: 42%|████▏ | 782/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.0479, Acc%=95.80]
Epoch 1: 42%|████▏ | 782/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 42%|████▏ | 783/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 42%|████▏ | 783/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 42%|████▏ | 784/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 42%|████▏ | 784/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 42%|████▏ | 785/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 42%|████▏ | 785/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 42%|████▏ | 786/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 42%|████▏ | 786/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.568, Acc%=95.80]
Epoch 1: 42%|████▏ | 787/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.568, Acc%=95.80]
Epoch 1: 42%|████▏ | 787/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 42%|████▏ | 788/1875 [00:06<00:09, 119.81it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 42%|████▏ | 788/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.0896, Acc%=95.80]
Epoch 1: 42%|████▏ | 789/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.0896, Acc%=95.80]
Epoch 1: 42%|████▏ | 789/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 42%|████▏ | 790/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 42%|████▏ | 790/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 42%|████▏ | 791/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 42%|████▏ | 791/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 42%|████▏ | 792/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 42%|████▏ | 792/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 42%|████▏ | 793/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 42%|████▏ | 793/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 42%|████▏ | 794/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 42%|████▏ | 794/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 42%|████▏ | 795/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.351, Acc%=95.80]
Epoch 1: 42%|████▏ | 795/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 42%|████▏ | 796/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 42%|████▏ | 796/1875 [00:06<00:09, 119.80it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 43%|████▎ | 797/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 43%|████▎ | 797/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 43%|████▎ | 798/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 43%|████▎ | 798/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 43%|████▎ | 799/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 43%|████▎ | 799/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 43%|████▎ | 800/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 43%|████▎ | 800/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 43%|████▎ | 801/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 43%|████▎ | 801/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 43%|████▎ | 802/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 43%|████▎ | 802/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 43%|████▎ | 803/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 43%|████▎ | 803/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 43%|████▎ | 804/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 43%|████▎ | 804/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 43%|████▎ | 805/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 43%|████▎ | 805/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 43%|████▎ | 806/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 43%|████▎ | 806/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 43%|████▎ | 807/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 43%|████▎ | 807/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 43%|████▎ | 808/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 43%|████▎ | 808/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 43%|████▎ | 809/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 43%|████▎ | 809/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 43%|████▎ | 810/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 43%|████▎ | 810/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 43%|████▎ | 811/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 43%|████▎ | 811/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0577, Acc%=95.80]
Epoch 1: 43%|████▎ | 812/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0577, Acc%=95.80]
Epoch 1: 43%|████▎ | 812/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0862, Acc%=95.80]
Epoch 1: 43%|████▎ | 813/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0862, Acc%=95.80]
Epoch 1: 43%|████▎ | 813/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 43%|████▎ | 814/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 43%|████▎ | 814/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 43%|████▎ | 815/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 43%|████▎ | 815/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.432, Acc%=95.80]
Epoch 1: 44%|████▎ | 816/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.432, Acc%=95.80]
Epoch 1: 44%|████▎ | 816/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 44%|████▎ | 817/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 44%|████▎ | 817/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 44%|████▎ | 818/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 44%|████▎ | 818/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.383, Acc%=95.80]
Epoch 1: 44%|████▎ | 819/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.383, Acc%=95.80]
Epoch 1: 44%|████▎ | 819/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 44%|████▎ | 820/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 44%|████▎ | 820/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 44%|████▍ | 821/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 44%|████▍ | 821/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0543, Acc%=95.80]
Epoch 1: 44%|████▍ | 822/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.0543, Acc%=95.80]
Epoch 1: 44%|████▍ | 822/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.152, Acc%=95.80]
Epoch 1: 44%|████▍ | 823/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.152, Acc%=95.80]
Epoch 1: 44%|████▍ | 823/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 44%|████▍ | 824/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 44%|████▍ | 824/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.605, Acc%=95.80]
Epoch 1: 44%|████▍ | 825/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.605, Acc%=95.80]
Epoch 1: 44%|████▍ | 825/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 44%|████▍ | 826/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 44%|████▍ | 826/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 44%|████▍ | 827/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 44%|████▍ | 827/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 44%|████▍ | 828/1875 [00:06<00:08, 119.80it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 44%|████▍ | 828/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 44%|████▍ | 829/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 44%|████▍ | 829/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 44%|████▍ | 830/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.126, Acc%=95.80]
Epoch 1: 44%|████▍ | 830/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 44%|████▍ | 831/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 44%|████▍ | 831/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 44%|████▍ | 832/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 44%|████▍ | 832/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 44%|████▍ | 833/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 44%|████▍ | 833/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 44%|████▍ | 834/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 44%|████▍ | 834/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.604, Acc%=95.80]
Epoch 1: 45%|████▍ | 835/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.604, Acc%=95.80]
Epoch 1: 45%|████▍ | 835/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 45%|████▍ | 836/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 45%|████▍ | 836/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 45%|████▍ | 837/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 45%|████▍ | 837/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 45%|████▍ | 838/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 45%|████▍ | 838/1875 [00:06<00:08, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 45%|████▍ | 839/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 45%|████▍ | 839/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 45%|████▍ | 840/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 45%|████▍ | 840/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0696, Acc%=95.80]
Epoch 1: 45%|████▍ | 841/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0696, Acc%=95.80]
Epoch 1: 45%|████▍ | 841/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 45%|████▍ | 842/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 45%|████▍ | 842/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 45%|████▍ | 843/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 45%|████▍ | 843/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0839, Acc%=95.80]
Epoch 1: 45%|████▌ | 844/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0839, Acc%=95.80]
Epoch 1: 45%|████▌ | 844/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 45%|████▌ | 845/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 45%|████▌ | 845/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 45%|████▌ | 846/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 45%|████▌ | 846/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 45%|████▌ | 847/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 45%|████▌ | 847/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 45%|████▌ | 848/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 45%|████▌ | 848/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 45%|████▌ | 849/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 45%|████▌ | 849/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0682, Acc%=95.80]
Epoch 1: 45%|████▌ | 850/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0682, Acc%=95.80]
Epoch 1: 45%|████▌ | 850/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 45%|████▌ | 851/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 45%|████▌ | 851/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 45%|████▌ | 852/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 45%|████▌ | 852/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 45%|████▌ | 853/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 45%|████▌ | 853/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.379, Acc%=95.80]
Epoch 1: 46%|████▌ | 854/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.379, Acc%=95.80]
Epoch 1: 46%|████▌ | 854/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 46%|████▌ | 855/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 46%|████▌ | 855/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 46%|████▌ | 856/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 46%|████▌ | 856/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 46%|████▌ | 857/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 46%|████▌ | 857/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 46%|████▌ | 858/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 46%|████▌ | 858/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0661, Acc%=95.80]
Epoch 1: 46%|████▌ | 859/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.0661, Acc%=95.80]
Epoch 1: 46%|████▌ | 859/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 46%|████▌ | 860/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 46%|████▌ | 860/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 46%|████▌ | 861/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 46%|████▌ | 861/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 46%|████▌ | 862/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 46%|████▌ | 862/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 46%|████▌ | 863/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 46%|████▌ | 863/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0699, Acc%=95.80]
Epoch 1: 46%|████▌ | 864/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.0699, Acc%=95.80]
Epoch 1: 46%|████▌ | 864/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 46%|████▌ | 865/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 46%|████▌ | 865/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 46%|████▌ | 866/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 46%|████▌ | 866/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 46%|████▌ | 867/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 46%|████▌ | 867/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 46%|████▋ | 868/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 46%|████▋ | 868/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 46%|████▋ | 869/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 46%|████▋ | 869/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 46%|████▋ | 870/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 46%|████▋ | 870/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.320, Acc%=95.80]
Epoch 1: 46%|████▋ | 871/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.320, Acc%=95.80]
Epoch 1: 46%|████▋ | 871/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 47%|████▋ | 872/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 47%|████▋ | 872/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 47%|████▋ | 873/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 47%|████▋ | 873/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 47%|████▋ | 874/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 47%|████▋ | 874/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.445, Acc%=95.80]
Epoch 1: 47%|████▋ | 875/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.445, Acc%=95.80]
Epoch 1: 47%|████▋ | 875/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 47%|████▋ | 876/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 47%|████▋ | 876/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 47%|████▋ | 877/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 47%|████▋ | 877/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 47%|████▋ | 878/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 47%|████▋ | 878/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 47%|████▋ | 879/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 47%|████▋ | 879/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.0608, Acc%=95.80]
Epoch 1: 47%|████▋ | 880/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0608, Acc%=95.80]
Epoch 1: 47%|████▋ | 880/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 47%|████▋ | 881/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 47%|████▋ | 881/1875 [00:07<00:08, 119.78it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 47%|████▋ | 882/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 47%|████▋ | 882/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 47%|████▋ | 883/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 47%|████▋ | 883/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 47%|████▋ | 884/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 47%|████▋ | 884/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0746, Acc%=95.80]
Epoch 1: 47%|████▋ | 885/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0746, Acc%=95.80]
Epoch 1: 47%|████▋ | 885/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 47%|████▋ | 886/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 47%|████▋ | 886/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0871, Acc%=95.80]
Epoch 1: 47%|████▋ | 887/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0871, Acc%=95.80]
Epoch 1: 47%|████▋ | 887/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 47%|████▋ | 888/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 47%|████▋ | 888/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.380, Acc%=95.80]
Epoch 1: 47%|████▋ | 889/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.380, Acc%=95.80]
Epoch 1: 47%|████▋ | 889/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 47%|████▋ | 890/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 47%|████▋ | 890/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 48%|████▊ | 891/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 48%|████▊ | 891/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 48%|████▊ | 892/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 48%|████▊ | 892/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 48%|████▊ | 893/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 48%|████▊ | 893/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 48%|████▊ | 894/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 48%|████▊ | 894/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0308, Acc%=95.80]
Epoch 1: 48%|████▊ | 895/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0308, Acc%=95.80]
Epoch 1: 48%|████▊ | 895/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 48%|████▊ | 896/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 48%|████▊ | 896/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 48%|████▊ | 897/1875 [00:07<00:08, 119.80it/s, v_num=13, train_loss=0.356, Acc%=95.80]
Epoch 1: 48%|████▊ | 897/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.421, Acc%=95.80]
Epoch 1: 48%|████▊ | 898/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.421, Acc%=95.80]
Epoch 1: 48%|████▊ | 898/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 48%|████▊ | 899/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 48%|████▊ | 899/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 48%|████▊ | 900/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 48%|████▊ | 900/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 48%|████▊ | 901/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 48%|████▊ | 901/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.449, Acc%=95.80]
Epoch 1: 48%|████▊ | 902/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.449, Acc%=95.80]
Epoch 1: 48%|████▊ | 902/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 48%|████▊ | 903/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 48%|████▊ | 903/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 48%|████▊ | 904/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 48%|████▊ | 904/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 48%|████▊ | 905/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 48%|████▊ | 905/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 48%|████▊ | 906/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 48%|████▊ | 906/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 48%|████▊ | 907/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 48%|████▊ | 907/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 48%|████▊ | 908/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 48%|████▊ | 908/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 48%|████▊ | 909/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 48%|████▊ | 909/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.545, Acc%=95.80]
Epoch 1: 49%|████▊ | 910/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.545, Acc%=95.80]
Epoch 1: 49%|████▊ | 910/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 49%|████▊ | 911/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 49%|████▊ | 911/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 49%|████▊ | 912/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 49%|████▊ | 912/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 49%|████▊ | 913/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 49%|████▊ | 913/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 49%|████▊ | 914/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 49%|████▊ | 914/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.055, Acc%=95.80]
Epoch 1: 49%|████▉ | 915/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.055, Acc%=95.80]
Epoch 1: 49%|████▉ | 915/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 49%|████▉ | 916/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 49%|████▉ | 916/1875 [00:07<00:08, 119.79it/s, v_num=13, train_loss=0.0626, Acc%=95.80]
Epoch 1: 49%|████▉ | 917/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0626, Acc%=95.80]
Epoch 1: 49%|████▉ | 917/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 49%|████▉ | 918/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 49%|████▉ | 918/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 49%|████▉ | 919/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 49%|████▉ | 919/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 49%|████▉ | 920/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 49%|████▉ | 920/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 49%|████▉ | 921/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 49%|████▉ | 921/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.427, Acc%=95.80]
Epoch 1: 49%|████▉ | 922/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.427, Acc%=95.80]
Epoch 1: 49%|████▉ | 922/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 49%|████▉ | 923/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 49%|████▉ | 923/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 49%|████▉ | 924/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 49%|████▉ | 924/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 49%|████▉ | 925/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 49%|████▉ | 925/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 49%|████▉ | 926/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 49%|████▉ | 926/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 49%|████▉ | 927/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 49%|████▉ | 927/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.412, Acc%=95.80]
Epoch 1: 49%|████▉ | 928/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.412, Acc%=95.80]
Epoch 1: 49%|████▉ | 928/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 50%|████▉ | 929/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 50%|████▉ | 929/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 50%|████▉ | 930/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 50%|████▉ | 930/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.0874, Acc%=95.80]
Epoch 1: 50%|████▉ | 931/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0874, Acc%=95.80]
Epoch 1: 50%|████▉ | 931/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.0902, Acc%=95.80]
Epoch 1: 50%|████▉ | 932/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0902, Acc%=95.80]
Epoch 1: 50%|████▉ | 932/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 50%|████▉ | 933/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 50%|████▉ | 933/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 50%|████▉ | 934/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 50%|████▉ | 934/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 50%|████▉ | 935/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 50%|████▉ | 935/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 50%|████▉ | 936/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 50%|████▉ | 936/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 50%|████▉ | 937/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 50%|████▉ | 937/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 50%|█████ | 938/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 50%|█████ | 938/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 50%|█████ | 939/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 50%|█████ | 939/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 50%|█████ | 940/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 50%|█████ | 940/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.0981, Acc%=95.80]
Epoch 1: 50%|█████ | 941/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.0981, Acc%=95.80]
Epoch 1: 50%|█████ | 941/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 50%|█████ | 942/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 50%|█████ | 942/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 50%|█████ | 943/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 50%|█████ | 943/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.0858, Acc%=95.80]
Epoch 1: 50%|█████ | 944/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0858, Acc%=95.80]
Epoch 1: 50%|█████ | 944/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 50%|█████ | 945/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.338, Acc%=95.80]
Epoch 1: 50%|█████ | 945/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 50%|█████ | 946/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 50%|█████ | 946/1875 [00:07<00:07, 119.78it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 51%|█████ | 947/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 51%|█████ | 947/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.719, Acc%=95.80]
Epoch 1: 51%|█████ | 948/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.719, Acc%=95.80]
Epoch 1: 51%|█████ | 948/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 51%|█████ | 949/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 51%|█████ | 949/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0706, Acc%=95.80]
Epoch 1: 51%|█████ | 950/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0706, Acc%=95.80]
Epoch 1: 51%|█████ | 950/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 51%|█████ | 951/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 51%|█████ | 951/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 51%|█████ | 952/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 51%|█████ | 952/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 51%|█████ | 953/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.426, Acc%=95.80]
Epoch 1: 51%|█████ | 953/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 51%|█████ | 954/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 51%|█████ | 954/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0953, Acc%=95.80]
Epoch 1: 51%|█████ | 955/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.0953, Acc%=95.80]
Epoch 1: 51%|█████ | 955/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 51%|█████ | 956/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 51%|█████ | 956/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 51%|█████ | 957/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 51%|█████ | 957/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 51%|█████ | 958/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 51%|█████ | 958/1875 [00:07<00:07, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 51%|█████ | 959/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 51%|█████ | 959/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 51%|█████ | 960/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 51%|█████ | 960/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 51%|█████▏ | 961/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 51%|█████▏ | 961/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.236, Acc%=95.80]
Epoch 1: 51%|█████▏ | 962/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.236, Acc%=95.80]
Epoch 1: 51%|█████▏ | 962/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.561, Acc%=95.80]
Epoch 1: 51%|█████▏ | 963/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.561, Acc%=95.80]
Epoch 1: 51%|█████▏ | 963/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 51%|█████▏ | 964/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 51%|█████▏ | 964/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 51%|█████▏ | 965/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 51%|█████▏ | 965/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0915, Acc%=95.80]
Epoch 1: 52%|█████▏ | 966/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0915, Acc%=95.80]
Epoch 1: 52%|█████▏ | 966/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 52%|█████▏ | 967/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 52%|█████▏ | 967/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 52%|█████▏ | 968/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 52%|█████▏ | 968/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.702, Acc%=95.80]
Epoch 1: 52%|█████▏ | 969/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.702, Acc%=95.80]
Epoch 1: 52%|█████▏ | 969/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 52%|█████▏ | 970/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 52%|█████▏ | 970/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 52%|█████▏ | 971/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 52%|█████▏ | 971/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 52%|█████▏ | 972/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 52%|█████▏ | 972/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 52%|█████▏ | 973/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 52%|█████▏ | 973/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.573, Acc%=95.80]
Epoch 1: 52%|█████▏ | 974/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.573, Acc%=95.80]
Epoch 1: 52%|█████▏ | 974/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 52%|█████▏ | 975/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 52%|█████▏ | 975/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 52%|█████▏ | 976/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 52%|█████▏ | 976/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 52%|█████▏ | 977/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 52%|█████▏ | 977/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.371, Acc%=95.80]
Epoch 1: 52%|█████▏ | 978/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.371, Acc%=95.80]
