Results of HI estimation using MLP-256#
This notebook presents experimental results of anomaly detection on the Tennessee Eastman Process dataset using the model AutoEncoderMLP-256.
Importing libraries.
from ice.health_index_estimation.datasets import Milling
from ice.health_index_estimation.models import MLP
import pandas as pd
import numpy as np
import torch
from tqdm.auto import trange
Initializing model class and train/test data split
dataset_class = Milling()
data, target = dataset_class.df, dataset_class.target
test_data, test_target = dataset_class.test, dataset_class.test_target
Training
metrics = []
for i in trange(5): # 5
torch.random.manual_seed(i)
model_class = MLP(
window_size=64,
stride=300,
batch_size=258,
lr=0.0004999805761074147,
num_epochs=30,
verbose=True,
device='cuda'
)
model_class.fit(pd.concat(data), pd.concat(target))
metrics.append(model_class.evaluate(pd.concat(test_data), pd.concat(test_target)))
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Creating sequence of samples: 100%|██████████| 107/107 [00:00<00:00, 3242.35it/s]
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Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.75s/it]
Epochs ...: 3%|▎ | 1/30 [00:55<26:57, 55.78s/it]
Epoch 1, Loss: 2.4360
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.44s/it]
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Steps ...: 62%|██████▏ | 8/13 [00:33<00:20, 4.04s/it]
Steps ...: 69%|██████▉ | 9/13 [00:37<00:15, 3.91s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:11, 3.82s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:07, 3.80s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.86s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.25s/it]
Epochs ...: 7%|▋ | 2/30 [01:46<24:39, 52.82s/it]
Epoch 2, Loss: 1.6135
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:44, 3.67s/it]
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Steps ...: 23%|██▎ | 3/13 [00:12<00:42, 4.29s/it]
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Steps ...: 38%|███▊ | 5/13 [00:21<00:34, 4.28s/it]
Steps ...: 46%|████▌ | 6/13 [00:25<00:29, 4.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:29<00:24, 4.15s/it]
Steps ...: 62%|██████▏ | 8/13 [00:33<00:20, 4.16s/it]
Steps ...: 69%|██████▉ | 9/13 [00:37<00:16, 4.23s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.20s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.15s/it]
Steps ...: 92%|█████████▏| 12/13 [00:50<00:04, 4.12s/it]
Steps ...: 100%|██████████| 13/13 [00:51<00:00, 3.42s/it]
Epochs ...: 10%|█ | 3/30 [02:38<23:33, 52.36s/it]
Epoch 3, Loss: 1.1503
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:48, 4.01s/it]
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Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.07s/it]
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Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.05s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:15, 3.99s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:11, 3.99s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.04s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.09s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.39s/it]
Epochs ...: 13%|█▎ | 4/30 [03:28<22:22, 51.62s/it]
Epoch 4, Loss: 0.5825
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:46, 3.89s/it]
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Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.09s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.15s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.13s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.16s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.18s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.14s/it]
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Steps ...: 100%|██████████| 13/13 [00:51<00:00, 3.44s/it]
Epochs ...: 17%|█▋ | 5/30 [04:19<21:25, 51.40s/it]
Epoch 5, Loss: 0.4649
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:48, 4.01s/it]
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Steps ...: 46%|████▌ | 6/13 [00:22<00:26, 3.74s/it]
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Steps ...: 62%|██████▏ | 8/13 [00:29<00:18, 3.63s/it]
Steps ...: 69%|██████▉ | 9/13 [00:33<00:14, 3.62s/it]
Steps ...: 77%|███████▋ | 10/13 [00:36<00:10, 3.59s/it]
Steps ...: 85%|████████▍ | 11/13 [00:40<00:07, 3.60s/it]
Steps ...: 92%|█████████▏| 12/13 [00:43<00:03, 3.58s/it]
Steps ...: 100%|██████████| 13/13 [00:45<00:00, 2.97s/it]
Epochs ...: 20%|██ | 6/30 [05:05<19:44, 49.35s/it]
Epoch 6, Loss: 0.2802
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.50s/it]
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Steps ...: 46%|████▌ | 6/13 [00:22<00:27, 3.91s/it]
Steps ...: 54%|█████▍ | 7/13 [00:26<00:24, 4.08s/it]
Steps ...: 62%|██████▏ | 8/13 [00:31<00:20, 4.10s/it]
Steps ...: 69%|██████▉ | 9/13 [00:35<00:16, 4.10s/it]
Steps ...: 77%|███████▋ | 10/13 [00:39<00:12, 4.08s/it]
Steps ...: 85%|████████▍ | 11/13 [00:43<00:08, 4.14s/it]
Steps ...: 92%|█████████▏| 12/13 [00:47<00:04, 4.12s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.45s/it]
Epochs ...: 23%|██▎ | 7/30 [05:54<18:56, 49.39s/it]
Epoch 7, Loss: 0.2823
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.39s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:47, 4.30s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:42, 4.21s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:37, 4.15s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.11s/it]
Steps ...: 46%|████▌ | 6/13 [00:25<00:28, 4.14s/it]
Steps ...: 54%|█████▍ | 7/13 [00:29<00:24, 4.11s/it]
Steps ...: 62%|██████▏ | 8/13 [00:33<00:20, 4.13s/it]
Steps ...: 69%|██████▉ | 9/13 [00:37<00:16, 4.10s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.12s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.12s/it]
Steps ...: 92%|█████████▏| 12/13 [00:49<00:04, 4.10s/it]
Steps ...: 100%|██████████| 13/13 [00:51<00:00, 3.40s/it]
Epochs ...: 27%|██▋ | 8/30 [06:46<18:20, 50.04s/it]
Epoch 8, Loss: 0.2896
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:50, 4.23s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.17s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:41, 4.12s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.11s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:33, 4.14s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.12s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.10s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:19, 3.97s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.09s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.12s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.13s/it]
Steps ...: 92%|█████████▏| 12/13 [00:49<00:04, 4.16s/it]
Steps ...: 100%|██████████| 13/13 [00:51<00:00, 3.46s/it]
Epochs ...: 30%|███ | 9/30 [07:37<17:39, 50.44s/it]
Epoch 9, Loss: 0.2463
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:45, 3.82s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:40, 3.69s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:39, 3.96s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:36, 4.05s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:33, 4.25s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:29, 4.26s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:25, 4.23s/it]
Steps ...: 62%|██████▏ | 8/13 [00:33<00:21, 4.22s/it]
Steps ...: 69%|██████▉ | 9/13 [00:37<00:16, 4.21s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.18s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.17s/it]
Steps ...: 92%|█████████▏| 12/13 [00:49<00:04, 4.21s/it]
Steps ...: 100%|██████████| 13/13 [00:51<00:00, 3.49s/it]
Epochs ...: 33%|███▎ | 10/30 [08:29<16:56, 50.84s/it]
Epoch 10, Loss: 0.1831
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.13s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.17s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:41, 4.19s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:37, 4.19s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:33, 4.17s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:23, 3.96s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.00s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:15, 3.99s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.19s/it]
Steps ...: 85%|████████▍ | 11/13 [00:45<00:08, 4.31s/it]
Steps ...: 92%|█████████▏| 12/13 [00:50<00:04, 4.33s/it]
Steps ...: 100%|██████████| 13/13 [00:52<00:00, 3.63s/it]
Epochs ...: 37%|███▋ | 11/30 [09:21<16:13, 51.24s/it]
Epoch 11, Loss: 0.2223
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:56, 4.71s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:51, 4.68s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:45, 4.60s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:41, 4.58s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:36, 4.54s/it]
Steps ...: 46%|████▌ | 6/13 [00:27<00:31, 4.56s/it]
Steps ...: 54%|█████▍ | 7/13 [00:32<00:27, 4.55s/it]
Steps ...: 62%|██████▏ | 8/13 [00:36<00:22, 4.57s/it]
Steps ...: 69%|██████▉ | 9/13 [00:41<00:18, 4.59s/it]
Steps ...: 77%|███████▋ | 10/13 [00:45<00:13, 4.57s/it]
Steps ...: 85%|████████▍ | 11/13 [00:50<00:09, 4.56s/it]
Steps ...: 92%|█████████▏| 12/13 [00:54<00:04, 4.52s/it]
Steps ...: 100%|██████████| 13/13 [00:56<00:00, 3.78s/it]
Epochs ...: 40%|████ | 12/30 [10:18<15:52, 52.94s/it]
Epoch 12, Loss: 0.2076
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:55, 4.61s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:50, 4.61s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:46, 4.64s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:40, 4.55s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.45s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.31s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:25, 4.31s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.35s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.26s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:12, 4.20s/it]
Steps ...: 85%|████████▍ | 11/13 [00:47<00:08, 4.18s/it]
Steps ...: 92%|█████████▏| 12/13 [00:51<00:04, 4.15s/it]
Steps ...: 100%|██████████| 13/13 [00:53<00:00, 3.44s/it]
Epochs ...: 43%|████▎ | 13/30 [11:11<15:02, 53.11s/it]
Epoch 13, Loss: 0.1645
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.15s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:46, 4.24s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:41, 4.16s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.07s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.04s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:27, 3.99s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.01s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:19, 3.98s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:15, 3.95s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:11, 3.93s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:07, 3.97s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.97s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.30s/it]
Epochs ...: 47%|████▋ | 14/30 [12:01<13:54, 52.13s/it]
Epoch 14, Loss: 0.1910
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:46, 3.89s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:43, 3.93s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:39, 3.95s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:35, 3.93s/it]
Steps ...: 38%|███▊ | 5/13 [00:19<00:31, 3.92s/it]
Steps ...: 46%|████▌ | 6/13 [00:23<00:27, 3.93s/it]
Steps ...: 54%|█████▍ | 7/13 [00:27<00:23, 3.96s/it]
Steps ...: 62%|██████▏ | 8/13 [00:31<00:19, 3.97s/it]
Steps ...: 69%|██████▉ | 9/13 [00:35<00:15, 3.99s/it]
Steps ...: 77%|███████▋ | 10/13 [00:39<00:12, 4.01s/it]
Steps ...: 85%|████████▍ | 11/13 [00:43<00:08, 4.04s/it]
Steps ...: 92%|█████████▏| 12/13 [00:47<00:04, 4.04s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.35s/it]
Epochs ...: 50%|█████ | 15/30 [12:51<12:50, 51.37s/it]
Epoch 15, Loss: 0.1895
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.09s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.14s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:41, 4.10s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.07s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.05s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.07s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.04s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.02s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.05s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.02s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.01s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.33s/it]
Epochs ...: 53%|█████▎ | 16/30 [13:41<11:54, 51.04s/it]
Epoch 16, Loss: 0.1853
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:48, 4.08s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.10s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.06s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.07s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:34, 4.26s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:29, 4.18s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.11s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.08s/it]
Steps ...: 69%|██████▉ | 9/13 [00:37<00:16, 4.10s/it]
Steps ...: 77%|███████▋ | 10/13 [00:41<00:12, 4.08s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:07, 3.99s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.93s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.24s/it]
Epochs ...: 57%|█████▋ | 17/30 [14:31<11:00, 50.82s/it]
Epoch 17, Loss: 0.1559
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:46, 3.90s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:41, 3.82s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:38, 3.80s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:34, 3.80s/it]
Steps ...: 38%|███▊ | 5/13 [00:19<00:30, 3.84s/it]
Steps ...: 46%|████▌ | 6/13 [00:22<00:26, 3.81s/it]
Steps ...: 54%|█████▍ | 7/13 [00:26<00:22, 3.80s/it]
Steps ...: 62%|██████▏ | 8/13 [00:30<00:18, 3.80s/it]
Steps ...: 69%|██████▉ | 9/13 [00:34<00:15, 3.82s/it]
Steps ...: 77%|███████▋ | 10/13 [00:38<00:11, 3.80s/it]
Steps ...: 85%|████████▍ | 11/13 [00:41<00:07, 3.79s/it]
Steps ...: 92%|█████████▏| 12/13 [00:45<00:03, 3.86s/it]
Steps ...: 100%|██████████| 13/13 [00:47<00:00, 3.32s/it]
Epochs ...: 60%|██████ | 18/30 [15:19<09:59, 49.96s/it]
Epoch 18, Loss: 0.1705
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.14s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.13s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.04s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.02s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:27, 3.98s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:23, 3.98s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.01s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.10s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.06s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.00s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.01s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.35s/it]
Epochs ...: 63%|██████▎ | 19/30 [16:09<09:10, 50.02s/it]
Epoch 19, Loss: 0.1646
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:48, 4.06s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:44, 4.02s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:39, 3.99s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:37, 4.12s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.09s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.05s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.03s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.01s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.00s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.07s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.09s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.38s/it]
Epochs ...: 67%|██████▋ | 20/30 [17:00<08:21, 50.13s/it]
Epoch 20, Loss: 0.1666
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:47, 3.95s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:43, 3.98s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:40, 4.00s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.03s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:31, 4.00s/it]
Steps ...: 46%|████▌ | 6/13 [00:23<00:27, 3.98s/it]
Steps ...: 54%|█████▍ | 7/13 [00:27<00:23, 3.98s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.02s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.01s/it]
Steps ...: 85%|████████▍ | 11/13 [00:43<00:07, 3.99s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.03s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.35s/it]
Epochs ...: 70%|███████ | 21/30 [17:50<07:30, 50.06s/it]
Epoch 21, Loss: 0.1820
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:50, 4.24s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.14s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:41, 4.15s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.09s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.06s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.04s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.06s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.06s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.08s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.05s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.06s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.05s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.35s/it]
