RNN

Elman proposed this classic recurrent neural network (RNN) in 1990, where each layer uses the following recurrent transformation:\[h_{t} = \mathrm{Activation}(x_{t} W^{\intercal}_{ih} + b_{ih} + h_{t-1} W^{\intercal}_{hh} + b_{hh})\] where \(h_{t}\), is the hidden state at time \(t\), \(x_{t}\) is the input at time \(t\) and \(h_{t-1}\) is the hidden state of the previous layer at \(t-1\). The available activations are LSTM, GRU, and TANH.
The predictions at each time are given by a fully connected decoder: \[\mathbf{y}_{[t+1:t+H]}=\mathrm{MLP}(h_{t})\].References
-Jeffrey L. Elman (1990). “Finding Structure in Time”.

Figure 1. Long Short-Term Memory Cell.

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source

RNN

 RNN (input_size:int, h:int, state_hsize:int=200, step_size:int=1,
      n_layers:int=2, activation:str='tanh', bias:bool=True,
      dropout:float=0.0, learning_rate:float=0.001, normalize:bool=True,
      loss=<neuralforecast.losses.pytorch.MAE object at 0x7f200186e4d0>,
      random_seed:int=1)

Hooks to be used in LightningModule.

import matplotlib.pyplot as plt
import pandas as pd
from neuralforecast.utils import AirPassengersDF as Y_df
from neuralforecast.tsdataset import TimeSeriesDataset, TimeSeriesLoader

# Add second series
Y_df_2 = Y_df.tail(100).copy()
Y_df_2['unique_id'] = 2.0
Y_df_2['y'] = 0.5*Y_df_2['y']
Y_df = Y_df.append(Y_df_2).reset_index(drop=True)

# Train/Test split
Y_train_df = Y_df[Y_df.ds<='1959-12-31'] # 132 train
Y_test_df = Y_df[Y_df.ds>'1959-12-31']   # 12 test

dataset, *_ = TimeSeriesDataset.from_df(df = Y_train_df)
model = RNN(24, 12, learning_rate=1e-3)
trainer = pl.Trainer(max_epochs=200)
model.fit(dataset=dataset, trainer=trainer)
y_hat = model.predict(dataset=dataset, trainer=trainer)

Y_test_df['RNN'] = y_hat

Training: 0it [00:00, ?it/s]Training:   0%|          | 0/1 [00:00<?, ?it/s]Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s] Epoch 0: 100%|##########| 1/1 [00:00<00:00, 32.70it/s]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 32.20it/s, loss=0.757, v_num=2, train_loss_step=0.757]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 31.53it/s, loss=0.757, v_num=2, train_loss_step=0.757, train_loss_epoch=0.757]Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.757, v_num=2, train_loss_step=0.757, train_loss_epoch=0.757]        Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.757, v_num=2, train_loss_step=0.757, train_loss_epoch=0.757]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 53.56it/s, loss=0.757, v_num=2, train_loss_step=0.757, train_loss_epoch=0.757]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 52.33it/s, loss=0.708, v_num=2, train_loss_step=0.659, train_loss_epoch=0.757]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 50.72it/s, loss=0.708, v_num=2, train_loss_step=0.659, train_loss_epoch=0.659]Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.708, v_num=2, train_loss_step=0.659, train_loss_epoch=0.659]        Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.708, v_num=2, train_loss_step=0.659, train_loss_epoch=0.659]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 51.83it/s, loss=0.708, v_num=2, train_loss_step=0.659, train_loss_epoch=0.659]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 50.79it/s, loss=0.655, v_num=2, train_loss_step=0.548, train_loss_epoch=0.659]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 49.26it/s, loss=0.655, v_num=2, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.655, v_num=2, train_loss_step=0.548, train_loss_epoch=0.548]        Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.655, v_num=2, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 54.39it/s, loss=0.655, v_num=2, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 53.26it/s, loss=0.605, v_num=2, train_loss_step=0.454, train_loss_epoch=0.548]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 51.53it/s, loss=0.605, v_num=2, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.605, v_num=2, train_loss_step=0.454, train_loss_epoch=0.454]        Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.605, v_num=2, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 55.69it/s, loss=0.605, v_num=2, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 54.48it/s, loss=0.567, v_num=2, train_loss_step=0.419, train_loss_epoch=0.454]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 52.96it/s, loss=0.567, v_num=2, train_loss_step=0.419, train_loss_epoch=0.419]Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.567, v_num=2, train_loss_step=0.419, train_loss_epoch=0.419]        Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.567, v_num=2, train_loss_step=0.419, train_loss_epoch=0.419]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 54.72it/s, loss=0.567, v_num=2, train_loss_step=0.419, train_loss_epoch=0.419]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 53.68it/s, loss=0.539, v_num=2, train_loss_step=0.395, train_loss_epoch=0.419]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 52.26it/s, loss=0.539, v_num=2, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.539, v_num=2, train_loss_step=0.395, train_loss_epoch=0.395]        Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.539, v_num=2, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 54.71it/s, loss=0.539, v_num=2, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 53.56it/s, loss=0.516, v_num=2, train_loss_step=0.382, train_loss_epoch=0.395]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 51.83it/s, loss=0.516, v_num=2, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.516, v_num=2, train_loss_step=0.382, train_loss_epoch=0.382]        Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.516, v_num=2, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 54.60it/s, loss=0.516, v_num=2, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 53.48it/s, loss=0.496, v_num=2, train_loss_step=0.351, train_loss_epoch=0.382]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 51.82it/s, loss=0.496, v_num=2, train_loss_step=0.351, train_loss_epoch=0.351]Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.496, v_num=2, train_loss_step=0.351, train_loss_epoch=0.351]        Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.496, v_num=2, train_loss_step=0.351, train_loss_epoch=0.351]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 55.48it/s, loss=0.496, v_num=2, train_loss_step=0.351, train_loss_epoch=0.351]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 54.19it/s, loss=0.477, v_num=2, train_loss_step=0.324, train_loss_epoch=0.351]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 52.49it/s, loss=0.477, v_num=2, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.477, v_num=2, train_loss_step=0.324, train_loss_epoch=0.324]        Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.477, v_num=2, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 54.42it/s, loss=0.477, v_num=2, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 53.35it/s, loss=0.459, v_num=2, train_loss_step=0.299, train_loss_epoch=0.324]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 51.85it/s, loss=0.459, v_num=2, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.459, v_num=2, train_loss_step=0.299, train_loss_epoch=0.299]        Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.459, v_num=2, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 57.40it/s, loss=0.459, v_num=2, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 56.26it/s, loss=0.443, v_num=2, train_loss_step=0.282, train_loss_epoch=0.299]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 54.55it/s, loss=0.443, v_num=2, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.443, v_num=2, train_loss_step=0.282, train_loss_epoch=0.282]        Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.443, v_num=2, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 58.88it/s, loss=0.443, v_num=2, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 57.65it/s, loss=0.429, v_num=2, train_loss_step=0.274, train_loss_epoch=0.282]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 55.94it/s, loss=0.429, v_num=2, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.429, v_num=2, train_loss_step=0.274, train_loss_epoch=0.274]        Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.429, v_num=2, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 57.00it/s, loss=0.429, v_num=2, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 55.83it/s, loss=0.416, v_num=2, train_loss_step=0.265, train_loss_epoch=0.274]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 54.36it/s, loss=0.416, v_num=2, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.416, v_num=2, train_loss_step=0.265, train_loss_epoch=0.265]        Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.416, v_num=2, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 55.09it/s, loss=0.416, v_num=2, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 53.96it/s, loss=0.404, v_num=2, train_loss_step=0.251, train_loss_epoch=0.265]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 52.38it/s, loss=0.404, v_num=2, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.404, v_num=2, train_loss_step=0.251, train_loss_epoch=0.251]        Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.404, v_num=2, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 56.33it/s, loss=0.404, v_num=2, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 55.20it/s, loss=0.393, v_num=2, train_loss_step=0.236, train_loss_epoch=0.251]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 53.58it/s, loss=0.393, v_num=2, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.393, v_num=2, train_loss_step=0.236, train_loss_epoch=0.236]        Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.393, v_num=2, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 58.46it/s, loss=0.393, v_num=2, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 57.26it/s, loss=0.383, v_num=2, train_loss_step=0.233, train_loss_epoch=0.236]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 55.62it/s, loss=0.383, v_num=2, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.383, v_num=2, train_loss_step=0.233, train_loss_epoch=0.233]        Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.383, v_num=2, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 53.30it/s, loss=0.383, v_num=2, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 52.35it/s, loss=0.374, v_num=2, train_loss_step=0.235, train_loss_epoch=0.233]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 51.02it/s, loss=0.374, v_num=2, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.374, v_num=2, train_loss_step=0.235, train_loss_epoch=0.235]        Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.374, v_num=2, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 60.05it/s, loss=0.374, v_num=2, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 58.82it/s, loss=0.366, v_num=2, train_loss_step=0.228, train_loss_epoch=0.235]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 57.03it/s, loss=0.366, v_num=2, train_loss_step=0.228, train_loss_epoch=0.228]Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.366, v_num=2, train_loss_step=0.228, train_loss_epoch=0.228]        Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.366, v_num=2, train_loss_step=0.228, train_loss_epoch=0.228]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 58.47it/s, loss=0.366, v_num=2, train_loss_step=0.228, train_loss_epoch=0.228]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 57.20it/s, loss=0.358, v_num=2, train_loss_step=0.214, train_loss_epoch=0.228]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 55.50it/s, loss=0.358, v_num=2, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.358, v_num=2, train_loss_step=0.214, train_loss_epoch=0.214]        Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.358, v_num=2, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 57.71it/s, loss=0.358, v_num=2, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 56.54it/s, loss=0.35, v_num=2, train_loss_step=0.200, train_loss_epoch=0.214] Epoch 19: 100%|##########| 1/1 [00:00<00:00, 54.90it/s, loss=0.35, v_num=2, train_loss_step=0.200, train_loss_epoch=0.200]Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.35, v_num=2, train_loss_step=0.200, train_loss_epoch=0.200]        Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.35, v_num=2, train_loss_step=0.200, train_loss_epoch=0.200]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 57.15it/s, loss=0.35, v_num=2, train_loss_step=0.200, train_loss_epoch=0.200]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 56.09it/s, loss=0.322, v_num=2, train_loss_step=0.191, train_loss_epoch=0.200]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 54.53it/s, loss=0.322, v_num=2, train_loss_step=0.191, train_loss_epoch=0.191]Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.322, v_num=2, train_loss_step=0.191, train_loss_epoch=0.191]        Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.322, v_num=2, train_loss_step=0.191, train_loss_epoch=0.191]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 53.58it/s, loss=0.322, v_num=2, train_loss_step=0.191, train_loss_epoch=0.191]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 52.48it/s, loss=0.298, v_num=2, train_loss_step=0.185, train_loss_epoch=0.191]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 51.01it/s, loss=0.298, v_num=2, train_loss_step=0.185, train_loss_epoch=0.185]Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.298, v_num=2, train_loss_step=0.185, train_loss_epoch=0.185]        Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.298, v_num=2, train_loss_step=0.185, train_loss_epoch=0.185]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 51.56it/s, loss=0.298, v_num=2, train_loss_step=0.185, train_loss_epoch=0.185]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 50.51it/s, loss=0.28, v_num=2, train_loss_step=0.178, train_loss_epoch=0.185] Epoch 22: 100%|##########| 1/1 [00:00<00:00, 49.29it/s, loss=0.28, v_num=2, train_loss_step=0.178, train_loss_epoch=0.178]Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.28, v_num=2, train_loss_step=0.178, train_loss_epoch=0.178]        Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.28, v_num=2, train_loss_step=0.178, train_loss_epoch=0.178]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 59.57it/s, loss=0.28, v_num=2, train_loss_step=0.178, train_loss_epoch=0.178]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 58.25it/s, loss=0.266, v_num=2, train_loss_step=0.173, train_loss_epoch=0.178]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 56.41it/s, loss=0.266, v_num=2, train_loss_step=0.173, train_loss_epoch=0.173]Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.266, v_num=2, train_loss_step=0.173, train_loss_epoch=0.173]        Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.266, v_num=2, train_loss_step=0.173, train_loss_epoch=0.173]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 54.81it/s, loss=0.266, v_num=2, train_loss_step=0.173, train_loss_epoch=0.173]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 53.82it/s, loss=0.253, v_num=2, train_loss_step=0.165, train_loss_epoch=0.173]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 52.47it/s, loss=0.253, v_num=2, train_loss_step=0.165, train_loss_epoch=0.165]Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.253, v_num=2, train_loss_step=0.165, train_loss_epoch=0.165]        Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.253, v_num=2, train_loss_step=0.165, train_loss_epoch=0.165]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 