Epoch 1: 52%|█████▏ | 978/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 52%|█████▏ | 979/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 52%|█████▏ | 979/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 52%|█████▏ | 980/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 52%|█████▏ | 980/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 52%|█████▏ | 981/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.112, Acc%=95.80]
Epoch 1: 52%|█████▏ | 981/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 52%|█████▏ | 982/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 52%|█████▏ | 982/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 52%|█████▏ | 983/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 52%|█████▏ | 983/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.400, Acc%=95.80]
Epoch 1: 52%|█████▏ | 984/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.400, Acc%=95.80]
Epoch 1: 52%|█████▏ | 984/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 53%|█████▎ | 985/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.387, Acc%=95.80]
Epoch 1: 53%|█████▎ | 985/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 53%|█████▎ | 986/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.439, Acc%=95.80]
Epoch 1: 53%|█████▎ | 986/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 53%|█████▎ | 987/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 53%|█████▎ | 987/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.472, Acc%=95.80]
Epoch 1: 53%|█████▎ | 988/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.472, Acc%=95.80]
Epoch 1: 53%|█████▎ | 988/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0739, Acc%=95.80]
Epoch 1: 53%|█████▎ | 989/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0739, Acc%=95.80]
Epoch 1: 53%|█████▎ | 989/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 53%|█████▎ | 990/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 53%|█████▎ | 990/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 53%|█████▎ | 991/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 53%|█████▎ | 991/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 53%|█████▎ | 992/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 53%|█████▎ | 992/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.127, Acc%=95.80]
Epoch 1: 53%|█████▎ | 993/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.127, Acc%=95.80]
Epoch 1: 53%|█████▎ | 993/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 53%|█████▎ | 994/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 53%|█████▎ | 994/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 53%|█████▎ | 995/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 53%|█████▎ | 995/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 53%|█████▎ | 996/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 53%|█████▎ | 996/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 53%|█████▎ | 997/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.252, Acc%=95.80]
Epoch 1: 53%|█████▎ | 997/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 53%|█████▎ | 998/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 53%|█████▎ | 998/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 53%|█████▎ | 999/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 53%|█████▎ | 999/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1000/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1000/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1001/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1001/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1002/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1002/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.086, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1003/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.086, Acc%=95.80]
Epoch 1: 53%|█████▎ | 1003/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1004/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1004/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.0883, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1005/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.0883, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1005/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.379, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1006/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.379, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1006/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1007/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 54%|█████▎ | 1007/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1008/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.377, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1008/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1009/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1009/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.289, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1010/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.289, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1010/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.526, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1011/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.526, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1011/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1012/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1012/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1013/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1013/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.0773, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1014/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.0773, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1014/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.447, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1015/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.447, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1015/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1016/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1016/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.628, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1017/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.628, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1017/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1018/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1018/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1019/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1019/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1020/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.267, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1020/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1021/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 54%|█████▍ | 1021/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.318, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1022/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.318, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1022/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.179, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1023/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.179, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1023/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1024/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1024/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1025/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.262, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1025/1875 [00:08<00:07, 119.80it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1026/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1026/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1027/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1027/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1028/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1028/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1029/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1029/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1030/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1030/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.418, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1031/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.418, Acc%=95.80]
Epoch 1: 55%|█████▍ | 1031/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1032/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1032/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0332, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1033/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0332, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1033/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1034/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1034/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1035/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1035/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0925, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1036/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.0925, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1036/1875 [00:08<00:07, 119.79it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1037/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1037/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1038/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1038/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0698, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1039/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0698, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1039/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1040/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 55%|█████▌ | 1040/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.326, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1041/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.326, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1041/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0876, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1042/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0876, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1042/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.050, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1043/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.050, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1043/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1044/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1044/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1045/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.306, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1045/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1046/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1046/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.0982, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1047/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0982, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1047/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.0843, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1048/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.0843, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1048/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1049/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1049/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1050/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1050/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1051/1875 [00:08<00:06, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1051/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1052/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1052/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1053/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1053/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1054/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 56%|█████▌ | 1054/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1055/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1055/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1056/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1056/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1057/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1057/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.0737, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1058/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.0737, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1058/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1059/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 56%|█████▋ | 1059/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1060/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1060/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1061/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1061/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1062/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1062/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.561, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1063/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.561, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1063/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1064/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1064/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1065/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1065/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1066/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1066/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1067/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1067/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.398, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1068/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.398, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1068/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1069/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1069/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1070/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1070/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1071/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1071/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1072/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1072/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1073/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1073/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1074/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1074/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.350, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1075/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.350, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1075/1875 [00:08<00:06, 119.78it/s, v_num=13, train_loss=0.544, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1076/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.544, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1076/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1077/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1077/1875 [00:08<00:06, 119.77it/s, v_num=13, train_loss=0.0826, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1078/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.0826, Acc%=95.80]
Epoch 1: 57%|█████▋ | 1078/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1079/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1079/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1080/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1080/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.505, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1081/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.505, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1081/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1082/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1082/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1083/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1083/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1084/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1084/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1085/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.401, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1085/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1086/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1086/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1087/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1087/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1088/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1088/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1089/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1089/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1090/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.140, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1090/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.490, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1091/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.490, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1091/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1092/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1092/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1093/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1093/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1094/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1094/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1095/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.300, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1095/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.390, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1096/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.390, Acc%=95.80]
Epoch 1: 58%|█████▊ | 1096/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1097/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1097/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0877, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1098/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0877, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1098/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1099/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1099/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.100, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1100/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.100, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1100/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1101/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 59%|█████▊ | 1101/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1102/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1102/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.0822, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1103/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0822, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1103/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1104/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1104/1875 [00:09<00:06, 119.77it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1105/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1105/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1106/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1106/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1107/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1107/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1108/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1108/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1109/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1109/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0776, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1110/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0776, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1110/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1111/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1111/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0737, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1112/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0737, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1112/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.281, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1113/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.281, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1113/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.450, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1114/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.450, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1114/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1115/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 59%|█████▉ | 1115/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.339, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1116/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.339, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1116/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.221, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1117/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.221, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1117/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1118/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1118/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1119/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1119/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0827, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1120/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0827, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1120/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1121/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1121/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1122/1875 [00:09<00:06, 119.79it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1122/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1123/1875 [00:09<00:06, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1123/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1124/1875 [00:09<00:06, 119.79it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 60%|█████▉ | 1124/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 60%|██████ | 1125/1875 [00:09<00:06, 119.79it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 60%|██████ | 1125/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 60%|██████ | 1126/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 60%|██████ | 1126/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 60%|██████ | 1127/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 60%|██████ | 1127/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 60%|██████ | 1128/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 60%|██████ | 1128/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 60%|██████ | 1129/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 60%|██████ | 1129/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0833, Acc%=95.80]
Epoch 1: 60%|██████ | 1130/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0833, Acc%=95.80]
Epoch 1: 60%|██████ | 1130/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 60%|██████ | 1131/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 60%|██████ | 1131/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 60%|██████ | 1132/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 60%|██████ | 1132/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 60%|██████ | 1133/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.263, Acc%=95.80]
Epoch 1: 60%|██████ | 1133/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 60%|██████ | 1134/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 60%|██████ | 1134/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 61%|██████ | 1135/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.363, Acc%=95.80]
Epoch 1: 61%|██████ | 1135/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 61%|██████ | 1136/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 61%|██████ | 1136/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 61%|██████ | 1137/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 61%|██████ | 1137/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 61%|██████ | 1138/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 61%|██████ | 1138/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0926, Acc%=95.80]
Epoch 1: 61%|██████ | 1139/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0926, Acc%=95.80]
Epoch 1: 61%|██████ | 1139/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 61%|██████ | 1140/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 61%|██████ | 1140/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 61%|██████ | 1141/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.255, Acc%=95.80]
Epoch 1: 61%|██████ | 1141/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 61%|██████ | 1142/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.228, Acc%=95.80]
Epoch 1: 61%|██████ | 1142/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.289, Acc%=95.80]
Epoch 1: 61%|██████ | 1143/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.289, Acc%=95.80]
Epoch 1: 61%|██████ | 1143/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 61%|██████ | 1144/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 61%|██████ | 1144/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 61%|██████ | 1145/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 61%|██████ | 1145/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.572, Acc%=95.80]
Epoch 1: 61%|██████ | 1146/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.572, Acc%=95.80]
Epoch 1: 61%|██████ | 1146/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0985, Acc%=95.80]
Epoch 1: 61%|██████ | 1147/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.0985, Acc%=95.80]
