[Featurizer] - Take a list of 13 features and weighted sum them.
[Featurizer] - The selected feature hidden_states's downsample rate is 960
[Runner] - Start a new experiment
Loading model from Local m-a-p/MERT-v1-95M
load local model succeed
local local feat extractor

overall:   0%|          | 0/4000 [00:00<?, ?it/s]

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overall:   0%|          | 4/4000 [00:04<1:01:16,  1.09it/s]

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overall:   0%|          | 5/4000 [00:05<56:41,  1.17it/s]  

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overall:   0%|          | 6/4000 [00:05<53:58,  1.23it/s]

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overall:   0%|          | 7/4000 [00:06<52:12,  1.27it/s]

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overall:   0%|          | 8/4000 [00:07<51:00,  1.30it/s]

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overall:   0%|          | 9/4000 [00:07<50:27,  1.32it/s]

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overall:   0%|          | 10/4000 [00:08<49:55,  1.33it/s]

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overall:   0%|          | 11/4000 [00:09<49:26,  1.34it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.35it/s]
overall:   0%|          | 12/4000 [00:10<49:13,  1.35it/s]

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overall:   0%|          | 13/4000 [00:10<49:04,  1.35it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.35it/s]
overall:   0%|          | 14/4000 [00:11<49:31,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:   0%|          | 15/4000 [00:12<49:12,  1.35it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.35it/s]
overall:   0%|          | 16/4000 [00:13<48:55,  1.36it/s]

train:  43%|████▎     | 16/37 [00:13<00:15,  1.36it/s]
overall:   0%|          | 17/4000 [00:13<48:44,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:   0%|          | 18/4000 [00:14<48:34,  1.37it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.37it/s]
overall:   0%|          | 19/4000 [00:15<48:31,  1.37it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.37it/s]
overall:   0%|          | 20/4000 [00:16<48:26,  1.37it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.37it/s]
overall:   1%|          | 21/4000 [00:16<48:26,  1.37it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.37it/s]
overall:   1%|          | 22/4000 [00:17<48:22,  1.37it/s]

train:  59%|█████▉    | 22/37 [00:17<00:10,  1.37it/s]
overall:   1%|          | 23/4000 [00:18<48:27,  1.37it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.37it/s]
overall:   1%|          | 24/4000 [00:18<48:28,  1.37it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.37it/s]
overall:   1%|          | 25/4000 [00:19<48:27,  1.37it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.37it/s]
overall:   1%|          | 26/4000 [00:20<49:00,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:   1%|          | 27/4000 [00:21<48:57,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.35it/s]
overall:   1%|          | 28/4000 [00:21<48:48,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:   1%|          | 29/4000 [00:22<48:39,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:   1%|          | 30/4000 [00:23<48:34,  1.36it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.36it/s]
overall:   1%|          | 31/4000 [00:24<48:25,  1.37it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.37it/s]
overall:   1%|          | 32/4000 [00:24<48:24,  1.37it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.37it/s]
overall:   1%|          | 33/4000 [00:25<48:24,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.37it/s]
overall:   1%|          | 34/4000 [00:26<48:22,  1.37it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.37it/s]
overall:   1%|          | 35/4000 [00:27<48:10,  1.37it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.37it/s]
overall:   1%|          | 36/4000 [00:27<48:10,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:   1%|          | 37/4000 [00:28<45:59,  1.44it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.44it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 2.9903180599212646
train acc: 0.05299999937415123
train loss: 2.951760768890381
train acc: 0.12200000137090683
train loss: 2.9115657806396484
train acc: 0.13300000131130219


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   1%|          | 38/4000 [00:30<1:05:23,  1.01it/s]

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overall:   1%|          | 39/4000 [00:30<1:00:14,  1.10it/s]

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overall:   1%|          | 40/4000 [00:31<56:26,  1.17it/s]  

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overall:   1%|          | 41/4000 [00:32<53:41,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:   1%|          | 42/4000 [00:32<52:05,  1.27it/s]