Epochs ...: 73%|███████▎ | 22/30 [18:40<06:41, 50.22s/it]
Epoch 22, Loss: 0.1460
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:46, 3.91s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:43, 3.97s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.09s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:37, 4.11s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.05s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.02s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.06s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.05s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.05s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.05s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.12s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.10s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.39s/it]
Epochs ...: 77%|███████▋ | 23/30 [19:31<05:52, 50.33s/it]
Epoch 23, Loss: 0.1814
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:47, 4.00s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:44, 4.03s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:39, 3.96s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:35, 3.96s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.03s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.11s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.07s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.01s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:15, 4.00s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.03s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.01s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.01s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.34s/it]
Epochs ...: 80%|████████ | 24/30 [20:21<05:01, 50.24s/it]
Epoch 24, Loss: 0.1484
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:50, 4.24s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.14s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.06s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.02s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:31, 3.97s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:27, 3.96s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:23, 3.96s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.06s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.00s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:07, 3.97s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.96s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.29s/it]
Epochs ...: 83%|████████▎ | 25/30 [21:11<04:10, 50.10s/it]
Epoch 25, Loss: 0.1506
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:48, 4.07s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:44, 4.02s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:39, 3.98s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.06s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.07s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.03s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.00s/it]
Steps ...: 62%|██████▏ | 8/13 [00:31<00:19, 3.93s/it]
Steps ...: 69%|██████▉ | 9/13 [00:35<00:15, 3.96s/it]
Steps ...: 77%|███████▋ | 10/13 [00:39<00:11, 3.97s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.04s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.03s/it]
Steps ...: 100%|██████████| 13/13 [00:49<00:00, 3.32s/it]
Epochs ...: 87%|████████▋ | 26/30 [22:00<03:20, 50.02s/it]
Epoch 26, Loss: 0.1427
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.09s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:44, 4.04s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.02s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.04s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.10s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.06s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.04s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.05s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.01s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:07, 3.97s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.98s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.34s/it]
Epochs ...: 90%|█████████ | 27/30 [22:51<02:30, 50.04s/it]
Epoch 27, Loss: 0.1213
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:49, 4.14s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:45, 4.09s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.06s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:36, 4.06s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.03s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.01s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.00s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.08s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.04s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.01s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.03s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.32s/it]
Epochs ...: 93%|█████████▎| 28/30 [23:41<01:40, 50.08s/it]
Epoch 28, Loss: 0.1406
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:46, 3.88s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:43, 3.95s/it]
Steps ...: 23%|██▎ | 3/13 [00:12<00:40, 4.05s/it]
Steps ...: 31%|███ | 4/13 [00:16<00:37, 4.12s/it]
Steps ...: 38%|███▊ | 5/13 [00:20<00:32, 4.04s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.02s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:24, 4.02s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.03s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.02s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.03s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.11s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:04, 4.10s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.39s/it]
Epochs ...: 97%|█████████▋| 29/30 [24:31<00:50, 50.17s/it]
Epoch 29, Loss: 0.1382
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:47, 3.98s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:43, 3.96s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:39, 3.97s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:35, 3.98s/it]
Steps ...: 38%|███▊ | 5/13 [00:19<00:31, 4.00s/it]
Steps ...: 46%|████▌ | 6/13 [00:24<00:28, 4.08s/it]
Steps ...: 54%|█████▍ | 7/13 [00:28<00:25, 4.20s/it]
Steps ...: 62%|██████▏ | 8/13 [00:32<00:20, 4.15s/it]
Steps ...: 69%|██████▉ | 9/13 [00:36<00:16, 4.09s/it]
Steps ...: 77%|███████▋ | 10/13 [00:40<00:12, 4.08s/it]
Steps ...: 85%|████████▍ | 11/13 [00:44<00:08, 4.03s/it]
Steps ...: 92%|█████████▏| 12/13 [00:48<00:03, 3.99s/it]
Steps ...: 100%|██████████| 13/13 [00:50<00:00, 3.35s/it]
Epochs ...: 100%|██████████| 30/30 [25:21<00:00, 50.73s/it]
Epoch 30, Loss: 0.1606
Creating sequence of samples: 100%|██████████| 28/28 [00:00<00:00, 9334.01it/s]
Steps ...: 0%| | 0/5012 [00:00<?, ?it/s]
Steps ...: 0%| | 18/5012 [00:00<00:28, 178.22it/s]
Steps ...: 1%| | 38/5012 [00:00<00:26, 186.61it/s]
Steps ...: 1%| | 57/5012 [00:00<00:29, 169.80it/s]
Steps ...: 1%|▏ | 75/5012 [00:00<00:30, 163.92it/s]
Steps ...: 2%|▏ | 92/5012 [00:00<00:30, 160.10it/s]
Steps ...: 2%|▏ | 111/5012 [00:00<00:29, 167.89it/s]
Steps ...: 3%|▎ | 132/5012 [00:00<00:27, 180.28it/s]
Steps ...: 3%|▎ | 153/5012 [00:00<00:25, 188.18it/s]
Steps ...: 3%|▎ | 174/5012 [00:00<00:25, 192.44it/s]
Steps ...: 4%|▍ | 194/5012 [00:01<00:24, 194.70it/s]
Steps ...: 4%|▍ | 214/5012 [00:01<00:25, 190.58it/s]
Steps ...: 5%|▍ | 234/5012 [00:01<00:26, 182.64it/s]
Steps ...: 5%|▌ | 253/5012 [00:01<00:27, 175.28it/s]
Steps ...: 5%|▌ | 271/5012 [00:01<00:27, 172.75it/s]
Steps ...: 6%|▌ | 292/5012 [00:01<00:25, 182.15it/s]
Steps ...: 6%|▌ | 313/5012 [00:01<00:24, 188.46it/s]
Steps ...: 7%|▋ | 334/5012 [00:01<00:24, 192.98it/s]
Steps ...: 7%|▋ | 354/5012 [00:01<00:23, 194.45it/s]
Steps ...: 7%|▋ | 375/5012 [00:02<00:23, 197.83it/s]
Steps ...: 8%|▊ | 396/5012 [00:02<00:23, 199.06it/s]
Steps ...: 8%|▊ | 416/5012 [00:02<00:23, 194.78it/s]
Steps ...: 9%|▊ | 436/5012 [00:02<00:25, 182.53it/s]
Steps ...: 9%|▉ | 455/5012 [00:02<00:26, 174.88it/s]
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20%|██ | 1/5 [25:47<1:43:11, 1548.00s/it]
Creating sequence of samples: 100%|██████████| 107/107 [00:00<00:00, 3242.42it/s]
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Epochs ...: 3%|▎ | 1/30 [00:56<27:16, 56.44s/it]
Epoch 1, Loss: 2.2432
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:55, 4.65s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:50, 4.55s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.48s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.43s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.40s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.38s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.37s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.37s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.36s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.63s/it]
Epochs ...: 7%|▋ | 2/30 [01:51<25:52, 55.46s/it]
Epoch 2, Loss: 1.5213
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.39s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.38s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.36s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.40s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.38s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.38s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.38s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.45s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.44s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.47s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.48s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.76s/it]
Epochs ...: 10%|█ | 3/30 [02:46<24:54, 55.35s/it]
Epoch 3, Loss: 0.4789
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:56, 4.67s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:50, 4.60s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:45, 4.51s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:40, 4.48s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.48s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.47s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.46s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.43s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.45s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.44s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.44s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.44s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.69s/it]
Epochs ...: 13%|█▎ | 4/30 [03:42<24:01, 55.44s/it]
Epoch 4, Loss: 0.4105
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:50, 4.63s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:46, 4.64s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:41, 4.58s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:36, 4.55s/it]
Steps ...: 46%|████▌ | 6/13 [00:27<00:32, 4.60s/it]
Steps ...: 54%|█████▍ | 7/13 [00:32<00:27, 4.61s/it]
Steps ...: 62%|██████▏ | 8/13 [00:36<00:22, 4.58s/it]
Steps ...: 69%|██████▉ | 9/13 [00:41<00:18, 4.54s/it]
Steps ...: 77%|███████▋ | 10/13 [00:45<00:13, 4.52s/it]
Steps ...: 85%|████████▍ | 11/13 [00:50<00:08, 4.50s/it]
Steps ...: 92%|█████████▏| 12/13 [00:54<00:04, 4.50s/it]
Steps ...: 100%|██████████| 13/13 [00:56<00:00, 3.73s/it]
Epochs ...: 17%|█▋ | 5/30 [04:38<23:15, 55.84s/it]
Epoch 5, Loss: 0.3222
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.42s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.46s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.45s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.45s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.44s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.46s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.45s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:18, 4.52s/it]
Steps ...: 77%|███████▋ | 10/13 [00:45<00:13, 4.60s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:09, 4.56s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.52s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.78s/it]
Epochs ...: 20%|██ | 6/30 [05:34<22:21, 55.90s/it]
Epoch 6, Loss: 0.3484
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:50, 4.60s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:45, 4.56s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:41, 4.57s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:36, 4.51s/it]
Steps ...: 46%|████▌ | 6/13 [00:27<00:31, 4.50s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.48s/it]
Steps ...: 62%|██████▏ | 8/13 [00:36<00:22, 4.49s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.46s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.47s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.47s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.47s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.72s/it]
Epochs ...: 23%|██▎ | 7/30 [06:30<21:25, 55.90s/it]
Epoch 7, Loss: 0.2422
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.45s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.50s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:45, 4.54s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:40, 4.51s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.50s/it]
Steps ...: 46%|████▌ | 6/13 [00:27<00:31, 4.50s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.48s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.47s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.48s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.46s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.47s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.45s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.71s/it]
Epochs ...: 27%|██▋ | 8/30 [07:26<20:28, 55.85s/it]
Epoch 8, Loss: 0.2523
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.44s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.49s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.47s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.46s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.46s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.47s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.47s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.46s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.46s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.46s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.47s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.71s/it]
Epochs ...: 30%|███ | 9/30 [08:21<19:31, 55.77s/it]
Epoch 9, Loss: 0.1962
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.35s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.40s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.36s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.39s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.38s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.38s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.38s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.36s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.37s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.36s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.63s/it]
Epochs ...: 33%|███▎ | 10/30 [09:16<18:26, 55.35s/it]
Epoch 10, Loss: 0.1635
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.44s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.38s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.35s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.38s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:34, 4.37s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.37s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.37s/it]
Steps ...: 62%|██████▏ | 8/13 [00:34<00:21, 4.37s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.38s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.36s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.36s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.39s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.67s/it]
Epochs ...: 37%|███▋ | 11/30 [10:10<17:26, 55.10s/it]
Epoch 11, Loss: 0.1405
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.43s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.51s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.48s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.49s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.47s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.46s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.44s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.40s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.40s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.39s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.39s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.65s/it]
Epochs ...: 40%|████ | 12/30 [11:05<16:31, 55.09s/it]
Epoch 12, Loss: 0.1468