Epoch 1: 61%|██████ | 1147/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 61%|██████ | 1148/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 61%|██████ | 1148/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1149/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1149/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1150/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.352, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1150/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1151/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1151/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1152/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1152/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1153/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 61%|██████▏ | 1153/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1154/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1154/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1155/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.206, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1155/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1156/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1156/1875 [00:09<00:06, 119.78it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1157/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1157/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1158/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1158/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1159/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1159/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.064, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1160/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.064, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1160/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1161/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1161/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.657, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1162/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.657, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1162/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1163/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1163/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1164/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1164/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1165/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.286, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1165/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0879, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1166/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0879, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1166/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1167/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1167/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1168/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1168/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1169/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1169/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1170/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.192, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1170/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1171/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 62%|██████▏ | 1171/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1172/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.295, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1172/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.414, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1173/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.414, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1173/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1174/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1174/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1175/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.237, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1175/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1176/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1176/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1177/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1177/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1178/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1178/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1179/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1179/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.386, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1180/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.386, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1180/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0442, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1181/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0442, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1181/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1182/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1182/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.515, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1183/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.515, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1183/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0753, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1184/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0753, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1184/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1185/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.183, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1185/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1186/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1186/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0995, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1187/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0995, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1187/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.609, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1188/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.609, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1188/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1189/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1189/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1190/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 63%|██████▎ | 1190/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1191/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.443, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1191/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1192/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.276, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1192/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1193/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1193/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.518, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1194/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.518, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1194/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.0994, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1195/1875 [00:09<00:05, 119.78it/s, v_num=13, train_loss=0.0994, Acc%=95.80]
Epoch 1: 64%|██████▎ | 1195/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1196/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1196/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1197/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1197/1875 [00:09<00:05, 119.77it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1198/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1198/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1199/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1199/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1200/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1200/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1201/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1201/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1202/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1202/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1203/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1203/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.438, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1204/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.438, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1204/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1205/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.312, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1205/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1206/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.305, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1206/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1207/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1207/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1208/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1208/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1209/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 64%|██████▍ | 1209/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1210/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1210/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1211/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1211/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1212/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1212/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.0385, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1213/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.0385, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1213/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1214/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1214/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1215/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1215/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1216/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1216/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1217/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1217/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1218/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 65%|██████▍ | 1218/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1219/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.314, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1219/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1220/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1220/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1221/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1221/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0708, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1222/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0708, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1222/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1223/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.277, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1223/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0742, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1224/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0742, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1224/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1225/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1225/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1226/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1226/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1227/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1227/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.346, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1228/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.346, Acc%=95.80]
Epoch 1: 65%|██████▌ | 1228/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1229/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1229/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.0717, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1230/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0717, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1230/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.0953, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1231/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0953, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1231/1875 [00:10<00:05, 119.77it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1232/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1232/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1233/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1233/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.096, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1234/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.096, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1234/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1235/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1235/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1236/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1236/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0724, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1237/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0724, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1237/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1238/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1238/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1239/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1239/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1240/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.294, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1240/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1241/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1241/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.506, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1242/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.506, Acc%=95.80]
Epoch 1: 66%|██████▌ | 1242/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1243/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1243/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.346, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1244/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.346, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1244/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1245/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1245/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1246/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.395, Acc%=95.80]
Epoch 1: 66%|██████▋ | 1246/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0853, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1247/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.0853, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1247/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1248/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1248/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.0618, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1249/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.0618, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1249/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1250/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1250/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1251/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1251/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1252/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1252/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1253/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.319, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1253/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1254/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1254/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1255/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1255/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1256/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1256/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.0787, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1257/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.0787, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1257/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1258/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1258/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1259/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1259/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1260/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1260/1875 [00:10<00:05, 119.78it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1261/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1261/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1262/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1262/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1263/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1263/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1264/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1264/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.542, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1265/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.542, Acc%=95.80]
Epoch 1: 67%|██████▋ | 1265/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1266/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1266/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1267/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1267/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1268/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1268/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1269/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1269/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1270/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1270/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1271/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1271/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1272/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1272/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1273/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.194, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1273/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.391, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1274/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.391, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1274/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1275/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1275/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1276/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1276/1875 [00:10<00:05, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1277/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1277/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1278/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1278/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1279/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1279/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.0999, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1280/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.0999, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1280/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1281/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1281/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1282/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1282/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1283/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1283/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1284/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 68%|██████▊ | 1284/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.444, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1285/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.444, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1285/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1286/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1286/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.332, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1287/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.332, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1287/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1288/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.129, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1288/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1289/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 69%|██████▊ | 1289/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1290/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.292, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1290/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1291/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1291/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1292/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.367, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1292/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1293/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1293/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1294/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1294/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1295/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1295/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1296/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1296/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1297/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1297/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1298/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1298/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1299/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1299/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1300/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1300/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1301/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1301/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1302/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1302/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1303/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 69%|██████▉ | 1303/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1304/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1304/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1305/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.148, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1305/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1306/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1306/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1307/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.362, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1307/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1308/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.235, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1308/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1309/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.158, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1309/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1310/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1310/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1311/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1311/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1312/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 70%|██████▉ | 1312/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 70%|███████ | 1313/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 70%|███████ | 1313/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 70%|███████ | 1314/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.145, Acc%=95.80]
Epoch 1: 70%|███████ | 1314/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 70%|███████ | 1315/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 70%|███████ | 1315/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 70%|███████ | 1316/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 70%|███████ | 1316/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 70%|███████ | 1317/1875 [00:10<00:04, 119.80it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 70%|███████ | 1317/1875 [00:10<00:04, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 70%|███████ | 1318/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 70%|███████ | 1318/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 70%|███████ | 1319/1875 [00:11<00:04, 119.80it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 70%|███████ | 1319/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 70%|███████ | 1320/1875 [00:11<00:04, 119.80it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 70%|███████ | 1320/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 70%|███████ | 1321/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 70%|███████ | 1321/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 71%|███████ | 1322/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 71%|███████ | 1322/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 71%|███████ | 1323/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 71%|███████ | 1323/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 71%|███████ | 1324/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 71%|███████ | 1324/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 71%|███████ | 1325/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.279, Acc%=95.80]
Epoch 1: 71%|███████ | 1325/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 71%|███████ | 1326/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 71%|███████ | 1326/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 71%|███████ | 1327/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 71%|███████ | 1327/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 71%|███████ | 1328/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 71%|███████ | 1328/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 71%|███████ | 1329/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 71%|███████ | 1329/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 71%|███████ | 1330/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 71%|███████ | 1330/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 71%|███████ | 1331/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.144, Acc%=95.80]
Epoch 1: 71%|███████ | 1331/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 71%|███████ | 1332/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.313, Acc%=95.80]
Epoch 1: 71%|███████ | 1332/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 71%|███████ | 1333/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 71%|███████ | 1333/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 71%|███████ | 1334/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 71%|███████ | 1334/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 71%|███████ | 1335/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 71%|███████ | 1335/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1336/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1336/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1337/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1337/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1338/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.335, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1338/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1339/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1339/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1340/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.104, Acc%=95.80]
Epoch 1: 71%|███████▏ | 1340/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1341/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1341/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1342/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1342/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1343/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1343/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0899, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1344/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.0899, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1344/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0246, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1345/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.0246, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1345/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1346/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1346/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1347/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1347/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1348/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.341, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1348/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.090, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1349/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.090, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1349/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1350/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1350/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1351/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1351/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1352/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1352/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1353/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1353/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1354/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1354/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1355/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.248, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1355/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1356/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1356/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1357/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1357/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1358/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1358/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1359/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 72%|███████▏ | 1359/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1360/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1360/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1361/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1361/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1362/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1362/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.534, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1363/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.534, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1363/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1364/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1364/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1365/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1365/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1366/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1366/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1367/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1367/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1368/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.208, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1368/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1369/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1369/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1370/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1370/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1371/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1371/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1372/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.103, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1372/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.0931, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1373/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.0931, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1373/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1374/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.227, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1374/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1375/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1375/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1376/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1376/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1377/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1377/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1378/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 73%|███████▎ | 1378/1875 [00:11<00:04, 119.79it/s, v_num=13, train_loss=0.0874, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1379/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0874, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1379/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0925, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1380/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0925, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1380/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.633, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1381/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.633, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1381/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.385, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1382/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.385, Acc%=95.80]