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overall:   1%|          | 43/4000 [00:33<51:20,  1.28it/s]

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overall:   1%|          | 44/4000 [00:34<50:24,  1.31it/s]

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overall:   1%|          | 45/4000 [00:35<49:41,  1.33it/s]

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overall:   1%|          | 46/4000 [00:35<49:09,  1.34it/s]

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overall:   1%|          | 47/4000 [00:36<48:44,  1.35it/s]

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overall:   1%|          | 48/4000 [00:37<48:21,  1.36it/s]

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overall:   1%|          | 49/4000 [00:38<47:59,  1.37it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.37it/s]
overall:   1%|▏         | 50/4000 [00:38<48:24,  1.36it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.36it/s]
overall:   1%|▏         | 51/4000 [00:39<48:15,  1.36it/s]

train:  38%|███▊      | 14/37 [00:11<00:16,  1.36it/s]
overall:   1%|▏         | 52/4000 [00:40<48:05,  1.37it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.37it/s]
overall:   1%|▏         | 53/4000 [00:40<48:02,  1.37it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.37it/s]
overall:   1%|▏         | 54/4000 [00:41<48:00,  1.37it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.37it/s]
overall:   1%|▏         | 55/4000 [00:42<48:13,  1.36it/s]

train:  49%|████▊     | 18/37 [00:13<00:13,  1.36it/s]
overall:   1%|▏         | 56/4000 [00:43<48:08,  1.37it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.37it/s]
overall:   1%|▏         | 57/4000 [00:43<47:48,  1.37it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.37it/s]
overall:   1%|▏         | 58/4000 [00:44<47:50,  1.37it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.37it/s]
overall:   1%|▏         | 59/4000 [00:45<47:48,  1.37it/s]

train:  59%|█████▉    | 22/37 [00:16<00:10,  1.37it/s]
overall:   2%|▏         | 60/4000 [00:46<47:55,  1.37it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.37it/s]
overall:   2%|▏         | 61/4000 [00:46<47:35,  1.38it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.38it/s]
overall:   2%|▏         | 62/4000 [00:47<47:57,  1.37it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.37it/s]
overall:   2%|▏         | 63/4000 [00:48<47:52,  1.37it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.37it/s]
overall:   2%|▏         | 64/4000 [00:49<47:51,  1.37it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.37it/s]
overall:   2%|▏         | 65/4000 [00:49<47:48,  1.37it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.37it/s]
overall:   2%|▏         | 66/4000 [00:50<47:47,  1.37it/s]

train:  78%|███████▊  | 29/37 [00:21<00:05,  1.37it/s]
overall:   2%|▏         | 67/4000 [00:51<48:03,  1.36it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.36it/s]
overall:   2%|▏         | 68/4000 [00:51<47:58,  1.37it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.37it/s]
overall:   2%|▏         | 69/4000 [00:52<47:57,  1.37it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.37it/s]
overall:   2%|▏         | 70/4000 [00:53<47:53,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:24<00:02,  1.37it/s]
overall:   2%|▏         | 71/4000 [00:54<47:52,  1.37it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.37it/s]
overall:   2%|▏         | 72/4000 [00:54<47:57,  1.37it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.37it/s]
overall:   2%|▏         | 73/4000 [00:55<47:51,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:   2%|▏         | 74/4000 [00:56<45:44,  1.43it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.43it/s]
train: 100%|██████████| 37/37 [00:27<00:00,  1.33it/s]
train loss: 2.873908519744873
train acc: 0.1427125483751297
train loss: 2.8296313285827637
train acc: 0.1509999930858612
train loss: 2.8069560527801514
train acc: 0.15700000524520874
train loss: 2.788508415222168
train acc: 0.1770000010728836


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   2%|▏         | 75/4000 [00:57<1:04:06,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.53s/it]
overall:   2%|▏         | 76/4000 [00:58<59:23,  1.10it/s]  