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.42s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.37s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.40s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.38s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.38s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.38s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.38s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.37s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.38s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.63s/it]
Epochs ...: 43%|████▎ | 13/30 [12:00<15:33, 54.91s/it]
Epoch 13, Loss: 0.1552
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:47, 4.36s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.38s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.39s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.37s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.38s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.37s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.38s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.38s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.64s/it]
Epochs ...: 47%|████▋ | 14/30 [12:54<14:36, 54.78s/it]
Epoch 14, Loss: 0.1541
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:51, 4.32s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.40s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.37s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.35s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:34, 4.37s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.37s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.36s/it]
Steps ...: 62%|██████▏ | 8/13 [00:34<00:21, 4.37s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.37s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.36s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.37s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.36s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.63s/it]
Epochs ...: 50%|█████ | 15/30 [13:49<13:39, 54.65s/it]
Epoch 15, Loss: 0.1692
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.45s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.39s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.36s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.41s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.39s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.38s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.39s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.37s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.38s/it]
Steps ...: 92%|█████████▏| 12/13 [00:51<00:04, 4.18s/it]
Steps ...: 100%|██████████| 13/13 [00:53<00:00, 3.38s/it]
Epochs ...: 53%|█████▎ | 16/30 [14:42<12:40, 54.31s/it]
Epoch 16, Loss: 0.2091
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.51s/it]
Steps ...: 15%|█▌ | 2/13 [00:06<00:38, 3.49s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:34, 3.50s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.57s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.53s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.52s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.52s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:18, 3.61s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.72s/it]
Steps ...: 77%|███████▋ | 10/13 [00:36<00:11, 3.79s/it]
Steps ...: 85%|████████▍ | 11/13 [00:40<00:07, 4.00s/it]
Steps ...: 92%|█████████▏| 12/13 [00:45<00:04, 4.25s/it]
Steps ...: 100%|██████████| 13/13 [00:47<00:00, 3.61s/it]
Epochs ...: 57%|█████▋ | 17/30 [15:30<11:20, 52.36s/it]
Epoch 17, Loss: 0.1865
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:00, 5.06s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:57, 5.22s/it]
Steps ...: 23%|██▎ | 3/13 [00:15<00:49, 5.00s/it]
Steps ...: 31%|███ | 4/13 [00:20<00:45, 5.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:25<00:40, 5.05s/it]
Steps ...: 46%|████▌ | 6/13 [00:30<00:35, 5.09s/it]
Steps ...: 54%|█████▍ | 7/13 [00:35<00:30, 5.12s/it]
Steps ...: 62%|██████▏ | 8/13 [00:40<00:25, 5.14s/it]
Steps ...: 69%|██████▉ | 9/13 [00:45<00:20, 5.13s/it]
Steps ...: 77%|███████▋ | 10/13 [00:51<00:15, 5.14s/it]
Steps ...: 85%|████████▍ | 11/13 [00:56<00:10, 5.14s/it]
Steps ...: 92%|█████████▏| 12/13 [01:01<00:05, 5.17s/it]
Steps ...: 100%|██████████| 13/13 [01:03<00:00, 4.30s/it]
Epochs ...: 60%|██████ | 18/30 [16:34<11:09, 55.78s/it]
Epoch 18, Loss: 0.1463
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:02, 5.18s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:56, 5.14s/it]
Steps ...: 23%|██▎ | 3/13 [00:15<00:51, 5.18s/it]
Steps ...: 31%|███ | 4/13 [00:20<00:46, 5.16s/it]
Steps ...: 38%|███▊ | 5/13 [00:25<00:41, 5.13s/it]
Steps ...: 46%|████▌ | 6/13 [00:30<00:36, 5.15s/it]
Steps ...: 54%|█████▍ | 7/13 [00:36<00:30, 5.14s/it]
Steps ...: 62%|██████▏ | 8/13 [00:41<00:25, 5.15s/it]
Steps ...: 69%|██████▉ | 9/13 [00:46<00:20, 5.14s/it]
Steps ...: 77%|███████▋ | 10/13 [00:51<00:15, 5.16s/it]
Steps ...: 85%|████████▍ | 11/13 [00:56<00:10, 5.15s/it]
Steps ...: 92%|█████████▏| 12/13 [01:01<00:05, 5.17s/it]
Steps ...: 100%|██████████| 13/13 [01:04<00:00, 4.29s/it]
Epochs ...: 63%|██████▎ | 19/30 [17:38<10:41, 58.29s/it]
Epoch 19, Loss: 0.1321
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:01, 5.13s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:56, 5.11s/it]
Steps ...: 23%|██▎ | 3/13 [00:15<00:51, 5.16s/it]
Steps ...: 31%|███ | 4/13 [00:20<00:46, 5.15s/it]
Steps ...: 38%|███▊ | 5/13 [00:25<00:40, 5.11s/it]
Steps ...: 46%|████▌ | 6/13 [00:31<00:36, 5.22s/it]
Steps ...: 54%|█████▍ | 7/13 [00:36<00:31, 5.29s/it]
Steps ...: 62%|██████▏ | 8/13 [00:41<00:26, 5.28s/it]
Steps ...: 69%|██████▉ | 9/13 [00:47<00:21, 5.36s/it]
Steps ...: 77%|███████▋ | 10/13 [00:52<00:16, 5.33s/it]
Steps ...: 85%|████████▍ | 11/13 [00:57<00:10, 5.35s/it]
Steps ...: 92%|█████████▏| 12/13 [01:03<00:05, 5.37s/it]
Steps ...: 100%|██████████| 13/13 [01:05<00:00, 4.46s/it]
Epochs ...: 67%|██████▋ | 20/30 [18:44<10:05, 60.53s/it]
Epoch 20, Loss: 0.1577
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:04, 5.34s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:59, 5.36s/it]
Steps ...: 23%|██▎ | 3/13 [00:16<00:53, 5.37s/it]
Steps ...: 31%|███ | 4/13 [00:21<00:48, 5.37s/it]
Steps ...: 38%|███▊ | 5/13 [00:26<00:43, 5.40s/it]
Steps ...: 46%|████▌ | 6/13 [00:32<00:37, 5.40s/it]
Steps ...: 54%|█████▍ | 7/13 [00:37<00:31, 5.32s/it]
Steps ...: 62%|██████▏ | 8/13 [00:42<00:26, 5.33s/it]
Steps ...: 69%|██████▉ | 9/13 [00:48<00:21, 5.37s/it]
Steps ...: 77%|███████▋ | 10/13 [00:53<00:16, 5.37s/it]
Steps ...: 85%|████████▍ | 11/13 [00:59<00:10, 5.45s/it]
Steps ...: 92%|█████████▏| 12/13 [01:05<00:05, 5.58s/it]
Steps ...: 100%|██████████| 13/13 [01:07<00:00, 4.66s/it]
Epochs ...: 70%|███████ | 21/30 [19:51<09:24, 62.68s/it]
Epoch 21, Loss: 0.1436
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:08, 5.72s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:00, 5.46s/it]
Steps ...: 23%|██▎ | 3/13 [00:16<00:53, 5.38s/it]
Steps ...: 31%|███ | 4/13 [00:21<00:48, 5.41s/it]
Steps ...: 38%|███▊ | 5/13 [00:27<00:44, 5.57s/it]
Steps ...: 46%|████▌ | 6/13 [00:33<00:39, 5.65s/it]
Steps ...: 54%|█████▍ | 7/13 [00:39<00:34, 5.70s/it]
Steps ...: 62%|██████▏ | 8/13 [00:44<00:28, 5.73s/it]
Steps ...: 69%|██████▉ | 9/13 [00:50<00:23, 5.77s/it]
Steps ...: 77%|███████▋ | 10/13 [00:56<00:17, 5.83s/it]
Steps ...: 85%|████████▍ | 11/13 [01:02<00:11, 5.89s/it]
Steps ...: 92%|█████████▏| 12/13 [01:08<00:05, 5.92s/it]
Steps ...: 100%|██████████| 13/13 [01:11<00:00, 4.95s/it]
Epochs ...: 73%|███████▎ | 22/30 [21:03<08:42, 65.34s/it]
Epoch 22, Loss: 0.1427
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.96s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.98s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<01:00, 6.01s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:54, 6.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:47, 5.98s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:42, 6.01s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.01s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.02s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.02s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:17, 5.99s/it]
Steps ...: 85%|████████▍ | 11/13 [01:05<00:11, 5.94s/it]
Steps ...: 92%|█████████▏| 12/13 [01:11<00:05, 5.91s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.90s/it]
Epochs ...: 77%|███████▋ | 23/30 [22:17<07:56, 68.02s/it]
Epoch 23, Loss: 0.1741
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.97s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:04, 5.86s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:58, 5.86s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:53, 5.90s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:47, 5.89s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:41, 5.87s/it]
Steps ...: 54%|█████▍ | 7/13 [00:41<00:35, 5.87s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:29, 5.87s/it]
Steps ...: 69%|██████▉ | 9/13 [00:52<00:23, 5.90s/it]
Steps ...: 77%|███████▋ | 10/13 [00:58<00:17, 5.91s/it]
Steps ...: 85%|████████▍ | 11/13 [01:04<00:11, 5.90s/it]
Steps ...: 92%|█████████▏| 12/13 [01:10<00:05, 5.88s/it]
Steps ...: 100%|██████████| 13/13 [01:13<00:00, 4.88s/it]
Epochs ...: 80%|████████ | 24/30 [23:30<06:57, 69.58s/it]
Epoch 24, Loss: 0.1224
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:10, 5.89s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.92s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:59, 5.92s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:53, 5.89s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:47, 5.90s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:41, 5.90s/it]
Steps ...: 54%|█████▍ | 7/13 [00:41<00:35, 5.91s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:29, 5.95s/it]
Steps ...: 69%|██████▉ | 9/13 [00:53<00:23, 5.95s/it]
Steps ...: 77%|███████▋ | 10/13 [00:59<00:17, 5.96s/it]
Steps ...: 85%|████████▍ | 11/13 [01:05<00:11, 5.98s/it]
Steps ...: 92%|█████████▏| 12/13 [01:11<00:05, 6.00s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.99s/it]
Epochs ...: 83%|████████▎ | 25/30 [24:44<05:54, 70.92s/it]
Epoch 25, Loss: 0.1318
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.14s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.12s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.18s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.17s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.18s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.19s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.19s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.18s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.16s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.16s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.15s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.11s/it]
Epochs ...: 87%|████████▋ | 26/30 [26:01<04:50, 72.67s/it]
Epoch 26, Loss: 0.1435
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.20s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.16s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.15s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.21s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.19s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.20s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.21s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.18s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.12s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.08s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.07s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.04s/it]
Epochs ...: 90%|█████████ | 27/30 [27:18<03:41, 73.78s/it]
Epoch 27, Loss: 0.1441
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.08s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.10s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.09s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.05s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.00s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.01s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.02s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:29, 6.00s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:23, 5.99s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.00s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.03s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.09s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.07s/it]
Epochs ...: 93%|█████████▎| 28/30 [28:33<02:28, 74.22s/it]
Epoch 28, Loss: 0.1509
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.14s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.11s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.06s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.05s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.13s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.15s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.13s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.15s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.18s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.17s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.17s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.13s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.12s/it]
Epochs ...: 97%|█████████▋| 29/30 [29:49<01:14, 74.88s/it]
Epoch 29, Loss: 0.1437
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.25s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.20s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.24s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.27s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.27s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.28s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.23s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.22s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.11s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.11s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.10s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.10s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.07s/it]
Epochs ...: 100%|██████████| 30/30 [31:06<00:00, 62.21s/it]
Epoch 30, Loss: 0.1411
Creating sequence of samples: 100%|██████████| 28/28 [00:00<00:00, 9369.76it/s]
Steps ...: 0%| | 0/5012 [00:00<?, ?it/s]
Steps ...: 0%| | 14/5012 [00:00<00:37, 134.22it/s]
Steps ...: 1%| | 29/5012 [00:00<00:35, 141.10it/s]
Steps ...: 1%| | 44/5012 [00:00<00:34, 142.64it/s]
Steps ...: 1%| | 59/5012 [00:00<00:34, 142.76it/s]
Steps ...: 1%|▏ | 74/5012 [00:00<00:37, 131.02it/s]
Steps ...: 2%|▏ | 88/5012 [00:00<00:37, 130.50it/s]
Steps ...: 2%|▏ | 103/5012 [00:00<00:36, 134.83it/s]
Steps ...: 2%|▏ | 119/5012 [00:00<00:35, 139.09it/s]
Steps ...: 3%|▎ | 134/5012 [00:00<00:34, 142.16it/s]
Steps ...: 3%|▎ | 149/5012 [00:01<00:34, 142.05it/s]
Steps ...: 3%|▎ | 164/5012 [00:01<00:34, 141.08it/s]
Steps ...: 4%|▎ | 180/5012 [00:01<00:33, 143.13it/s]
Steps ...: 4%|▍ | 195/5012 [00:01<00:33, 142.63it/s]
Steps ...: 4%|▍ | 210/5012 [00:01<00:34, 140.47it/s]
Steps ...: 4%|▍ | 225/5012 [00:01<00:34, 139.58it/s]
Steps ...: 5%|▍ | 240/5012 [00:01<00:33, 141.34it/s]
Steps ...: 5%|▌ | 255/5012 [00:01<00:33, 143.44it/s]
Steps ...: 5%|▌ | 270/5012 [00:01<00:33, 143.62it/s]
Steps ...: 6%|▌ | 286/5012 [00:02<00:32, 145.00it/s]
Steps ...: 6%|▌ | 301/5012 [00:02<00:33, 138.79it/s]
Steps ...: 6%|▋ | 315/5012 [00:02<00:35, 133.32it/s]
Steps ...: 7%|▋ | 329/5012 [00:02<00:36, 127.62it/s]
Steps ...: 7%|▋ | 342/5012 [00:02<00:37, 124.19it/s]
Steps ...: 7%|▋ | 355/5012 [00:02<00:38, 121.77it/s]
Steps ...: 7%|▋ | 368/5012 [00:02<00:38, 120.09it/s]
Steps ...: 8%|▊ | 381/5012 [00:02<00:38, 118.89it/s]
Steps ...: 8%|▊ | 394/5012 [00:02<00:38, 120.98it/s]
Steps ...: 8%|▊ | 407/5012 [00:03<00:38, 119.99it/s]
Steps ...: 8%|▊ | 420/5012 [00:03<00:38, 118.02it/s]
Steps ...: 9%|▊ | 432/5012 [00:03<00:38, 117.55it/s]
Steps ...: 9%|▉ | 444/5012 [00:03<00:38, 117.25it/s]
Steps ...: 9%|▉ | 456/5012 [00:03<00:39, 116.74it/s]
Steps ...: 9%|▉ | 468/5012 [00:03<00:38, 116.63it/s]
Steps ...: 10%|▉ | 480/5012 [00:03<00:38, 116.61it/s]
Steps ...: 10%|▉ | 492/5012 [00:03<00:39, 114.60it/s]
Steps ...: 10%|█ | 505/5012 [00:03<00:38, 116.70it/s]
Steps ...: 10%|█ | 517/5012 [00:03<00:38, 116.20it/s]
Steps ...: 11%|█ | 529/5012 [00:04<00:38, 116.28it/s]
Steps ...: 11%|█ | 541/5012 [00:04<00:38, 116.37it/s]
Steps ...: 11%|█ | 553/5012 [00:04<00:38, 116.18it/s]
Steps ...: 11%|█▏ | 566/5012 [00:04<00:37, 118.84it/s]
Steps ...: 12%|█▏ | 579/5012 [00:04<00:36, 121.02it/s]
Steps ...: 12%|█▏ | 593/5012 [00:04<00:35, 124.65it/s]
Steps ...: 12%|█▏ | 606/5012 [00:04<00:36, 121.63it/s]
Steps ...: 12%|█▏ | 619/5012 [00:04<00:35, 122.89it/s]
Steps ...: 13%|█▎ | 632/5012 [00:04<00:35, 123.64it/s]
Steps ...: 13%|█▎ | 645/5012 [00:05<00:35, 121.83it/s]
Steps ...: 13%|█▎ | 658/5012 [00:05<00:36, 119.47it/s]
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Steps ...: 80%|████████ | 4023/5012 [00:30<00:07, 124.60it/s]
Steps ...: 81%|████████ | 4036/5012 [00:30<00:07, 125.05it/s]
Steps ...: 81%|████████ | 4049/5012 [00:30<00:07, 123.18it/s]
Steps ...: 81%|████████ | 4062/5012 [00:30<00:07, 121.38it/s]
Steps ...: 81%|████████▏ | 4075/5012 [00:30<00:07, 122.77it/s]