Epoch 1: 74%|███████▎ | 1382/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1383/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1383/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1384/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1384/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1385/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1385/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1386/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.283, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1386/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0872, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1387/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0872, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1387/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0837, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1388/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.0837, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1388/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.376, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1389/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.376, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1389/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1390/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.298, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1390/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1391/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.232, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1391/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1392/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.151, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1392/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1393/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1393/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1394/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1394/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1395/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.393, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1395/1875 [00:11<00:04, 119.78it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1396/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 74%|███████▍ | 1396/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1397/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1397/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0821, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1398/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0821, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1398/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1399/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1399/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.307, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1400/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.307, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1400/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1401/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1401/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1402/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1402/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1403/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1403/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1404/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1404/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0727, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1405/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0727, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1405/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1406/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 75%|███████▍ | 1406/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1407/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1407/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1408/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.316, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1408/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1409/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.302, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1409/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1410/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.272, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1410/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1411/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1411/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1412/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1412/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1413/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.309, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1413/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.250, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1414/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.250, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1414/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1415/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 75%|███████▌ | 1415/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1416/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1416/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1417/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1417/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1418/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1418/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1419/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1419/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0717, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1420/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0717, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1420/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0569, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1421/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0569, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1421/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1422/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.364, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1422/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1423/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1423/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1424/1875 [00:11<00:03, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1424/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1425/1875 [00:11<00:03, 119.79it/s, v_num=13, train_loss=0.329, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1425/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0872, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1426/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0872, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1426/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1427/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1427/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1428/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1428/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0786, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1429/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0786, Acc%=95.80]
Epoch 1: 76%|███████▌ | 1429/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1430/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1430/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1431/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1431/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1432/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1432/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0822, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1433/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0822, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1433/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1434/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 76%|███████▋ | 1434/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1435/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1435/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1436/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1436/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0972, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1437/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.0972, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1437/1875 [00:11<00:03, 119.78it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1438/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1438/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1439/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1439/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1440/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1440/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0629, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1441/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0629, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1441/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1442/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.278, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1442/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1443/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1443/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0692, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1444/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0692, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1444/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1445/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1445/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1446/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1446/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1447/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1447/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1448/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.146, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1448/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1449/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1449/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1450/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1450/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1451/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1451/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1452/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1452/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1453/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 77%|███████▋ | 1453/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.428, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1454/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.428, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1454/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1455/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.274, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1455/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1456/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1456/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1457/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.417, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1457/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0648, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1458/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0648, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1458/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0858, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1459/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0858, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1459/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1460/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.201, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1460/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1461/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.120, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1461/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1462/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1462/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1463/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1463/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1464/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1464/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1465/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1465/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1466/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1466/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0468, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1467/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0468, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1467/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1468/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1468/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1469/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1469/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1470/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1470/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.454, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1471/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.454, Acc%=95.80]
Epoch 1: 78%|███████▊ | 1471/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.467, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1472/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.467, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1472/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1473/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1473/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1474/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1474/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1475/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.265, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1475/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1476/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 79%|███████▊ | 1476/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1477/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1477/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1478/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1478/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0896, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1479/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.0896, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1479/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1480/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.342, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1480/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1481/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1481/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1482/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1482/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1483/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1483/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1484/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1484/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1485/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.527, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1485/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1486/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1486/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1487/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1487/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1488/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1488/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1489/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1489/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1490/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 79%|███████▉ | 1490/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1491/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1491/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1492/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1492/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1493/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.160, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1493/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1494/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1494/1875 [00:12<00:03, 119.78it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1495/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1495/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1496/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.373, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1496/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.600, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1497/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.600, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1497/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1498/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1498/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1499/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 80%|███████▉ | 1499/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 80%|████████ | 1500/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 80%|████████ | 1500/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 80%|████████ | 1501/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 80%|████████ | 1501/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 80%|████████ | 1502/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.477, Acc%=95.80]
Epoch 1: 80%|████████ | 1502/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 80%|████████ | 1503/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 80%|████████ | 1503/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.0753, Acc%=95.80]
Epoch 1: 80%|████████ | 1504/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.0753, Acc%=95.80]
Epoch 1: 80%|████████ | 1504/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.187, Acc%=95.80]
Epoch 1: 80%|████████ | 1505/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.187, Acc%=95.80]
Epoch 1: 80%|████████ | 1505/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 80%|████████ | 1506/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 80%|████████ | 1506/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 80%|████████ | 1507/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.210, Acc%=95.80]
Epoch 1: 80%|████████ | 1507/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 80%|████████ | 1508/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.410, Acc%=95.80]
Epoch 1: 80%|████████ | 1508/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 80%|████████ | 1509/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.186, Acc%=95.80]
Epoch 1: 80%|████████ | 1509/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.0888, Acc%=95.80]
Epoch 1: 81%|████████ | 1510/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.0888, Acc%=95.80]
Epoch 1: 81%|████████ | 1510/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.347, Acc%=95.80]
Epoch 1: 81%|████████ | 1511/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.347, Acc%=95.80]
Epoch 1: 81%|████████ | 1511/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 81%|████████ | 1512/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 81%|████████ | 1512/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 81%|████████ | 1513/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.330, Acc%=95.80]
Epoch 1: 81%|████████ | 1513/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 81%|████████ | 1514/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.229, Acc%=95.80]
Epoch 1: 81%|████████ | 1514/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 81%|████████ | 1515/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.297, Acc%=95.80]
Epoch 1: 81%|████████ | 1515/1875 [00:12<00:03, 119.79it/s, v_num=13, train_loss=0.0948, Acc%=95.80]
Epoch 1: 81%|████████ | 1516/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0948, Acc%=95.80]
Epoch 1: 81%|████████ | 1516/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 81%|████████ | 1517/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.268, Acc%=95.80]
Epoch 1: 81%|████████ | 1517/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 81%|████████ | 1518/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 81%|████████ | 1518/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 81%|████████ | 1519/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 81%|████████ | 1519/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 81%|████████ | 1520/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.122, Acc%=95.80]
Epoch 1: 81%|████████ | 1520/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 81%|████████ | 1521/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 81%|████████ | 1521/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 81%|████████ | 1522/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 81%|████████ | 1522/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 81%|████████ | 1523/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.245, Acc%=95.80]
Epoch 1: 81%|████████ | 1523/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1524/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1524/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1525/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.191, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1525/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.456, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1526/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.456, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1526/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1527/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1527/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1528/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 81%|████████▏ | 1528/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0432, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1529/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0432, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1529/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1530/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1530/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1531/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.153, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1531/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1532/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.264, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1532/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0381, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1533/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0381, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1533/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0582, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1534/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0582, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1534/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1535/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1535/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0671, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1536/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0671, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1536/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1537/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.224, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1537/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1538/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1538/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0697, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1539/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0697, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1539/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1540/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1540/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1541/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.354, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1541/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1542/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1542/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1543/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.315, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1543/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0396, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1544/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0396, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1544/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1545/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.344, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1545/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1546/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 82%|████████▏ | 1546/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1547/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1547/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1548/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1548/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1549/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.131, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1549/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.221, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1550/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.221, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1550/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1551/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1551/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0272, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1552/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0272, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1552/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0922, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1553/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.0922, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1553/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1554/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.324, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1554/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1555/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.200, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1555/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1556/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1556/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1557/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.226, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1557/1875 [00:12<00:02, 119.79it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1558/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.125, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1558/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1559/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.308, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1559/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1560/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1560/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0823, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1561/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0823, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1561/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.076, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1562/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.076, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1562/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1563/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1563/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0783, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1564/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0783, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1564/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1565/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 83%|████████▎ | 1565/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1566/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1566/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1567/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1567/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1568/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1568/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1569/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.241, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1569/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1570/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 84%|████████▎ | 1570/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1571/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.177, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1571/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1572/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1572/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1573/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1573/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1574/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1574/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1575/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1575/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1576/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1576/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1577/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1577/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1578/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1578/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1579/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.244, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1579/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0949, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1580/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0949, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1580/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0592, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1581/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0592, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1581/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0881, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1582/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0881, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1582/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1583/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1583/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.475, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1584/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.475, Acc%=95.80]