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:   2%|▏         | 77/4000 [00:59<55:52,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:   2%|▏         | 78/4000 [01:00<53:28,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:   2%|▏         | 79/4000 [01:00<51:27,  1.27it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.26it/s]
overall:   2%|▏         | 80/4000 [01:01<50:15,  1.30it/s]

train:  16%|█▌        | 6/37 [00:05<00:23,  1.29it/s]
overall:   2%|▏         | 81/4000 [01:02<49:33,  1.32it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.32it/s]
overall:   2%|▏         | 82/4000 [01:02<49:04,  1.33it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.33it/s]
overall:   2%|▏         | 83/4000 [01:03<48:59,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:   2%|▏         | 84/4000 [01:04<48:35,  1.34it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:   2%|▏         | 85/4000 [01:05<48:24,  1.35it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.35it/s]
overall:   2%|▏         | 86/4000 [01:05<48:16,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:   2%|▏         | 87/4000 [01:06<48:07,  1.36it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.36it/s]
overall:   2%|▏         | 88/4000 [01:07<48:18,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:   2%|▏         | 89/4000 [01:08<47:47,  1.36it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.36it/s]
overall:   2%|▏         | 90/4000 [01:08<47:51,  1.36it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.36it/s]
overall:   2%|▏         | 91/4000 [01:09<47:53,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:   2%|▏         | 92/4000 [01:10<48:01,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.36it/s]
overall:   2%|▏         | 93/4000 [01:11<47:53,  1.36it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.36it/s]
overall:   2%|▏         | 94/4000 [01:11<47:48,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:   2%|▏         | 95/4000 [01:12<48:12,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:   2%|▏         | 96/4000 [01:13<48:05,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:16<00:11,  1.35it/s]
overall:   2%|▏         | 97/4000 [01:14<48:01,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:   2%|▏         | 98/4000 [01:14<48:00,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:   2%|▏         | 99/4000 [01:15<47:58,  1.36it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.36it/s]
overall:   2%|▎         | 100/4000 [01:16<47:52,  1.36it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.36it/s]
overall:   3%|▎         | 101/4000 [01:16<47:37,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:   3%|▎         | 102/4000 [01:17<47:29,  1.37it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.37it/s]
overall:   3%|▎         | 103/4000 [01:18<47:39,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:   3%|▎         | 104/4000 [01:19<47:45,  1.36it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.36it/s]
overall:   3%|▎         | 105/4000 [01:19<47:49,  1.36it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.36it/s]
overall:   3%|▎         | 106/4000 [01:20<47:53,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:   3%|▎         | 107/4000 [01:21<47:56,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:   3%|▎         | 108/4000 [01:22<48:02,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.35it/s]
overall:   3%|▎         | 109/4000 [01:22<47:47,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:   3%|▎         | 110/4000 [01:23<47:56,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:   3%|▎         | 111/4000 [01:24<45:49,  1.41it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train loss: 2.7394771575927734
train acc: 0.18319837749004364
train loss: 2.723552942276001
train acc: 0.19599999487400055
train loss: 2.6887810230255127
train acc: 0.1850000023841858
train loss: 2.6777777671813965
train acc: 0.20800000429153442


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   3%|▎         | 112/4000 [01:25<1:04:56,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:   3%|▎         | 113/4000 [01:26<59:56,  1.08it/s]  