Steps ...: 82%|████████▏ | 4088/5012 [00:30<00:07, 119.99it/s]
Steps ...: 82%|████████▏ | 4101/5012 [00:30<00:07, 121.78it/s]
Steps ...: 82%|████████▏ | 4114/5012 [00:30<00:07, 123.02it/s]
Steps ...: 82%|████████▏ | 4129/5012 [00:30<00:06, 128.64it/s]
Steps ...: 83%|████████▎ | 4144/5012 [00:31<00:06, 134.47it/s]
Steps ...: 83%|████████▎ | 4159/5012 [00:31<00:06, 137.33it/s]
Steps ...: 83%|████████▎ | 4175/5012 [00:31<00:05, 142.51it/s]
Steps ...: 84%|████████▎ | 4190/5012 [00:31<00:05, 143.69it/s]
Steps ...: 84%|████████▍ | 4205/5012 [00:31<00:05, 144.29it/s]
Steps ...: 84%|████████▍ | 4221/5012 [00:31<00:05, 145.07it/s]
Steps ...: 85%|████████▍ | 4236/5012 [00:31<00:05, 145.14it/s]
Steps ...: 85%|████████▍ | 4251/5012 [00:31<00:05, 145.33it/s]
Steps ...: 85%|████████▌ | 4266/5012 [00:31<00:05, 144.16it/s]
Steps ...: 85%|████████▌ | 4281/5012 [00:31<00:05, 145.48it/s]
Steps ...: 86%|████████▌ | 4299/5012 [00:32<00:04, 154.68it/s]
Steps ...: 86%|████████▌ | 4316/5012 [00:32<00:04, 159.07it/s]
Steps ...: 86%|████████▋ | 4332/5012 [00:32<00:04, 154.81it/s]
Steps ...: 87%|████████▋ | 4348/5012 [00:32<00:04, 140.87it/s]
Steps ...: 87%|████████▋ | 4363/5012 [00:32<00:04, 130.49it/s]
Steps ...: 87%|████████▋ | 4377/5012 [00:32<00:05, 126.05it/s]
Steps ...: 88%|████████▊ | 4390/5012 [00:32<00:05, 124.14it/s]
Steps ...: 88%|████████▊ | 4407/5012 [00:32<00:04, 136.02it/s]
Steps ...: 88%|████████▊ | 4427/5012 [00:32<00:03, 152.42it/s]
Steps ...: 89%|████████▉ | 4451/5012 [00:33<00:03, 175.08it/s]
Steps ...: 89%|████████▉ | 4476/5012 [00:33<00:02, 194.71it/s]
Steps ...: 90%|████████▉ | 4500/5012 [00:33<00:02, 206.53it/s]
Steps ...: 90%|█████████ | 4522/5012 [00:33<00:02, 209.82it/s]
Steps ...: 91%|█████████ | 4544/5012 [00:33<00:02, 197.77it/s]
Steps ...: 91%|█████████ | 4565/5012 [00:33<00:02, 186.15it/s]
Steps ...: 91%|█████████▏| 4584/5012 [00:33<00:02, 176.71it/s]
Steps ...: 92%|█████████▏| 4602/5012 [00:33<00:02, 173.87it/s]
Steps ...: 92%|█████████▏| 4621/5012 [00:33<00:02, 175.87it/s]
Steps ...: 93%|█████████▎| 4639/5012 [00:34<00:02, 173.46it/s]
Steps ...: 93%|█████████▎| 4657/5012 [00:34<00:02, 172.39it/s]
Steps ...: 93%|█████████▎| 4675/5012 [00:34<00:01, 171.83it/s]
Steps ...: 94%|█████████▎| 4693/5012 [00:34<00:01, 171.64it/s]
Steps ...: 94%|█████████▍| 4711/5012 [00:34<00:01, 161.67it/s]
Steps ...: 94%|█████████▍| 4728/5012 [00:34<00:01, 157.42it/s]
Steps ...: 95%|█████████▍| 4744/5012 [00:34<00:01, 146.56it/s]
Steps ...: 95%|█████████▍| 4759/5012 [00:34<00:01, 128.35it/s]
Steps ...: 95%|█████████▌| 4773/5012 [00:35<00:01, 129.30it/s]
Steps ...: 96%|█████████▌| 4787/5012 [00:35<00:01, 125.87it/s]
Steps ...: 96%|█████████▌| 4800/5012 [00:35<00:01, 123.44it/s]
Steps ...: 96%|█████████▌| 4813/5012 [00:35<00:01, 121.93it/s]
Steps ...: 96%|█████████▋| 4826/5012 [00:35<00:01, 123.47it/s]
Steps ...: 97%|█████████▋| 4839/5012 [00:35<00:01, 124.62it/s]
Steps ...: 97%|█████████▋| 4852/5012 [00:35<00:01, 124.70it/s]
Steps ...: 97%|█████████▋| 4865/5012 [00:35<00:01, 122.05it/s]
Steps ...: 97%|█████████▋| 4878/5012 [00:35<00:01, 119.97it/s]
Steps ...: 98%|█████████▊| 4891/5012 [00:36<00:01, 118.93it/s]
Steps ...: 98%|█████████▊| 4903/5012 [00:36<00:00, 118.27it/s]
Steps ...: 98%|█████████▊| 4916/5012 [00:36<00:00, 120.17it/s]
Steps ...: 98%|█████████▊| 4929/5012 [00:36<00:00, 118.98it/s]
Steps ...: 99%|█████████▊| 4941/5012 [00:36<00:00, 118.09it/s]
Steps ...: 99%|█████████▉| 4953/5012 [00:36<00:00, 117.72it/s]
Steps ...: 99%|█████████▉| 4965/5012 [00:36<00:00, 117.37it/s]
Steps ...: 99%|█████████▉| 4977/5012 [00:36<00:00, 116.78it/s]
Steps ...: 100%|█████████▉| 4991/5012 [00:36<00:00, 122.16it/s]
Steps ...: 100%|█████████▉| 5004/5012 [00:36<00:00, 120.58it/s]
40%|████ | 2/5 [57:32<1:27:53, 1757.71s/it]
Creating sequence of samples: 100%|██████████| 107/107 [00:00<00:00, 2985.11it/s]
Epochs ...: 0%| | 0/30 [00:00<?, ?it/s]
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:01, 5.12s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:55, 5.05s/it]
Steps ...: 23%|██▎ | 3/13 [00:15<00:51, 5.13s/it]
Steps ...: 31%|███ | 4/13 [00:20<00:46, 5.13s/it]
Steps ...: 38%|███▊ | 5/13 [00:25<00:41, 5.13s/it]
Steps ...: 46%|████▌ | 6/13 [00:30<00:36, 5.15s/it]
Steps ...: 54%|█████▍ | 7/13 [00:35<00:30, 5.13s/it]
Steps ...: 62%|██████▏ | 8/13 [00:40<00:25, 5.12s/it]
Steps ...: 69%|██████▉ | 9/13 [00:46<00:20, 5.14s/it]
Steps ...: 77%|███████▋ | 10/13 [00:51<00:15, 5.14s/it]
Steps ...: 85%|████████▍ | 11/13 [00:56<00:10, 5.03s/it]
Steps ...: 92%|█████████▏| 12/13 [01:01<00:05, 5.02s/it]
Steps ...: 100%|██████████| 13/13 [01:03<00:00, 4.27s/it]
Epochs ...: 3%|▎ | 1/30 [01:03<30:45, 63.63s/it]
Epoch 1, Loss: 2.1235
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:05, 5.49s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<01:00, 5.48s/it]
Steps ...: 23%|██▎ | 3/13 [00:16<00:54, 5.43s/it]
Steps ...: 31%|███ | 4/13 [00:21<00:48, 5.38s/it]
Steps ...: 38%|███▊ | 5/13 [00:26<00:42, 5.30s/it]
Steps ...: 46%|████▌ | 6/13 [00:32<00:37, 5.30s/it]
Steps ...: 54%|█████▍ | 7/13 [00:37<00:32, 5.34s/it]
Steps ...: 62%|██████▏ | 8/13 [00:42<00:26, 5.31s/it]
Steps ...: 69%|██████▉ | 9/13 [00:48<00:21, 5.32s/it]
Steps ...: 77%|███████▋ | 10/13 [00:53<00:15, 5.33s/it]
Steps ...: 85%|████████▍ | 11/13 [00:58<00:10, 5.25s/it]
Steps ...: 92%|█████████▏| 12/13 [01:04<00:05, 5.32s/it]
Steps ...: 100%|██████████| 13/13 [01:06<00:00, 4.44s/it]
Epochs ...: 7%|▋ | 2/30 [02:10<30:28, 65.29s/it]
Epoch 2, Loss: 1.2092
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:05, 5.43s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:59, 5.42s/it]
Steps ...: 23%|██▎ | 3/13 [00:16<00:54, 5.44s/it]
Steps ...: 31%|███ | 4/13 [00:21<00:49, 5.46s/it]
Steps ...: 38%|███▊ | 5/13 [00:27<00:44, 5.56s/it]
Steps ...: 46%|████▌ | 6/13 [00:33<00:39, 5.63s/it]
Steps ...: 54%|█████▍ | 7/13 [00:38<00:33, 5.66s/it]
Steps ...: 62%|██████▏ | 8/13 [00:44<00:28, 5.69s/it]
Steps ...: 69%|██████▉ | 9/13 [00:50<00:22, 5.66s/it]
Steps ...: 77%|███████▋ | 10/13 [00:55<00:16, 5.44s/it]
Steps ...: 85%|████████▍ | 11/13 [01:00<00:10, 5.41s/it]
Steps ...: 92%|█████████▏| 12/13 [01:05<00:05, 5.31s/it]
Steps ...: 100%|██████████| 13/13 [01:08<00:00, 4.51s/it]
Epochs ...: 10%|█ | 3/30 [03:18<30:01, 66.71s/it]
Epoch 3, Loss: 0.9648
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.97s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.99s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:58, 5.88s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:52, 5.81s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:46, 5.83s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:40, 5.84s/it]
Steps ...: 54%|█████▍ | 7/13 [00:41<00:35, 5.89s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:29, 5.88s/it]
Steps ...: 69%|██████▉ | 9/13 [00:52<00:23, 5.88s/it]
Steps ...: 77%|███████▋ | 10/13 [00:58<00:17, 5.91s/it]
Steps ...: 85%|████████▍ | 11/13 [01:04<00:11, 5.90s/it]
Steps ...: 92%|█████████▏| 12/13 [01:10<00:05, 5.91s/it]
Steps ...: 100%|██████████| 13/13 [01:13<00:00, 4.92s/it]
Epochs ...: 13%|█▎ | 4/30 [04:31<30:02, 69.31s/it]
Epoch 4, Loss: 0.5663
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.95s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.99s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.09s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.03s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.10s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:35, 5.96s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:29, 5.93s/it]
Steps ...: 69%|██████▉ | 9/13 [00:53<00:23, 5.91s/it]
Steps ...: 77%|███████▋ | 10/13 [00:59<00:17, 5.91s/it]
Steps ...: 85%|████████▍ | 11/13 [01:05<00:11, 5.93s/it]
Steps ...: 92%|█████████▏| 12/13 [01:11<00:05, 5.90s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.91s/it]
Epochs ...: 17%|█▋ | 5/30 [05:45<29:36, 71.06s/it]
Epoch 5, Loss: 0.4703
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.08s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:05, 5.99s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:59, 5.95s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:53, 5.98s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:47, 5.99s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:42, 6.01s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.07s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.12s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.14s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.12s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.13s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.14s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.11s/it]
Epochs ...: 20%|██ | 6/30 [07:01<29:03, 72.64s/it]
Epoch 6, Loss: 0.2911
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.17s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.20s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.15s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.07s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:47, 5.99s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:41, 5.93s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:35, 5.94s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:29, 5.93s/it]
Steps ...: 69%|██████▉ | 9/13 [00:53<00:23, 5.96s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:17, 6.00s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:11, 5.99s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:05, 6.00s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.97s/it]
Epochs ...: 23%|██▎ | 7/30 [08:16<28:05, 73.30s/it]
Epoch 7, Loss: 0.2339
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.08s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.10s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.15s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.15s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.19s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.19s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.17s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.18s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.16s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.16s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.14s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.13s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.10s/it]
Epochs ...: 27%|██▋ | 8/30 [09:32<27:15, 74.33s/it]
Epoch 8, Loss: 0.2370
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.13s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:05, 6.00s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.01s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.04s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.04s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.04s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.04s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.02s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.00s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:05, 5.96s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.95s/it]
Epochs ...: 30%|███ | 9/30 [10:47<26:03, 74.47s/it]
Epoch 9, Loss: 0.1976
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.10s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.09s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.02s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.04s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.03s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.03s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.08s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.08s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.06s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.07s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.11s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.17s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.13s/it]
Epochs ...: 33%|███▎ | 10/30 [12:03<24:57, 74.89s/it]
Epoch 10, Loss: 0.2120
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.17s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.16s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.15s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.14s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.12s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.04s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.03s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.07s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.13s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.12s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.13s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.08s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.03s/it]
Epochs ...: 37%|███▋ | 11/30 [13:19<23:48, 75.17s/it]
Epoch 11, Loss: 0.1964
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.97s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:06, 6.02s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.08s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.05s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.07s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.09s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.10s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.18s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.21s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.16s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.19s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.17s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.11s/it]
Epochs ...: 40%|████ | 12/30 [14:35<22:39, 75.50s/it]
Epoch 12, Loss: 0.1723
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:15, 6.28s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.22s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.24s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:56, 6.23s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:49, 6.22s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.15s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:36, 6.09s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.09s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.13s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.20s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.28s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.29s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.22s/it]
Epochs ...: 43%|████▎ | 13/30 [15:52<21:32, 76.06s/it]
Epoch 13, Loss: 0.1612
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.19s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.12s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<00:59, 5.99s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:53, 5.99s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.11s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.25s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.27s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:25, 6.27s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.26s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.25s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.23s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.17s/it]
Epochs ...: 47%|████▋ | 14/30 [17:09<20:22, 76.38s/it]
Epoch 14, Loss: 0.1561
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.18s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.14s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.12s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:56, 6.23s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.30s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:44, 6.32s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:38, 6.34s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.36s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.38s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:19, 6.37s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.37s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.38s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.30s/it]
Epochs ...: 50%|█████ | 15/30 [18:28<19:16, 77.09s/it]
Epoch 15, Loss: 0.1860
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:11, 6.50s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:04, 6.50s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.32s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:44, 6.31s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:37, 6.30s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:30, 6.20s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:24, 6.19s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.20s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.17s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.14s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.10s/it]
Epochs ...: 53%|█████▎ | 16/30 [19:46<18:01, 77.28s/it]
Epoch 16, Loss: 0.1424
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.08s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.19s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.15s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.14s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.20s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.17s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:36, 6.14s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.07s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.06s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.10s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.14s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.19s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.17s/it]