Epoch 1: 84%|████████▍ | 1584/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0705, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1585/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.0705, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1585/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1586/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1586/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1587/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.225, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1587/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1588/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.260, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1588/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.360, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1589/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.360, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1589/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1590/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1590/1875 [00:13<00:02, 119.79it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1591/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.101, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1591/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1592/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1592/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1593/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 85%|████████▍ | 1593/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1594/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1594/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1595/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.381, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1595/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1596/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.114, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1596/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.433, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1597/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.433, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1597/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1598/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1598/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1599/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1599/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1600/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1600/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1601/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.374, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1601/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1602/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.273, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1602/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1603/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 85%|████████▌ | 1603/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1604/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.258, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1604/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.553, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1605/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.553, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1605/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1606/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1606/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0959, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1607/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0959, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1607/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1608/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1608/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1609/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.168, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1609/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1610/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.223, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1610/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1611/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1611/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0786, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1612/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0786, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1612/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.100, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1613/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.100, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1613/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1614/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1614/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1615/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.149, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1615/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1616/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1616/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1617/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.109, Acc%=95.80]
Epoch 1: 86%|████████▌ | 1617/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1618/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1618/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0701, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1619/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.0701, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1619/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.415, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1620/1875 [00:13<00:02, 119.81it/s, v_num=13, train_loss=0.415, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1620/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.524, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1621/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.524, Acc%=95.80]
Epoch 1: 86%|████████▋ | 1621/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1622/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.256, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1622/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1623/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1623/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1624/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.282, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1624/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1625/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1625/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1626/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.181, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1626/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0636, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1627/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0636, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1627/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1628/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1628/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0585, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1629/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0585, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1629/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0318, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1630/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.0318, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1630/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1631/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1631/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1632/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1632/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1633/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1633/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.049, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1634/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.049, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1634/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.454, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1635/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.454, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1635/1875 [00:13<00:02, 119.80it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1636/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1636/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0746, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1637/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0746, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1637/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1638/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.310, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1638/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1639/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1639/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1640/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 87%|████████▋ | 1640/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1641/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.254, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1641/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1642/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.188, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1642/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1643/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.409, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1643/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1644/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1644/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1645/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1645/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1646/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1646/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0799, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1647/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0799, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1647/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1648/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.293, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1648/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1649/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1649/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1650/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.173, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1650/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1651/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1651/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1652/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.124, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1652/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1653/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.164, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1653/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1654/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.327, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1654/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1655/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.349, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1655/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1656/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1656/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1657/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.175, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1657/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1658/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1658/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1659/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.193, Acc%=95.80]
Epoch 1: 88%|████████▊ | 1659/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1660/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1660/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1661/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1661/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1662/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.163, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1662/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1663/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1663/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1664/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.402, Acc%=95.80]
Epoch 1: 89%|████████▊ | 1664/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1665/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.167, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1665/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.587, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1666/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.587, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1666/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1667/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.133, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1667/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.382, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1668/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.382, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1668/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0496, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1669/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0496, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1669/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0273, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1670/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.0273, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1670/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1671/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.325, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1671/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1672/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.209, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1672/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1673/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1673/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1674/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.218, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1674/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1675/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.407, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1675/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1676/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.159, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1676/1875 [00:13<00:01, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1677/1875 [00:13<00:01, 119.80it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1677/1875 [00:13<00:01, 119.79it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1678/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.333, Acc%=95.80]
Epoch 1: 89%|████████▉ | 1678/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1679/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.345, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1679/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1680/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.139, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1680/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.322, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1681/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.322, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1681/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0696, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1682/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0696, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1682/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1683/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1683/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0965, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1684/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0965, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1684/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.281, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1685/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.281, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1685/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1686/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1686/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1687/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.290, Acc%=95.80]
Epoch 1: 90%|████████▉ | 1687/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 90%|█████████ | 1688/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 90%|█████████ | 1688/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.382, Acc%=95.80]
Epoch 1: 90%|█████████ | 1689/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.382, Acc%=95.80]
Epoch 1: 90%|█████████ | 1689/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 90%|█████████ | 1690/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.285, Acc%=95.80]
Epoch 1: 90%|█████████ | 1690/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 90%|█████████ | 1691/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 90%|█████████ | 1691/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 90%|█████████ | 1692/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 90%|█████████ | 1692/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 90%|█████████ | 1693/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.182, Acc%=95.80]
Epoch 1: 90%|█████████ | 1693/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 90%|█████████ | 1694/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 90%|█████████ | 1694/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 90%|█████████ | 1695/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 90%|█████████ | 1695/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.378, Acc%=95.80]
Epoch 1: 90%|█████████ | 1696/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.378, Acc%=95.80]
Epoch 1: 90%|█████████ | 1696/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 91%|█████████ | 1697/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.123, Acc%=95.80]
Epoch 1: 91%|█████████ | 1697/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 91%|█████████ | 1698/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 91%|█████████ | 1698/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 91%|█████████ | 1699/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.399, Acc%=95.80]
Epoch 1: 91%|█████████ | 1699/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0929, Acc%=95.80]
Epoch 1: 91%|█████████ | 1700/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0929, Acc%=95.80]
Epoch 1: 91%|█████████ | 1700/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 91%|█████████ | 1701/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 91%|█████████ | 1701/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 91%|█████████ | 1702/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.110, Acc%=95.80]
Epoch 1: 91%|█████████ | 1702/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 91%|█████████ | 1703/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.270, Acc%=95.80]
Epoch 1: 91%|█████████ | 1703/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0839, Acc%=95.80]
Epoch 1: 91%|█████████ | 1704/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0839, Acc%=95.80]
Epoch 1: 91%|█████████ | 1704/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 91%|█████████ | 1705/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 91%|█████████ | 1705/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 91%|█████████ | 1706/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 91%|█████████ | 1706/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.472, Acc%=95.80]
Epoch 1: 91%|█████████ | 1707/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.472, Acc%=95.80]
Epoch 1: 91%|█████████ | 1707/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0878, Acc%=95.80]
Epoch 1: 91%|█████████ | 1708/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0878, Acc%=95.80]
Epoch 1: 91%|█████████ | 1708/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 91%|█████████ | 1709/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 91%|█████████ | 1709/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 91%|█████████ | 1710/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.184, Acc%=95.80]
Epoch 1: 91%|█████████ | 1710/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1711/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.203, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1711/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1712/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1712/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1713/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.242, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1713/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1714/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1714/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0413, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1715/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0413, Acc%=95.80]
Epoch 1: 91%|█████████▏| 1715/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1716/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.165, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1716/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.473, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1717/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.473, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1717/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0849, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1718/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.0849, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1718/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.0362, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1719/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.0362, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1719/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1720/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1720/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1721/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1721/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1722/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.142, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1722/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1723/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.113, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1723/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1724/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1724/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1725/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.246, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1725/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1726/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.102, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1726/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1727/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.174, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1727/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.529, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1728/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.529, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1728/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1729/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.157, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1729/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1730/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.143, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1730/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1731/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1731/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1732/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.321, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1732/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1733/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.118, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1733/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1734/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.141, Acc%=95.80]
Epoch 1: 92%|█████████▏| 1734/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1735/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1735/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1736/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.240, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1736/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1737/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1737/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1738/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.301, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1738/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1739/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.161, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1739/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1740/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.128, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1740/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1741/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.214, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1741/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1742/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.115, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1742/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1743/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1743/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1744/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1744/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1745/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1745/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1746/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.207, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1746/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.535, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1747/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.535, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1747/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1748/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.249, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1748/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1749/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.185, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1749/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1750/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.291, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1750/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1751/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.384, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1751/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1752/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.156, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1752/1875 [00:14<00:01, 119.79it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1753/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.121, Acc%=95.80]