58.90it/s, loss=0.253, v_num=2, train_loss_step=0.165, train_loss_epoch=0.165]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 57.63it/s, loss=0.241, v_num=2, train_loss_step=0.157, train_loss_epoch=0.165]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 55.83it/s, loss=0.241, v_num=2, train_loss_step=0.157, train_loss_epoch=0.157]Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.241, v_num=2, train_loss_step=0.157, train_loss_epoch=0.157]        Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.241, v_num=2, train_loss_step=0.157, train_loss_epoch=0.157]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 57.45it/s, loss=0.241, v_num=2, train_loss_step=0.157, train_loss_epoch=0.157]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 56.30it/s, loss=0.23, v_num=2, train_loss_step=0.154, train_loss_epoch=0.157] Epoch 26: 100%|##########| 1/1 [00:00<00:00, 54.69it/s, loss=0.23, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.23, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]        Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.23, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 58.50it/s, loss=0.23, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 57.46it/s, loss=0.22, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 55.79it/s, loss=0.22, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.22, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]        Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.22, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 57.97it/s, loss=0.22, v_num=2, train_loss_step=0.154, train_loss_epoch=0.154]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 56.90it/s, loss=0.211, v_num=2, train_loss_step=0.153, train_loss_epoch=0.154]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 55.43it/s, loss=0.211, v_num=2, train_loss_step=0.153, train_loss_epoch=0.153]Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.211, v_num=2, train_loss_step=0.153, train_loss_epoch=0.153]        Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.211, v_num=2, train_loss_step=0.153, train_loss_epoch=0.153]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 57.97it/s, loss=0.211, v_num=2, train_loss_step=0.153, train_loss_epoch=0.153]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 56.81it/s, loss=0.204, v_num=2, train_loss_step=0.151, train_loss_epoch=0.153]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 55.17it/s, loss=0.204, v_num=2, train_loss_step=0.151, train_loss_epoch=0.151]Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.204, v_num=2, train_loss_step=0.151, train_loss_epoch=0.151]        Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.204, v_num=2, train_loss_step=0.151, train_loss_epoch=0.151]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 58.63it/s, loss=0.204, v_num=2, train_loss_step=0.151, train_loss_epoch=0.151]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 57.38it/s, loss=0.197, v_num=2, train_loss_step=0.150, train_loss_epoch=0.151]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 55.43it/s, loss=0.197, v_num=2, train_loss_step=0.150, train_loss_epoch=0.150]Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.197, v_num=2, train_loss_step=0.150, train_loss_epoch=0.150]        Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.197, v_num=2, train_loss_step=0.150, train_loss_epoch=0.150]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 58.49it/s, loss=0.197, v_num=2, train_loss_step=0.150, train_loss_epoch=0.150]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 57.41it/s, loss=0.191, v_num=2, train_loss_step=0.145, train_loss_epoch=0.150]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 55.60it/s, loss=0.191, v_num=2, train_loss_step=0.145, train_loss_epoch=0.145]Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.191, v_num=2, train_loss_step=0.145, train_loss_epoch=0.145]        Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.191, v_num=2, train_loss_step=0.145, train_loss_epoch=0.145]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 54.90it/s, loss=0.191, v_num=2, train_loss_step=0.145, train_loss_epoch=0.145]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 53.80it/s, loss=0.185, v_num=2, train_loss_step=0.141, train_loss_epoch=0.145]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 52.35it/s, loss=0.185, v_num=2, train_loss_step=0.141, train_loss_epoch=0.141]Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.185, v_num=2, train_loss_step=0.141, train_loss_epoch=0.141]        Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.185, v_num=2, train_loss_step=0.141, train_loss_epoch=0.141]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 55.99it/s, loss=0.185, v_num=2, train_loss_step=0.141, train_loss_epoch=0.141]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 54.77it/s, loss=0.179, v_num=2, train_loss_step=0.138, train_loss_epoch=0.141]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 53.22it/s, loss=0.179, v_num=2, train_loss_step=0.138, train_loss_epoch=0.138]Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.179, v_num=2, train_loss_step=0.138, train_loss_epoch=0.138]        Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.179, v_num=2, train_loss_step=0.138, train_loss_epoch=0.138]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 59.39it/s, loss=0.179, v_num=2, train_loss_step=0.138, train_loss_epoch=0.138]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 58.28it/s, loss=0.174, v_num=2, train_loss_step=0.135, train_loss_epoch=0.138]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 56.54it/s, loss=0.174, v_num=2, train_loss_step=0.135, train_loss_epoch=0.135]Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.174, v_num=2, train_loss_step=0.135, train_loss_epoch=0.135]        Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.174, v_num=2, train_loss_step=0.135, train_loss_epoch=0.135]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 56.75it/s, loss=0.174, v_num=2, train_loss_step=0.135, train_loss_epoch=0.135]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 55.52it/s, loss=0.169, v_num=2, train_loss_step=0.134, train_loss_epoch=0.135]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 53.90it/s, loss=0.169, v_num=2, train_loss_step=0.134, train_loss_epoch=0.134]Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.169, v_num=2, train_loss_step=0.134, train_loss_epoch=0.134]        Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.169, v_num=2, train_loss_step=0.134, train_loss_epoch=0.134]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 58.66it/s, loss=0.169, v_num=2, train_loss_step=0.134, train_loss_epoch=0.134]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 57.56it/s, loss=0.164, v_num=2, train_loss_step=0.133, train_loss_epoch=0.134]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 56.02it/s, loss=0.164, v_num=2, train_loss_step=0.133, train_loss_epoch=0.133]Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.164, v_num=2, train_loss_step=0.133, train_loss_epoch=0.133]        Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.164, v_num=2, train_loss_step=0.133, train_loss_epoch=0.133]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 57.30it/s, loss=0.164, v_num=2, train_loss_step=0.133, train_loss_epoch=0.133]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 56.23it/s, loss=0.159, v_num=2, train_loss_step=0.131, train_loss_epoch=0.133]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 54.72it/s, loss=0.159, v_num=2, train_loss_step=0.131, train_loss_epoch=0.131]Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.159, v_num=2, train_loss_step=0.131, train_loss_epoch=0.131]        Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.159, v_num=2, train_loss_step=0.131, train_loss_epoch=0.131]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 59.03it/s, loss=0.159, v_num=2, train_loss_step=0.131, train_loss_epoch=0.131]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 57.95it/s, loss=0.155, v_num=2, train_loss_step=0.130, train_loss_epoch=0.131]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 56.43it/s, loss=0.155, v_num=2, train_loss_step=0.130, train_loss_epoch=0.130]Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.155, v_num=2, train_loss_step=0.130, train_loss_epoch=0.130]        Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.155, v_num=2, train_loss_step=0.130, train_loss_epoch=0.130]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 58.87it/s, loss=0.155, v_num=2, train_loss_step=0.130, train_loss_epoch=0.130]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 57.69it/s, loss=0.151, v_num=2, train_loss_step=0.127, train_loss_epoch=0.130]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 55.97it/s, loss=0.151, v_num=2, train_loss_step=0.127, train_loss_epoch=0.127]Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.151, v_num=2, train_loss_step=0.127, train_loss_epoch=0.127]        Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.151, v_num=2, train_loss_step=0.127, train_loss_epoch=0.127]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 58.77it/s, loss=0.151, v_num=2, train_loss_step=0.127, train_loss_epoch=0.127]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 57.67it/s, loss=0.148, v_num=2, train_loss_step=0.123, train_loss_epoch=0.127]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 56.16it/s, loss=0.148, v_num=2, train_loss_step=0.123, train_loss_epoch=0.123]Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.148, v_num=2, train_loss_step=0.123, train_loss_epoch=0.123]        Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.148, v_num=2, train_loss_step=0.123, train_loss_epoch=0.123]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 56.93it/s, loss=0.148, v_num=2, train_loss_step=0.123, train_loss_epoch=0.123]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 55.82it/s, loss=0.145, v_num=2, train_loss_step=0.121, train_loss_epoch=0.123]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 54.34it/s, loss=0.145, v_num=2, train_loss_step=0.121, train_loss_epoch=0.121]Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.145, v_num=2, train_loss_step=0.121, train_loss_epoch=0.121]        Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.145, v_num=2, train_loss_step=0.121, train_loss_epoch=0.121]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 58.35it/s, loss=0.145, v_num=2, train_loss_step=0.121, train_loss_epoch=0.121]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 57.05it/s, loss=0.142, v_num=2, train_loss_step=0.119, train_loss_epoch=0.121]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 55.27it/s, loss=0.142, v_num=2, train_loss_step=0.119, train_loss_epoch=0.119]Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.142, v_num=2, train_loss_step=0.119, train_loss_epoch=0.119]        Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.142, v_num=2, train_loss_step=0.119, train_loss_epoch=0.119]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 55.08it/s, loss=0.142, v_num=2, train_loss_step=0.119, train_loss_epoch=0.119]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 54.00it/s, loss=0.139, v_num=2, train_loss_step=0.118, train_loss_epoch=0.119]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 52.36it/s, loss=0.139, v_num=2, train_loss_step=0.118, train_loss_epoch=0.118]Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.139, v_num=2, train_loss_step=0.118, train_loss_epoch=0.118]        Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.139, v_num=2, train_loss_step=0.118, train_loss_epoch=0.118]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 55.64it/s, loss=0.139, v_num=2, train_loss_step=0.118, train_loss_epoch=0.118]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 54.45it/s, loss=0.137, v_num=2, train_loss_step=0.116, train_loss_epoch=0.118]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 52.76it/s, loss=0.137, v_num=2, train_loss_step=0.116, train_loss_epoch=0.116]Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.137, v_num=2, train_loss_step=0.116, train_loss_epoch=0.116]        Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.137, v_num=2, train_loss_step=0.116, train_loss_epoch=0.116]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 53.29it/s, loss=0.137, v_num=2, train_loss_step=0.116, train_loss_epoch=0.116]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 52.20it/s, loss=0.134, v_num=2, train_loss_step=0.115, train_loss_epoch=0.116]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 50.79it/s, loss=0.134, v_num=2, train_loss_step=0.115, train_loss_epoch=0.115]Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.134, v_num=2, train_loss_step=0.115, train_loss_epoch=0.115]        Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.134, v_num=2, train_loss_step=0.115, train_loss_epoch=0.115]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 54.66it/s, loss=0.134, v_num=2, train_loss_step=0.115, train_loss_epoch=0.115]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 53.48it/s, loss=0.132, v_num=2, train_loss_step=0.113, train_loss_epoch=0.115]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 51.80it/s, loss=0.132, v_num=2, train_loss_step=0.113, train_loss_epoch=0.113]Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.132, v_num=2, train_loss_step=0.113, train_loss_epoch=0.113]        Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.132, v_num=2, train_loss_step=0.113, train_loss_epoch=0.113]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 54.92it/s, loss=0.132, v_num=2, train_loss_step=0.113, train_loss_epoch=0.113]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 53.82it/s, loss=0.13, v_num=2, train_loss_step=0.111, train_loss_epoch=0.113] Epoch 47: 100%|##########| 1/1 [00:00<00:00, 52.21it/s, loss=0.13, v_num=2, train_loss_step=0.111, train_loss_epoch=0.111]Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.13, v_num=2, train_loss_step=0.111, train_loss_epoch=0.111]        Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.13, v_num=2, train_loss_step=0.111, train_loss_epoch=0.111]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 56.87it/s, loss=0.13, v_num=2, train_loss_step=0.111, train_loss_epoch=0.111]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 56.01it/s, loss=0.128, v_num=2, train_loss_step=0.109, train_loss_epoch=0.111]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 54.53it/s, loss=0.128, v_num=2, train_loss_step=0.109, train_loss_epoch=0.109]Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.128, v_num=2, train_loss_step=0.109, train_loss_epoch=0.109]        Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.128, v_num=2, train_loss_step=0.109, train_loss_epoch=0.109]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 57.11it/s, loss=0.128, v_num=2, train_loss_step=0.109, train_loss_epoch=0.109]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 56.09it/s, loss=0.126, v_num=2, train_loss_step=0.107, train_loss_epoch=0.109]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 53.00it/s, loss=0.126, v_num=2, train_loss_step=0.107, train_loss_epoch=0.107]Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.126, v_num=2, train_loss_step=0.107, train_loss_epoch=0.107]        Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.126, v_num=2, train_loss_step=0.107, train_loss_epoch=0.107]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 57.39it/s, loss=0.126, v_num=2, train_loss_step=0.107, train_loss_epoch=0.107]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 56.36it/s, loss=0.124, v_num=2, train_loss_step=0.104, train_loss_epoch=0.107]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 