Epochs ...: 57%|█████▋ | 17/30 [21:03<16:41, 77.07s/it]
Epoch 17, Loss: 0.1837
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.19s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.12s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:03, 6.30s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:51, 6.41s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:44, 6.33s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:37, 6.27s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.25s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:24, 6.25s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.27s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.28s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.27s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.21s/it]
Epochs ...: 60%|██████ | 18/30 [22:21<15:28, 77.40s/it]
Epoch 18, Loss: 0.1698
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.39s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:09, 6.30s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:03, 6.30s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.25s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.11s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:36, 6.07s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.09s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.10s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.08s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.07s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.07s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.04s/it]
Epochs ...: 63%|██████▎ | 19/30 [23:37<14:07, 77.01s/it]
Epoch 19, Loss: 0.1320
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.34s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:09, 6.33s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.23s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.19s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:49, 6.20s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.21s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.19s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.19s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.20s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.19s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.19s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.18s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.14s/it]
Epochs ...: 67%|██████▋ | 20/30 [24:54<12:50, 77.06s/it]
Epoch 20, Loss: 0.1764
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.24s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.21s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.21s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.30s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.31s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:44, 6.31s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.30s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.25s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:24, 6.23s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.22s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.14s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.14s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.11s/it]
Epochs ...: 70%|███████ | 21/30 [26:11<11:34, 77.15s/it]
Epoch 21, Loss: 0.1626
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.14s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:06, 6.06s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.01s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.00s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.12s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.14s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.31s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:32, 6.46s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.48s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:19, 6.39s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.35s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.29s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.20s/it]
Epochs ...: 73%|███████▎ | 22/30 [27:29<10:18, 77.36s/it]
Epoch 22, Loss: 0.1674
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.01s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.96s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:59, 5.99s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.02s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.03s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.02s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:35, 5.99s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.00s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.09s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.12s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.12s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.13s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.11s/it]
Epochs ...: 77%|███████▋ | 23/30 [28:45<08:57, 76.81s/it]
Epoch 23, Loss: 0.1252
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.09s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.12s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.21s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.18s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.15s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.12s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:36, 6.13s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.24s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.34s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:19, 6.41s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.46s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.40s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.30s/it]
Epochs ...: 80%|████████ | 24/30 [30:03<07:43, 77.23s/it]
Epoch 24, Loss: 0.1327
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.37s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.23s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.18s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.01s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:47, 5.96s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.08s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.11s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.16s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.22s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.22s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.15s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.09s/it]
Epochs ...: 83%|████████▎ | 25/30 [31:19<06:24, 76.94s/it]
Epoch 25, Loss: 0.1693
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:10, 5.90s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:04, 5.87s/it]
Steps ...: 23%|██▎ | 3/13 [00:17<00:58, 5.87s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:53, 5.93s/it]
Steps ...: 38%|███▊ | 5/13 [00:29<00:47, 5.96s/it]
Steps ...: 46%|████▌ | 6/13 [00:35<00:41, 5.99s/it]
Steps ...: 54%|█████▍ | 7/13 [00:41<00:36, 6.05s/it]
Steps ...: 62%|██████▏ | 8/13 [00:47<00:30, 6.07s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.06s/it]
Steps ...: 77%|███████▋ | 10/13 [00:59<00:18, 6.03s/it]
Steps ...: 85%|████████▍ | 11/13 [01:05<00:12, 6.02s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.07s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 5.07s/it]
Epochs ...: 87%|████████▋ | 26/30 [32:34<05:05, 76.34s/it]
Epoch 26, Loss: 0.1379
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.19s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:06, 6.04s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<00:59, 5.99s/it]
Steps ...: 31%|███ | 4/13 [00:23<00:53, 5.97s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.02s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.02s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.03s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.07s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.04s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.04s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.05s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:05, 6.00s/it]
Steps ...: 100%|██████████| 13/13 [01:14<00:00, 4.99s/it]
Epochs ...: 90%|█████████ | 27/30 [33:49<03:47, 75.93s/it]
Epoch 27, Loss: 0.1404
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.09s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.09s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.11s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.04s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.05s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.24s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:38, 6.40s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:32, 6.57s/it]
Steps ...: 69%|██████▉ | 9/13 [00:57<00:26, 6.59s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:19, 6.58s/it]
Steps ...: 85%|████████▍ | 11/13 [01:10<00:13, 6.59s/it]
Steps ...: 92%|█████████▏| 12/13 [01:16<00:06, 6.53s/it]
Steps ...: 100%|██████████| 13/13 [01:19<00:00, 5.38s/it]
Epochs ...: 93%|█████████▎| 28/30 [35:09<02:34, 77.01s/it]
Epoch 28, Loss: 0.1577
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.15s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:07, 6.18s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.09s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.04s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.02s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:41, 5.99s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:35, 5.95s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:29, 5.96s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:23, 5.98s/it]
Steps ...: 77%|███████▋ | 10/13 [01:00<00:18, 6.02s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:12, 6.05s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.07s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.03s/it]
Epochs ...: 97%|█████████▋| 29/30 [36:24<01:16, 76.43s/it]
Epoch 29, Loss: 0.1775
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.24s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:09, 6.30s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:04, 6.44s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:58, 6.49s/it]
Steps ...: 38%|███▊ | 5/13 [00:32<00:52, 6.51s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:45, 6.49s/it]
Steps ...: 54%|█████▍ | 7/13 [00:45<00:38, 6.43s/it]
Steps ...: 62%|██████▏ | 8/13 [00:51<00:32, 6.41s/it]
Steps ...: 69%|██████▉ | 9/13 [00:57<00:25, 6.41s/it]
Steps ...: 77%|███████▋ | 10/13 [01:04<00:19, 6.38s/it]
Steps ...: 85%|████████▍ | 11/13 [01:10<00:12, 6.40s/it]
Steps ...: 92%|█████████▏| 12/13 [01:17<00:06, 6.40s/it]
Steps ...: 100%|██████████| 13/13 [01:19<00:00, 5.34s/it]
Epochs ...: 100%|██████████| 30/30 [37:44<00:00, 75.47s/it]
Epoch 30, Loss: 0.1559
Creating sequence of samples: 100%|██████████| 28/28 [00:00<00:00, 6999.26it/s]
Steps ...: 0%| | 0/5012 [00:00<?, ?it/s]
Steps ...: 0%| | 12/5012 [00:00<00:42, 118.80it/s]
Steps ...: 0%| | 24/5012 [00:00<00:43, 113.51it/s]
Steps ...: 1%| | 36/5012 [00:00<00:43, 114.35it/s]
Steps ...: 1%| | 48/5012 [00:00<00:43, 113.89it/s]
Steps ...: 1%| | 60/5012 [00:00<00:43, 114.42it/s]
Steps ...: 1%|▏ | 72/5012 [00:00<00:43, 114.74it/s]
Steps ...: 2%|▏ | 84/5012 [00:00<00:43, 112.48it/s]
Steps ...: 2%|▏ | 96/5012 [00:00<00:43, 113.73it/s]
Steps ...: 2%|▏ | 108/5012 [00:00<00:42, 114.23it/s]
Steps ...: 2%|▏ | 120/5012 [00:01<00:42, 114.92it/s]
Steps ...: 3%|▎ | 133/5012 [00:01<00:41, 118.34it/s]
Steps ...: 3%|▎ | 146/5012 [00:01<00:41, 118.63it/s]
Steps ...: 3%|▎ | 158/5012 [00:01<00:41, 117.99it/s]
Steps ...: 3%|▎ | 170/5012 [00:01<00:41, 117.20it/s]
Steps ...: 4%|▎ | 182/5012 [00:01<00:41, 116.99it/s]
Steps ...: 4%|▍ | 194/5012 [00:01<00:41, 115.83it/s]
Steps ...: 4%|▍ | 207/5012 [00:01<00:40, 119.60it/s]
Steps ...: 4%|▍ | 221/5012 [00:01<00:38, 124.48it/s]
Steps ...: 5%|▍ | 234/5012 [00:01<00:38, 123.56it/s]
Steps ...: 5%|▍ | 247/5012 [00:02<00:38, 122.57it/s]
Steps ...: 5%|▌ | 260/5012 [00:02<00:39, 120.87it/s]
Steps ...: 5%|▌ | 273/5012 [00:02<00:39, 119.71it/s]
Steps ...: 6%|▌ | 285/5012 [00:02<00:40, 117.46it/s]
Steps ...: 6%|▌ | 297/5012 [00:02<00:40, 117.18it/s]
Steps ...: 6%|▌ | 309/5012 [00:02<00:40, 117.31it/s]
Steps ...: 6%|▋ | 321/5012 [00:02<00:40, 116.73it/s]
Steps ...: 7%|▋ | 336/5012 [00:02<00:37, 124.93it/s]
Steps ...: 7%|▋ | 349/5012 [00:02<00:38, 122.48it/s]
Steps ...: 7%|▋ | 362/5012 [00:03<00:38, 120.15it/s]
Steps ...: 7%|▋ | 375/5012 [00:03<00:39, 118.90it/s]
Steps ...: 8%|▊ | 387/5012 [00:03<00:39, 117.88it/s]
Steps ...: 8%|▊ | 399/5012 [00:03<00:39, 117.47it/s]
Steps ...: 8%|▊ | 411/5012 [00:03<00:39, 117.18it/s]
Steps ...: 8%|▊ | 424/5012 [00:03<00:38, 118.82it/s]
Steps ...: 9%|▊ | 436/5012 [00:03<00:39, 114.53it/s]
Steps ...: 9%|▉ | 449/5012 [00:03<00:38, 117.91it/s]
Steps ...: 9%|▉ | 461/5012 [00:03<00:38, 117.16it/s]
Steps ...: 9%|▉ | 473/5012 [00:04<00:39, 114.99it/s]
Steps ...: 10%|▉ | 485/5012 [00:04<00:39, 114.78it/s]
Steps ...: 10%|▉ | 497/5012 [00:04<00:39, 113.66it/s]
Steps ...: 10%|█ | 509/5012 [00:04<00:39, 113.20it/s]
Steps ...: 10%|█ | 521/5012 [00:04<00:39, 114.82it/s]
Steps ...: 11%|█ | 533/5012 [00:04<00:38, 115.64it/s]
Steps ...: 11%|█ | 545/5012 [00:04<00:38, 115.56it/s]
Steps ...: 11%|█ | 557/5012 [00:04<00:38, 116.17it/s]
Steps ...: 11%|█▏ | 571/5012 [00:04<00:36, 121.72it/s]
Steps ...: 12%|█▏ | 584/5012 [00:04<00:37, 118.26it/s]
Steps ...: 12%|█▏ | 596/5012 [00:05<00:37, 117.41it/s]
Steps ...: 12%|█▏ | 608/5012 [00:05<00:37, 116.81it/s]
Steps ...: 12%|█▏ | 620/5012 [00:05<00:37, 116.38it/s]
Steps ...: 13%|█▎ | 632/5012 [00:05<00:38, 115.09it/s]
Steps ...: 13%|█▎ | 644/5012 [00:05<00:38, 112.61it/s]
Steps ...: 13%|█▎ | 656/5012 [00:05<00:38, 112.78it/s]
Steps ...: 13%|█▎ | 668/5012 [00:05<00:38, 112.90it/s]
Steps ...: 14%|█▎ | 681/5012 [00:05<00:37, 116.79it/s]
Steps ...: 14%|█▍ | 693/5012 [00:05<00:39, 109.20it/s]
Steps ...: 14%|█▍ | 705/5012 [00:06<00:38, 110.66it/s]
Steps ...: 14%|█▍ | 717/5012 [00:06<00:38, 112.33it/s]
Steps ...: 15%|█▍ | 729/5012 [00:06<00:37, 113.54it/s]
Steps ...: 15%|█▍ | 741/5012 [00:06<00:37, 114.73it/s]
Steps ...: 15%|█▌ | 753/5012 [00:06<00:37, 113.62it/s]
Steps ...: 15%|█▌ | 765/5012 [00:06<00:36, 114.79it/s]
Steps ...: 16%|█▌ | 777/5012 [00:06<00:37, 113.98it/s]
Steps ...: 16%|█▌ | 790/5012 [00:06<00:35, 117.92it/s]
Steps ...: 16%|█▌ | 804/5012 [00:06<00:34, 122.91it/s]
Steps ...: 16%|█▋ | 817/5012 [00:06<00:35, 119.41it/s]
Steps ...: 17%|█▋ | 829/5012 [00:07<00:35, 116.59it/s]
Steps ...: 17%|█▋ | 841/5012 [00:07<00:35, 116.23it/s]
Steps ...: 17%|█▋ | 853/5012 [00:07<00:35, 115.98it/s]
Steps ...: 17%|█▋ | 865/5012 [00:07<00:35, 116.13it/s]
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Steps ...: 18%|█▊ | 901/5012 [00:07<00:35, 115.43it/s]
Steps ...: 18%|█▊ | 915/5012 [00:07<00:33, 120.81it/s]
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Steps ...: 19%|█▉ | 940/5012 [00:08<00:34, 118.73it/s]
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Steps ...: 20%|██ | 1012/5012 [00:08<00:34, 114.99it/s]
Steps ...: 20%|██ | 1025/5012 [00:08<00:33, 119.34it/s]
Steps ...: 21%|██ | 1037/5012 [00:08<00:33, 118.49it/s]
Steps ...: 21%|██ | 1049/5012 [00:08<00:33, 117.55it/s]
Steps ...: 21%|██ | 1061/5012 [00:09<00:33, 117.23it/s]
Steps ...: 21%|██▏ | 1073/5012 [00:09<00:33, 117.35it/s]
Steps ...: 22%|██▏ | 1085/5012 [00:09<00:34, 115.41it/s]
Steps ...: 22%|██▏ | 1097/5012 [00:09<00:33, 116.40it/s]
Steps ...: 22%|██▏ | 1109/5012 [00:09<00:33, 116.43it/s]
Steps ...: 22%|██▏ | 1121/5012 [00:09<00:33, 116.45it/s]
Steps ...: 23%|██▎ | 1133/5012 [00:09<00:33, 114.46it/s]
Steps ...: 23%|██▎ | 1147/5012 [00:09<00:32, 119.44it/s]
Steps ...: 23%|██▎ | 1160/5012 [00:09<00:31, 121.78it/s]
Steps ...: 23%|██▎ | 1173/5012 [00:10<00:31, 122.04it/s]
Steps ...: 24%|██▎ | 1186/5012 [00:10<00:31, 120.84it/s]
Steps ...: 24%|██▍ | 1199/5012 [00:10<00:31, 119.35it/s]
Steps ...: 24%|██▍ | 1211/5012 [00:10<00:32, 118.19it/s]
Steps ...: 24%|██▍ | 1223/5012 [00:10<00:32, 117.03it/s]
Steps ...: 25%|██▍ | 1235/5012 [00:10<00:32, 117.54it/s]
Steps ...: 25%|██▍ | 1247/5012 [00:10<00:32, 116.22it/s]
Steps ...: 25%|██▌ | 1260/5012 [00:10<00:31, 119.17it/s]
Steps ...: 25%|██▌ | 1274/5012 [00:10<00:30, 123.79it/s]
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Steps ...: 29%|██▉ | 1443/5012 [00:12<00:29, 119.89it/s]
Steps ...: 29%|██▉ | 1456/5012 [00:12<00:29, 119.04it/s]
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Steps ...: 30%|██▉ | 1480/5012 [00:12<00:30, 116.99it/s]
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Steps ...: 30%|███ | 1519/5012 [00:12<00:28, 120.76it/s]
Steps ...: 31%|███ | 1532/5012 [00:13<00:29, 118.64it/s]
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Steps ...: 31%|███▏ | 1568/5012 [00:13<00:29, 116.92it/s]