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:   3%|▎         | 114/4000 [01:27<56:27,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:   3%|▎         | 115/4000 [01:28<54:04,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:   3%|▎         | 116/4000 [01:28<52:18,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:   3%|▎         | 117/4000 [01:29<51:03,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:   3%|▎         | 118/4000 [01:30<50:18,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:   3%|▎         | 119/4000 [01:31<49:37,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:   3%|▎         | 120/4000 [01:31<49:10,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:   3%|▎         | 121/4000 [01:32<48:33,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:   3%|▎         | 122/4000 [01:33<48:39,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:   3%|▎         | 123/4000 [01:34<48:10,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:   3%|▎         | 124/4000 [01:34<48:51,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:   3%|▎         | 125/4000 [01:35<48:28,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:   3%|▎         | 126/4000 [01:36<48:14,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:   3%|▎         | 127/4000 [01:37<48:03,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:   3%|▎         | 128/4000 [01:37<47:57,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:   3%|▎         | 129/4000 [01:38<47:54,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:   3%|▎         | 130/4000 [01:39<47:50,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:   3%|▎         | 131/4000 [01:40<47:47,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:   3%|▎         | 132/4000 [01:40<47:44,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:   3%|▎         | 133/4000 [01:41<47:48,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:   3%|▎         | 134/4000 [01:42<47:43,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:   3%|▎         | 135/4000 [01:43<47:46,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:   3%|▎         | 136/4000 [01:43<48:22,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:   3%|▎         | 137/4000 [01:44<47:47,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:   3%|▎         | 138/4000 [01:45<47:45,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:   3%|▎         | 139/4000 [01:45<47:43,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:   4%|▎         | 140/4000 [01:46<47:41,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:   4%|▎         | 141/4000 [01:47<47:34,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:   4%|▎         | 142/4000 [01:48<47:32,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:   4%|▎         | 143/4000 [01:48<47:36,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:   4%|▎         | 144/4000 [01:49<47:38,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:   4%|▎         | 145/4000 [01:50<47:36,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:   4%|▎         | 146/4000 [01:51<47:36,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:   4%|▎         | 147/4000 [01:51<47:35,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:   4%|▎         | 148/4000 [01:52<45:27,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 2.63844633102417
train acc: 0.21659919619560242
train loss: 2.6174397468566895
train acc: 0.2329999953508377
train loss: 2.5921218395233154
train acc: 0.2280000001192093


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   4%|▎         | 149/4000 [01:54<1:01:44,  1.04it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.45s/it]
overall:   4%|▍         | 150/4000 [01:54<57:49,  1.11it/s]  

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:   4%|▍         | 151/4000 [01:55<54:48,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:   4%|▍         | 152/4000 [01:56<52:35,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:   4%|▍         | 153/4000 [01:57<51:21,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:   4%|▍         | 154/4000 [01:57<50:03,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:   4%|▍         | 155/4000 [01:58<49:16,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:   4%|▍         | 156/4000 [01:59<48:33,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.32it/s]
overall:   4%|▍         | 157/4000 [02:00<48:05,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:   4%|▍         | 158/4000 [02:00<47:53,  1.34it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:   4%|▍         | 159/4000 [02:01<47:43,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:   4%|▍         | 160/4000 [02:02<47:26,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:   4%|▍         | 161/4000 [02:02<47:15,  1.35it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.35it/s]
overall:   4%|▍         | 162/4000 [02:03<47:17,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:   4%|▍         | 163/4000 [02:04<46:44,  1.37it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.37it/s]
overall:   4%|▍         | 164/4000 [02:05<46:39,  1.37it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.37it/s]
overall:   4%|▍         | 165/4000 [02:05<47:04,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:   4%|▍         | 166/4000 [02:06<46:57,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.36it/s]
overall:   4%|▍         | 167/4000 [02:07<46:52,  1.36it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.36it/s]
overall:   4%|▍         | 168/4000 [02:08<46:48,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:   4%|▍         | 169/4000 [02:08<46:43,  1.37it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.37it/s]
overall:   4%|▍         | 170/4000 [02:09<46:51,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:16<00:11,  1.36it/s]
overall:   4%|▍         | 171/4000 [02:10<47:13,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:   4%|▍         | 172/4000 [02:11<47:07,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:   4%|▍         | 173/4000 [02:11<47:20,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:   4%|▍         | 174/4000 [02:12<47:15,  1.35it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.35it/s]
overall:   4%|▍         | 175/4000 [02:13<47:02,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:   4%|▍         | 176/4000 [02:14<46:47,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:   4%|▍         | 177/4000 [02:14<47:09,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:   4%|▍         | 178/4000 [02:15<47:03,  1.35it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.35it/s]
overall:   4%|▍         | 179/4000 [02:16<46:52,  1.36it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.36it/s]
overall:   4%|▍         | 180/4000 [02:16<46:54,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:   5%|▍         | 181/4000 [02:17<46:49,  1.36it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.36it/s]
overall:   5%|▍         | 182/4000 [02:18<46:45,  1.36it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.36it/s]
overall:   5%|▍         | 183/4000 [02:19<46:28,  1.37it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.37it/s]
overall:   5%|▍         | 184/4000 [02:19<46:32,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:   5%|▍         | 185/4000 [02:20<44:31,  1.43it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.43it/s]
train: 100%|██████████| 37/37 [00:27<00:00,  1.32it/s]
train loss: 2.5706067085266113
train acc: 0.22165991365909576
train loss: 2.5254499912261963
train acc: 0.27000001072883606
train loss: 2.5208730697631836
train acc: 0.2720000147819519
train loss: 2.516641855239868
train acc: 0.26499998569488525