54.82it/s, loss=0.124, v_num=2, train_loss_step=0.104, train_loss_epoch=0.104]Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.124, v_num=2, train_loss_step=0.104, train_loss_epoch=0.104]        Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.124, v_num=2, train_loss_step=0.104, train_loss_epoch=0.104]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 56.43it/s, loss=0.124, v_num=2, train_loss_step=0.104, train_loss_epoch=0.104]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 55.30it/s, loss=0.121, v_num=2, train_loss_step=0.102, train_loss_epoch=0.104]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 53.65it/s, loss=0.121, v_num=2, train_loss_step=0.102, train_loss_epoch=0.102]Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.121, v_num=2, train_loss_step=0.102, train_loss_epoch=0.102]        Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.121, v_num=2, train_loss_step=0.102, train_loss_epoch=0.102]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 54.06it/s, loss=0.121, v_num=2, train_loss_step=0.102, train_loss_epoch=0.102]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 52.99it/s, loss=0.119, v_num=2, train_loss_step=0.100, train_loss_epoch=0.102]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 51.52it/s, loss=0.119, v_num=2, train_loss_step=0.100, train_loss_epoch=0.100]Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.119, v_num=2, train_loss_step=0.100, train_loss_epoch=0.100]        Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.119, v_num=2, train_loss_step=0.100, train_loss_epoch=0.100]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 57.77it/s, loss=0.119, v_num=2, train_loss_step=0.100, train_loss_epoch=0.100]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 56.54it/s, loss=0.117, v_num=2, train_loss_step=0.0996, train_loss_epoch=0.100]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 54.96it/s, loss=0.117, v_num=2, train_loss_step=0.0996, train_loss_epoch=0.0996]Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.117, v_num=2, train_loss_step=0.0996, train_loss_epoch=0.0996]        Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.117, v_num=2, train_loss_step=0.0996, train_loss_epoch=0.0996]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 56.89it/s, loss=0.117, v_num=2, train_loss_step=0.0996, train_loss_epoch=0.0996]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 55.76it/s, loss=0.116, v_num=2, train_loss_step=0.0977, train_loss_epoch=0.0996]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 54.18it/s, loss=0.116, v_num=2, train_loss_step=0.0977, train_loss_epoch=0.0977]Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.116, v_num=2, train_loss_step=0.0977, train_loss_epoch=0.0977]        Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.116, v_num=2, train_loss_step=0.0977, train_loss_epoch=0.0977]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 56.83it/s, loss=0.116, v_num=2, train_loss_step=0.0977, train_loss_epoch=0.0977]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 55.78it/s, loss=0.114, v_num=2, train_loss_step=0.0944, train_loss_epoch=0.0977]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 54.05it/s, loss=0.114, v_num=2, train_loss_step=0.0944, train_loss_epoch=0.0944]Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.114, v_num=2, train_loss_step=0.0944, train_loss_epoch=0.0944]        Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.114, v_num=2, train_loss_step=0.0944, train_loss_epoch=0.0944]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 55.61it/s, loss=0.114, v_num=2, train_loss_step=0.0944, train_loss_epoch=0.0944]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 54.46it/s, loss=0.112, v_num=2, train_loss_step=0.0925, train_loss_epoch=0.0944]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 52.86it/s, loss=0.112, v_num=2, train_loss_step=0.0925, train_loss_epoch=0.0925]Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.112, v_num=2, train_loss_step=0.0925, train_loss_epoch=0.0925]        Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.112, v_num=2, train_loss_step=0.0925, train_loss_epoch=0.0925]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 59.52it/s, loss=0.112, v_num=2, train_loss_step=0.0925, train_loss_epoch=0.0925]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 58.25it/s, loss=0.11, v_num=2, train_loss_step=0.092, train_loss_epoch=0.0925]  Epoch 57: 100%|##########| 1/1 [00:00<00:00, 56.50it/s, loss=0.11, v_num=2, train_loss_step=0.092, train_loss_epoch=0.092] Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.11, v_num=2, train_loss_step=0.092, train_loss_epoch=0.092]        Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.11, v_num=2, train_loss_step=0.092, train_loss_epoch=0.092]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 55.56it/s, loss=0.11, v_num=2, train_loss_step=0.092, train_loss_epoch=0.092]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 54.65it/s, loss=0.108, v_num=2, train_loss_step=0.0911, train_loss_epoch=0.092]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 52.99it/s, loss=0.108, v_num=2, train_loss_step=0.0911, train_loss_epoch=0.0911]Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.108, v_num=2, train_loss_step=0.0911, train_loss_epoch=0.0911]        Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.108, v_num=2, train_loss_step=0.0911, train_loss_epoch=0.0911]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 59.76it/s, loss=0.108, v_num=2, train_loss_step=0.0911, train_loss_epoch=0.0911]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 58.56it/s, loss=0.106, v_num=2, train_loss_step=0.091, train_loss_epoch=0.0911] Epoch 59: 100%|##########| 1/1 [00:00<00:00, 56.69it/s, loss=0.106, v_num=2, train_loss_step=0.091, train_loss_epoch=0.091] Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.106, v_num=2, train_loss_step=0.091, train_loss_epoch=0.091]        Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.106, v_num=2, train_loss_step=0.091, train_loss_epoch=0.091]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 57.35it/s, loss=0.106, v_num=2, train_loss_step=0.091, train_loss_epoch=0.091]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 56.12it/s, loss=0.104, v_num=2, train_loss_step=0.0887, train_loss_epoch=0.091]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 54.37it/s, loss=0.104, v_num=2, train_loss_step=0.0887, train_loss_epoch=0.0887]Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.104, v_num=2, train_loss_step=0.0887, train_loss_epoch=0.0887]        Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.104, v_num=2, train_loss_step=0.0887, train_loss_epoch=0.0887]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 54.86it/s, loss=0.104, v_num=2, train_loss_step=0.0887, train_loss_epoch=0.0887]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 53.88it/s, loss=0.102, v_num=2, train_loss_step=0.0875, train_loss_epoch=0.0887]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 52.54it/s, loss=0.102, v_num=2, train_loss_step=0.0875, train_loss_epoch=0.0875]Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.102, v_num=2, train_loss_step=0.0875, train_loss_epoch=0.0875]        Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.102, v_num=2, train_loss_step=0.0875, train_loss_epoch=0.0875]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 56.28it/s, loss=0.102, v_num=2, train_loss_step=0.0875, train_loss_epoch=0.0875]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 55.12it/s, loss=0.101, v_num=2, train_loss_step=0.0872, train_loss_epoch=0.0875]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 53.43it/s, loss=0.101, v_num=2, train_loss_step=0.0872, train_loss_epoch=0.0872]Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.101, v_num=2, train_loss_step=0.0872, train_loss_epoch=0.0872]        Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.101, v_num=2, train_loss_step=0.0872, train_loss_epoch=0.0872]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 57.27it/s, loss=0.101, v_num=2, train_loss_step=0.0872, train_loss_epoch=0.0872]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 56.12it/s, loss=0.0993, v_num=2, train_loss_step=0.0873, train_loss_epoch=0.0872]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 54.52it/s, loss=0.0993, v_num=2, train_loss_step=0.0873, train_loss_epoch=0.0873]Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0993, v_num=2, train_loss_step=0.0873, train_loss_epoch=0.0873]        Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0993, v_num=2, train_loss_step=0.0873, train_loss_epoch=0.0873]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 56.21it/s, loss=0.0993, v_num=2, train_loss_step=0.0873, train_loss_epoch=0.0873]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 55.03it/s, loss=0.0978, v_num=2, train_loss_step=0.0866, train_loss_epoch=0.0873]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 53.37it/s, loss=0.0978, v_num=2, train_loss_step=0.0866, train_loss_epoch=0.0866]Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0978, v_num=2, train_loss_step=0.0866, train_loss_epoch=0.0866]        Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0978, v_num=2, train_loss_step=0.0866, train_loss_epoch=0.0866]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 60.24it/s, loss=0.0978, v_num=2, train_loss_step=0.0866, train_loss_epoch=0.0866]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 58.96it/s, loss=0.0962, v_num=2, train_loss_step=0.0834, train_loss_epoch=0.0866]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 57.20it/s, loss=0.0962, v_num=2, train_loss_step=0.0834, train_loss_epoch=0.0834]Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0962, v_num=2, train_loss_step=0.0834, train_loss_epoch=0.0834]        Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0962, v_num=2, train_loss_step=0.0834, train_loss_epoch=0.0834]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 59.13it/s, loss=0.0962, v_num=2, train_loss_step=0.0834, train_loss_epoch=0.0834]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 57.93it/s, loss=0.0947, v_num=2, train_loss_step=0.0819, train_loss_epoch=0.0834]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 56.23it/s, loss=0.0947, v_num=2, train_loss_step=0.0819, train_loss_epoch=0.0819]Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0947, v_num=2, train_loss_step=0.0819, train_loss_epoch=0.0819]        Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0947, v_num=2, train_loss_step=0.0819, train_loss_epoch=0.0819]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 60.96it/s, loss=0.0947, v_num=2, train_loss_step=0.0819, train_loss_epoch=0.0819]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 59.62it/s, loss=0.0934, v_num=2, train_loss_step=0.0851, train_loss_epoch=0.0819]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 57.64it/s, loss=0.0934, v_num=2, train_loss_step=0.0851, train_loss_epoch=0.0851]Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0934, v_num=2, train_loss_step=0.0851, train_loss_epoch=0.0851]        Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0934, v_num=2, train_loss_step=0.0851, train_loss_epoch=0.0851]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 58.08it/s, loss=0.0934, v_num=2, train_loss_step=0.0851, train_loss_epoch=0.0851]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 57.08it/s, loss=0.0921, v_num=2, train_loss_step=0.0835, train_loss_epoch=0.0851]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 55.44it/s, loss=0.0921, v_num=2, train_loss_step=0.0835, train_loss_epoch=0.0835]Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0921, v_num=2, train_loss_step=0.0835, train_loss_epoch=0.0835]        Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0921, v_num=2, train_loss_step=0.0835, train_loss_epoch=0.0835]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 60.12it/s, loss=0.0921, v_num=2, train_loss_step=0.0835, train_loss_epoch=0.0835]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 58.87it/s, loss=0.0909, v_num=2, train_loss_step=0.0816, train_loss_epoch=0.0835]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 57.12it/s, loss=0.0909, v_num=2, train_loss_step=0.0816, train_loss_epoch=0.0816]Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0909, v_num=2, train_loss_step=0.0816, train_loss_epoch=0.0816]        Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0909, v_num=2, train_loss_step=0.0816, train_loss_epoch=0.0816]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 58.73it/s, loss=0.0909, v_num=2, train_loss_step=0.0816, train_loss_epoch=0.0816]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 57.49it/s, loss=0.0897, v_num=2, train_loss_step=0.0803, train_loss_epoch=0.0816]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 55.71it/s, loss=0.0897, v_num=2, train_loss_step=0.0803, train_loss_epoch=0.0803]Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0897, v_num=2, train_loss_step=0.0803, train_loss_epoch=0.0803]        Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0897, v_num=2, train_loss_step=0.0803, train_loss_epoch=0.0803]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 58.29it/s, loss=0.0897, v_num=2, train_loss_step=0.0803, train_loss_epoch=0.0803]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 57.33it/s, loss=0.0885, v_num=2, train_loss_step=0.0782, train_loss_epoch=0.0803]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 55.79it/s, loss=0.0885, v_num=2, train_loss_step=0.0782, train_loss_epoch=0.0782]Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0885, v_num=2, train_loss_step=0.0782, train_loss_epoch=0.0782]        Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0885, v_num=2, train_loss_step=0.0782, train_loss_epoch=0.0782]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 56.20it/s, loss=0.0885, v_num=2, train_loss_step=0.0782, train_loss_epoch=0.0782]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 55.21it/s, loss=0.0874, v_num=2, train_loss_step=0.0781, train_loss_epoch=0.0782]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 53.67it/s, loss=0.0874, v_num=2, train_loss_step=0.0781, train_loss_epoch=0.0781]Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0874, v_num=2, train_loss_step=0.0781, train_loss_epoch=0.0781]        Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0874, v_num=2, train_loss_step=0.0781, train_loss_epoch=0.0781]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 57.88it/s, loss=0.0874, v_num=2, train_loss_step=0.0781, train_loss_epoch=0.0781]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 56.90it/s, loss=0.0862, v_num=2, train_loss_step=0.0765, train_loss_epoch=0.0781]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 55.28it/s, loss=0.0862, v_num=2, train_loss_step=0.0765, train_loss_epoch=0.0765]Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0862, v_num=2, train_loss_step=0.0765, train_loss_epoch=0.0765]        Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0862, v_num=2, train_loss_step=0.0765, train_loss_epoch=0.0765]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 57.68it/s, loss=0.0862, v_num=2, train_loss_step=0.0765, train_loss_epoch=0.0765]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 56.63it/s, loss=0.0851, v_num=2, train_loss_step=0.0758, train_loss_epoch=0.0765]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 55.18it/s, loss=0.0851, v_num=2, train_loss_step=0.0758, train_loss_epoch=0.0758]Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0851, v_num=2, train_loss_step=0.0758, train_loss_epoch=0.0758]        Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0851, v_num=2, train_loss_step=0.0758, train_loss_epoch=0.0758]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 59.17it/s, loss=0.0851, v_num=2, train_loss_step=0.0758, train_loss_epoch=0.0758]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 57.87it/s, loss=0.0842, v_num=2, train_loss_step=0.0754, train_loss_epoch=0.0758]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 55.95it/s, loss=0.0842, v_num=2, train_loss_step=0.0754, train_loss_epoch=0.0754]Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0842, v_num=2, train_loss_step=0.0754, train_loss_epoch=0.0754]        Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0842, v_num=2, train_loss_step=0.0754, train_loss_epoch=0.0754]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 56.99it/s, loss=0.0842, v_num=2, train_loss_step=0.0754, train_loss_epoch=0.0754]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 55.62it/s, loss=0.0834, v_num=2, train_loss_step=0.0764, train_loss_epoch=0.0754]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 53.95it/s, loss=0.0834, v_num=2, train_loss_step=0.0764, train_loss_epoch=0.0764]Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0834, v_num=2, train_loss_step=0.0764, train_loss_epoch=0.0764]        Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0834, v_num=2, train_loss_step=0.0764, train_loss_epoch=0.0764]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 54.18it/s, loss=0.0834, v_num=2, train_loss_step=0.0764, train_loss_epoch=0.0764]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 53.07it/s, loss=0.0824, v_num=2, train_loss_step=0.0723, train_loss_epoch=0.0764]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 51.53it/s, loss=0.0824, v_num=2, train_loss_step=0.0723, train_loss_epoch=0.0723]Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0824, v_num=2, train_loss_step=0.0723, train_loss_epoch=0.0723]        Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0824, v_num=2, train_loss_step=0.0723, train_loss_epoch=0.0723]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 57.29it/s, loss=0.0824, v_num=2, train_loss_step=0.0723, train_loss_epoch=0.0723]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 56.14it/s, loss=0.0814, v_num=2, train_loss_step=0.0719, train_loss_epoch=0.0723]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 54.53it/s, loss=0.0814, v_num=2, train_loss_step=0.0719, train_loss_epoch=0.0719]Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0814, v_num=2, train_loss_step=0.0719, train_loss_epoch=0.0719]        Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0814, v_num=2, train_loss_step=0.0719, train_loss_epoch=0.0719]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 58.49it/s, loss=0.0814, v_num=2, train_loss_step=0.0719, train_loss_epoch=0.0719]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 57.27it/s, loss=0.0806, v_num=2, train_loss_step=0.0735, train_loss_epoch=0.0719]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 55.47it/s, loss=0.0806, v_num=2, train_loss_step=0.0735, train_loss_epoch=0.0735]Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0806, v_num=2, train_loss_step=0.0735, train_loss_epoch=0.0735]        Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0806, v_num=2, train_loss_step=0.0735, train_loss_epoch=0.0735]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 56.63it/s, loss=0.0806, v_num=2, train_loss_step=0.0735, train_loss_epoch=0.0735]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 55.34it/s, loss=0.0797, v_num=2, train_loss_step=0.072, train_loss_epoch=0.0735] Epoch 80: 100%|##########| 1/1 [00:00<00:00, 53.63it/s, loss=0.0797, v_num=2, train_loss_step=0.072, train_loss_epoch=0.072] Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0797, v_num=2, train_loss_step=0.072, train_loss_epoch=0.072]        Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0797, v_num=2, train_loss_step=0.072, train_loss_epoch=0.072]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 56.66it/s, loss=0.0797, v_num=2, train_loss_step=0.072, train_loss_epoch=0.072]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 55.49it/s, loss=0.0789, v_num=2, train_loss_step=0.0704, train_loss_epoch=0.072]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 53.83it/s, loss=0.0789, v_num=2, train_loss_step=0.0704, train_loss_epoch=0.0704]Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0789, v_num=2, train_loss_step=0.0704, train_loss_epoch=0.0704]        Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0789, v_num=2, train_loss_step=0.0704, train_loss_epoch=0.0704]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 57.09it/s, loss=0.0789, v_num=2, train_loss_step=0.0704, train_loss_epoch=0.0704]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 56.10it/s, loss=0.0781, v_num=2, train_loss_step=0.0715, train_loss_epoch=0.0704]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 54.50it/s, loss=0.0781, v_num=2, train_loss_step=0.0715, train_loss_epoch=0.0715]Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0781, v_num=2, train_loss_step=0.0715, train_loss_epoch=0.0715]        Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0781, v_num=2, train_loss_step=0.0715, train_loss_epoch=0.0715]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 58.14it/s, loss=0.0781, v_num=2, train_loss_step=0.0715, train_loss_epoch=0.0715]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 57.01it/s, loss=0.0772, v_num=2, train_loss_step=0.070, train_loss_epoch=0.0715] Epoch 83: 100%|##########| 1/1 [00:00<00:00, 55.53it/s, loss=0.0772, v_num=2, train_loss_step=0.070, train_loss_epoch=0.070] Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0772, v_num=2, train_loss_step=0.070, train_loss_epoch=0.070]        Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0772, v_num=2, train_loss_step=0.070, train_loss_epoch=0.070]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 54.77it/s, loss=0.0772, v_num=2, train_loss_step=0.070, train_loss_epoch=0.070]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 53.43it/s, loss=0.0763, v_num=2, train_loss_step=0.0673, train_loss_epoch=0.070]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 51.76it/s, loss=0.0763, v_num=2, train_loss_step=0.0673, train_loss_epoch=0.0673]Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0763, v_num=2, train_loss_step=0.0673, train_loss_epoch=0.0673]        Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0763, v_num=2, train_loss_step=0.0673, train_loss_epoch=0.0673]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 53.22it/s, loss=0.0763, v_num=2, train_loss_step=0.0673, train_loss_epoch=0.0673]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 52.12it/s, loss=0.0754, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0673]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 50.49it/s, loss=0.0754, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0754, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]        Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0754, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 56.46it/s, loss=0.0754, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 55.26it/s, loss=0.0748, v_num=2, train_loss_step=0.069, train_loss_epoch=0.0666] Epoch 86: 100%|##########| 1/1 [00:00<00:00, 53.64it/s, loss=0.0748, v_num=2, train_loss_step=0.069, train_loss_epoch=0.069] Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0748, v_num=2, train_loss_step=0.069, train_loss_epoch=0.069]        Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0748, v_num=2, train_loss_step=0.069, train_loss_epoch=0.069]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 54.14it/s, loss=0.0748, v_num=2, train_loss_step=0.069, train_loss_epoch=0.069]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 53.01it/s, loss=0.0741, v_num=2, train_loss_step=0.071, train_loss_epoch=0.069]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 51.40it/s, loss=0.0741, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0741, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]        Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0741, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 55.79it/s, loss=0.0741, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 54.64it/s, loss=0.0732, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.071]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 53.11it/s, loss=0.0732, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0732, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]        Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0732, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 58.84it/s, loss=0.0732, v_num=2, train_loss_step=0.0666, train_loss_epoch=0.0666]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 57.65it/s, loss=0.0725, v_num=2, train_loss_step=0.0671, train_loss_epoch=0.0666]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 55.81it/s, loss=0.0725, v_num=2, train_loss_step=0.0671, train_loss_epoch=0.0671]Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0725, v_num=2, train_loss_step=0.0671, train_loss_epoch=0.0671]        Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0725, v_num=2, train_loss_step=0.0671, train_loss_epoch=0.0671]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 59.17it/s, loss=0.0725, v_num=2, train_loss_step=0.0671, train_loss_epoch=0.0671]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 57.89it/s, loss=0.072, v_num=2, train_loss_step=0.0705, train_loss_epoch=0.0671] Epoch 90: 100%|##########| 1/1 [00:00<00:00, 56.10it/s, loss=0.072, v_num=2, train_loss_step=0.0705, train_loss_epoch=0.0705]Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.072, v_num=2, train_loss_step=0.0705, train_loss_epoch=0.0705]        Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.072, v_num=2, train_loss_step=0.0705, train_loss_epoch=0.0705]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 58.97it/s, loss=0.072, v_num=2, train_loss_step=0.0705, train_loss_epoch=0.0705]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 57.87it/s, loss=0.0715, v_num=2, train_loss_step=0.0675, train_loss_epoch=0.0705]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 56.34it/s, loss=0.0715, v_num=2, train_loss_step=0.0675, train_loss_epoch=0.0675]Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0715, v_num=2, train_loss_step=0.0675, train_loss_epoch=0.0675]        Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0715, v_num=2, train_loss_step=0.0675, train_loss_epoch=0.0675]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 58.84it/s, loss=0.0715, v_num=2, train_loss_step=0.0675, train_loss_epoch=0.0675]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 57.58it/s, loss=0.0709, v_num=2, train_loss_step=0.0674, train_loss_epoch=0.0675]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 55.76it/s, loss=0.0709, v_num=2, train_loss_step=0.0674, train_loss_epoch=0.0674]Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0709, v_num=2, train_loss_step=0.0674, train_loss_epoch=0.0674]        Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0709, v_num=2, train_loss_step=0.0674, train_loss_epoch=0.0674]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 53.86it/s, loss=0.0709, v_num=2, train_loss_step=0.0674, train_loss_epoch=0.0674]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 52.72it/s, loss=0.0706, v_num=2, train_loss_step=0.0695, train_loss_epoch=0.0674]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 51.38it/s, loss=0.0706, v_num=2, train_loss_step=0.0695, train_loss_epoch=0.0695]Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0706, v_num=2, train_loss_step=0.0695, train_loss_epoch=0.0695]        Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0706, v_num=2, train_loss_step=0.0695, train_loss_epoch=0.0695]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 56.16it/s, loss=0.0706, v_num=2, train_loss_step=0.0695, train_loss_epoch=0.0695]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 55.16it/s, loss=0.0704, v_num=2, train_loss_step=0.071, train_loss_epoch=0.0695] Epoch 94: 100%|##########| 1/1 [00:00<00:00, 53.44it/s, loss=0.0704, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071] Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0704, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]        Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0704, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 56.13it/s, loss=0.0704, v_num=2, train_loss_step=0.071, train_loss_epoch=0.071]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 55.03it/s, loss=0.0697, v_num=2, train_loss_step=0.0625, train_loss_epoch=0.071]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 53.50it/s, loss=0.0697, v_num=2, train_loss_step=0.0625, train_loss_epoch=0.0625]Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0697, v_num=2, train_loss_step=0.0625, train_loss_epoch=0.0625]        Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0697, v_num=2, train_loss_step=0.0625, train_loss_epoch=0.0625]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 55.42it/s, loss=0.0697, v_num=2, train_loss_step=0.0625, train_loss_epoch=0.0625]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 54.46it/s, loss=0.0696, v_num=2, train_loss_step=0.0733, train_loss_epoch=0.0625]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 52.97it/s, loss=0.0696, v_num=2, train_loss_step=0.0733, train_loss_epoch=0.0733]Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0696, v_num=2, train_loss_step=0.0733, train_loss_epoch=0.0733]        Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0696, v_num=2, train_loss_step=0.0733, train_loss_epoch=0.0733]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 55.52it/s, loss=0.0696, v_num=2, train_loss_step=0.0733, train_loss_epoch=0.0733]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 54.34it/s, loss=0.069, v_num=2, train_loss_step=0.0619, train_loss_epoch=0.0733] Epoch 97: 100%|##########| 1/1 [00:00<00:00, 52.84it/s, loss=0.069, v_num=2, train_loss_step=0.0619, train_loss_epoch=0.0619]Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.069, v_num=2, train_loss_step=0.0619, train_loss_epoch=0.0619]        Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.069, v_num=2, train_loss_step=0.0619, train_loss_epoch=0.0619]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 57.93it/s, loss=0.069, v_num=2, train_loss_step=0.0619, train_loss_epoch=0.0619]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 56.70it/s, loss=0.0688, v_num=2, train_loss_step=0.0676, train_loss_epoch=0.0619]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 55.02it/s, loss=0.0688, v_num=2, train_loss_step=0.0676, train_loss_epoch=0.0676]Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0688, v_num=2, train_loss_step=0.0676, train_loss_epoch=0.0676]        Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0688, v_num=2, train_loss_step=0.0676, train_loss_epoch=0.0676]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 56.33it/s, loss=0.0688, v_num=2, train_loss_step=0.0676, train_loss_epoch=0.0676]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 55.17it/s, loss=0.0683, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0676]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 51.91it/s, loss=0.0683, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0683, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]        Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0683, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 57.96it/s, loss=0.0683, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 56.81it/s, loss=0.0677, v_num=2, train_loss_step=0.0607, train_loss_epoch=0.0624]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 