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Steps ...: 34%|███▎ | 1690/5012 [00:14<00:28, 114.85it/s]
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Steps ...: 77%|███████▋ | 10/13 [01:00<00:17, 5.94s/it]
Steps ...: 85%|████████▍ | 11/13 [01:06<00:11, 5.99s/it]
Steps ...: 92%|█████████▏| 12/13 [01:12<00:06, 6.07s/it]
Steps ...: 100%|██████████| 13/13 [01:15<00:00, 5.07s/it]
Epochs ...: 3%|▎ | 1/30 [01:15<36:36, 75.76s/it]
Epoch 1, Loss: 1.9911
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.05s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:06, 6.02s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.09s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.10s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.12s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:43, 6.17s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.22s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.34s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.45s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:19, 6.57s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:13, 6.55s/it]
Steps ...: 92%|█████████▏| 12/13 [01:16<00:06, 6.48s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.37s/it]
Epochs ...: 7%|▋ | 2/30 [02:34<36:12, 77.58s/it]
Epoch 2, Loss: 1.1321
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.23s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.24s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:03, 6.37s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.35s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.36s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:44, 6.35s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:37, 6.24s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.27s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.26s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.29s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.29s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.23s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.17s/it]
Epochs ...: 10%|█ | 3/30 [03:52<35:00, 77.81s/it]
Epoch 3, Loss: 0.8032
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.04s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:05, 5.99s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:00, 6.00s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:54, 6.03s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:48, 6.01s/it]
Steps ...: 46%|████▌ | 6/13 [00:36<00:42, 6.06s/it]
Steps ...: 54%|█████▍ | 7/13 [00:42<00:36, 6.11s/it]
Steps ...: 62%|██████▏ | 8/13 [00:48<00:30, 6.15s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:24, 6.18s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.21s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.33s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.40s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.33s/it]
Epochs ...: 13%|█▎ | 4/30 [05:09<33:37, 77.58s/it]
Epoch 4, Loss: 0.5517
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.38s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:10, 6.37s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:03, 6.33s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.27s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:50, 6.26s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.27s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.22s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.14s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.09s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.02s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:11, 5.97s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:05, 5.99s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 4.96s/it]
Epochs ...: 17%|█▋ | 5/30 [06:26<32:06, 77.06s/it]
Epoch 5, Loss: 0.4578
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:11, 5.96s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:06, 6.08s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.20s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.37s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:52, 6.53s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:45, 6.56s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:38, 6.48s/it]
Steps ...: 62%|██████▏ | 8/13 [00:51<00:32, 6.42s/it]
Steps ...: 69%|██████▉ | 9/13 [00:57<00:25, 6.36s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:18, 6.30s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.22s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.25s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.16s/it]
Epochs ...: 20%|██ | 6/30 [07:44<31:01, 77.57s/it]
Epoch 6, Loss: 0.3316
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:12, 6.07s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.24s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.28s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.29s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:49, 6.22s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.23s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.25s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.25s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.31s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:19, 6.34s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.33s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.33s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.25s/it]
Epochs ...: 23%|██▎ | 7/30 [09:02<29:48, 77.77s/it]
Epoch 7, Loss: 0.2741
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:13, 6.10s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.20s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:03, 6.31s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.38s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:51, 6.45s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:45, 6.46s/it]
Steps ...: 54%|█████▍ | 7/13 [00:45<00:39, 6.58s/it]
Steps ...: 62%|██████▏ | 8/13 [00:51<00:32, 6.49s/it]
Steps ...: 69%|██████▉ | 9/13 [00:57<00:25, 6.36s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:18, 6.29s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.20s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.12s/it]
Steps ...: 100%|██████████| 13/13 [01:18<00:00, 5.05s/it]
Epochs ...: 27%|██▋ | 8/30 [10:21<28:33, 77.91s/it]
Epoch 8, Loss: 0.2209
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:17, 6.42s/it]
Steps ...: 15%|█▌ | 2/13 [00:13<01:12, 6.55s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:04, 6.47s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.44s/it]
Steps ...: 38%|███▊ | 5/13 [00:32<00:50, 6.35s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:44, 6.29s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:37, 6.30s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.26s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:24, 6.17s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.14s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.15s/it]
Steps ...: 92%|█████████▏| 12/13 [01:15<00:06, 6.16s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.14s/it]
Epochs ...: 30%|███ | 9/30 [11:38<27:16, 77.91s/it]
Epoch 9, Loss: 0.1782
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.33s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:09, 6.31s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:02, 6.26s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:55, 6.22s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:49, 6.21s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.22s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:31, 6.21s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:24, 6.21s/it]
Steps ...: 77%|███████▋ | 10/13 [01:02<00:18, 6.18s/it]
Steps ...: 85%|████████▍ | 11/13 [01:08<00:12, 6.16s/it]
Steps ...: 92%|█████████▏| 12/13 [01:14<00:06, 6.19s/it]
Steps ...: 100%|██████████| 13/13 [01:17<00:00, 5.18s/it]
Epochs ...: 33%|███▎ | 10/30 [12:56<25:54, 77.74s/it]
Epoch 10, Loss: 0.1925
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:20, 6.67s/it]
Steps ...: 15%|█▌ | 2/13 [00:13<01:11, 6.51s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:04, 6.48s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:57, 6.41s/it]
Steps ...: 38%|███▊ | 5/13 [00:32<00:50, 6.35s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.20s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:36, 6.04s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:29, 5.89s/it]
Steps ...: 69%|██████▉ | 9/13 [00:54<00:22, 5.72s/it]
Steps ...: 77%|███████▋ | 10/13 [00:59<00:16, 5.59s/it]
Steps ...: 85%|████████▍ | 11/13 [01:05<00:11, 5.53s/it]
Steps ...: 92%|█████████▏| 12/13 [01:10<00:05, 5.45s/it]
Steps ...: 100%|██████████| 13/13 [01:12<00:00, 4.50s/it]
Epochs ...: 37%|███▋ | 11/30 [14:09<24:08, 76.26s/it]
Epoch 11, Loss: 0.2086
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:06, 5.56s/it]
Steps ...: 15%|█▌ | 2/13 [00:11<01:06, 6.06s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.19s/it]
Steps ...: 31%|███ | 4/13 [00:24<00:56, 6.26s/it]
Steps ...: 38%|███▊ | 5/13 [00:30<00:49, 6.23s/it]
Steps ...: 46%|████▌ | 6/13 [00:37<00:43, 6.22s/it]
Steps ...: 54%|█████▍ | 7/13 [00:43<00:37, 6.20s/it]
Steps ...: 62%|██████▏ | 8/13 [00:49<00:30, 6.11s/it]
Steps ...: 69%|██████▉ | 9/13 [00:55<00:24, 6.07s/it]
Steps ...: 77%|███████▋ | 10/13 [01:01<00:18, 6.15s/it]
Steps ...: 85%|████████▍ | 11/13 [01:07<00:12, 6.18s/it]
Steps ...: 92%|█████████▏| 12/13 [01:13<00:06, 6.16s/it]
Steps ...: 100%|██████████| 13/13 [01:16<00:00, 5.13s/it]
Epochs ...: 40%|████ | 12/30 [15:25<22:54, 76.36s/it]
Epoch 12, Loss: 0.1836
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:14, 6.20s/it]
Steps ...: 15%|█▌ | 2/13 [00:12<01:08, 6.20s/it]
Steps ...: 23%|██▎ | 3/13 [00:18<01:01, 6.20s/it]
Steps ...: 31%|███ | 4/13 [00:25<00:56, 6.28s/it]
Steps ...: 38%|███▊ | 5/13 [00:31<00:51, 6.38s/it]
Steps ...: 46%|████▌ | 6/13 [00:38<00:45, 6.45s/it]
Steps ...: 54%|█████▍ | 7/13 [00:44<00:38, 6.47s/it]
Steps ...: 62%|██████▏ | 8/13 [00:50<00:31, 6.36s/it]
Steps ...: 69%|██████▉ | 9/13 [00:56<00:25, 6.31s/it]
Steps ...: 77%|███████▋ | 10/13 [01:03<00:18, 6.32s/it]
Steps ...: 85%|████████▍ | 11/13 [01:09<00:12, 6.26s/it]
Steps ...: 92%|█████████▏| 12/13 [01:16<00:06, 6.38s/it]
Steps ...: 100%|██████████| 13/13 [01:19<00:00, 5.33s/it]
Epochs ...: 43%|████▎ | 13/30 [16:44<21:51, 77.17s/it]
Epoch 13, Loss: 0.1990
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:06<01:16, 6.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:13<01:11, 6.53s/it]
Steps ...: 23%|██▎ | 3/13 [00:19<01:05, 6.55s/it]
Steps ...: 31%|███ | 4/13 [00:26<01:00, 6.67s/it]
Steps ...: 38%|███▊ | 5/13 [00:33<00:53, 6.65s/it]
Steps ...: 46%|████▌ | 6/13 [00:39<00:45, 6.52s/it]
Steps ...: 54%|█████▍ | 7/13 [00:45<00:38, 6.48s/it]
Steps ...: 62%|██████▏ | 8/13 [00:52<00:32, 6.48s/it]
Steps ...: 69%|██████▉ | 9/13 [00:58<00:26, 6.54s/it]
Steps ...: 77%|███████▋ | 10/13 [01:05<00:19, 6.59s/it]
Steps ...: 85%|████████▍ | 11/13 [01:11<00:12, 6.48s/it]
Steps ...: 92%|█████████▏| 12/13 [01:17<00:06, 6.30s/it]
Steps ...: 100%|██████████| 13/13 [01:20<00:00, 5.11s/it]
Epochs ...: 47%|████▋ | 14/30 [18:04<20:48, 78.05s/it]
Epoch 14, Loss: 0.1613
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:05<01:02, 5.19s/it]
Steps ...: 15%|█▌ | 2/13 [00:10<00:57, 5.23s/it]
Steps ...: 23%|██▎ | 3/13 [00:15<00:53, 5.31s/it]
Steps ...: 31%|███ | 4/13 [00:21<00:47, 5.30s/it]
Steps ...: 38%|███▊ | 5/13 [00:26<00:42, 5.31s/it]
Steps ...: 46%|████▌ | 6/13 [00:31<00:37, 5.33s/it]
Steps ...: 54%|█████▍ | 7/13 [00:37<00:31, 5.29s/it]
Steps ...: 62%|██████▏ | 8/13 [00:41<00:24, 4.89s/it]
Steps ...: 69%|██████▉ | 9/13 [00:45<00:18, 4.61s/it]
Steps ...: 77%|███████▋ | 10/13 [00:48<00:13, 4.37s/it]
Steps ...: 85%|████████▍ | 11/13 [00:52<00:08, 4.18s/it]
Steps ...: 92%|█████████▏| 12/13 [00:56<00:04, 4.11s/it]
Steps ...: 100%|██████████| 13/13 [00:58<00:00, 3.37s/it]
Epochs ...: 50%|█████ | 15/30 [19:03<18:01, 72.09s/it]
Epoch 15, Loss: 0.1948
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:45, 3.78s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:41, 3.73s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:36, 3.65s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.58s/it]
Steps ...: 38%|███▊ | 5/13 [00:18<00:28, 3.59s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.56s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.54s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.53s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.50s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.52s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.49s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.89s/it]
Epochs ...: 53%|█████▎ | 16/30 [19:47<14:51, 63.67s/it]
Epoch 16, Loss: 0.1442
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.47s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.56s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.52s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.50s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.50s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.49s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.54s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.53s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.51s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.51s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.55s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.54s/it]
Steps ...: 100%|██████████| 13/13 [00:43<00:00, 2.92s/it]
Epochs ...: 57%|█████▋ | 17/30 [20:31<12:29, 57.69s/it]
Epoch 17, Loss: 0.1823
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.50s/it]
Steps ...: 15%|█▌ | 2/13 [00:06<00:38, 3.46s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:36, 3.61s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:35, 3.89s/it]
Steps ...: 38%|███▊ | 5/13 [00:18<00:29, 3.74s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:25, 3.65s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.62s/it]
Steps ...: 62%|██████▏ | 8/13 [00:29<00:18, 3.60s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.56s/it]
Steps ...: 77%|███████▋ | 10/13 [00:36<00:10, 3.54s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.52s/it]
Steps ...: 92%|█████████▏| 12/13 [00:43<00:03, 3.55s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.95s/it]
Epochs ...: 60%|██████ | 18/30 [21:15<10:45, 53.80s/it]
Epoch 18, Loss: 0.1605
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.46s/it]
Steps ...: 15%|█▌ | 2/13 [00:06<00:38, 3.47s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:34, 3.46s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.54s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.52s/it]
Steps ...: 46%|████▌ | 6/13 [00:20<00:24, 3.49s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:20, 3.49s/it]
Steps ...: 62%|██████▏ | 8/13 [00:27<00:17, 3.49s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.54s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.51s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.50s/it]
Steps ...: 100%|██████████| 13/13 [00:43<00:00, 2.92s/it]
Epochs ...: 63%|██████▎ | 19/30 [21:59<09:18, 50.74s/it]
Epoch 19, Loss: 0.1658
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:43, 3.59s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:38, 3.52s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.52s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.49s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.50s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.54s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.51s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.50s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.51s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.54s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.51s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.57s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 3.07s/it]
Epochs ...: 67%|██████▋ | 20/30 [22:43<08:08, 48.81s/it]
Epoch 20, Loss: 0.1288
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:47, 3.96s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:41, 3.80s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:36, 3.64s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.57s/it]
Steps ...: 38%|███▊ | 5/13 [00:18<00:28, 3.55s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.56s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.54s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.54s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.57s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.59s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.56s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.95s/it]
Epochs ...: 70%|███████ | 21/30 [23:28<07:07, 47.52s/it]
Epoch 21, Loss: 0.1358