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   5%|▍         | 186/4000 [02:22<1:02:29,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.54s/it]
overall:   5%|▍         | 187/4000 [02:22<57:53,  1.10it/s]  

train:   5%|▌         | 2/37 [00:02<00:37,  1.07s/it]
overall:   5%|▍         | 188/4000 [02:23<54:27,  1.17it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:   5%|▍         | 189/4000 [02:24<52:00,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:   5%|▍         | 190/4000 [02:25<50:24,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:   5%|▍         | 191/4000 [02:25<49:03,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.29it/s]
overall:   5%|▍         | 192/4000 [02:26<48:22,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:   5%|▍         | 193/4000 [02:27<48:06,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.32it/s]
overall:   5%|▍         | 194/4000 [02:28<48:00,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:   5%|▍         | 195/4000 [02:28<47:41,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:   5%|▍         | 196/4000 [02:29<47:25,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:   5%|▍         | 197/4000 [02:30<47:15,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:   5%|▍         | 198/4000 [02:31<47:35,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:   5%|▍         | 199/4000 [02:31<46:58,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:   5%|▌         | 200/4000 [02:32<46:50,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:   5%|▌         | 201/4000 [02:33<46:46,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:   5%|▌         | 202/4000 [02:33<46:43,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:   5%|▌         | 203/4000 [02:34<46:37,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.36it/s]
overall:   5%|▌         | 204/4000 [02:35<46:35,  1.36it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.36it/s]
overall:   5%|▌         | 205/4000 [02:36<46:31,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:   5%|▌         | 206/4000 [02:36<46:40,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:   5%|▌         | 207/4000 [02:37<46:35,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:   5%|▌         | 208/4000 [02:38<46:34,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:   5%|▌         | 209/4000 [02:39<46:39,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:   5%|▌         | 210/4000 [02:39<46:46,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:   5%|▌         | 211/4000 [02:40<46:42,  1.35it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.35it/s]
overall:   5%|▌         | 212/4000 [02:41<46:35,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:   5%|▌         | 213/4000 [02:42<46:30,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:   5%|▌         | 214/4000 [02:42<46:26,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:   5%|▌         | 215/4000 [02:43<46:24,  1.36it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.36it/s]
overall:   5%|▌         | 216/4000 [02:44<46:24,  1.36it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.36it/s]
overall:   5%|▌         | 217/4000 [02:45<46:26,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:   5%|▌         | 218/4000 [02:45<46:33,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:   5%|▌         | 219/4000 [02:46<46:29,  1.36it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.36it/s]
overall:   6%|▌         | 220/4000 [02:47<46:26,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:   6%|▌         | 221/4000 [02:47<46:31,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:   6%|▌         | 222/4000 [02:48<44:20,  1.42it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train loss: 2.459780216217041
train acc: 0.29149797558784485
train loss: 2.427227020263672
train acc: 0.3009999990463257
train loss: 2.4275753498077393
train acc: 0.27399998903274536
train loss: 2.417951822280884
train acc: 0.3019999861717224


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   6%|▌         | 223/4000 [02:50<1:02:17,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:   6%|▌         | 224/4000 [02:51<57:46,  1.09it/s]  