55.17it/s, loss=0.0677, v_num=2, train_loss_step=0.0607, train_loss_epoch=0.0607]Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0677, v_num=2, train_loss_step=0.0607, train_loss_epoch=0.0607]        Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0677, v_num=2, train_loss_step=0.0607, train_loss_epoch=0.0607]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 51.25it/s, loss=0.0677, v_num=2, train_loss_step=0.0607, train_loss_epoch=0.0607]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 50.29it/s, loss=0.0674, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0607]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 48.98it/s, loss=0.0674, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0674, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]        Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0674, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 55.95it/s, loss=0.0674, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 54.74it/s, loss=0.0669, v_num=2, train_loss_step=0.0609, train_loss_epoch=0.0651]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 53.11it/s, loss=0.0669, v_num=2, train_loss_step=0.0609, train_loss_epoch=0.0609]Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0669, v_num=2, train_loss_step=0.0609, train_loss_epoch=0.0609]        Epoch 103:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0669, v_num=2, train_loss_step=0.0609, train_loss_epoch=0.0609]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 53.55it/s, loss=0.0669, v_num=2, train_loss_step=0.0609, train_loss_epoch=0.0609]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 52.56it/s, loss=0.0667, v_num=2, train_loss_step=0.0668, train_loss_epoch=0.0609]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 51.14it/s, loss=0.0667, v_num=2, train_loss_step=0.0668, train_loss_epoch=0.0668]Epoch 103:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0667, v_num=2, train_loss_step=0.0668, train_loss_epoch=0.0668]        Epoch 104:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0667, v_num=2, train_loss_step=0.0668, train_loss_epoch=0.0668]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 58.13it/s, loss=0.0667, v_num=2, train_loss_step=0.0668, train_loss_epoch=0.0668]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 56.86it/s, loss=0.0661, v_num=2, train_loss_step=0.0552, train_loss_epoch=0.0668]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 55.38it/s, loss=0.0661, v_num=2, train_loss_step=0.0552, train_loss_epoch=0.0552]Epoch 104:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0661, v_num=2, train_loss_step=0.0552, train_loss_epoch=0.0552]        Epoch 105:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0661, v_num=2, train_loss_step=0.0552, train_loss_epoch=0.0552]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 58.16it/s, loss=0.0661, v_num=2, train_loss_step=0.0552, train_loss_epoch=0.0552]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 57.00it/s, loss=0.0659, v_num=2, train_loss_step=0.0628, train_loss_epoch=0.0552]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 55.36it/s, loss=0.0659, v_num=2, train_loss_step=0.0628, train_loss_epoch=0.0628]Epoch 105:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0659, v_num=2, train_loss_step=0.0628, train_loss_epoch=0.0628]        Epoch 106:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0659, v_num=2, train_loss_step=0.0628, train_loss_epoch=0.0628]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 57.16it/s, loss=0.0659, v_num=2, train_loss_step=0.0628, train_loss_epoch=0.0628]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 56.11it/s, loss=0.0653, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0628]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 54.67it/s, loss=0.0653, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 106:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0653, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]        Epoch 107:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0653, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 55.54it/s, loss=0.0653, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 54.47it/s, loss=0.0648, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0557]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 52.84it/s, loss=0.0648, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 107:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0648, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]        Epoch 108:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0648, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 55.46it/s, loss=0.0648, v_num=2, train_loss_step=0.0624, train_loss_epoch=0.0624]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 54.50it/s, loss=0.0644, v_num=2, train_loss_step=0.0567, train_loss_epoch=0.0624]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 53.15it/s, loss=0.0644, v_num=2, train_loss_step=0.0567, train_loss_epoch=0.0567]Epoch 108:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0644, v_num=2, train_loss_step=0.0567, train_loss_epoch=0.0567]        Epoch 109:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0644, v_num=2, train_loss_step=0.0567, train_loss_epoch=0.0567]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 53.31it/s, loss=0.0644, v_num=2, train_loss_step=0.0567, train_loss_epoch=0.0567]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 52.30it/s, loss=0.0639, v_num=2, train_loss_step=0.0571, train_loss_epoch=0.0567]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 50.98it/s, loss=0.0639, v_num=2, train_loss_step=0.0571, train_loss_epoch=0.0571]Epoch 109:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0639, v_num=2, train_loss_step=0.0571, train_loss_epoch=0.0571]        Epoch 110:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0639, v_num=2, train_loss_step=0.0571, train_loss_epoch=0.0571]Epoch 110: 100%|##########| 1/1 [00:00<00:00, 57.20it/s, loss=0.0639, v_num=2, train_loss_step=0.0571, train_loss_epoch=0.0571]Epoch 110: 100%|##########| 1/1 [00:00<00:00, 55.90it/s, loss=0.0634, v_num=2, train_loss_step=0.061, train_loss_epoch=0.0571] Epoch 110: 100%|##########| 1/1 [00:00<00:00, 54.42it/s, loss=0.0634, v_num=2, train_loss_step=0.061, train_loss_epoch=0.061] Epoch 110:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0634, v_num=2, train_loss_step=0.061, train_loss_epoch=0.061]        Epoch 111:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0634, v_num=2, train_loss_step=0.061, train_loss_epoch=0.061]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 57.95it/s, loss=0.0634, v_num=2, train_loss_step=0.061, train_loss_epoch=0.061]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 56.87it/s, loss=0.0628, v_num=2, train_loss_step=0.0556, train_loss_epoch=0.061]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 55.39it/s, loss=0.0628, v_num=2, train_loss_step=0.0556, train_loss_epoch=0.0556]Epoch 111:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0628, v_num=2, train_loss_step=0.0556, train_loss_epoch=0.0556]        Epoch 112:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0628, v_num=2, train_loss_step=0.0556, train_loss_epoch=0.0556]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 59.90it/s, loss=0.0628, v_num=2, train_loss_step=0.0556, train_loss_epoch=0.0556]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 58.55it/s, loss=0.0626, v_num=2, train_loss_step=0.0632, train_loss_epoch=0.0556]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 56.64it/s, loss=0.0626, v_num=2, train_loss_step=0.0632, train_loss_epoch=0.0632]Epoch 112:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0626, v_num=2, train_loss_step=0.0632, train_loss_epoch=0.0632]        Epoch 113:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0626, v_num=2, train_loss_step=0.0632, train_loss_epoch=0.0632]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 58.69it/s, loss=0.0626, v_num=2, train_loss_step=0.0632, train_loss_epoch=0.0632]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 57.40it/s, loss=0.0618, v_num=2, train_loss_step=0.0542, train_loss_epoch=0.0632]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 55.72it/s, loss=0.0618, v_num=2, train_loss_step=0.0542, train_loss_epoch=0.0542]Epoch 113:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0618, v_num=2, train_loss_step=0.0542, train_loss_epoch=0.0542]        Epoch 114:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0618, v_num=2, train_loss_step=0.0542, train_loss_epoch=0.0542]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 55.89it/s, loss=0.0618, v_num=2, train_loss_step=0.0542, train_loss_epoch=0.0542]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 54.79it/s, loss=0.0615, v_num=2, train_loss_step=0.0646, train_loss_epoch=0.0542]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 53.27it/s, loss=0.0615, v_num=2, train_loss_step=0.0646, train_loss_epoch=0.0646]Epoch 114:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0615, v_num=2, train_loss_step=0.0646, train_loss_epoch=0.0646]        Epoch 115:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0615, v_num=2, train_loss_step=0.0646, train_loss_epoch=0.0646]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 54.77it/s, loss=0.0615, v_num=2, train_loss_step=0.0646, train_loss_epoch=0.0646]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 53.71it/s, loss=0.0609, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0646]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 52.17it/s, loss=0.0609, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 115:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0609, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]        Epoch 116:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0609, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 116: 100%|##########| 1/1 [00:00<00:00, 56.24it/s, loss=0.0609, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 116: 100%|##########| 1/1 [00:00<00:00, 54.94it/s, loss=0.0605, v_num=2, train_loss_step=0.064, train_loss_epoch=0.0511] Epoch 116: 100%|##########| 1/1 [00:00<00:00, 53.27it/s, loss=0.0605, v_num=2, train_loss_step=0.064, train_loss_epoch=0.064] Epoch 116:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0605, v_num=2, train_loss_step=0.064, train_loss_epoch=0.064]        Epoch 117:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0605, v_num=2, train_loss_step=0.064, train_loss_epoch=0.064]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 53.68it/s, loss=0.0605, v_num=2, train_loss_step=0.064, train_loss_epoch=0.064]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 52.60it/s, loss=0.0601, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.064]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 51.08it/s, loss=0.0601, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 117:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0601, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]        Epoch 118:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0601, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 58.32it/s, loss=0.0601, v_num=2, train_loss_step=0.0557, train_loss_epoch=0.0557]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 57.13it/s, loss=0.0602, v_num=2, train_loss_step=0.0692, train_loss_epoch=0.0557]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 55.25it/s, loss=0.0602, v_num=2, train_loss_step=0.0692, train_loss_epoch=0.0692]Epoch 118:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0602, v_num=2, train_loss_step=0.0692, train_loss_epoch=0.0692]        Epoch 119:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0602, v_num=2, train_loss_step=0.0692, train_loss_epoch=0.0692]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 56.13it/s, loss=0.0602, v_num=2, train_loss_step=0.0692, train_loss_epoch=0.0692]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 55.00it/s, loss=0.0598, v_num=2, train_loss_step=0.0541, train_loss_epoch=0.0692]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 53.45it/s, loss=0.0598, v_num=2, train_loss_step=0.0541, train_loss_epoch=0.0541]Epoch 119:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0598, v_num=2, train_loss_step=0.0541, train_loss_epoch=0.0541]        Epoch 120:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0598, v_num=2, train_loss_step=0.0541, train_loss_epoch=0.0541]Epoch 120: 100%|##########| 1/1 [00:00<00:00, 55.42it/s, loss=0.0598, v_num=2, train_loss_step=0.0541, train_loss_epoch=0.0541]Epoch 120: 100%|##########| 1/1 [00:00<00:00, 54.18it/s, loss=0.06, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0541]  Epoch 120: 100%|##########| 1/1 [00:00<00:00, 52.56it/s, loss=0.06, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 120:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.06, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]        Epoch 121:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.06, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 53.78it/s, loss=0.06, v_num=2, train_loss_step=0.0651, train_loss_epoch=0.0651]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 52.83it/s, loss=0.0595, v_num=2, train_loss_step=0.0538, train_loss_epoch=0.0651]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 51.53it/s, loss=0.0595, v_num=2, train_loss_step=0.0538, train_loss_epoch=0.0538]Epoch 121:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0595, v_num=2, train_loss_step=0.0538, train_loss_epoch=0.0538]        Epoch 122:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0595, v_num=2, train_loss_step=0.0538, train_loss_epoch=0.0538]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 59.72it/s, loss=0.0595, v_num=2, train_loss_step=0.0538, train_loss_epoch=0.0538]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 58.36it/s, loss=0.0595, v_num=2, train_loss_step=0.0617, train_loss_epoch=0.0538]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 56.50it/s, loss=0.0595, v_num=2, train_loss_step=0.0617, train_loss_epoch=0.0617]Epoch 122:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0595, v_num=2, train_loss_step=0.0617, train_loss_epoch=0.0617]        Epoch 123:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0595, v_num=2, train_loss_step=0.0617, train_loss_epoch=0.0617]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 54.46it/s, loss=0.0595, v_num=2, train_loss_step=0.0617, train_loss_epoch=0.0617]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 53.44it/s, loss=0.0587, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0617]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 51.99it/s, loss=0.0587, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 123:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0587, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]        Epoch 124:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0587, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 52.30it/s, loss=0.0587, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 51.31it/s, loss=0.0591, v_num=2, train_loss_step=0.0627, train_loss_epoch=0.0505]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 49.94it/s, loss=0.0591, v_num=2, train_loss_step=0.0627, train_loss_epoch=0.0627]Epoch 124:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0591, v_num=2, train_loss_step=0.0627, train_loss_epoch=0.0627]        Epoch 125:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0591, v_num=2, train_loss_step=0.0627, train_loss_epoch=0.0627]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 54.67it/s, loss=0.0591, v_num=2, train_loss_step=0.0627, train_loss_epoch=0.0627]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 