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:06<00:38, 3.49s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.56s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.52s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.53s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.51s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.52s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.54s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.52s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.51s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.51s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.60s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.98s/it]
Epochs ...: 73%|███████▎ | 22/30 [24:12<06:11, 46.48s/it]
Epoch 22, Loss: 0.1284
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.57s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:38, 3.54s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.53s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.64s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.60s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:25, 3.57s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.56s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.57s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.59s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.63s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.58s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.54s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.95s/it]
Epochs ...: 77%|███████▋ | 23/30 [24:56<05:21, 45.86s/it]
Epoch 23, Loss: 0.1371
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:43, 3.64s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:41, 3.80s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:38, 3.82s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:33, 3.73s/it]
Steps ...: 38%|███▊ | 5/13 [00:18<00:29, 3.70s/it]
Steps ...: 46%|████▌ | 6/13 [00:22<00:25, 3.64s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.62s/it]
Steps ...: 62%|██████▏ | 8/13 [00:29<00:17, 3.58s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.64s/it]
Steps ...: 77%|███████▋ | 10/13 [00:36<00:10, 3.60s/it]
Steps ...: 85%|████████▍ | 11/13 [00:40<00:07, 3.57s/it]
Steps ...: 92%|█████████▏| 12/13 [00:43<00:03, 3.55s/it]
Steps ...: 100%|██████████| 13/13 [00:45<00:00, 2.96s/it]
Epochs ...: 80%|████████ | 24/30 [25:41<04:33, 45.64s/it]
Epoch 24, Loss: 0.1298
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:43, 3.63s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.57s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.57s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.54s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.52s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:25, 3.57s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.55s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.53s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.53s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.56s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.56s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.55s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.95s/it]
Epochs ...: 83%|████████▎ | 25/30 [26:26<03:46, 45.21s/it]
Epoch 25, Loss: 0.1638
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.58s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.61s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:36, 3.62s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.60s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.59s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.56s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.59s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.58s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.56s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.54s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.58s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.57s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.96s/it]
Epochs ...: 87%|████████▋ | 26/30 [27:10<02:59, 44.98s/it]
Epoch 26, Loss: 0.1539
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.47s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:38, 3.52s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.55s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.56s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.56s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.54s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.52s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.58s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.55s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.54s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.54s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.56s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.97s/it]
Epochs ...: 90%|█████████ | 27/30 [27:54<02:14, 44.75s/it]
Epoch 27, Loss: 0.1363
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.54s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:38, 3.52s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:34, 3.50s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.53s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.55s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.54s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.53s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.52s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.56s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.54s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.52s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.51s/it]
Steps ...: 100%|██████████| 13/13 [00:43<00:00, 2.91s/it]
Epochs ...: 93%|█████████▎| 28/30 [28:38<01:28, 44.49s/it]
Epoch 28, Loss: 0.1550
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:44, 3.72s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.62s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.57s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.56s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.55s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.57s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.55s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.53s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.53s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.58s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.56s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.54s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.95s/it]
Epochs ...: 97%|█████████▋| 29/30 [29:22<00:44, 44.43s/it]
Epoch 29, Loss: 0.1402
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:41, 3.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.57s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.55s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.53s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.51s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.53s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.57s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.55s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.55s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.57s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.56s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.96s/it]
Epochs ...: 100%|██████████| 30/30 [30:07<00:00, 60.23s/it]
Epoch 30, Loss: 0.1176
Creating sequence of samples: 100%|██████████| 28/28 [00:00<00:00, 9333.27it/s]
Steps ...: 0%| | 0/5012 [00:00<?, ?it/s]
Steps ...: 0%| | 19/5012 [00:00<00:27, 184.45it/s]
Steps ...: 1%| | 38/5012 [00:00<00:27, 181.35it/s]
Steps ...: 1%| | 58/5012 [00:00<00:26, 187.14it/s]
Steps ...: 2%|▏ | 77/5012 [00:00<00:26, 187.52it/s]
Steps ...: 2%|▏ | 96/5012 [00:00<00:26, 188.39it/s]
Steps ...: 2%|▏ | 115/5012 [00:00<00:27, 179.29it/s]
Steps ...: 3%|▎ | 134/5012 [00:00<00:29, 167.92it/s]
Steps ...: 3%|▎ | 151/5012 [00:00<00:28, 168.03it/s]
Steps ...: 3%|▎ | 168/5012 [00:00<00:28, 168.11it/s]
Steps ...: 4%|▎ | 186/5012 [00:01<00:28, 171.61it/s]
Steps ...: 4%|▍ | 204/5012 [00:01<00:29, 165.75it/s]
Steps ...: 4%|▍ | 223/5012 [00:01<00:27, 171.72it/s]
Steps ...: 5%|▍ | 242/5012 [00:01<00:27, 176.50it/s]
Steps ...: 5%|▌ | 261/5012 [00:01<00:26, 177.84it/s]
Steps ...: 6%|▌ | 280/5012 [00:01<00:26, 178.78it/s]
Steps ...: 6%|▌ | 298/5012 [00:01<00:27, 169.75it/s]
Steps ...: 6%|▋ | 316/5012 [00:01<00:28, 163.40it/s]
Steps ...: 7%|▋ | 335/5012 [00:01<00:27, 170.75it/s]
Steps ...: 7%|▋ | 353/5012 [00:02<00:26, 173.37it/s]
Steps ...: 7%|▋ | 372/5012 [00:02<00:26, 178.15it/s]
Steps ...: 8%|▊ | 392/5012 [00:02<00:25, 184.52it/s]
Steps ...: 8%|▊ | 411/5012 [00:02<00:25, 183.43it/s]
Steps ...: 9%|▊ | 431/5012 [00:02<00:24, 186.64it/s]
Steps ...: 9%|▉ | 450/5012 [00:02<00:24, 187.62it/s]
Steps ...: 9%|▉ | 469/5012 [00:02<00:24, 183.97it/s]
Steps ...: 10%|▉ | 488/5012 [00:02<00:25, 174.05it/s]
Steps ...: 10%|█ | 506/5012 [00:02<00:26, 169.53it/s]
Steps ...: 10%|█ | 524/5012 [00:02<00:26, 171.49it/s]
Steps ...: 11%|█ | 542/5012 [00:03<00:25, 173.90it/s]
Steps ...: 11%|█ | 561/5012 [00:03<00:24, 178.54it/s]
Steps ...: 12%|█▏ | 580/5012 [00:03<00:24, 181.88it/s]
Steps ...: 12%|█▏ | 599/5012 [00:03<00:23, 184.27it/s]
Steps ...: 12%|█▏ | 618/5012 [00:03<00:25, 175.08it/s]
Steps ...: 13%|█▎ | 636/5012 [00:03<00:25, 174.00it/s]
Steps ...: 13%|█▎ | 654/5012 [00:03<00:26, 166.20it/s]
Steps ...: 13%|█▎ | 671/5012 [00:03<00:26, 164.50it/s]
Steps ...: 14%|█▍ | 691/5012 [00:03<00:24, 173.03it/s]
Steps ...: 14%|█▍ | 709/5012 [00:04<00:24, 172.56it/s]
Steps ...: 15%|█▍ | 728/5012 [00:04<00:24, 177.55it/s]
Steps ...: 15%|█▍ | 748/5012 [00:04<00:23, 181.43it/s]
Steps ...: 15%|█▌ | 767/5012 [00:04<00:23, 183.91it/s]
Steps ...: 16%|█▌ | 786/5012 [00:04<00:22, 185.69it/s]
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Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.39s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.37s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.37s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.38s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.38s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.63s/it]
Epochs ...: 3%|▎ | 1/30 [00:54<26:19, 54.46s/it]
Epoch 1, Loss: 1.9672
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.43s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.39s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:34, 4.37s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.40s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.40s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.39s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.38s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.65s/it]
Epochs ...: 7%|▋ | 2/30 [01:49<25:27, 54.56s/it]
Epoch 2, Loss: 1.6776
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.37s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.41s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.40s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.38s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.40s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.40s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.40s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.39s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.39s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.40s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.65s/it]
Epochs ...: 10%|█ | 3/30 [02:43<24:34, 54.62s/it]
Epoch 3, Loss: 0.8219
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:51, 4.33s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:47, 4.34s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.41s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.38s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.38s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.39s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.37s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.38s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.38s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.38s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.40s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.38s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.64s/it]
Epochs ...: 13%|█▎ | 4/30 [03:38<23:38, 54.57s/it]
Epoch 4, Loss: 0.5063
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.45s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.44s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.45s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.48s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.51s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.49s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.55s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:18, 4.54s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.52s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:09, 4.51s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.51s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.74s/it]
Epochs ...: 17%|█▋ | 5/30 [04:34<22:56, 55.07s/it]
Epoch 5, Loss: 0.4565
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:55, 4.59s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:49, 4.49s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.50s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.46s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.46s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.46s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.43s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.43s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.42s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.41s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.39s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.65s/it]
Epochs ...: 20%|██ | 6/30 [05:29<22:02, 55.09s/it]
Epoch 6, Loss: 0.2717
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.49s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.43s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.43s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.42s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.43s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.45s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.43s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.44s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.41s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.66s/it]
Epochs ...: 23%|██▎ | 7/30 [06:24<21:06, 55.07s/it]
Epoch 7, Loss: 0.2673
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.46s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.39s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.39s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.40s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.39s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.41s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.40s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.40s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.43s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.40s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.66s/it]
Epochs ...: 27%|██▋ | 8/30 [07:19<20:09, 54.98s/it]
Epoch 8, Loss: 0.1764
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.40s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.43s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.41s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.46s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.45s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.49s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.46s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.49s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.49s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.49s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.47s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.50s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.74s/it]
Epochs ...: 30%|███ | 9/30 [08:14<19:19, 55.21s/it]
Epoch 9, Loss: 0.2034
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.43s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.49s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.46s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.50s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.48s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.50s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.48s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.49s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.47s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.49s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.49s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.50s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.74s/it]
Epochs ...: 33%|███▎ | 10/30 [09:10<18:28, 55.40s/it]
Epoch 10, Loss: 0.2023
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:49, 4.52s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.49s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.48s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.48s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.49s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.50s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.48s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:18, 4.51s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.51s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.50s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.50s/it]