Epoch 1: 93%|█████████▎| 1753/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1754/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1754/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1755/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1755/1875 [00:14<00:01, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1756/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.106, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1756/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1757/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.117, Acc%=95.80]
Epoch 1: 94%|█████████▎| 1757/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.069, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1758/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.069, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1758/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.092, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1759/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.092, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1759/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1760/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.212, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1760/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1761/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.317, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1761/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1762/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1762/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1763/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.190, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1763/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1764/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.233, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1764/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1765/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.108, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1765/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.491, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1766/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.491, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1766/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1767/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.222, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1767/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1768/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.372, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1768/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1769/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.170, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1769/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1770/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1770/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1771/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.116, Acc%=95.80]
Epoch 1: 94%|█████████▍| 1771/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1772/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1772/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.035, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1773/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.035, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1773/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1774/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.253, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1774/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1775/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.340, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1775/1875 [00:14<00:00, 119.80it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1776/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.211, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1776/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1777/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.150, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1777/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1778/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1778/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1779/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.105, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1779/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1780/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1780/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1781/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.280, Acc%=95.80]
Epoch 1: 95%|█████████▍| 1781/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1782/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.155, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1782/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1783/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.189, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1783/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1784/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.323, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1784/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1785/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1785/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1786/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.375, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1786/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.403, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1787/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.403, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1787/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.303, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1788/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.303, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1788/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1789/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.299, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1789/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1790/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.138, Acc%=95.80]
Epoch 1: 95%|█████████▌| 1790/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1791/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.176, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1791/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1792/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1792/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1793/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1793/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1794/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.215, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1794/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1795/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.405, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1795/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1796/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.304, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1796/1875 [00:14<00:00, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1797/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.331, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1797/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1798/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1798/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1799/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.220, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1799/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1800/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.202, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1800/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.0887, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1801/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.0887, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1801/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1802/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.154, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1802/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1803/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1803/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.0274, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1804/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.0274, Acc%=95.80]
Epoch 1: 96%|█████████▌| 1804/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1805/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.205, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1805/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.0644, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1806/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0644, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1806/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.187, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1807/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.187, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1807/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1808/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1808/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1809/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0921, Acc%=95.80]
Epoch 1: 96%|█████████▋| 1809/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.152, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1810/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.152, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1810/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1811/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.166, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1811/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1812/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.336, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1812/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1813/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.219, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1813/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1814/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1814/1875 [00:15<00:00, 119.79it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1815/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1815/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.424, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1816/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.424, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1816/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1817/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.178, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1817/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1818/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.132, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1818/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0969, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1819/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0969, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1819/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1820/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.136, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1820/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1821/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.357, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1821/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1822/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.197, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1822/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1823/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.195, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1823/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.303, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1824/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.303, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1824/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1825/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.230, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1825/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1826/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.171, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1826/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1827/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.343, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1827/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1828/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 97%|█████████▋| 1828/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1829/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.162, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1829/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.358, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1830/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.358, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1830/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1831/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.204, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1831/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1832/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.288, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1832/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1833/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.243, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1833/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1834/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.266, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1834/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1835/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1835/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1836/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.147, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1836/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1837/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.234, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1837/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1838/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.348, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1838/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1839/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.134, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1839/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1840/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.172, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1840/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0594, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1841/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0594, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1841/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1842/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.198, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1842/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1843/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.199, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1843/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.390, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1844/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.390, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1844/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1845/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.287, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1845/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1846/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.275, Acc%=95.80]
Epoch 1: 98%|█████████▊| 1846/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1847/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.119, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1847/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1848/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1848/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0743, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1849/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0743, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1849/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1850/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.231, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1850/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0624, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1851/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0624, Acc%=95.80]
Epoch 1: 99%|█████████▊| 1851/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.239, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1852/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.239, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1852/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.0863, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1853/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.0863, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1853/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1854/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.213, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1854/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1855/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.135, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1855/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1856/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.334, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1856/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1857/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.271, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1857/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.326, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1858/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.326, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1858/1875 [00:15<00:00, 119.80it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1859/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.180, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1859/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1860/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.111, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1860/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1861/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.261, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1861/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1862/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.247, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1862/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1863/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.107, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1863/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1864/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.130, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1864/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1865/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.251, Acc%=95.80]
Epoch 1: 99%|█████████▉| 1865/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.414, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1866/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.414, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1866/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.461, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1867/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.461, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1867/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.535, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1868/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.535, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1868/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1869/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.257, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1869/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1870/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.284, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1870/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.0832, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1871/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.0832, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1871/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1872/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.217, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1872/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1873/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.238, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1873/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1874/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.269, Acc%=95.80]
Epoch 1: 100%|█████████▉| 1874/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 100%|██████████| 1875/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.169, Acc%=95.80]
Epoch 1: 100%|██████████| 1875/1875 [00:15<00:00, 119.81it/s, v_num=13, train_loss=0.216, Acc%=95.80]
Validation: | | 0/? [00:00<?, ?it/s]
Validation: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Validation DataLoader 0: 0%| | 1/313 [00:00<00:00, 384.87it/s]
Validation DataLoader 0: 1%| | 2/313 [00:00<00:01, 279.81it/s]
Validation DataLoader 0: 1%| | 3/313 [00:00<00:01, 257.75it/s]
Validation DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 248.19it/s]
Validation DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 242.86it/s]
Validation DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 239.61it/s]
Validation DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 237.20it/s]
Validation DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 235.38it/s]
Validation DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 233.98it/s]
Validation DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 232.70it/s]
Validation DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 231.97it/s]
Validation DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 231.23it/s]
Validation DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 230.65it/s]
Validation DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 230.09it/s]
Validation DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 229.63it/s]
Validation DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 229.26it/s]
Validation DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 228.87it/s]
Validation DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 228.51it/s]
Validation DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 228.19it/s]
Validation DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 227.95it/s]
Validation DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 227.74it/s]
Validation DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 227.59it/s]
Validation DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 227.38it/s]
Validation DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 227.23it/s]
Validation DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 227.11it/s]
Validation DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 226.92it/s]
Validation DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 226.81it/s]
Validation DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 226.70it/s]
Validation DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 226.57it/s]
Validation DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 226.50it/s]
Validation DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 226.41it/s]
Validation DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 226.33it/s]
Validation DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 226.25it/s]
Validation DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 226.20it/s]
Validation DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 226.11it/s]
Validation DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 226.06it/s]
Validation DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 226.01it/s]
Validation DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 225.95it/s]
Validation DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 225.92it/s]
Validation DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 225.91it/s]
Validation DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 225.86it/s]
Validation DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 225.79it/s]
Validation DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 225.75it/s]
Validation DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 225.71it/s]
Validation DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 225.70it/s]
Validation DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 225.64it/s]
Validation DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 225.60it/s]
Validation DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 225.55it/s]
Validation DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 225.52it/s]
Validation DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 225.49it/s]
Validation DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 225.43it/s]
Validation DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 225.38it/s]
Validation DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 225.33it/s]
Validation DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 225.30it/s]
Validation DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 225.27it/s]
Validation DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 225.24it/s]
Validation DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 225.19it/s]
Validation DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 225.17it/s]
Validation DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 225.14it/s]
Validation DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 225.10it/s]
Validation DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 225.08it/s]
Validation DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 225.05it/s]
Validation DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 225.02it/s]
Validation DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 225.00it/s]
Validation DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 224.97it/s]
Validation DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 224.94it/s]
Validation DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 224.92it/s]
Validation DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 224.89it/s]
Validation DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 224.86it/s]
Validation DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 224.85it/s]
Validation DataLoader 0: 23%|██▎ | 71/313 [00:00<00:01, 224.84it/s]
Validation DataLoader 0: 23%|██▎ | 72/313 [00:00<00:01, 224.83it/s]
Validation DataLoader 0: 23%|██▎ | 73/313 [00:00<00:01, 224.84it/s]
Validation DataLoader 0: 24%|██▎ | 74/313 [00:00<00:01, 224.84it/s]
Validation DataLoader 0: 24%|██▍ | 75/313 [00:00<00:01, 224.83it/s]
Validation DataLoader 0: 24%|██▍ | 76/313 [00:00<00:01, 224.83it/s]
Validation DataLoader 0: 25%|██▍ | 77/313 [00:00<00:01, 224.82it/s]
Validation DataLoader 0: 25%|██▍ | 78/313 [00:00<00:01, 224.81it/s]
Validation DataLoader 0: 25%|██▌ | 79/313 [00:00<00:01, 224.80it/s]
Validation DataLoader 0: 26%|██▌ | 80/313 [00:00<00:01, 224.80it/s]
Validation DataLoader 0: 26%|██▌ | 81/313 [00:00<00:01, 224.81it/s]
Validation DataLoader 0: 26%|██▌ | 82/313 [00:00<00:01, 224.80it/s]
Validation DataLoader 0: 27%|██▋ | 83/313 [00:00<00:01, 224.79it/s]
Validation DataLoader 0: 27%|██▋ | 84/313 [00:00<00:01, 224.78it/s]
Validation DataLoader 0: 27%|██▋ | 85/313 [00:00<00:01, 224.78it/s]
Validation DataLoader 0: 27%|██▋ | 86/313 [00:00<00:01, 224.78it/s]
Validation DataLoader 0: 28%|██▊ | 87/313 [00:00<00:01, 224.75it/s]
Validation DataLoader 0: 28%|██▊ | 88/313 [00:00<00:01, 224.75it/s]
Validation DataLoader 0: 28%|██▊ | 89/313 [00:00<00:00, 224.75it/s]
Validation DataLoader 0: 29%|██▉ | 90/313 [00:00<00:00, 224.76it/s]
Validation DataLoader 0: 29%|██▉ | 91/313 [00:00<00:00, 224.74it/s]
Validation DataLoader 0: 29%|██▉ | 92/313 [00:00<00:00, 224.74it/s]
Validation DataLoader 0: 30%|██▉ | 93/313 [00:00<00:00, 224.74it/s]
Validation DataLoader 0: 30%|███ | 94/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 30%|███ | 95/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 31%|███ | 96/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 31%|███ | 97/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 31%|███▏ | 98/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 32%|███▏ | 99/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 32%|███▏ | 100/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 32%|███▏ | 101/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 33%|███▎ | 102/313 [00:00<00:00, 224.74it/s]