53.59it/s, loss=0.0586, v_num=2, train_loss_step=0.0533, train_loss_epoch=0.0627]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 52.03it/s, loss=0.0586, v_num=2, train_loss_step=0.0533, train_loss_epoch=0.0533]Epoch 125:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0586, v_num=2, train_loss_step=0.0533, train_loss_epoch=0.0533]        Epoch 126:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0586, v_num=2, train_loss_step=0.0533, train_loss_epoch=0.0533]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 56.14it/s, loss=0.0586, v_num=2, train_loss_step=0.0533, train_loss_epoch=0.0533]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 55.03it/s, loss=0.0587, v_num=2, train_loss_step=0.0584, train_loss_epoch=0.0533]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 53.49it/s, loss=0.0587, v_num=2, train_loss_step=0.0584, train_loss_epoch=0.0584]Epoch 126:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0587, v_num=2, train_loss_step=0.0584, train_loss_epoch=0.0584]        Epoch 127:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0587, v_num=2, train_loss_step=0.0584, train_loss_epoch=0.0584]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 56.52it/s, loss=0.0587, v_num=2, train_loss_step=0.0584, train_loss_epoch=0.0584]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 55.37it/s, loss=0.0583, v_num=2, train_loss_step=0.0551, train_loss_epoch=0.0584]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 53.81it/s, loss=0.0583, v_num=2, train_loss_step=0.0551, train_loss_epoch=0.0551]Epoch 127:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0583, v_num=2, train_loss_step=0.0551, train_loss_epoch=0.0551]        Epoch 128:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0583, v_num=2, train_loss_step=0.0551, train_loss_epoch=0.0551]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 54.19it/s, loss=0.0583, v_num=2, train_loss_step=0.0551, train_loss_epoch=0.0551]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 53.06it/s, loss=0.0583, v_num=2, train_loss_step=0.0548, train_loss_epoch=0.0551]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 51.43it/s, loss=0.0583, v_num=2, train_loss_step=0.0548, train_loss_epoch=0.0548]Epoch 128:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0583, v_num=2, train_loss_step=0.0548, train_loss_epoch=0.0548]        Epoch 129:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0583, v_num=2, train_loss_step=0.0548, train_loss_epoch=0.0548]Epoch 129: 100%|##########| 1/1 [00:00<00:00, 55.97it/s, loss=0.0583, v_num=2, train_loss_step=0.0548, train_loss_epoch=0.0548]Epoch 129: 100%|##########| 1/1 [00:00<00:00, 54.90it/s, loss=0.058, v_num=2, train_loss_step=0.0522, train_loss_epoch=0.0548] Epoch 129: 100%|##########| 1/1 [00:00<00:00, 53.20it/s, loss=0.058, v_num=2, train_loss_step=0.0522, train_loss_epoch=0.0522]Epoch 129:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.058, v_num=2, train_loss_step=0.0522, train_loss_epoch=0.0522]        Epoch 130:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.058, v_num=2, train_loss_step=0.0522, train_loss_epoch=0.0522]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 60.11it/s, loss=0.058, v_num=2, train_loss_step=0.0522, train_loss_epoch=0.0522]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 58.98it/s, loss=0.0575, v_num=2, train_loss_step=0.0518, train_loss_epoch=0.0522]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 57.42it/s, loss=0.0575, v_num=2, train_loss_step=0.0518, train_loss_epoch=0.0518]Epoch 130:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0575, v_num=2, train_loss_step=0.0518, train_loss_epoch=0.0518]        Epoch 131:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0575, v_num=2, train_loss_step=0.0518, train_loss_epoch=0.0518]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 57.14it/s, loss=0.0575, v_num=2, train_loss_step=0.0518, train_loss_epoch=0.0518]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 56.02it/s, loss=0.0575, v_num=2, train_loss_step=0.0543, train_loss_epoch=0.0518]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 54.44it/s, loss=0.0575, v_num=2, train_loss_step=0.0543, train_loss_epoch=0.0543]Epoch 131:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0575, v_num=2, train_loss_step=0.0543, train_loss_epoch=0.0543]        Epoch 132:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0575, v_num=2, train_loss_step=0.0543, train_loss_epoch=0.0543]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 52.12it/s, loss=0.0575, v_num=2, train_loss_step=0.0543, train_loss_epoch=0.0543]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 51.09it/s, loss=0.0569, v_num=2, train_loss_step=0.0506, train_loss_epoch=0.0543]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 49.58it/s, loss=0.0569, v_num=2, train_loss_step=0.0506, train_loss_epoch=0.0506]Epoch 132:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0569, v_num=2, train_loss_step=0.0506, train_loss_epoch=0.0506]        Epoch 133:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0569, v_num=2, train_loss_step=0.0506, train_loss_epoch=0.0506]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 57.21it/s, loss=0.0569, v_num=2, train_loss_step=0.0506, train_loss_epoch=0.0506]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 56.17it/s, loss=0.0567, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0506]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 54.73it/s, loss=0.0567, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 133:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0567, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]        Epoch 134:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0567, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 55.63it/s, loss=0.0567, v_num=2, train_loss_step=0.0511, train_loss_epoch=0.0511]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 54.66it/s, loss=0.0558, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0511]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 53.31it/s, loss=0.0558, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 134:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0558, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]        Epoch 135:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0558, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 59.85it/s, loss=0.0558, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 58.51it/s, loss=0.0557, v_num=2, train_loss_step=0.0495, train_loss_epoch=0.0461]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 56.74it/s, loss=0.0557, v_num=2, train_loss_step=0.0495, train_loss_epoch=0.0495]Epoch 135:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0557, v_num=2, train_loss_step=0.0495, train_loss_epoch=0.0495]        Epoch 136:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0557, v_num=2, train_loss_step=0.0495, train_loss_epoch=0.0495]Epoch 136: 100%|##########| 1/1 [00:00<00:00, 58.41it/s, loss=0.0557, v_num=2, train_loss_step=0.0495, train_loss_epoch=0.0495]Epoch 136: 100%|##########| 1/1 [00:00<00:00, 57.34it/s, loss=0.055, v_num=2, train_loss_step=0.0503, train_loss_epoch=0.0495] Epoch 136: 100%|##########| 1/1 [00:00<00:00, 55.69it/s, loss=0.055, v_num=2, train_loss_step=0.0503, train_loss_epoch=0.0503]Epoch 136:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.055, v_num=2, train_loss_step=0.0503, train_loss_epoch=0.0503]        Epoch 137:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.055, v_num=2, train_loss_step=0.0503, train_loss_epoch=0.0503]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 58.44it/s, loss=0.055, v_num=2, train_loss_step=0.0503, train_loss_epoch=0.0503]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 57.15it/s, loss=0.0547, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0503]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 55.50it/s, loss=0.0547, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 137:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0547, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]        Epoch 138:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0547, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 138: 100%|##########| 1/1 [00:00<00:00, 52.78it/s, loss=0.0547, v_num=2, train_loss_step=0.0505, train_loss_epoch=0.0505]Epoch 138: 100%|##########| 1/1 [00:00<00:00, 51.83it/s, loss=0.0536, v_num=2, train_loss_step=0.046, train_loss_epoch=0.0505] Epoch 138: 100%|##########| 1/1 [00:00<00:00, 50.60it/s, loss=0.0536, v_num=2, train_loss_step=0.046, train_loss_epoch=0.046] Epoch 138:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0536, v_num=2, train_loss_step=0.046, train_loss_epoch=0.046]        Epoch 139:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0536, v_num=2, train_loss_step=0.046, train_loss_epoch=0.046]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 54.30it/s, loss=0.0536, v_num=2, train_loss_step=0.046, train_loss_epoch=0.046]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 53.25it/s, loss=0.0532, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.046]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 51.73it/s, loss=0.0532, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 139:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0532, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]        Epoch 140:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0532, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 58.46it/s, loss=0.0532, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 57.23it/s, loss=0.0523, v_num=2, train_loss_step=0.0472, train_loss_epoch=0.0457]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 55.56it/s, loss=0.0523, v_num=2, train_loss_step=0.0472, train_loss_epoch=0.0472]Epoch 140:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0523, v_num=2, train_loss_step=0.0472, train_loss_epoch=0.0472]        Epoch 141:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0523, v_num=2, train_loss_step=0.0472, train_loss_epoch=0.0472]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 57.58it/s, loss=0.0523, v_num=2, train_loss_step=0.0472, train_loss_epoch=0.0472]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 56.33it/s, loss=0.0519, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0472]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 54.73it/s, loss=0.0519, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 141:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0519, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]        Epoch 142:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0519, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 54.84it/s, loss=0.0519, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 53.70it/s, loss=0.0512, v_num=2, train_loss_step=0.0493, train_loss_epoch=0.0457]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 52.13it/s, loss=0.0512, v_num=2, train_loss_step=0.0493, train_loss_epoch=0.0493]Epoch 142:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0512, v_num=2, train_loss_step=0.0493, train_loss_epoch=0.0493]        Epoch 143:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0512, v_num=2, train_loss_step=0.0493, train_loss_epoch=0.0493]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 55.26it/s, loss=0.0512, v_num=2, train_loss_step=0.0493, train_loss_epoch=0.0493]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 53.93it/s, loss=0.0511, v_num=2, train_loss_step=0.0484, train_loss_epoch=0.0493]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 52.29it/s, loss=0.0511, v_num=2, train_loss_step=0.0484, train_loss_epoch=0.0484]Epoch 143:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0511, v_num=2, train_loss_step=0.0484, train_loss_epoch=0.0484]        Epoch 144:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0511, v_num=2, train_loss_step=0.0484, train_loss_epoch=0.0484]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 57.59it/s, loss=0.0511, v_num=2, train_loss_step=0.0484, train_loss_epoch=0.0484]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 56.53it/s, loss=0.0506, v_num=2, train_loss_step=0.0512, train_loss_epoch=0.0484]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 54.89it/s, loss=0.0506, v_num=2, train_loss_step=0.0512, train_loss_epoch=0.0512]Epoch 144:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0506, v_num=2, train_loss_step=0.0512, train_loss_epoch=0.0512]        Epoch 145:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0506, v_num=2, train_loss_step=0.0512, train_loss_epoch=0.0512]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 57.80it/s, loss=0.0506, v_num=2, train_loss_step=0.0512, train_loss_epoch=0.0512]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 56.74it/s, loss=0.0502, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0512]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 55.05it/s, loss=0.0502, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 145:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0502, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]        Epoch 146:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0502, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 58.72it/s, loss=0.0502, v_num=2, train_loss_step=0.0461, train_loss_epoch=0.0461]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 57.41it/s, loss=0.0496, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0461]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 55.58it/s, loss=0.0496, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 146:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0496, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]        Epoch 147:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0496, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 55.41it/s, loss=0.0496, v_num=2, train_loss_step=0.0457, train_loss_epoch=0.0457]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 54.31it/s, loss=0.0494, v_num=2, train_loss_step=0.0521, train_loss_epoch=0.0457]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 52.79it/s, loss=0.0494, v_num=2, train_loss_step=0.0521, train_loss_epoch=0.0521]Epoch 147:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0494, v_num=2, train_loss_step=0.0521, train_loss_epoch=0.0521]        Epoch 148:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0494, v_num=2, train_loss_step=0.0521, train_loss_epoch=0.0521]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 60.14it/s, loss=0.0494, v_num=2, train_loss_step=0.0521, train_loss_epoch=0.0521]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 58.89it/s, loss=0.0489, v_num=2, train_loss_step=0.0446, train_loss_epoch=0.0521]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 57.15it/s, loss=0.0489, v_num=2, train_loss_step=0.0446, train_loss_epoch=0.0446]Epoch 148:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0489, v_num=2, train_loss_step=0.0446, train_loss_epoch=0.0446]        Epoch 149:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0489, v_num=2, train_loss_step=0.0446, train_loss_epoch=0.0446]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 59.43it/s, loss=0.0489, v_num=2, train_loss_step=0.0446, train_loss_epoch=0.0446]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 58.07it/s, loss=0.0485, v_num=2, train_loss_step=0.0443, train_loss_epoch=0.0446]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 54.37it/s, loss=0.0485, v_num=2, train_loss_step=0.0443, train_loss_epoch=0.0443]Epoch 149:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0485, v_num=2, train_loss_step=0.0443, train_loss_epoch=0.0443]        Epoch 150:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0485, v_num=2, train_loss_step=0.0443, train_loss_epoch=0.0443]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 