Steps ...: 100%|██████████| 13/13 [00:56<00:00, 3.76s/it]
Epochs ...: 37%|███▋ | 11/30 [10:06<17:36, 55.59s/it]
Epoch 11, Loss: 0.1800
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.45s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.49s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:45, 4.50s/it]
Steps ...: 31%|███ | 4/13 [00:18<00:40, 4.53s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:36, 4.51s/it]
Steps ...: 46%|████▌ | 6/13 [00:27<00:31, 4.50s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.49s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.48s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.49s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.50s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.50s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.50s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.73s/it]
Epochs ...: 40%|████ | 12/30 [11:02<16:42, 55.70s/it]
Epoch 12, Loss: 0.1891
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.44s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.43s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.44s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.42s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.44s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.43s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.44s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.42s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.43s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.41s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.69s/it]
Epochs ...: 43%|████▎ | 13/30 [11:57<15:43, 55.52s/it]
Epoch 13, Loss: 0.1433
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.36s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:47, 4.36s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.45s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.45s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.47s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.45s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:27, 4.53s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.54s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:18, 4.50s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.47s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:08, 4.48s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.46s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.70s/it]
Epochs ...: 47%|████▋ | 14/30 [12:53<14:48, 55.54s/it]
Epoch 14, Loss: 0.1670
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:54, 4.51s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:49, 4.46s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.44s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.41s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.44s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.42s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.43s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.43s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.43s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.42s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.67s/it]
Epochs ...: 50%|█████ | 15/30 [13:48<13:51, 55.41s/it]
Epoch 15, Loss: 0.1782
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.47s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.42s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.43s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.43s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.42s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.41s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.44s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.43s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.66s/it]
Epochs ...: 53%|█████▎ | 16/30 [14:43<12:54, 55.29s/it]
Epoch 16, Loss: 0.1471
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.47s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.42s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.45s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.40s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.43s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.41s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.42s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.41s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.41s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.39s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.65s/it]
Epochs ...: 57%|█████▋ | 17/30 [15:38<11:57, 55.17s/it]
Epoch 17, Loss: 0.1821
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.49s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.41s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.42s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.42s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.43s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.42s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.43s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.42s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.68s/it]
Epochs ...: 60%|██████ | 18/30 [16:33<11:01, 55.13s/it]
Epoch 18, Loss: 0.1860
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.45s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.43s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.43s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.42s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.43s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.42s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.43s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.42s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.40s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.66s/it]
Epochs ...: 63%|██████▎ | 19/30 [17:28<10:05, 55.08s/it]
Epoch 19, Loss: 0.1520
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.49s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.44s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.46s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.45s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.48s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.46s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.45s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.46s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.45s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.45s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.43s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.68s/it]
Epochs ...: 67%|██████▋ | 20/30 [18:23<09:11, 55.15s/it]
Epoch 20, Loss: 0.1772
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.38s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.40s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.39s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.40s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.41s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.41s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.40s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.39s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.41s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.39s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.65s/it]
Epochs ...: 70%|███████ | 21/30 [19:18<08:15, 55.02s/it]
Epoch 21, Loss: 0.1271
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.40s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.42s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.39s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.40s/it]
Steps ...: 38%|███▊ | 5/13 [00:21<00:35, 4.38s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.41s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.39s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.42s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.41s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.42s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.67s/it]
Epochs ...: 73%|███████▎ | 22/30 [20:13<07:19, 54.96s/it]
Epoch 22, Loss: 0.1527
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.41s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:43, 4.38s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.42s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.40s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.40s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.40s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:21, 4.39s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.41s/it]
Steps ...: 77%|███████▋ | 10/13 [00:43<00:13, 4.39s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.40s/it]
Steps ...: 92%|█████████▏| 12/13 [00:52<00:04, 4.41s/it]
Steps ...: 100%|██████████| 13/13 [00:54<00:00, 3.66s/it]
Epochs ...: 77%|███████▋ | 23/30 [21:08<06:24, 54.91s/it]
Epoch 23, Loss: 0.1096
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.35s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.41s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.40s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:39, 4.39s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.41s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:30, 4.42s/it]
Steps ...: 54%|█████▍ | 7/13 [00:30<00:26, 4.43s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.41s/it]
Steps ...: 69%|██████▉ | 9/13 [00:39<00:17, 4.48s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:09, 4.54s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.55s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.78s/it]
Epochs ...: 80%|████████ | 24/30 [22:03<05:30, 55.14s/it]
Epoch 24, Loss: 0.1419
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:53, 4.48s/it]
Steps ...: 15%|█▌ | 2/13 [00:09<00:49, 4.51s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.47s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.48s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.47s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.45s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.45s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.44s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.45s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.43s/it]
Steps ...: 85%|████████▍ | 11/13 [00:48<00:08, 4.44s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.44s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.68s/it]
Epochs ...: 83%|████████▎ | 25/30 [22:59<04:35, 55.20s/it]
Epoch 25, Loss: 0.1519
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:52, 4.39s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:48, 4.44s/it]
Steps ...: 23%|██▎ | 3/13 [00:13<00:44, 4.44s/it]
Steps ...: 31%|███ | 4/13 [00:17<00:40, 4.46s/it]
Steps ...: 38%|███▊ | 5/13 [00:22<00:35, 4.44s/it]
Steps ...: 46%|████▌ | 6/13 [00:26<00:31, 4.45s/it]
Steps ...: 54%|█████▍ | 7/13 [00:31<00:26, 4.46s/it]
Steps ...: 62%|██████▏ | 8/13 [00:35<00:22, 4.45s/it]
Steps ...: 69%|██████▉ | 9/13 [00:40<00:17, 4.47s/it]
Steps ...: 77%|███████▋ | 10/13 [00:44<00:13, 4.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:49<00:09, 4.52s/it]
Steps ...: 92%|█████████▏| 12/13 [00:53<00:04, 4.56s/it]
Steps ...: 100%|██████████| 13/13 [00:55<00:00, 3.78s/it]
Epochs ...: 87%|████████▋ | 26/30 [23:54<03:41, 55.40s/it]
Epoch 26, Loss: 0.1618
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:04<00:51, 4.29s/it]
Steps ...: 15%|█▌ | 2/13 [00:08<00:44, 4.04s/it]
Steps ...: 23%|██▎ | 3/13 [00:11<00:38, 3.81s/it]
Steps ...: 31%|███ | 4/13 [00:15<00:33, 3.70s/it]
Steps ...: 38%|███▊ | 5/13 [00:19<00:30, 3.86s/it]
Steps ...: 46%|████▌ | 6/13 [00:23<00:27, 3.93s/it]
Steps ...: 54%|█████▍ | 7/13 [00:26<00:22, 3.80s/it]
Steps ...: 62%|██████▏ | 8/13 [00:30<00:18, 3.72s/it]
Steps ...: 69%|██████▉ | 9/13 [00:34<00:14, 3.68s/it]
Steps ...: 77%|███████▋ | 10/13 [00:37<00:10, 3.66s/it]
Steps ...: 85%|████████▍ | 11/13 [00:41<00:07, 3.62s/it]
Steps ...: 92%|█████████▏| 12/13 [00:44<00:03, 3.60s/it]
Steps ...: 100%|██████████| 13/13 [00:46<00:00, 2.98s/it]
Epochs ...: 90%|█████████ | 27/30 [24:41<02:38, 52.69s/it]
Epoch 27, Loss: 0.1372
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:43, 3.64s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.62s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:36, 3.61s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.59s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.56s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:25, 3.60s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.60s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.57s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.55s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.59s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.63s/it]
Steps ...: 92%|█████████▏| 12/13 [00:43<00:03, 3.60s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 3.00s/it]
Epochs ...: 93%|█████████▎| 28/30 [25:26<01:40, 50.31s/it]
Epoch 28, Loss: 0.1558
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.55s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:39, 3.62s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:36, 3.66s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:32, 3.61s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.58s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:25, 3.58s/it]
Steps ...: 54%|█████▍ | 7/13 [00:25<00:21, 3.62s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.59s/it]
Steps ...: 69%|██████▉ | 9/13 [00:32<00:14, 3.59s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.57s/it]
Steps ...: 85%|████████▍ | 11/13 [00:39<00:07, 3.60s/it]
Steps ...: 92%|█████████▏| 12/13 [00:43<00:03, 3.59s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.98s/it]
Epochs ...: 97%|█████████▋| 29/30 [26:10<00:48, 48.64s/it]
Epoch 29, Loss: 0.1574
Steps ...: 0%| | 0/13 [00:00<?, ?it/s]
Steps ...: 8%|▊ | 1/13 [00:03<00:42, 3.55s/it]
Steps ...: 15%|█▌ | 2/13 [00:07<00:38, 3.52s/it]
Steps ...: 23%|██▎ | 3/13 [00:10<00:35, 3.59s/it]
Steps ...: 31%|███ | 4/13 [00:14<00:31, 3.55s/it]
Steps ...: 38%|███▊ | 5/13 [00:17<00:28, 3.52s/it]
Steps ...: 46%|████▌ | 6/13 [00:21<00:24, 3.52s/it]
Steps ...: 54%|█████▍ | 7/13 [00:24<00:21, 3.52s/it]
Steps ...: 62%|██████▏ | 8/13 [00:28<00:17, 3.55s/it]
Steps ...: 69%|██████▉ | 9/13 [00:31<00:14, 3.54s/it]
Steps ...: 77%|███████▋ | 10/13 [00:35<00:10, 3.53s/it]
Steps ...: 85%|████████▍ | 11/13 [00:38<00:07, 3.51s/it]
Steps ...: 92%|█████████▏| 12/13 [00:42<00:03, 3.57s/it]
Steps ...: 100%|██████████| 13/13 [00:44<00:00, 2.97s/it]
Epochs ...: 100%|██████████| 30/30 [26:54<00:00, 53.83s/it]
Epoch 30, Loss: 0.1486
Creating sequence of samples: 100%|██████████| 28/28 [00:00<00:00, 9334.01it/s]
Steps ...: 0%| | 0/5012 [00:00<?, ?it/s]
Steps ...: 0%| | 21/5012 [00:00<00:23, 209.99it/s]
Steps ...: 1%| | 43/5012 [00:00<00:23, 212.13it/s]
Steps ...: 1%|▏ | 65/5012 [00:00<00:23, 211.85it/s]
Steps ...: 2%|▏ | 87/5012 [00:00<00:23, 212.54it/s]
Steps ...: 2%|▏ | 109/5012 [00:00<00:22, 214.42it/s]
Steps ...: 3%|▎ | 132/5012 [00:00<00:22, 218.18it/s]
Steps ...: 3%|▎ | 154/5012 [00:00<00:22, 213.26it/s]
Steps ...: 4%|▎ | 177/5012 [00:00<00:22, 217.77it/s]
Steps ...: 4%|▍ | 200/5012 [00:00<00:21, 219.50it/s]
Steps ...: 4%|▍ | 222/5012 [00:01<00:21, 219.65it/s]
Steps ...: 5%|▍ | 246/5012 [00:01<00:21, 224.43it/s]
Steps ...: 5%|▌ | 269/5012 [00:01<00:21, 222.10it/s]
Steps ...: 6%|▌ | 292/5012 [00:01<00:21, 224.44it/s]
Steps ...: 6%|▋ | 315/5012 [00:01<00:20, 226.09it/s]
Steps ...: 7%|▋ | 338/5012 [00:01<00:20, 222.61it/s]
Steps ...: 7%|▋ | 361/5012 [00:01<00:21, 211.69it/s]
Steps ...: 8%|▊ | 383/5012 [00:01<00:21, 212.24it/s]
Steps ...: 8%|▊ | 405/5012 [00:01<00:21, 213.85it/s]
Steps ...: 9%|▊ | 427/5012 [00:01<00:21, 215.63it/s]
Steps ...: 9%|▉ | 449/5012 [00:02<00:21, 215.65it/s]
Steps ...: 9%|▉ | 471/5012 [00:02<00:21, 215.66it/s]
Steps ...: 10%|▉ | 494/5012 [00:02<00:20, 217.95it/s]
Steps ...: 10%|█ | 516/5012 [00:02<00:20, 217.91it/s]
Steps ...: 11%|█ | 538/5012 [00:02<00:20, 218.53it/s]
Steps ...: 11%|█ | 561/5012 [00:02<00:20, 221.93it/s]
Steps ...: 12%|█▏ | 584/5012 [00:02<00:20, 220.39it/s]
Steps ...: 12%|█▏ | 608/5012 [00:02<00:19, 224.84it/s]
Steps ...: 13%|█▎ | 632/5012 [00:02<00:19, 226.64it/s]
Steps ...: 13%|█▎ | 656/5012 [00:02<00:19, 227.88it/s]
Steps ...: 14%|█▎ | 679/5012 [00:03<00:18, 228.50it/s]
Steps ...: 14%|█▍ | 702/5012 [00:03<00:18, 226.93it/s]
Steps ...: 14%|█▍ | 725/5012 [00:03<00:19, 223.23it/s]
Steps ...: 15%|█▍ | 748/5012 [00:03<00:20, 211.60it/s]
Steps ...: 15%|█▌ | 770/5012 [00:03<00:19, 212.77it/s]
Steps ...: 16%|█▌ | 792/5012 [00:03<00:19, 214.83it/s]
Steps ...: 16%|█▌ | 814/5012 [00:03<00:19, 212.03it/s]
Steps ...: 17%|█▋ | 836/5012 [00:03<00:19, 208.90it/s]
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Printing metric
rmse = []
mse = []
for metrics_i in metrics:
rmse.append(metrics_i["rmse"])
mse.append(metrics_i["mse"])
rmse_mean, rmse_std = np.mean(rmse, axis=0), np.std(rmse, axis=0)
mse_mean, mse_std = np.mean(mse, axis=0), np.std(mse, axis=0)
print(f'rmse: {np.mean(rmse):.8f} ± {2*np.std(rmse):.8f}')
print(f'mse: {np.mean(mse):.8f} ± {2*np.std(mse):.8f}')
rmse: 0.13118143 ± 0.01402841
mse: 0.01725777 ± 0.00376382
Parameter esimation
model_class.model_param_estimation()
(164353, (0.10030284698307514, 0.14067839453672557))