Validation DataLoader 0: 33%|███▎ | 103/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 33%|███▎ | 104/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 34%|███▎ | 105/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 34%|███▍ | 106/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 34%|███▍ | 107/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 35%|███▍ | 108/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 35%|███▍ | 109/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 35%|███▌ | 110/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 35%|███▌ | 111/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 36%|███▌ | 112/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 36%|███▌ | 113/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 36%|███▋ | 114/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 37%|███▋ | 115/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 37%|███▋ | 116/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 37%|███▋ | 117/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 38%|███▊ | 118/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 38%|███▊ | 119/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 38%|███▊ | 120/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 39%|███▊ | 121/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 39%|███▉ | 122/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 39%|███▉ | 123/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 40%|███▉ | 124/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 40%|███▉ | 125/313 [00:00<00:00, 224.70it/s]
Validation DataLoader 0: 40%|████ | 126/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 41%|████ | 127/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 41%|████ | 128/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 41%|████ | 129/313 [00:00<00:00, 224.71it/s]
Validation DataLoader 0: 42%|████▏ | 130/313 [00:00<00:00, 224.72it/s]
Validation DataLoader 0: 42%|████▏ | 131/313 [00:00<00:00, 224.73it/s]
Validation DataLoader 0: 42%|████▏ | 132/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 42%|████▏ | 133/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 43%|████▎ | 134/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 43%|████▎ | 135/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 43%|████▎ | 136/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 44%|████▍ | 137/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 44%|████▍ | 138/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 44%|████▍ | 139/313 [00:00<00:00, 224.57it/s]
Validation DataLoader 0: 45%|████▍ | 140/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 45%|████▌ | 141/313 [00:00<00:00, 224.57it/s]
Validation DataLoader 0: 45%|████▌ | 142/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 46%|████▌ | 143/313 [00:00<00:00, 224.57it/s]
Validation DataLoader 0: 46%|████▌ | 144/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 46%|████▋ | 145/313 [00:00<00:00, 224.57it/s]
Validation DataLoader 0: 47%|████▋ | 146/313 [00:00<00:00, 224.57it/s]
Validation DataLoader 0: 47%|████▋ | 147/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 47%|████▋ | 148/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 48%|████▊ | 149/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 48%|████▊ | 150/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 48%|████▊ | 151/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 49%|████▊ | 152/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 49%|████▉ | 153/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 49%|████▉ | 154/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 50%|████▉ | 155/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 50%|████▉ | 156/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 50%|█████ | 157/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 50%|█████ | 158/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 51%|█████ | 159/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 51%|█████ | 160/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 51%|█████▏ | 161/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 52%|█████▏ | 162/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 52%|█████▏ | 163/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 52%|█████▏ | 164/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 53%|█████▎ | 165/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 53%|█████▎ | 166/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 53%|█████▎ | 167/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 54%|█████▎ | 168/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 54%|█████▍ | 169/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 54%|█████▍ | 170/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 55%|█████▍ | 171/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 55%|█████▍ | 172/313 [00:00<00:00, 224.58it/s]
Validation DataLoader 0: 55%|█████▌ | 173/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 56%|█████▌ | 174/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 56%|█████▌ | 175/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 56%|█████▌ | 176/313 [00:00<00:00, 224.59it/s]
Validation DataLoader 0: 57%|█████▋ | 177/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 57%|█████▋ | 178/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 57%|█████▋ | 179/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 58%|█████▊ | 180/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 58%|█████▊ | 181/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 58%|█████▊ | 182/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 58%|█████▊ | 183/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 59%|█████▉ | 184/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 59%|█████▉ | 185/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 59%|█████▉ | 186/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 60%|█████▉ | 187/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 60%|██████ | 188/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 60%|██████ | 189/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 61%|██████ | 190/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 61%|██████ | 191/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 61%|██████▏ | 192/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 62%|██████▏ | 193/313 [00:00<00:00, 224.60it/s]
Validation DataLoader 0: 62%|██████▏ | 194/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 62%|██████▏ | 195/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 63%|██████▎ | 196/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 63%|██████▎ | 197/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 63%|██████▎ | 198/313 [00:00<00:00, 224.61it/s]
Validation DataLoader 0: 64%|██████▎ | 199/313 [00:00<00:00, 224.62it/s]
Validation DataLoader 0: 64%|██████▍ | 200/313 [00:00<00:00, 224.62it/s]
Validation DataLoader 0: 64%|██████▍ | 201/313 [00:00<00:00, 224.62it/s]
Validation DataLoader 0: 65%|██████▍ | 202/313 [00:00<00:00, 224.62it/s]
Validation DataLoader 0: 65%|██████▍ | 203/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 65%|██████▌ | 204/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 65%|██████▌ | 205/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 66%|██████▌ | 206/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 66%|██████▌ | 207/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 66%|██████▋ | 208/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 67%|██████▋ | 209/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 67%|██████▋ | 210/313 [00:00<00:00, 224.62it/s]
Validation DataLoader 0: 67%|██████▋ | 211/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 68%|██████▊ | 212/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 68%|██████▊ | 213/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 68%|██████▊ | 214/313 [00:00<00:00, 224.63it/s]
Validation DataLoader 0: 69%|██████▊ | 215/313 [00:00<00:00, 224.64it/s]
Validation DataLoader 0: 69%|██████▉ | 216/313 [00:00<00:00, 224.65it/s]
Validation DataLoader 0: 69%|██████▉ | 217/313 [00:00<00:00, 224.65it/s]
Validation DataLoader 0: 70%|██████▉ | 218/313 [00:00<00:00, 224.66it/s]
Validation DataLoader 0: 70%|██████▉ | 219/313 [00:00<00:00, 224.66it/s]
Validation DataLoader 0: 70%|███████ | 220/313 [00:00<00:00, 224.66it/s]
Validation DataLoader 0: 71%|███████ | 221/313 [00:00<00:00, 224.66it/s]
Validation DataLoader 0: 71%|███████ | 222/313 [00:00<00:00, 224.67it/s]
Validation DataLoader 0: 71%|███████ | 223/313 [00:00<00:00, 224.67it/s]
Validation DataLoader 0: 72%|███████▏ | 224/313 [00:00<00:00, 224.67it/s]
Validation DataLoader 0: 72%|███████▏ | 225/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 72%|███████▏ | 226/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 73%|███████▎ | 227/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 73%|███████▎ | 228/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 73%|███████▎ | 229/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 73%|███████▎ | 230/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 74%|███████▍ | 231/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 74%|███████▍ | 232/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 74%|███████▍ | 233/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 75%|███████▍ | 234/313 [00:01<00:00, 224.67it/s]
Validation DataLoader 0: 75%|███████▌ | 235/313 [00:01<00:00, 224.67it/s]
Validation DataLoader 0: 75%|███████▌ | 236/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 76%|███████▌ | 237/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 76%|███████▌ | 238/313 [00:01<00:00, 224.66it/s]
Validation DataLoader 0: 76%|███████▋ | 239/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 77%|███████▋ | 240/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 77%|███████▋ | 241/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 224.65it/s]
Validation DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 224.64it/s]
Validation DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 224.64it/s]
Validation DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 224.64it/s]
Validation DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 224.64it/s]
Validation DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 224.63it/s]
Validation DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 224.62it/s]
Validation DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 224.62it/s]
Validation DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 224.62it/s]
Validation DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 224.62it/s]
Validation DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 224.62it/s]
Validation DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 91%|█████████ | 284/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 91%|█████████ | 285/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 91%|█████████▏| 286/313 [00:01<00:00, 224.61it/s]
Validation DataLoader 0: 92%|█████████▏| 287/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 92%|█████████▏| 288/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 92%|█████████▏| 289/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 93%|█████████▎| 290/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 93%|█████████▎| 291/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 93%|█████████▎| 292/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 94%|█████████▎| 293/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 94%|█████████▍| 294/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 94%|█████████▍| 295/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 95%|█████████▍| 296/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 95%|█████████▍| 297/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 95%|█████████▌| 298/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 96%|█████████▌| 299/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 96%|█████████▌| 300/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 96%|█████████▌| 301/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 96%|█████████▋| 302/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 97%|█████████▋| 303/313 [00:01<00:00, 224.60it/s]
Validation DataLoader 0: 97%|█████████▋| 304/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 97%|█████████▋| 305/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 98%|█████████▊| 306/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 98%|█████████▊| 307/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 98%|█████████▊| 308/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 99%|█████████▊| 309/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 99%|█████████▉| 310/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 99%|█████████▉| 311/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 100%|█████████▉| 312/313 [00:01<00:00, 224.59it/s]
Validation DataLoader 0: 100%|██████████| 313/313 [00:01<00:00, 224.86it/s]
Epoch 1: 100%|██████████| 1875/1875 [00:17<00:00, 109.95it/s, v_num=13, train_loss=0.216, Acc%=97.80]
Epoch 1: 100%|██████████| 1875/1875 [00:17<00:00, 109.95it/s, v_num=13, train_loss=0.216, Acc%=97.80]
Epoch 1: 100%|██████████| 1875/1875 [00:17<00:00, 109.94it/s, v_num=13, train_loss=0.216, Acc%=97.80]
Testing: | | 0/? [00:00<?, ?it/s]
Testing: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 0: 0%| | 1/313 [00:00<00:01, 169.67it/s]
Testing DataLoader 0: 1%| | 2/313 [00:00<00:01, 160.12it/s]
Testing DataLoader 0: 1%| | 3/313 [00:00<00:01, 157.59it/s]
Testing DataLoader 0: 1%|▏ | 4/313 [00:00<00:01, 156.57it/s]
Testing DataLoader 0: 2%|▏ | 5/313 [00:00<00:01, 155.70it/s]
Testing DataLoader 0: 2%|▏ | 6/313 [00:00<00:01, 155.37it/s]
Testing DataLoader 0: 2%|▏ | 7/313 [00:00<00:01, 155.02it/s]
Testing DataLoader 0: 3%|▎ | 8/313 [00:00<00:01, 154.79it/s]
Testing DataLoader 0: 3%|▎ | 9/313 [00:00<00:01, 154.59it/s]
Testing DataLoader 0: 3%|▎ | 10/313 [00:00<00:01, 154.39it/s]
Testing DataLoader 0: 4%|▎ | 11/313 [00:00<00:01, 154.24it/s]
Testing DataLoader 0: 4%|▍ | 12/313 [00:00<00:01, 154.14it/s]
Testing DataLoader 0: 4%|▍ | 13/313 [00:00<00:01, 153.99it/s]
Testing DataLoader 0: 4%|▍ | 14/313 [00:00<00:01, 153.90it/s]
Testing DataLoader 0: 5%|▍ | 15/313 [00:00<00:01, 153.77it/s]
Testing DataLoader 0: 5%|▌ | 16/313 [00:00<00:01, 153.65it/s]
Testing DataLoader 0: 5%|▌ | 17/313 [00:00<00:01, 153.53it/s]
Testing DataLoader 0: 6%|▌ | 18/313 [00:00<00:01, 153.42it/s]
Testing DataLoader 0: 6%|▌ | 19/313 [00:00<00:01, 153.36it/s]
Testing DataLoader 0: 6%|▋ | 20/313 [00:00<00:01, 153.30it/s]
Testing DataLoader 0: 7%|▋ | 21/313 [00:00<00:01, 153.23it/s]
Testing DataLoader 0: 7%|▋ | 22/313 [00:00<00:01, 153.19it/s]
Testing DataLoader 0: 7%|▋ | 23/313 [00:00<00:01, 153.13it/s]
Testing DataLoader 0: 8%|▊ | 24/313 [00:00<00:01, 153.09it/s]
Testing DataLoader 0: 8%|▊ | 25/313 [00:00<00:01, 153.04it/s]
Testing DataLoader 0: 8%|▊ | 26/313 [00:00<00:01, 152.96it/s]
Testing DataLoader 0: 9%|▊ | 27/313 [00:00<00:01, 152.89it/s]
Testing DataLoader 0: 9%|▉ | 28/313 [00:00<00:01, 152.83it/s]
Testing DataLoader 0: 9%|▉ | 29/313 [00:00<00:01, 152.77it/s]
Testing DataLoader 0: 10%|▉ | 30/313 [00:00<00:01, 152.72it/s]
Testing DataLoader 0: 10%|▉ | 31/313 [00:00<00:01, 152.67it/s]
Testing DataLoader 0: 10%|█ | 32/313 [00:00<00:01, 152.58it/s]
Testing DataLoader 0: 11%|█ | 33/313 [00:00<00:01, 152.51it/s]
Testing DataLoader 0: 11%|█ | 34/313 [00:00<00:01, 152.42it/s]
Testing DataLoader 0: 11%|█ | 35/313 [00:00<00:01, 152.34it/s]
Testing DataLoader 0: 12%|█▏ | 36/313 [00:00<00:01, 152.28it/s]
Testing DataLoader 0: 12%|█▏ | 37/313 [00:00<00:01, 152.20it/s]
Testing DataLoader 0: 12%|█▏ | 38/313 [00:00<00:01, 152.15it/s]
Testing DataLoader 0: 12%|█▏ | 39/313 [00:00<00:01, 152.10it/s]
Testing DataLoader 0: 13%|█▎ | 40/313 [00:00<00:01, 152.04it/s]
Testing DataLoader 0: 13%|█▎ | 41/313 [00:00<00:01, 151.99it/s]
Testing DataLoader 0: 13%|█▎ | 42/313 [00:00<00:01, 151.94it/s]
Testing DataLoader 0: 14%|█▎ | 43/313 [00:00<00:01, 151.89it/s]
Testing DataLoader 0: 14%|█▍ | 44/313 [00:00<00:01, 151.83it/s]
Testing DataLoader 0: 14%|█▍ | 45/313 [00:00<00:01, 151.77it/s]
Testing DataLoader 0: 15%|█▍ | 46/313 [00:00<00:01, 151.70it/s]
Testing DataLoader 0: 15%|█▌ | 47/313 [00:00<00:01, 151.66it/s]
Testing DataLoader 0: 15%|█▌ | 48/313 [00:00<00:01, 151.59it/s]
Testing DataLoader 0: 16%|█▌ | 49/313 [00:00<00:01, 151.55it/s]
Testing DataLoader 0: 16%|█▌ | 50/313 [00:00<00:01, 151.50it/s]
Testing DataLoader 0: 16%|█▋ | 51/313 [00:00<00:01, 151.45it/s]
Testing DataLoader 0: 17%|█▋ | 52/313 [00:00<00:01, 151.39it/s]
Testing DataLoader 0: 17%|█▋ | 53/313 [00:00<00:01, 151.33it/s]
Testing DataLoader 0: 17%|█▋ | 54/313 [00:00<00:01, 151.27it/s]
Testing DataLoader 0: 18%|█▊ | 55/313 [00:00<00:01, 151.22it/s]
Testing DataLoader 0: 18%|█▊ | 56/313 [00:00<00:01, 151.17it/s]
Testing DataLoader 0: 18%|█▊ | 57/313 [00:00<00:01, 151.12it/s]
Testing DataLoader 0: 19%|█▊ | 58/313 [00:00<00:01, 151.09it/s]
Testing DataLoader 0: 19%|█▉ | 59/313 [00:00<00:01, 151.05it/s]
Testing DataLoader 0: 19%|█▉ | 60/313 [00:00<00:01, 151.02it/s]
Testing DataLoader 0: 19%|█▉ | 61/313 [00:00<00:01, 150.99it/s]
Testing DataLoader 0: 20%|█▉ | 62/313 [00:00<00:01, 150.95it/s]
Testing DataLoader 0: 20%|██ | 63/313 [00:00<00:01, 150.91it/s]
Testing DataLoader 0: 20%|██ | 64/313 [00:00<00:01, 150.87it/s]
Testing DataLoader 0: 21%|██ | 65/313 [00:00<00:01, 150.82it/s]
Testing DataLoader 0: 21%|██ | 66/313 [00:00<00:01, 150.77it/s]
Testing DataLoader 0: 21%|██▏ | 67/313 [00:00<00:01, 150.72it/s]
Testing DataLoader 0: 22%|██▏ | 68/313 [00:00<00:01, 150.69it/s]
Testing DataLoader 0: 22%|██▏ | 69/313 [00:00<00:01, 150.65it/s]
Testing DataLoader 0: 22%|██▏ | 70/313 [00:00<00:01, 150.60it/s]
Testing DataLoader 0: 23%|██▎ | 71/313 [00:00<00:01, 150.57it/s]
Testing DataLoader 0: 23%|██▎ | 72/313 [00:00<00:01, 150.53it/s]
Testing DataLoader 0: 23%|██▎ | 73/313 [00:00<00:01, 150.49it/s]
Testing DataLoader 0: 24%|██▎ | 74/313 [00:00<00:01, 150.45it/s]
Testing DataLoader 0: 24%|██▍ | 75/313 [00:00<00:01, 150.41it/s]
Testing DataLoader 0: 24%|██▍ | 76/313 [00:00<00:01, 150.34it/s]
Testing DataLoader 0: 25%|██▍ | 77/313 [00:00<00:01, 150.31it/s]
Testing DataLoader 0: 25%|██▍ | 78/313 [00:00<00:01, 150.27it/s]
Testing DataLoader 0: 25%|██▌ | 79/313 [00:00<00:01, 150.23it/s]
Testing DataLoader 0: 26%|██▌ | 80/313 [00:00<00:01, 150.19it/s]
Testing DataLoader 0: 26%|██▌ | 81/313 [00:00<00:01, 150.15it/s]
Testing DataLoader 0: 26%|██▌ | 82/313 [00:00<00:01, 150.11it/s]
Testing DataLoader 0: 27%|██▋ | 83/313 [00:00<00:01, 150.07it/s]
Testing DataLoader 0: 27%|██▋ | 84/313 [00:00<00:01, 150.02it/s]
Testing DataLoader 0: 27%|██▋ | 85/313 [00:00<00:01, 149.99it/s]
Testing DataLoader 0: 27%|██▋ | 86/313 [00:00<00:01, 149.95it/s]
Testing DataLoader 0: 28%|██▊ | 87/313 [00:00<00:01, 149.90it/s]
Testing DataLoader 0: 28%|██▊ | 88/313 [00:00<00:01, 149.85it/s]
Testing DataLoader 0: 28%|██▊ | 89/313 [00:00<00:01, 149.80it/s]
Testing DataLoader 0: 29%|██▉ | 90/313 [00:00<00:01, 149.75it/s]
Testing DataLoader 0: 29%|██▉ | 91/313 [00:00<00:01, 149.71it/s]
Testing DataLoader 0: 29%|██▉ | 92/313 [00:00<00:01, 149.66it/s]
Testing DataLoader 0: 30%|██▉ | 93/313 [00:00<00:01, 149.62it/s]
Testing DataLoader 0: 30%|███ | 94/313 [00:00<00:01, 149.59it/s]
Testing DataLoader 0: 30%|███ | 95/313 [00:00<00:01, 149.55it/s]
Testing DataLoader 0: 31%|███ | 96/313 [00:00<00:01, 149.51it/s]
Testing DataLoader 0: 31%|███ | 97/313 [00:00<00:01, 149.47it/s]
Testing DataLoader 0: 31%|███▏ | 98/313 [00:00<00:01, 149.42it/s]
Testing DataLoader 0: 32%|███▏ | 99/313 [00:00<00:01, 149.39it/s]
Testing DataLoader 0: 32%|███▏ | 100/313 [00:00<00:01, 149.35it/s]
Testing DataLoader 0: 32%|███▏ | 101/313 [00:00<00:01, 149.32it/s]
Testing DataLoader 0: 33%|███▎ | 102/313 [00:00<00:01, 149.27it/s]
Testing DataLoader 0: 33%|███▎ | 103/313 [00:00<00:01, 149.23it/s]
Testing DataLoader 0: 33%|███▎ | 104/313 [00:00<00:01, 149.18it/s]
Testing DataLoader 0: 34%|███▎ | 105/313 [00:00<00:01, 149.14it/s]
Testing DataLoader 0: 34%|███▍ | 106/313 [00:00<00:01, 149.10it/s]
Testing DataLoader 0: 34%|███▍ | 107/313 [00:00<00:01, 149.06it/s]
Testing DataLoader 0: 35%|███▍ | 108/313 [00:00<00:01, 149.01it/s]
Testing DataLoader 0: 35%|███▍ | 109/313 [00:00<00:01, 148.97it/s]
Testing DataLoader 0: 35%|███▌ | 110/313 [00:00<00:01, 148.93it/s]
Testing DataLoader 0: 35%|███▌ | 111/313 [00:00<00:01, 148.88it/s]
Testing DataLoader 0: 36%|███▌ | 112/313 [00:00<00:01, 148.84it/s]
Testing DataLoader 0: 36%|███▌ | 113/313 [00:00<00:01, 148.80it/s]
Testing DataLoader 0: 36%|███▋ | 114/313 [00:00<00:01, 148.75it/s]
Testing DataLoader 0: 37%|███▋ | 115/313 [00:00<00:01, 148.71it/s]
Testing DataLoader 0: 37%|███▋ | 116/313 [00:00<00:01, 148.67it/s]
Testing DataLoader 0: 37%|███▋ | 117/313 [00:00<00:01, 148.62it/s]
Testing DataLoader 0: 38%|███▊ | 118/313 [00:00<00:01, 148.58it/s]
Testing DataLoader 0: 38%|███▊ | 119/313 [00:00<00:01, 148.53it/s]
Testing DataLoader 0: 38%|███▊ | 120/313 [00:00<00:01, 148.49it/s]
Testing DataLoader 0: 39%|███▊ | 121/313 [00:00<00:01, 148.44it/s]
Testing DataLoader 0: 39%|███▉ | 122/313 [00:00<00:01, 148.40it/s]
Testing DataLoader 0: 39%|███▉ | 123/313 [00:00<00:01, 148.35it/s]
Testing DataLoader 0: 40%|███▉ | 124/313 [00:00<00:01, 148.31it/s]
Testing DataLoader 0: 40%|███▉ | 125/313 [00:00<00:01, 148.27it/s]
Testing DataLoader 0: 40%|████ | 126/313 [00:00<00:01, 148.24it/s]
Testing DataLoader 0: 41%|████ | 127/313 [00:00<00:01, 148.19it/s]
Testing DataLoader 0: 41%|████ | 128/313 [00:00<00:01, 148.15it/s]
Testing DataLoader 0: 41%|████ | 129/313 [00:00<00:01, 148.11it/s]
Testing DataLoader 0: 42%|████▏ | 130/313 [00:00<00:01, 148.07it/s]
Testing DataLoader 0: 42%|████▏ | 131/313 [00:00<00:01, 148.04it/s]
Testing DataLoader 0: 42%|████▏ | 132/313 [00:00<00:01, 148.00it/s]
Testing DataLoader 0: 42%|████▏ | 133/313 [00:00<00:01, 147.95it/s]
Testing DataLoader 0: 43%|████▎ | 134/313 [00:00<00:01, 147.91it/s]
Testing DataLoader 0: 43%|████▎ | 135/313 [00:00<00:01, 147.86it/s]
Testing DataLoader 0: 43%|████▎ | 136/313 [00:00<00:01, 147.82it/s]
Testing DataLoader 0: 44%|████▍ | 137/313 [00:00<00:01, 147.77it/s]
Testing DataLoader 0: 44%|████▍ | 138/313 [00:00<00:01, 147.73it/s]
Testing DataLoader 0: 44%|████▍ | 139/313 [00:00<00:01, 147.68it/s]
Testing DataLoader 0: 45%|████▍ | 140/313 [00:00<00:01, 147.64it/s]
Testing DataLoader 0: 45%|████▌ | 141/313 [00:00<00:01, 147.60it/s]
Testing DataLoader 0: 45%|████▌ | 142/313 [00:00<00:01, 147.56it/s]
Testing DataLoader 0: 46%|████▌ | 143/313 [00:00<00:01, 147.52it/s]
Testing DataLoader 0: 46%|████▌ | 144/313 [00:00<00:01, 147.47it/s]
Testing DataLoader 0: 46%|████▋ | 145/313 [00:00<00:01, 147.43it/s]
Testing DataLoader 0: 47%|████▋ | 146/313 [00:00<00:01, 147.39it/s]
Testing DataLoader 0: 47%|████▋ | 147/313 [00:00<00:01, 147.35it/s]
Testing DataLoader 0: 47%|████▋ | 148/313 [00:01<00:01, 147.31it/s]
Testing DataLoader 0: 48%|████▊ | 149/313 [00:01<00:01, 147.26it/s]
Testing DataLoader 0: 48%|████▊ | 150/313 [00:01<00:01, 147.22it/s]
Testing DataLoader 0: 48%|████▊ | 151/313 [00:01<00:01, 147.18it/s]
Testing DataLoader 0: 49%|████▊ | 152/313 [00:01<00:01, 147.13it/s]
Testing DataLoader 0: 49%|████▉ | 153/313 [00:01<00:01, 147.09it/s]
Testing DataLoader 0: 49%|████▉ | 154/313 [00:01<00:01, 147.05it/s]
Testing DataLoader 0: 50%|████▉ | 155/313 [00:01<00:01, 147.01it/s]
Testing DataLoader 0: 50%|████▉ | 156/313 [00:01<00:01, 146.97it/s]
Testing DataLoader 0: 50%|█████ | 157/313 [00:01<00:01, 146.92it/s]
Testing DataLoader 0: 50%|█████ | 158/313 [00:01<00:01, 146.87it/s]
Testing DataLoader 0: 51%|█████ | 159/313 [00:01<00:01, 146.83it/s]
Testing DataLoader 0: 51%|█████ | 160/313 [00:01<00:01, 146.79it/s]
Testing DataLoader 0: 51%|█████▏ | 161/313 [00:01<00:01, 146.75it/s]
Testing DataLoader 0: 52%|█████▏ | 162/313 [00:01<00:01, 146.70it/s]
Testing DataLoader 0: 52%|█████▏ | 163/313 [00:01<00:01, 146.65it/s]
Testing DataLoader 0: 52%|█████▏ | 164/313 [00:01<00:01, 146.60it/s]
Testing DataLoader 0: 53%|█████▎ | 165/313 [00:01<00:01, 146.56it/s]
Testing DataLoader 0: 53%|█████▎ | 166/313 [00:01<00:01, 146.51it/s]
Testing DataLoader 0: 53%|█████▎ | 167/313 [00:01<00:00, 146.47it/s]
Testing DataLoader 0: 54%|█████▎ | 168/313 [00:01<00:00, 146.43it/s]
Testing DataLoader 0: 54%|█████▍ | 169/313 [00:01<00:00, 146.39it/s]
Testing DataLoader 0: 54%|█████▍ | 170/313 [00:01<00:00, 146.34it/s]
Testing DataLoader 0: 55%|█████▍ | 171/313 [00:01<00:00, 146.29it/s]
Testing DataLoader 0: 55%|█████▍ | 172/313 [00:01<00:00, 146.25it/s]
Testing DataLoader 0: 55%|█████▌ | 173/313 [00:01<00:00, 146.21it/s]
Testing DataLoader 0: 56%|█████▌ | 174/313 [00:01<00:00, 146.17it/s]
Testing DataLoader 0: 56%|█████▌ | 175/313 [00:01<00:00, 146.12it/s]
Testing DataLoader 0: 56%|█████▌ | 176/313 [00:01<00:00, 146.08it/s]
Testing DataLoader 0: 57%|█████▋ | 177/313 [00:01<00:00, 146.04it/s]
Testing DataLoader 0: 57%|█████▋ | 178/313 [00:01<00:00, 145.99it/s]
Testing DataLoader 0: 57%|█████▋ | 179/313 [00:01<00:00, 145.95it/s]
Testing DataLoader 0: 58%|█████▊ | 180/313 [00:01<00:00, 145.91it/s]
Testing DataLoader 0: 58%|█████▊ | 181/313 [00:01<00:00, 145.86it/s]
Testing DataLoader 0: 58%|█████▊ | 182/313 [00:01<00:00, 145.82it/s]
Testing DataLoader 0: 58%|█████▊ | 183/313 [00:01<00:00, 145.78it/s]
Testing DataLoader 0: 59%|█████▉ | 184/313 [00:01<00:00, 145.73it/s]
Testing DataLoader 0: 59%|█████▉ | 185/313 [00:01<00:00, 145.69it/s]
Testing DataLoader 0: 59%|█████▉ | 186/313 [00:01<00:00, 145.65it/s]
Testing DataLoader 0: 60%|█████▉ | 187/313 [00:01<00:00, 145.60it/s]
Testing DataLoader 0: 60%|██████ | 188/313 [00:01<00:00, 145.57it/s]
Testing DataLoader 0: 60%|██████ | 189/313 [00:01<00:00, 145.53it/s]
Testing DataLoader 0: 61%|██████ | 190/313 [00:01<00:00, 145.49it/s]
Testing DataLoader 0: 61%|██████ | 191/313 [00:01<00:00, 145.45it/s]
Testing DataLoader 0: 61%|██████▏ | 192/313 [00:01<00:00, 145.41it/s]
Testing DataLoader 0: 62%|██████▏ | 193/313 [00:01<00:00, 145.36it/s]
Testing DataLoader 0: 62%|██████▏ | 194/313 [00:01<00:00, 145.32it/s]
Testing DataLoader 0: 62%|██████▏ | 195/313 [00:01<00:00, 145.28it/s]
Testing DataLoader 0: 63%|██████▎ | 196/313 [00:01<00:00, 145.23it/s]
Testing DataLoader 0: 63%|██████▎ | 197/313 [00:01<00:00, 145.19it/s]
Testing DataLoader 0: 63%|██████▎ | 198/313 [00:01<00:00, 145.14it/s]
Testing DataLoader 0: 64%|██████▎ | 199/313 [00:01<00:00, 145.10it/s]
Testing DataLoader 0: 64%|██████▍ | 200/313 [00:01<00:00, 145.06it/s]
Testing DataLoader 0: 64%|██████▍ | 201/313 [00:01<00:00, 145.01it/s]
Testing DataLoader 0: 65%|██████▍ | 202/313 [00:01<00:00, 144.97it/s]
Testing DataLoader 0: 65%|██████▍ | 203/313 [00:01<00:00, 144.92it/s]
Testing DataLoader 0: 65%|██████▌ | 204/313 [00:01<00:00, 144.88it/s]
Testing DataLoader 0: 65%|██████▌ | 205/313 [00:01<00:00, 144.83it/s]
Testing DataLoader 0: 66%|██████▌ | 206/313 [00:01<00:00, 144.79it/s]
Testing DataLoader 0: 66%|██████▌ | 207/313 [00:01<00:00, 144.75it/s]
Testing DataLoader 0: 66%|██████▋ | 208/313 [00:01<00:00, 144.70it/s]
Testing DataLoader 0: 67%|██████▋ | 209/313 [00:01<00:00, 144.66it/s]
Testing DataLoader 0: 67%|██████▋ | 210/313 [00:01<00:00, 144.61it/s]
Testing DataLoader 0: 67%|██████▋ | 211/313 [00:01<00:00, 144.57it/s]
Testing DataLoader 0: 68%|██████▊ | 212/313 [00:01<00:00, 144.53it/s]
Testing DataLoader 0: 68%|██████▊ | 213/313 [00:01<00:00, 144.49it/s]
Testing DataLoader 0: 68%|██████▊ | 214/313 [00:01<00:00, 144.44it/s]
Testing DataLoader 0: 69%|██████▊ | 215/313 [00:01<00:00, 144.40it/s]
Testing DataLoader 0: 69%|██████▉ | 216/313 [00:01<00:00, 144.36it/s]
Testing DataLoader 0: 69%|██████▉ | 217/313 [00:01<00:00, 144.32it/s]
Testing DataLoader 0: 70%|██████▉ | 218/313 [00:01<00:00, 144.28it/s]
Testing DataLoader 0: 70%|██████▉ | 219/313 [00:01<00:00, 144.24it/s]
Testing DataLoader 0: 70%|███████ | 220/313 [00:01<00:00, 144.20it/s]
Testing DataLoader 0: 71%|███████ | 221/313 [00:01<00:00, 144.16it/s]
Testing DataLoader 0: 71%|███████ | 222/313 [00:01<00:00, 144.12it/s]
Testing DataLoader 0: 71%|███████ | 223/313 [00:01<00:00, 144.08it/s]
Testing DataLoader 0: 72%|███████▏ | 224/313 [00:01<00:00, 144.04it/s]
Testing DataLoader 0: 72%|███████▏ | 225/313 [00:01<00:00, 143.99it/s]
Testing DataLoader 0: 72%|███████▏ | 226/313 [00:01<00:00, 143.95it/s]
Testing DataLoader 0: 73%|███████▎ | 227/313 [00:01<00:00, 143.91it/s]
Testing DataLoader 0: 73%|███████▎ | 228/313 [00:01<00:00, 143.87it/s]
Testing DataLoader 0: 73%|███████▎ | 229/313 [00:01<00:00, 143.83it/s]
Testing DataLoader 0: 73%|███████▎ | 230/313 [00:01<00:00, 143.79it/s]
Testing DataLoader 0: 74%|███████▍ | 231/313 [00:01<00:00, 143.74it/s]
Testing DataLoader 0: 74%|███████▍ | 232/313 [00:01<00:00, 143.70it/s]
Testing DataLoader 0: 74%|███████▍ | 233/313 [00:01<00:00, 143.66it/s]
Testing DataLoader 0: 75%|███████▍ | 234/313 [00:01<00:00, 143.62it/s]
Testing DataLoader 0: 75%|███████▌ | 235/313 [00:01<00:00, 143.58it/s]
Testing DataLoader 0: 75%|███████▌ | 236/313 [00:01<00:00, 143.54it/s]
Testing DataLoader 0: 76%|███████▌ | 237/313 [00:01<00:00, 143.50it/s]
Testing DataLoader 0: 76%|███████▌ | 238/313 [00:01<00:00, 143.45it/s]
Testing DataLoader 0: 76%|███████▋ | 239/313 [00:01<00:00, 143.41it/s]
Testing DataLoader 0: 77%|███████▋ | 240/313 [00:01<00:00, 143.37it/s]
Testing DataLoader 0: 77%|███████▋ | 241/313 [00:01<00:00, 143.33it/s]
Testing DataLoader 0: 77%|███████▋ | 242/313 [00:01<00:00, 143.29it/s]
Testing DataLoader 0: 78%|███████▊ | 243/313 [00:01<00:00, 143.24it/s]
Testing DataLoader 0: 78%|███████▊ | 244/313 [00:01<00:00, 143.20it/s]
Testing DataLoader 0: 78%|███████▊ | 245/313 [00:01<00:00, 143.16it/s]
Testing DataLoader 0: 79%|███████▊ | 246/313 [00:01<00:00, 143.12it/s]
Testing DataLoader 0: 79%|███████▉ | 247/313 [00:01<00:00, 143.08it/s]
Testing DataLoader 0: 79%|███████▉ | 248/313 [00:01<00:00, 143.03it/s]