60.95it/s, loss=0.0485, v_num=2, train_loss_step=0.0443, train_loss_epoch=0.0443]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 59.65it/s, loss=0.0481, v_num=2, train_loss_step=0.0435, train_loss_epoch=0.0443]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 57.86it/s, loss=0.0481, v_num=2, train_loss_step=0.0435, train_loss_epoch=0.0435]Epoch 150:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0481, v_num=2, train_loss_step=0.0435, train_loss_epoch=0.0435]        Epoch 151:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0481, v_num=2, train_loss_step=0.0435, train_loss_epoch=0.0435]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 60.56it/s, loss=0.0481, v_num=2, train_loss_step=0.0435, train_loss_epoch=0.0435]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 59.39it/s, loss=0.0478, v_num=2, train_loss_step=0.0478, train_loss_epoch=0.0435]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 57.40it/s, loss=0.0478, v_num=2, train_loss_step=0.0478, train_loss_epoch=0.0478]Epoch 151:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0478, v_num=2, train_loss_step=0.0478, train_loss_epoch=0.0478]        Epoch 152:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0478, v_num=2, train_loss_step=0.0478, train_loss_epoch=0.0478]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 61.10it/s, loss=0.0478, v_num=2, train_loss_step=0.0478, train_loss_epoch=0.0478]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 59.93it/s, loss=0.0474, v_num=2, train_loss_step=0.0427, train_loss_epoch=0.0478]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 58.31it/s, loss=0.0474, v_num=2, train_loss_step=0.0427, train_loss_epoch=0.0427]Epoch 152:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0474, v_num=2, train_loss_step=0.0427, train_loss_epoch=0.0427]        Epoch 153:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0474, v_num=2, train_loss_step=0.0427, train_loss_epoch=0.0427]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 57.05it/s, loss=0.0474, v_num=2, train_loss_step=0.0427, train_loss_epoch=0.0427]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 55.88it/s, loss=0.0469, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0427]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 54.31it/s, loss=0.0469, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 153:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0469, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]        Epoch 154:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0469, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 56.18it/s, loss=0.0469, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 54.93it/s, loss=0.0469, v_num=2, train_loss_step=0.0468, train_loss_epoch=0.0412]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 53.35it/s, loss=0.0469, v_num=2, train_loss_step=0.0468, train_loss_epoch=0.0468]Epoch 154:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0469, v_num=2, train_loss_step=0.0468, train_loss_epoch=0.0468]        Epoch 155:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0469, v_num=2, train_loss_step=0.0468, train_loss_epoch=0.0468]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 59.30it/s, loss=0.0469, v_num=2, train_loss_step=0.0468, train_loss_epoch=0.0468]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 58.08it/s, loss=0.0466, v_num=2, train_loss_step=0.0432, train_loss_epoch=0.0468]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 56.54it/s, loss=0.0466, v_num=2, train_loss_step=0.0432, train_loss_epoch=0.0432]Epoch 155:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0466, v_num=2, train_loss_step=0.0432, train_loss_epoch=0.0432]        Epoch 156:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0466, v_num=2, train_loss_step=0.0432, train_loss_epoch=0.0432]Epoch 156: 100%|##########| 1/1 [00:00<00:00, 59.92it/s, loss=0.0466, v_num=2, train_loss_step=0.0432, train_loss_epoch=0.0432]Epoch 156: 100%|##########| 1/1 [00:00<00:00, 58.75it/s, loss=0.046, v_num=2, train_loss_step=0.0372, train_loss_epoch=0.0432] Epoch 156: 100%|##########| 1/1 [00:00<00:00, 57.03it/s, loss=0.046, v_num=2, train_loss_step=0.0372, train_loss_epoch=0.0372]Epoch 156:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.046, v_num=2, train_loss_step=0.0372, train_loss_epoch=0.0372]        Epoch 157:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.046, v_num=2, train_loss_step=0.0372, train_loss_epoch=0.0372]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 56.58it/s, loss=0.046, v_num=2, train_loss_step=0.0372, train_loss_epoch=0.0372]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 55.56it/s, loss=0.0455, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0372]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 53.98it/s, loss=0.0455, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 157:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0455, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]        Epoch 158:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0455, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 57.20it/s, loss=0.0455, v_num=2, train_loss_step=0.0412, train_loss_epoch=0.0412]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 55.89it/s, loss=0.0454, v_num=2, train_loss_step=0.0438, train_loss_epoch=0.0412]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 54.19it/s, loss=0.0454, v_num=2, train_loss_step=0.0438, train_loss_epoch=0.0438]Epoch 158:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0454, v_num=2, train_loss_step=0.0438, train_loss_epoch=0.0438]        Epoch 159:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0454, v_num=2, train_loss_step=0.0438, train_loss_epoch=0.0438]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 58.23it/s, loss=0.0454, v_num=2, train_loss_step=0.0438, train_loss_epoch=0.0438]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 56.98it/s, loss=0.0451, v_num=2, train_loss_step=0.0396, train_loss_epoch=0.0438]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 55.23it/s, loss=0.0451, v_num=2, train_loss_step=0.0396, train_loss_epoch=0.0396]Epoch 159:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0451, v_num=2, train_loss_step=0.0396, train_loss_epoch=0.0396]        Epoch 160:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0451, v_num=2, train_loss_step=0.0396, train_loss_epoch=0.0396]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 56.27it/s, loss=0.0451, v_num=2, train_loss_step=0.0396, train_loss_epoch=0.0396]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 55.16it/s, loss=0.0447, v_num=2, train_loss_step=0.0399, train_loss_epoch=0.0396]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 53.57it/s, loss=0.0447, v_num=2, train_loss_step=0.0399, train_loss_epoch=0.0399]Epoch 160:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0447, v_num=2, train_loss_step=0.0399, train_loss_epoch=0.0399]        Epoch 161:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0447, v_num=2, train_loss_step=0.0399, train_loss_epoch=0.0399]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 52.99it/s, loss=0.0447, v_num=2, train_loss_step=0.0399, train_loss_epoch=0.0399]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 52.02it/s, loss=0.0443, v_num=2, train_loss_step=0.0371, train_loss_epoch=0.0399]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 50.72it/s, loss=0.0443, v_num=2, train_loss_step=0.0371, train_loss_epoch=0.0371]Epoch 161:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0443, v_num=2, train_loss_step=0.0371, train_loss_epoch=0.0371]        Epoch 162:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0443, v_num=2, train_loss_step=0.0371, train_loss_epoch=0.0371]Epoch 162: 100%|##########| 1/1 [00:00<00:00, 59.74it/s, loss=0.0443, v_num=2, train_loss_step=0.0371, train_loss_epoch=0.0371]Epoch 162: 100%|##########| 1/1 [00:00<00:00, 58.57it/s, loss=0.0436, v_num=2, train_loss_step=0.035, train_loss_epoch=0.0371] Epoch 162: 100%|##########| 1/1 [00:00<00:00, 57.00it/s, loss=0.0436, v_num=2, train_loss_step=0.035, train_loss_epoch=0.035] Epoch 162:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0436, v_num=2, train_loss_step=0.035, train_loss_epoch=0.035]        Epoch 163:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0436, v_num=2, train_loss_step=0.035, train_loss_epoch=0.035]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 54.52it/s, loss=0.0436, v_num=2, train_loss_step=0.035, train_loss_epoch=0.035]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 53.33it/s, loss=0.043, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.035]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 51.69it/s, loss=0.043, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 163:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.043, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]        Epoch 164:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.043, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 52.84it/s, loss=0.043, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 51.77it/s, loss=0.0423, v_num=2, train_loss_step=0.0366, train_loss_epoch=0.0373]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 50.29it/s, loss=0.0423, v_num=2, train_loss_step=0.0366, train_loss_epoch=0.0366]Epoch 164:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0423, v_num=2, train_loss_step=0.0366, train_loss_epoch=0.0366]        Epoch 165:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0423, v_num=2, train_loss_step=0.0366, train_loss_epoch=0.0366]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 53.67it/s, loss=0.0423, v_num=2, train_loss_step=0.0366, train_loss_epoch=0.0366]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 52.55it/s, loss=0.0417, v_num=2, train_loss_step=0.0337, train_loss_epoch=0.0366]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 50.99it/s, loss=0.0417, v_num=2, train_loss_step=0.0337, train_loss_epoch=0.0337]Epoch 165:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0417, v_num=2, train_loss_step=0.0337, train_loss_epoch=0.0337]        Epoch 166:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0417, v_num=2, train_loss_step=0.0337, train_loss_epoch=0.0337]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 56.52it/s, loss=0.0417, v_num=2, train_loss_step=0.0337, train_loss_epoch=0.0337]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 55.50it/s, loss=0.0413, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0337]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 54.07it/s, loss=0.0413, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 166:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0413, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]        Epoch 167:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0413, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 57.43it/s, loss=0.0413, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 56.25it/s, loss=0.0406, v_num=2, train_loss_step=0.0367, train_loss_epoch=0.0392]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 54.53it/s, loss=0.0406, v_num=2, train_loss_step=0.0367, train_loss_epoch=0.0367]Epoch 167:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0406, v_num=2, train_loss_step=0.0367, train_loss_epoch=0.0367]        Epoch 168:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0406, v_num=2, train_loss_step=0.0367, train_loss_epoch=0.0367]Epoch 168: 100%|##########| 1/1 [00:00<00:00, 61.18it/s, loss=0.0406, v_num=2, train_loss_step=0.0367, train_loss_epoch=0.0367]Epoch 168: 100%|##########| 1/1 [00:00<00:00, 59.86it/s, loss=0.04, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0367]  Epoch 168: 100%|##########| 1/1 [00:00<00:00, 58.05it/s, loss=0.04, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 168:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.04, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]        Epoch 169:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.04, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 57.34it/s, loss=0.04, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 56.28it/s, loss=0.0395, v_num=2, train_loss_step=0.0344, train_loss_epoch=0.0332]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 54.61it/s, loss=0.0395, v_num=2, train_loss_step=0.0344, train_loss_epoch=0.0344]Epoch 169:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0395, v_num=2, train_loss_step=0.0344, train_loss_epoch=0.0344]        Epoch 170:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0395, v_num=2, train_loss_step=0.0344, train_loss_epoch=0.0344]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 56.07it/s, loss=0.0395, v_num=2, train_loss_step=0.0344, train_loss_epoch=0.0344]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 54.89it/s, loss=0.0388, v_num=2, train_loss_step=0.0303, train_loss_epoch=0.0344]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 53.51it/s, loss=0.0388, v_num=2, train_loss_step=0.0303, train_loss_epoch=0.0303]Epoch 170:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0388, v_num=2, train_loss_step=0.0303, train_loss_epoch=0.0303]        Epoch 171:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0388, v_num=2, train_loss_step=0.0303, train_loss_epoch=0.0303]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 60.04it/s, loss=0.0388, v_num=2, train_loss_step=0.0303, train_loss_epoch=0.0303]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 58.83it/s, loss=0.0383, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0303]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 57.23it/s, loss=0.0383, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 171:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0383, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]        Epoch 172:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0383, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 57.65it/s, loss=0.0383, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 56.48it/s, loss=0.0382, v_num=2, train_loss_step=0.0415, train_loss_epoch=0.0359]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 54.86it/s, loss=0.0382, v_num=2, train_loss_step=0.0415, train_loss_epoch=0.0415]Epoch 172:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0382, v_num=2, train_loss_step=0.0415, train_loss_epoch=0.0415]        Epoch 173:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0382, v_num=2, train_loss_step=0.0415, train_loss_epoch=0.0415]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 53.56it/s, loss=0.0382, v_num=2, train_loss_step=0.0415, train_loss_epoch=0.0415]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 52.51it/s, loss=0.0377, v_num=2, train_loss_step=0.0315, train_loss_epoch=0.0415]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 51.08it/s, loss=0.0377, v_num=2, train_loss_step=0.0315, train_loss_epoch=0.0315]Epoch 173:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0377, v_num=2, train_loss_step=0.0315, train_loss_epoch=0.0315]        Epoch 174:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0377, v_num=2, train_loss_step=0.0315, train_loss_epoch=0.0315]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 56.77it/s, loss=0.0377, v_num=2, train_loss_step=0.0315, train_loss_epoch=0.0315]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 55.76it/s, loss=0.0372, v_num=2, train_loss_step=0.0358, train_loss_epoch=0.0315]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 54.29it/s, loss=0.0372, v_num=2, train_loss_step=0.0358, train_loss_epoch=0.0358]Epoch 174:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0372, v_num=2, train_loss_step=0.0358, train_loss_epoch=0.0358]        Epoch 175:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0372, v_num=2, train_loss_step=0.0358, train_loss_epoch=0.0358]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 56.65it/s, loss=0.0372, v_num=2, train_loss_step=0.0358, train_loss_epoch=0.0358]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 55.39it/s, loss=0.0368, v_num=2, train_loss_step=0.0353, train_loss_epoch=0.0358]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 53.68it/s, loss=0.0368, v_num=2, train_loss_step=0.0353, train_loss_epoch=0.0353]Epoch 175:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0368, v_num=2, train_loss_step=0.0353, train_loss_epoch=0.0353]        Epoch 176:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0368, v_num=2, train_loss_step=0.0353, train_loss_epoch=0.0353]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 60.49it/s, loss=0.0368, v_num=2, train_loss_step=0.0353, train_loss_epoch=0.0353]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 59.02it/s, loss=0.0366, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0353]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 57.23it/s, loss=0.0366, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 176:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0366, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]        Epoch 177:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0366, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 56.48it/s, loss=0.0366, v_num=2, train_loss_step=0.0332, train_loss_epoch=0.0332]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 55.37it/s, loss=0.0363, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0332]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 53.83it/s, loss=0.0363, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 177:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0363, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]        Epoch 178:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0363, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 59.43it/s, loss=0.0363, v_num=2, train_loss_step=0.0359, train_loss_epoch=0.0359]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 58.09it/s, loss=0.0355, v_num=2, train_loss_step=0.0284, train_loss_epoch=0.0359]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 56.17it/s, loss=0.0355, v_num=2, train_loss_step=0.0284, train_loss_epoch=0.0284]Epoch 178:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0284, train_loss_epoch=0.0284]        Epoch 179:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0284, train_loss_epoch=0.0284]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 53.66it/s, loss=0.0355, v_num=2, train_loss_step=0.0284, train_loss_epoch=0.0284]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 52.58it/s, loss=0.0355, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0284]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 51.13it/s, loss=0.0355, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 179:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]        Epoch 180:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 56.58it/s, loss=0.0355, v_num=2, train_loss_step=0.0392, train_loss_epoch=0.0392]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 55.31it/s, loss=0.0352, v_num=2, train_loss_step=0.0339, train_loss_epoch=0.0392]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 53.64it/s, loss=0.0352, v_num=2, train_loss_step=0.0339, train_loss_epoch=0.0339]Epoch 180:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0352, v_num=2, train_loss_step=0.0339, train_loss_epoch=0.0339]        Epoch 181:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0352, v_num=2, train_loss_step=0.0339, train_loss_epoch=0.0339]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 56.39it/s, loss=0.0352, v_num=2, train_loss_step=0.0339, train_loss_epoch=0.0339]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 55.28it/s, loss=0.0354, v_num=2, train_loss_step=0.0409, train_loss_epoch=0.0339]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 53.78it/s, loss=0.0354, v_num=2, train_loss_step=0.0409, train_loss_epoch=0.0409]Epoch 181:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0409, train_loss_epoch=0.0409]        Epoch 182:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0409, train_loss_epoch=0.0409]Epoch 182: 100%|##########| 1/1 [00:00<00:00, 56.07it/s, loss=0.0354, v_num=2, train_loss_step=0.0409, train_loss_epoch=0.0409]Epoch 182: 100%|##########| 1/1 [00:00<00:00, 54.90it/s, loss=0.0352, v_num=2, train_loss_step=0.031, train_loss_epoch=0.0409] Epoch 182: 100%|##########| 1/1 [00:00<00:00, 53.26it/s, loss=0.0352, v_num=2, train_loss_step=0.031, train_loss_epoch=0.031] Epoch 182:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0352, v_num=2, train_loss_step=0.031, train_loss_epoch=0.031]        Epoch 183:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0352, v_num=2, train_loss_step=0.031, train_loss_epoch=0.031]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 53.05it/s, loss=0.0352, v_num=2, train_loss_step=0.031, train_loss_epoch=0.031]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 52.00it/s, loss=0.0355, v_num=2, train_loss_step=0.0441, train_loss_epoch=0.031]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 50.52it/s, loss=0.0355, v_num=2, train_loss_step=0.0441, train_loss_epoch=0.0441]Epoch 183:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0441, train_loss_epoch=0.0441]        Epoch 184:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0441, train_loss_epoch=0.0441]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 56.98it/s, loss=0.0355, v_num=2, train_loss_step=0.0441, train_loss_epoch=0.0441]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 55.78it/s, loss=0.0354, v_num=2, train_loss_step=0.0347, train_loss_epoch=0.0441]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 54.04it/s, loss=0.0354, v_num=2, train_loss_step=0.0347, train_loss_epoch=0.0347]Epoch 184:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0347, train_loss_epoch=0.0347]        Epoch 185:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0347, train_loss_epoch=0.0347]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 54.99it/s, loss=0.0354, v_num=2, train_loss_step=0.0347, train_loss_epoch=0.0347]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 53.76it/s, loss=0.0357, v_num=2, train_loss_step=0.0383, train_loss_epoch=0.0347]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 52.23it/s, loss=0.0357, v_num=2, train_loss_step=0.0383, train_loss_epoch=0.0383]Epoch 185:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0357, v_num=2, train_loss_step=0.0383, train_loss_epoch=0.0383]        Epoch 186:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0357, v_num=2, train_loss_step=0.0383, train_loss_epoch=0.0383]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 52.03it/s, loss=0.0357, v_num=2, train_loss_step=0.0383, train_loss_epoch=0.0383]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 51.05it/s, loss=0.0354, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0383]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 49.53it/s, loss=0.0354, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 186:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]        Epoch 187:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 51.51it/s, loss=0.0354, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 50.56it/s, loss=0.0354, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0341]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 49.25it/s, loss=0.0354, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 187:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]        Epoch 188:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0354, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 56.63it/s, loss=0.0354, v_num=2, train_loss_step=0.0373, train_loss_epoch=0.0373]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 55.48it/s, loss=0.0355, v_num=2, train_loss_step=0.0346, train_loss_epoch=0.0373]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 53.91it/s, loss=0.0355, v_num=2, train_loss_step=0.0346, train_loss_epoch=0.0346]Epoch 188:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0346, train_loss_epoch=0.0346]        Epoch 189:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0346, train_loss_epoch=0.0346]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 57.64it/s, loss=0.0355, v_num=2, train_loss_step=0.0346, train_loss_epoch=0.0346]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 56.35it/s, loss=0.0355, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0346]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 54.75it/s, loss=0.0355, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 189:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]        Epoch 190:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 56.45it/s, loss=0.0355, v_num=2, train_loss_step=0.0341, train_loss_epoch=0.0341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 55.26it/s, loss=0.0357, v_num=2, train_loss_step=0.0338, train_loss_epoch=0.0341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 53.65it/s, loss=0.0357, v_num=2, train_loss_step=0.0338, train_loss_epoch=0.0338]Epoch 190:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0357, v_num=2, train_loss_step=0.0338, train_loss_epoch=0.0338]        Epoch 191:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0357, v_num=2, train_loss_step=0.0338, train_loss_epoch=0.0338]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 51.65it/s, loss=0.0357, v_num=2, train_loss_step=0.0338, train_loss_epoch=0.0338]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 50.71it/s, loss=0.0355, v_num=2, train_loss_step=0.0318, train_loss_epoch=0.0338]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 49.26it/s, loss=0.0355, v_num=2, train_loss_step=0.0318, train_loss_epoch=0.0318]Epoch 191:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0318, train_loss_epoch=0.0318]        Epoch 192:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0355, v_num=2, train_loss_step=0.0318, train_loss_epoch=0.0318]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 55.26it/s, loss=0.0355, v_num=2, train_loss_step=0.0318, train_loss_epoch=0.0318]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 54.16it/s, loss=0.0351, v_num=2, train_loss_step=0.0345, train_loss_epoch=0.0318]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 52.61it/s, loss=0.0351, v_num=2, train_loss_step=0.0345, train_loss_epoch=0.0345]Epoch 192:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0351, v_num=2, train_loss_step=0.0345, train_loss_epoch=0.0345]        Epoch 193:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0351, v_num=2, train_loss_step=0.0345, train_loss_epoch=0.0345]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 53.38it/s, loss=0.0351, v_num=2, train_loss_step=0.0345, train_loss_epoch=0.0345]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 52.27it/s, loss=0.0349, v_num=2, train_loss_step=0.0273, train_loss_epoch=0.0345]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 50.64it/s, loss=0.0349, v_num=2, train_loss_step=0.0273, train_loss_epoch=0.0273]Epoch 193:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0349, v_num=2, train_loss_step=0.0273, train_loss_epoch=0.0273]        Epoch 194:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0349, v_num=2, train_loss_step=0.0273, train_loss_epoch=0.0273]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 54.97it/s, loss=0.0349, v_num=2, train_loss_step=0.0273, train_loss_epoch=0.0273]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 53.91it/s, loss=0.0348, v_num=2, train_loss_step=0.0331, train_loss_epoch=0.0273]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 52.39it/s, loss=0.0348, v_num=2, train_loss_step=0.0331, train_loss_epoch=0.0331]Epoch 194:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0348, v_num=2, train_loss_step=0.0331, train_loss_epoch=0.0331]        Epoch 195:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0348, v_num=2, train_loss_step=0.0331, train_loss_epoch=0.0331]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 57.57it/s, loss=0.0348, v_num=2, train_loss_step=0.0331, train_loss_epoch=0.0331]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 56.32it/s, loss=0.0345, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0331]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 54.59it/s, loss=0.0345, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 195:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0345, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]        Epoch 196:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0345, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 53.78it/s, loss=0.0345, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 52.71it/s, loss=0.0344, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 51.25it/s, loss=0.0344, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 196:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0344, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]        Epoch 197:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0344, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 197: 100%|##########| 1/1 [00:00<00:00, 53.78it/s, loss=0.0344, v_num=2, train_loss_step=0.0301, train_loss_epoch=0.0301]Epoch 197: 100%|##########| 1/1 [00:00<00:00, 52.75it/s, loss=0.034, v_num=2, train_loss_step=0.0283, train_loss_epoch=0.0301] Epoch 197: 100%|##########| 1/1 [00:00<00:00, 51.23it/s, loss=0.034, v_num=2, train_loss_step=0.0283, train_loss_epoch=0.0283]Epoch 197:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.034, v_num=2, train_loss_step=0.0283, train_loss_epoch=0.0283]        Epoch 198:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.034, v_num=2, train_loss_step=0.0283, train_loss_epoch=0.0283]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 53.41it/s, loss=0.034, v_num=2, train_loss_step=0.0283, train_loss_epoch=0.0283]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 52.39it/s, loss=0.0341, v_num=2, train_loss_step=0.0299, train_loss_epoch=0.0283]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 50.94it/s, loss=0.0341, v_num=2, train_loss_step=0.0299, train_loss_epoch=0.0299]Epoch 198:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0341, v_num=2, train_loss_step=0.0299, train_loss_epoch=0.0299]        Epoch 199:   0%|          | 0/1 [00:00<?, ?it/s, loss=0.0341, v_num=2, train_loss_step=0.0299, train_loss_epoch=0.0299]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 58.72it/s, loss=0.0341, v_num=2, train_loss_step=0.0299, train_loss_epoch=0.0299]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 57.45it/s, loss=0.0335, v_num=2, train_loss_step=0.0272, train_loss_epoch=0.0299]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 54.26it/s, loss=0.0335, v_num=2, train_loss_step=0.0272, train_loss_epoch=0.0272]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 40.47it/s, loss=0.0335, v_num=2, train_loss_step=0.0272, train_loss_epoch=0.0272]
Predicting: 1it [00:00, ?it/s]Predicting:   0%|          | 0/1 [00:00<00:00, -29746.84it/s]Predicting DataLoader 0:   0%|          | 0/1 [00:00<?, ?it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 330.81it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 296.06it/s]

pd.concat([Y_train_df[Y_train_df['unique_id']==1.0], Y_test_df[Y_test_df['unique_id']==1.0]]).drop('unique_id', axis=1).set_index('ds').plot()
pd.concat([Y_train_df[Y_train_df['unique_id']==2.0], Y_test_df[Y_test_df['unique_id']==2.0]]).drop('unique_id', axis=1).set_index('ds').plot()