Testing DataLoader 0: 80%|███████▉ | 249/313 [00:01<00:00, 142.99it/s]
Testing DataLoader 0: 80%|███████▉ | 250/313 [00:01<00:00, 142.95it/s]
Testing DataLoader 0: 80%|████████ | 251/313 [00:01<00:00, 142.91it/s]
Testing DataLoader 0: 81%|████████ | 252/313 [00:01<00:00, 142.86it/s]
Testing DataLoader 0: 81%|████████ | 253/313 [00:01<00:00, 142.83it/s]
Testing DataLoader 0: 81%|████████ | 254/313 [00:01<00:00, 142.79it/s]
Testing DataLoader 0: 81%|████████▏ | 255/313 [00:01<00:00, 142.74it/s]
Testing DataLoader 0: 82%|████████▏ | 256/313 [00:01<00:00, 142.70it/s]
Testing DataLoader 0: 82%|████████▏ | 257/313 [00:01<00:00, 142.66it/s]
Testing DataLoader 0: 82%|████████▏ | 258/313 [00:01<00:00, 142.61it/s]
Testing DataLoader 0: 83%|████████▎ | 259/313 [00:01<00:00, 142.57it/s]
Testing DataLoader 0: 83%|████████▎ | 260/313 [00:01<00:00, 142.53it/s]
Testing DataLoader 0: 83%|████████▎ | 261/313 [00:01<00:00, 142.49it/s]
Testing DataLoader 0: 84%|████████▎ | 262/313 [00:01<00:00, 142.45it/s]
Testing DataLoader 0: 84%|████████▍ | 263/313 [00:01<00:00, 142.40it/s]
Testing DataLoader 0: 84%|████████▍ | 264/313 [00:01<00:00, 142.36it/s]
Testing DataLoader 0: 85%|████████▍ | 265/313 [00:01<00:00, 142.31it/s]
Testing DataLoader 0: 85%|████████▍ | 266/313 [00:01<00:00, 142.27it/s]
Testing DataLoader 0: 85%|████████▌ | 267/313 [00:01<00:00, 142.23it/s]
Testing DataLoader 0: 86%|████████▌ | 268/313 [00:01<00:00, 142.19it/s]
Testing DataLoader 0: 86%|████████▌ | 269/313 [00:01<00:00, 142.14it/s]
Testing DataLoader 0: 86%|████████▋ | 270/313 [00:01<00:00, 142.10it/s]
Testing DataLoader 0: 87%|████████▋ | 271/313 [00:01<00:00, 142.06it/s]
Testing DataLoader 0: 87%|████████▋ | 272/313 [00:01<00:00, 142.02it/s]
Testing DataLoader 0: 87%|████████▋ | 273/313 [00:01<00:00, 141.97it/s]
Testing DataLoader 0: 88%|████████▊ | 274/313 [00:01<00:00, 141.93it/s]
Testing DataLoader 0: 88%|████████▊ | 275/313 [00:01<00:00, 141.88it/s]
Testing DataLoader 0: 88%|████████▊ | 276/313 [00:01<00:00, 141.84it/s]
Testing DataLoader 0: 88%|████████▊ | 277/313 [00:01<00:00, 141.80it/s]
Testing DataLoader 0: 89%|████████▉ | 278/313 [00:01<00:00, 141.75it/s]
Testing DataLoader 0: 89%|████████▉ | 279/313 [00:01<00:00, 141.71it/s]
Testing DataLoader 0: 89%|████████▉ | 280/313 [00:01<00:00, 141.67it/s]
Testing DataLoader 0: 90%|████████▉ | 281/313 [00:01<00:00, 141.63it/s]
Testing DataLoader 0: 90%|█████████ | 282/313 [00:01<00:00, 141.59it/s]
Testing DataLoader 0: 90%|█████████ | 283/313 [00:01<00:00, 141.54it/s]
Testing DataLoader 0: 91%|█████████ | 284/313 [00:02<00:00, 141.50it/s]
Testing DataLoader 0: 91%|█████████ | 285/313 [00:02<00:00, 141.45it/s]
Testing DataLoader 0: 91%|█████████▏| 286/313 [00:02<00:00, 141.41it/s]
Testing DataLoader 0: 92%|█████████▏| 287/313 [00:02<00:00, 141.37it/s]
Testing DataLoader 0: 92%|█████████▏| 288/313 [00:02<00:00, 141.32it/s]
Testing DataLoader 0: 92%|█████████▏| 289/313 [00:02<00:00, 141.28it/s]
Testing DataLoader 0: 93%|█████████▎| 290/313 [00:02<00:00, 141.24it/s]
Testing DataLoader 0: 93%|█████████▎| 291/313 [00:02<00:00, 141.20it/s]
Testing DataLoader 0: 93%|█████████▎| 292/313 [00:02<00:00, 141.15it/s]
Testing DataLoader 0: 94%|█████████▎| 293/313 [00:02<00:00, 141.11it/s]
Testing DataLoader 0: 94%|█████████▍| 294/313 [00:02<00:00, 141.07it/s]
Testing DataLoader 0: 94%|█████████▍| 295/313 [00:02<00:00, 141.03it/s]
Testing DataLoader 0: 95%|█████████▍| 296/313 [00:02<00:00, 140.99it/s]
Testing DataLoader 0: 95%|█████████▍| 297/313 [00:02<00:00, 140.94it/s]
Testing DataLoader 0: 95%|█████████▌| 298/313 [00:02<00:00, 140.90it/s]
Testing DataLoader 0: 96%|█████████▌| 299/313 [00:02<00:00, 140.86it/s]
Testing DataLoader 0: 96%|█████████▌| 300/313 [00:02<00:00, 140.82it/s]
Testing DataLoader 0: 96%|█████████▌| 301/313 [00:02<00:00, 140.78it/s]
Testing DataLoader 0: 96%|█████████▋| 302/313 [00:02<00:00, 140.73it/s]
Testing DataLoader 0: 97%|█████████▋| 303/313 [00:02<00:00, 140.69it/s]
Testing DataLoader 0: 97%|█████████▋| 304/313 [00:02<00:00, 140.65it/s]
Testing DataLoader 0: 97%|█████████▋| 305/313 [00:02<00:00, 140.61it/s]
Testing DataLoader 0: 98%|█████████▊| 306/313 [00:02<00:00, 140.57it/s]
Testing DataLoader 0: 98%|█████████▊| 307/313 [00:02<00:00, 140.53it/s]
Testing DataLoader 0: 98%|█████████▊| 308/313 [00:02<00:00, 140.48it/s]
Testing DataLoader 0: 99%|█████████▊| 309/313 [00:02<00:00, 140.44it/s]
Testing DataLoader 0: 99%|█████████▉| 310/313 [00:02<00:00, 140.40it/s]
Testing DataLoader 0: 99%|█████████▉| 311/313 [00:02<00:00, 140.36it/s]
Testing DataLoader 0: 100%|█████████▉| 312/313 [00:02<00:00, 140.32it/s]
Testing DataLoader 0: 100%|██████████| 313/313 [00:02<00:00, 140.38it/s]
Testing DataLoader 0: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 0/313 [00:00<?, ?it/s]
Testing DataLoader 1: 0%| | 1/313 [00:00<00:00, 340.36it/s]
Testing DataLoader 1: 1%| | 2/313 [00:00<00:01, 263.06it/s]
Testing DataLoader 1: 1%| | 3/313 [00:00<00:01, 244.39it/s]
Testing DataLoader 1: 1%|▏ | 4/313 [00:00<00:01, 236.51it/s]
Testing DataLoader 1: 2%|▏ | 5/313 [00:00<00:01, 232.28it/s]
Testing DataLoader 1: 2%|▏ | 6/313 [00:00<00:01, 229.36it/s]
Testing DataLoader 1: 2%|▏ | 7/313 [00:00<00:01, 227.16it/s]
Testing DataLoader 1: 3%|▎ | 8/313 [00:00<00:01, 225.54it/s]
Testing DataLoader 1: 3%|▎ | 9/313 [00:00<00:01, 224.22it/s]
Testing DataLoader 1: 3%|▎ | 10/313 [00:00<00:01, 223.11it/s]
Testing DataLoader 1: 4%|▎ | 11/313 [00:00<00:01, 222.33it/s]
Testing DataLoader 1: 4%|▍ | 12/313 [00:00<00:01, 221.73it/s]
Testing DataLoader 1: 4%|▍ | 13/313 [00:00<00:01, 221.15it/s]
Testing DataLoader 1: 4%|▍ | 14/313 [00:00<00:01, 220.66it/s]
Testing DataLoader 1: 5%|▍ | 15/313 [00:00<00:01, 220.26it/s]
Testing DataLoader 1: 5%|▌ | 16/313 [00:00<00:01, 219.92it/s]
Testing DataLoader 1: 5%|▌ | 17/313 [00:00<00:01, 219.67it/s]
Testing DataLoader 1: 6%|▌ | 18/313 [00:00<00:01, 219.33it/s]
Testing DataLoader 1: 6%|▌ | 19/313 [00:00<00:01, 219.05it/s]
Testing DataLoader 1: 6%|▋ | 20/313 [00:00<00:01, 218.86it/s]
Testing DataLoader 1: 7%|▋ | 21/313 [00:00<00:01, 218.63it/s]
Testing DataLoader 1: 7%|▋ | 22/313 [00:00<00:01, 218.42it/s]
Testing DataLoader 1: 7%|▋ | 23/313 [00:00<00:01, 218.24it/s]
Testing DataLoader 1: 8%|▊ | 24/313 [00:00<00:01, 218.11it/s]
Testing DataLoader 1: 8%|▊ | 25/313 [00:00<00:01, 217.99it/s]
Testing DataLoader 1: 8%|▊ | 26/313 [00:00<00:01, 217.88it/s]
Testing DataLoader 1: 9%|▊ | 27/313 [00:00<00:01, 217.75it/s]
Testing DataLoader 1: 9%|▉ | 28/313 [00:00<00:01, 217.65it/s]
Testing DataLoader 1: 9%|▉ | 29/313 [00:00<00:01, 217.55it/s]
Testing DataLoader 1: 10%|▉ | 30/313 [00:00<00:01, 217.47it/s]
Testing DataLoader 1: 10%|▉ | 31/313 [00:00<00:01, 217.36it/s]
Testing DataLoader 1: 10%|█ | 32/313 [00:00<00:01, 217.26it/s]
Testing DataLoader 1: 11%|█ | 33/313 [00:00<00:01, 217.20it/s]
Testing DataLoader 1: 11%|█ | 34/313 [00:00<00:01, 217.12it/s]
Testing DataLoader 1: 11%|█ | 35/313 [00:00<00:01, 217.00it/s]
Testing DataLoader 1: 12%|█▏ | 36/313 [00:00<00:01, 216.91it/s]
Testing DataLoader 1: 12%|█▏ | 37/313 [00:00<00:01, 216.83it/s]
Testing DataLoader 1: 12%|█▏ | 38/313 [00:00<00:01, 216.74it/s]
Testing DataLoader 1: 12%|█▏ | 39/313 [00:00<00:01, 216.67it/s]
Testing DataLoader 1: 13%|█▎ | 40/313 [00:00<00:01, 216.57it/s]
Testing DataLoader 1: 13%|█▎ | 41/313 [00:00<00:01, 216.53it/s]
Testing DataLoader 1: 13%|█▎ | 42/313 [00:00<00:01, 216.47it/s]
Testing DataLoader 1: 14%|█▎ | 43/313 [00:00<00:01, 216.41it/s]
Testing DataLoader 1: 14%|█▍ | 44/313 [00:00<00:01, 216.28it/s]
Testing DataLoader 1: 14%|█▍ | 45/313 [00:00<00:01, 216.21it/s]
Testing DataLoader 1: 15%|█▍ | 46/313 [00:00<00:01, 216.18it/s]
Testing DataLoader 1: 15%|█▌ | 47/313 [00:00<00:01, 216.14it/s]
Testing DataLoader 1: 15%|█▌ | 48/313 [00:00<00:01, 216.12it/s]
Testing DataLoader 1: 16%|█▌ | 49/313 [00:00<00:01, 216.10it/s]
Testing DataLoader 1: 16%|█▌ | 50/313 [00:00<00:01, 216.07it/s]
Testing DataLoader 1: 16%|█▋ | 51/313 [00:00<00:01, 216.02it/s]
Testing DataLoader 1: 17%|█▋ | 52/313 [00:00<00:01, 215.98it/s]
Testing DataLoader 1: 17%|█▋ | 53/313 [00:00<00:01, 215.95it/s]
Testing DataLoader 1: 17%|█▋ | 54/313 [00:00<00:01, 215.91it/s]
Testing DataLoader 1: 18%|█▊ | 55/313 [00:00<00:01, 215.89it/s]
Testing DataLoader 1: 18%|█▊ | 56/313 [00:00<00:01, 215.85it/s]
Testing DataLoader 1: 18%|█▊ | 57/313 [00:00<00:01, 215.82it/s]
Testing DataLoader 1: 19%|█▊ | 58/313 [00:00<00:01, 215.78it/s]
Testing DataLoader 1: 19%|█▉ | 59/313 [00:00<00:01, 215.74it/s]
Testing DataLoader 1: 19%|█▉ | 60/313 [00:00<00:01, 215.71it/s]
Testing DataLoader 1: 19%|█▉ | 61/313 [00:00<00:01, 215.68it/s]
Testing DataLoader 1: 20%|█▉ | 62/313 [00:00<00:01, 215.67it/s]
Testing DataLoader 1: 20%|██ | 63/313 [00:00<00:01, 215.67it/s]
Testing DataLoader 1: 20%|██ | 64/313 [00:00<00:01, 215.69it/s]
Testing DataLoader 1: 21%|██ | 65/313 [00:00<00:01, 215.67it/s]
Testing DataLoader 1: 21%|██ | 66/313 [00:00<00:01, 215.65it/s]
Testing DataLoader 1: 21%|██▏ | 67/313 [00:00<00:01, 215.64it/s]
Testing DataLoader 1: 22%|██▏ | 68/313 [00:00<00:01, 215.61it/s]
Testing DataLoader 1: 22%|██▏ | 69/313 [00:00<00:01, 215.59it/s]
Testing DataLoader 1: 22%|██▏ | 70/313 [00:00<00:01, 215.58it/s]
Testing DataLoader 1: 23%|██▎ | 71/313 [00:00<00:01, 215.57it/s]
Testing DataLoader 1: 23%|██▎ | 72/313 [00:00<00:01, 215.55it/s]
Testing DataLoader 1: 23%|██▎ | 73/313 [00:00<00:01, 215.53it/s]
Testing DataLoader 1: 24%|██▎ | 74/313 [00:00<00:01, 215.53it/s]
Testing DataLoader 1: 24%|██▍ | 75/313 [00:00<00:01, 215.51it/s]
Testing DataLoader 1: 24%|██▍ | 76/313 [00:00<00:01, 215.47it/s]
Testing DataLoader 1: 25%|██▍ | 77/313 [00:00<00:01, 215.46it/s]
Testing DataLoader 1: 25%|██▍ | 78/313 [00:00<00:01, 215.44it/s]
Testing DataLoader 1: 25%|██▌ | 79/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 26%|██▌ | 80/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 26%|██▌ | 81/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 26%|██▌ | 82/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 27%|██▋ | 83/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 27%|██▋ | 84/313 [00:00<00:01, 215.43it/s]
Testing DataLoader 1: 27%|██▋ | 85/313 [00:00<00:01, 215.41it/s]
Testing DataLoader 1: 27%|██▋ | 86/313 [00:00<00:01, 215.41it/s]
Testing DataLoader 1: 28%|██▊ | 87/313 [00:00<00:01, 215.40it/s]
Testing DataLoader 1: 28%|██▊ | 88/313 [00:00<00:01, 215.38it/s]
Testing DataLoader 1: 28%|██▊ | 89/313 [00:00<00:01, 215.37it/s]
Testing DataLoader 1: 29%|██▉ | 90/313 [00:00<00:01, 215.35it/s]
Testing DataLoader 1: 29%|██▉ | 91/313 [00:00<00:01, 215.33it/s]
Testing DataLoader 1: 29%|██▉ | 92/313 [00:00<00:01, 215.32it/s]
Testing DataLoader 1: 30%|██▉ | 93/313 [00:00<00:01, 215.30it/s]
Testing DataLoader 1: 30%|███ | 94/313 [00:00<00:01, 215.28it/s]
Testing DataLoader 1: 30%|███ | 95/313 [00:00<00:01, 215.28it/s]
Testing DataLoader 1: 31%|███ | 96/313 [00:00<00:01, 215.28it/s]
Testing DataLoader 1: 31%|███ | 97/313 [00:00<00:01, 215.27it/s]
Testing DataLoader 1: 31%|███▏ | 98/313 [00:00<00:00, 215.26it/s]
Testing DataLoader 1: 32%|███▏ | 99/313 [00:00<00:00, 215.23it/s]
Testing DataLoader 1: 32%|███▏ | 100/313 [00:00<00:00, 215.22it/s]
Testing DataLoader 1: 32%|███▏ | 101/313 [00:00<00:00, 215.22it/s]
Testing DataLoader 1: 33%|███▎ | 102/313 [00:00<00:00, 215.21it/s]
Testing DataLoader 1: 33%|███▎ | 103/313 [00:00<00:00, 215.19it/s]
Testing DataLoader 1: 33%|███▎ | 104/313 [00:00<00:00, 215.17it/s]
Testing DataLoader 1: 34%|███▎ | 105/313 [00:00<00:00, 215.16it/s]
Testing DataLoader 1: 34%|███▍ | 106/313 [00:00<00:00, 215.14it/s]
Testing DataLoader 1: 34%|███▍ | 107/313 [00:00<00:00, 215.13it/s]
Testing DataLoader 1: 35%|███▍ | 108/313 [00:00<00:00, 215.11it/s]
Testing DataLoader 1: 35%|███▍ | 109/313 [00:00<00:00, 215.10it/s]
Testing DataLoader 1: 35%|███▌ | 110/313 [00:00<00:00, 215.09it/s]
Testing DataLoader 1: 35%|███▌ | 111/313 [00:00<00:00, 215.08it/s]
Testing DataLoader 1: 36%|███▌ | 112/313 [00:00<00:00, 215.08it/s]
Testing DataLoader 1: 36%|███▌ | 113/313 [00:00<00:00, 215.07it/s]
Testing DataLoader 1: 36%|███▋ | 114/313 [00:00<00:00, 215.06it/s]
Testing DataLoader 1: 37%|███▋ | 115/313 [00:00<00:00, 215.04it/s]
Testing DataLoader 1: 37%|███▋ | 116/313 [00:00<00:00, 215.03it/s]
Testing DataLoader 1: 37%|███▋ | 117/313 [00:00<00:00, 215.03it/s]
Testing DataLoader 1: 38%|███▊ | 118/313 [00:00<00:00, 215.01it/s]
Testing DataLoader 1: 38%|███▊ | 119/313 [00:00<00:00, 215.00it/s]
Testing DataLoader 1: 38%|███▊ | 120/313 [00:00<00:00, 214.99it/s]
Testing DataLoader 1: 39%|███▊ | 121/313 [00:00<00:00, 214.99it/s]
Testing DataLoader 1: 39%|███▉ | 122/313 [00:00<00:00, 214.99it/s]
Testing DataLoader 1: 39%|███▉ | 123/313 [00:00<00:00, 214.97it/s]
Testing DataLoader 1: 40%|███▉ | 124/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 40%|███▉ | 125/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 40%|████ | 126/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 41%|████ | 127/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 41%|████ | 128/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 41%|████ | 129/313 [00:00<00:00, 214.97it/s]
Testing DataLoader 1: 42%|████▏ | 130/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 42%|████▏ | 131/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 42%|████▏ | 132/313 [00:00<00:00, 214.96it/s]
Testing DataLoader 1: 42%|████▏ | 133/313 [00:00<00:00, 214.94it/s]
Testing DataLoader 1: 43%|████▎ | 134/313 [00:00<00:00, 214.94it/s]
Testing DataLoader 1: 43%|████▎ | 135/313 [00:00<00:00, 214.93it/s]
Testing DataLoader 1: 43%|████▎ | 136/313 [00:00<00:00, 214.93it/s]
Testing DataLoader 1: 44%|████▍ | 137/313 [00:00<00:00, 214.92it/s]
Testing DataLoader 1: 44%|████▍ | 138/313 [00:00<00:00, 214.92it/s]
Testing DataLoader 1: 44%|████▍ | 139/313 [00:00<00:00, 214.91it/s]
Testing DataLoader 1: 45%|████▍ | 140/313 [00:00<00:00, 214.90it/s]
Testing DataLoader 1: 45%|████▌ | 141/313 [00:00<00:00, 214.88it/s]
Testing DataLoader 1: 45%|████▌ | 142/313 [00:00<00:00, 214.88it/s]
Testing DataLoader 1: 46%|████▌ | 143/313 [00:00<00:00, 214.87it/s]
Testing DataLoader 1: 46%|████▌ | 144/313 [00:00<00:00, 214.86it/s]
Testing DataLoader 1: 46%|████▋ | 145/313 [00:00<00:00, 214.85it/s]
Testing DataLoader 1: 47%|████▋ | 146/313 [00:00<00:00, 214.85it/s]
Testing DataLoader 1: 47%|████▋ | 147/313 [00:00<00:00, 214.84it/s]
Testing DataLoader 1: 47%|████▋ | 148/313 [00:00<00:00, 214.83it/s]
Testing DataLoader 1: 48%|████▊ | 149/313 [00:00<00:00, 214.83it/s]
Testing DataLoader 1: 48%|████▊ | 150/313 [00:00<00:00, 214.83it/s]
Testing DataLoader 1: 48%|████▊ | 151/313 [00:00<00:00, 214.83it/s]
Testing DataLoader 1: 49%|████▊ | 152/313 [00:00<00:00, 214.83it/s]
Testing DataLoader 1: 49%|████▉ | 153/313 [00:00<00:00, 214.82it/s]
Testing DataLoader 1: 49%|████▉ | 154/313 [00:00<00:00, 214.82it/s]
Testing DataLoader 1: 50%|████▉ | 155/313 [00:00<00:00, 214.81it/s]
Testing DataLoader 1: 50%|████▉ | 156/313 [00:00<00:00, 214.82it/s]
Testing DataLoader 1: 50%|█████ | 157/313 [00:00<00:00, 214.82it/s]
Testing DataLoader 1: 50%|█████ | 158/313 [00:00<00:00, 214.81it/s]
Testing DataLoader 1: 51%|█████ | 159/313 [00:00<00:00, 214.81it/s]
Testing DataLoader 1: 51%|█████ | 160/313 [00:00<00:00, 214.81it/s]
Testing DataLoader 1: 51%|█████▏ | 161/313 [00:00<00:00, 214.79it/s]
Testing DataLoader 1: 52%|█████▏ | 162/313 [00:00<00:00, 214.79it/s]
Testing DataLoader 1: 52%|█████▏ | 163/313 [00:00<00:00, 214.78it/s]
Testing DataLoader 1: 52%|█████▏ | 164/313 [00:00<00:00, 214.78it/s]
Testing DataLoader 1: 53%|█████▎ | 165/313 [00:00<00:00, 214.78it/s]
Testing DataLoader 1: 53%|█████▎ | 166/313 [00:00<00:00, 214.78it/s]
Testing DataLoader 1: 53%|█████▎ | 167/313 [00:00<00:00, 214.77it/s]
Testing DataLoader 1: 54%|█████▎ | 168/313 [00:00<00:00, 214.77it/s]
Testing DataLoader 1: 54%|█████▍ | 169/313 [00:00<00:00, 214.76it/s]
Testing DataLoader 1: 54%|█████▍ | 170/313 [00:00<00:00, 214.75it/s]
Testing DataLoader 1: 55%|█████▍ | 171/313 [00:00<00:00, 214.75it/s]
Testing DataLoader 1: 55%|█████▍ | 172/313 [00:00<00:00, 214.75it/s]
Testing DataLoader 1: 55%|█████▌ | 173/313 [00:00<00:00, 214.74it/s]
Testing DataLoader 1: 56%|█████▌ | 174/313 [00:00<00:00, 214.74it/s]
Testing DataLoader 1: 56%|█████▌ | 175/313 [00:00<00:00, 214.73it/s]
Testing DataLoader 1: 56%|█████▌ | 176/313 [00:00<00:00, 214.72it/s]
Testing DataLoader 1: 57%|█████▋ | 177/313 [00:00<00:00, 214.72it/s]
Testing DataLoader 1: 57%|█████▋ | 178/313 [00:00<00:00, 214.72it/s]
Testing DataLoader 1: 57%|█████▋ | 179/313 [00:00<00:00, 214.72it/s]
Testing DataLoader 1: 58%|█████▊ | 180/313 [00:00<00:00, 214.71it/s]
Testing DataLoader 1: 58%|█████▊ | 181/313 [00:00<00:00, 214.70it/s]
Testing DataLoader 1: 58%|█████▊ | 182/313 [00:00<00:00, 214.69it/s]
Testing DataLoader 1: 58%|█████▊ | 183/313 [00:00<00:00, 214.69it/s]
Testing DataLoader 1: 59%|█████▉ | 184/313 [00:00<00:00, 214.69it/s]
Testing DataLoader 1: 59%|█████▉ | 185/313 [00:00<00:00, 214.68it/s]
Testing DataLoader 1: 59%|█████▉ | 186/313 [00:00<00:00, 214.68it/s]
Testing DataLoader 1: 60%|█████▉ | 187/313 [00:00<00:00, 214.66it/s]
Testing DataLoader 1: 60%|██████ | 188/313 [00:00<00:00, 214.66it/s]
Testing DataLoader 1: 60%|██████ | 189/313 [00:00<00:00, 214.65it/s]
Testing DataLoader 1: 61%|██████ | 190/313 [00:00<00:00, 214.65it/s]
Testing DataLoader 1: 61%|██████ | 191/313 [00:00<00:00, 214.64it/s]
Testing DataLoader 1: 61%|██████▏ | 192/313 [00:00<00:00, 214.64it/s]
Testing DataLoader 1: 62%|██████▏ | 193/313 [00:00<00:00, 214.64it/s]
Testing DataLoader 1: 62%|██████▏ | 194/313 [00:00<00:00, 214.63it/s]
Testing DataLoader 1: 62%|██████▏ | 195/313 [00:00<00:00, 214.63it/s]
Testing DataLoader 1: 63%|██████▎ | 196/313 [00:00<00:00, 214.62it/s]
Testing DataLoader 1: 63%|██████▎ | 197/313 [00:00<00:00, 214.62it/s]
Testing DataLoader 1: 63%|██████▎ | 198/313 [00:00<00:00, 214.62it/s]
Testing DataLoader 1: 64%|██████▎ | 199/313 [00:00<00:00, 214.61it/s]
Testing DataLoader 1: 64%|██████▍ | 200/313 [00:00<00:00, 214.61it/s]
Testing DataLoader 1: 64%|██████▍ | 201/313 [00:00<00:00, 214.61it/s]
Testing DataLoader 1: 65%|██████▍ | 202/313 [00:00<00:00, 214.62it/s]
Testing DataLoader 1: 65%|██████▍ | 203/313 [00:00<00:00, 214.61it/s]
Testing DataLoader 1: 65%|██████▌ | 204/313 [00:00<00:00, 214.60it/s]
Testing DataLoader 1: 65%|██████▌ | 205/313 [00:00<00:00, 214.60it/s]
Testing DataLoader 1: 66%|██████▌ | 206/313 [00:00<00:00, 214.59it/s]
Testing DataLoader 1: 66%|██████▌ | 207/313 [00:00<00:00, 214.59it/s]
Testing DataLoader 1: 66%|██████▋ | 208/313 [00:00<00:00, 214.58it/s]
Testing DataLoader 1: 67%|██████▋ | 209/313 [00:00<00:00, 214.57it/s]
Testing DataLoader 1: 67%|██████▋ | 210/313 [00:00<00:00, 214.56it/s]
Testing DataLoader 1: 67%|██████▋ | 211/313 [00:00<00:00, 214.55it/s]
Testing DataLoader 1: 68%|██████▊ | 212/313 [00:00<00:00, 214.54it/s]
Testing DataLoader 1: 68%|██████▊ | 213/313 [00:00<00:00, 214.54it/s]
Testing DataLoader 1: 68%|██████▊ | 214/313 [00:00<00:00, 214.53it/s]
Testing DataLoader 1: 69%|██████▊ | 215/313 [00:01<00:00, 214.54it/s]
Testing DataLoader 1: 69%|██████▉ | 216/313 [00:01<00:00, 214.53it/s]
Testing DataLoader 1: 69%|██████▉ | 217/313 [00:01<00:00, 214.53it/s]
Testing DataLoader 1: 70%|██████▉ | 218/313 [00:01<00:00, 214.53it/s]
Testing DataLoader 1: 70%|██████▉ | 219/313 [00:01<00:00, 214.52it/s]
Testing DataLoader 1: 70%|███████ | 220/313 [00:01<00:00, 214.51it/s]
Testing DataLoader 1: 71%|███████ | 221/313 [00:01<00:00, 214.51it/s]
Testing DataLoader 1: 71%|███████ | 222/313 [00:01<00:00, 214.51it/s]
Testing DataLoader 1: 71%|███████ | 223/313 [00:01<00:00, 214.51it/s]
Testing DataLoader 1: 72%|███████▏ | 224/313 [00:01<00:00, 214.50it/s]
Testing DataLoader 1: 72%|███████▏ | 225/313 [00:01<00:00, 214.50it/s]
Testing DataLoader 1: 72%|███████▏ | 226/313 [00:01<00:00, 214.49it/s]
Testing DataLoader 1: 73%|███████▎ | 227/313 [00:01<00:00, 214.49it/s]
Testing DataLoader 1: 73%|███████▎ | 228/313 [00:01<00:00, 214.49it/s]
Testing DataLoader 1: 73%|███████▎ | 229/313 [00:01<00:00, 214.48it/s]
Testing DataLoader 1: 73%|███████▎ | 230/313 [00:01<00:00, 214.47it/s]
Testing DataLoader 1: 74%|███████▍ | 231/313 [00:01<00:00, 214.47it/s]
Testing DataLoader 1: 74%|███████▍ | 232/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 74%|███████▍ | 233/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 75%|███████▍ | 234/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 75%|███████▌ | 235/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 75%|███████▌ | 236/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 76%|███████▌ | 237/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 76%|███████▌ | 238/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 76%|███████▋ | 239/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 77%|███████▋ | 240/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 77%|███████▋ | 241/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 77%|███████▋ | 242/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 78%|███████▊ | 243/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 78%|███████▊ | 244/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 78%|███████▊ | 245/313 [00:01<00:00, 214.46it/s]
Testing DataLoader 1: 79%|███████▊ | 246/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 79%|███████▉ | 247/313 [00:01<00:00, 214.45it/s]
Testing DataLoader 1: 79%|███████▉ | 248/313 [00:01<00:00, 214.44it/s]
Testing DataLoader 1: 80%|███████▉ | 249/313 [00:01<00:00, 214.44it/s]
Testing DataLoader 1: 80%|███████▉ | 250/313 [00:01<00:00, 214.44it/s]
Testing DataLoader 1: 80%|████████ | 251/313 [00:01<00:00, 214.35it/s]
Testing DataLoader 1: 81%|████████ | 252/313 [00:01<00:00, 214.34it/s]
Testing DataLoader 1: 81%|████████ | 253/313 [00:01<00:00, 214.34it/s]
Testing DataLoader 1: 81%|████████ | 254/313 [00:01<00:00, 214.34it/s]
Testing DataLoader 1: 81%|████████▏ | 255/313 [00:01<00:00, 214.33it/s]
Testing DataLoader 1: 82%|████████▏ | 256/313 [00:01<00:00, 214.33it/s]
Testing DataLoader 1: 82%|████████▏ | 257/313 [00:01<00:00, 214.33it/s]
Testing DataLoader 1: 82%|████████▏ | 258/313 [00:01<00:00, 214.32it/s]
Testing DataLoader 1: 83%|████████▎ | 259/313 [00:01<00:00, 214.32it/s]
Testing DataLoader 1: 83%|████████▎ | 260/313 [00:01<00:00, 214.31it/s]
Testing DataLoader 1: 83%|████████▎ | 261/313 [00:01<00:00, 214.31it/s]
Testing DataLoader 1: 84%|████████▎ | 262/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 84%|████████▍ | 263/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 84%|████████▍ | 264/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 85%|████████▍ | 265/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 85%|████████▍ | 266/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 85%|████████▌ | 267/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 86%|████████▌ | 268/313 [00:01<00:00, 214.30it/s]
Testing DataLoader 1: 86%|████████▌ | 269/313 [00:01<00:00, 214.29it/s]
Testing DataLoader 1: 86%|████████▋ | 270/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 87%|████████▋ | 271/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 87%|████████▋ | 272/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 87%|████████▋ | 273/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 88%|████████▊ | 274/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 88%|████████▊ | 275/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 88%|████████▊ | 276/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 88%|████████▊ | 277/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 89%|████████▉ | 278/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 89%|████████▉ | 279/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 89%|████████▉ | 280/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 90%|████████▉ | 281/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 90%|█████████ | 282/313 [00:01<00:00, 214.28it/s]
Testing DataLoader 1: 90%|█████████ | 283/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 91%|█████████ | 284/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 91%|█████████ | 285/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 91%|█████████▏| 286/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 92%|█████████▏| 287/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 92%|█████████▏| 288/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 92%|█████████▏| 289/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 93%|█████████▎| 290/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 93%|█████████▎| 291/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 93%|█████████▎| 292/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 94%|█████████▎| 293/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 94%|█████████▍| 294/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 94%|█████████▍| 295/313 [00:01<00:00, 214.27it/s]
Testing DataLoader 1: 95%|█████████▍| 296/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 95%|█████████▍| 297/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 95%|█████████▌| 298/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 96%|█████████▌| 299/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 96%|█████████▌| 300/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 96%|█████████▌| 301/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 96%|█████████▋| 302/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 97%|█████████▋| 303/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 97%|█████████▋| 304/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 97%|█████████▋| 305/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 98%|█████████▊| 306/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 98%|█████████▊| 307/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 98%|█████████▊| 308/313 [00:01<00:00, 214.26it/s]
Testing DataLoader 1: 99%|█████████▊| 309/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 99%|█████████▉| 310/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 99%|█████████▉| 311/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 100%|█████████▉| 312/313 [00:01<00:00, 214.25it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 214.49it/s]
Testing DataLoader 1: 100%|██████████| 313/313 [00:01<00:00, 213.21it/s]
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ Acc │ 97.850% │
│ Brier │ 0.03827 │
│ Entropy │ 0.17981 │
│ NLL │ 0.08728 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Calibration ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ ECE │ 0.03185 │
│ aECE │ 0.03182 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ OOD Detection ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUPR │ 96.750% │
│ AUROC │ 97.645% │
│ Entropy │ 1.40544 │
│ FPR95 │ 7.220% │
│ ens_Disagre… │ 0.68080 │
│ ens_Entropy │ 0.91645 │
│ ens_MI │ 0.48899 │
└──────────────┴───────────────────────────┘
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Test metric ┃ Selective Classification ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ AUGRC │ 0.089% │
│ AURC │ 0.094% │
│ Cov@5Risk │ 100.000% │
│ Risk@80Cov │ 0.062% │
└──────────────┴───────────────────────────┘
The training time should be approximately similar to the one of the single model that you trained before. However, please note that we are working with very small models, hence completely underusing your GPU. As such, the training time is not representative of what you would observe with larger models.
You can read more on Packed-Ensembles in the paper or the Medium post.
To Go Further & More Concepts of Uncertainty in ML¶
Question 1: Have a look at the models in the “lightning_logs”. If you are on your own machine, try to visualize the learning curves with tensorboard –logdir lightning_logs.
Question 2: Add a cell below and try to find the errors made by packed-ensembles on the test set. Visualize the errors and their labels and look at the predictions of the different sub-models. Are they similar? Can you think of uncertainty scores that could help you identify these errors?
Selective Classification¶
Selective classification or “prediction with rejection” is a paradigm in uncertainty-aware machine learning where the model can decide not to make a prediction if the confidence score given by the model is below some pre-computed threshold. This can be useful in real-world applications where the cost of making a wrong prediction is high.
In constrast to calibration, the values of the confidence scores are not important, only the order of the scores. Ideally, the best model will order all the correct predictions first, and all the incorrect predictions last. In this case, there will be a threshold so that all the predictions above the threshold are correct, and all the predictions below the threshold are incorrect.
In TorchUncertainty, we look at 3 different metrics for selective classification: - AURC: The area under the Risk (% of errors) vs. Coverage (% of classified samples) curve. This curve expresses how the risk of the model evolves as we increase the coverage (the proportion of predictions that are above the selection threshold). This metric will be minimized by a model able to perfectly separate the correct and incorrect predictions.
The following metrics are computed at a fixed risk and coverage level and that have practical interests. The idea of these metrics is that you can set the selection threshold to achieve a certain level of risk and coverage, as required by the technical constraints of your application: - Coverage at 5% Risk: The proportion of predictions that are above the selection threshold when it is set for the risk to egal 5%. Set the risk threshold to your application constraints. The higher the better. - Risk at 80% Coverage: The proportion of errors when the coverage is set to 80%. Set the coverage threshold to your application constraints. The lower the better.
Grouping Loss¶
The grouping loss is a measure of uncertainty orthogonal to calibration. Have a look at this paper to learn about it. Check out their small library GLest. TorchUncertainty includes a wrapper of the library to compute the grouping loss with eval_grouping_loss parameter.
Total running time of the script: (1 minutes 33.301 seconds)