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:   6%|▌         | 225/4000 [02:51<54:50,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:   6%|▌         | 226/4000 [02:52<52:24,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:   6%|▌         | 227/4000 [02:53<50:41,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:   6%|▌         | 228/4000 [02:54<49:27,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:   6%|▌         | 229/4000 [02:54<48:35,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:   6%|▌         | 230/4000 [02:55<48:00,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:   6%|▌         | 231/4000 [02:56<47:45,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:   6%|▌         | 232/4000 [02:56<47:18,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:   6%|▌         | 233/4000 [02:57<46:42,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:   6%|▌         | 234/4000 [02:58<46:36,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:   6%|▌         | 235/4000 [02:59<46:57,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:   6%|▌         | 236/4000 [02:59<46:28,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:   6%|▌         | 237/4000 [03:00<46:27,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:   6%|▌         | 238/4000 [03:01<46:19,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:   6%|▌         | 239/4000 [03:02<46:20,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:   6%|▌         | 240/4000 [03:02<46:22,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:   6%|▌         | 241/4000 [03:03<46:25,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:   6%|▌         | 242/4000 [03:04<46:24,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:   6%|▌         | 243/4000 [03:05<46:23,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:   6%|▌         | 244/4000 [03:05<46:17,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:   6%|▌         | 245/4000 [03:06<46:04,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:   6%|▌         | 246/4000 [03:07<46:07,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:   6%|▌         | 247/4000 [03:08<46:23,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:   6%|▌         | 248/4000 [03:08<45:59,  1.36it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.36it/s]
overall:   6%|▌         | 249/4000 [03:09<45:52,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:   6%|▋         | 250/4000 [03:10<45:45,  1.37it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.37it/s]
overall:   6%|▋         | 251/4000 [03:10<45:29,  1.37it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.37it/s]
overall:   6%|▋         | 252/4000 [03:11<45:23,  1.38it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.38it/s]
overall:   6%|▋         | 253/4000 [03:12<45:23,  1.38it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.38it/s]
overall:   6%|▋         | 254/4000 [03:13<45:22,  1.38it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.38it/s]
overall:   6%|▋         | 255/4000 [03:13<45:38,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.37it/s]
overall:   6%|▋         | 256/4000 [03:14<46:04,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.35it/s]
overall:   6%|▋         | 257/4000 [03:15<45:52,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:   6%|▋         | 258/4000 [03:16<45:57,  1.36it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.36it/s]
overall:   6%|▋         | 259/4000 [03:16<44:00,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train loss: 2.371842384338379
train acc: 0.2844129502773285
train loss: 2.369015693664551
train acc: 0.2720000147819519
train loss: 2.324232339859009
train acc: 0.35199999809265137


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   6%|▋         | 260/4000 [03:18<1:02:21,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:   7%|▋         | 261/4000 [03:19<57:38,  1.08it/s]  

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:   7%|▋         | 262/4000 [03:19<54:18,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:   7%|▋         | 263/4000 [03:20<51:56,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:   7%|▋         | 264/4000 [03:21<50:18,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:   7%|▋         | 265/4000 [03:22<48:52,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:   7%|▋         | 266/4000 [03:22<47:52,  1.30it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.30it/s]
overall:   7%|▋         | 267/4000 [03:23<47:18,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:   7%|▋         | 268/4000 [03:24<46:57,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:   7%|▋         | 269/4000 [03:25<46:33,  1.34it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:   7%|▋         | 270/4000 [03:25<46:15,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:   7%|▋         | 271/4000 [03:26<46:11,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:   7%|▋         | 272/4000 [03:27<46:56,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:   7%|▋         | 273/4000 [03:28<46:43,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:   7%|▋         | 274/4000 [03:28<46:33,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:   7%|▋         | 275/4000 [03:29<46:23,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:   7%|▋         | 276/4000 [03:30<46:22,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:   7%|▋         | 277/4000 [03:31<46:03,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:   7%|▋         | 278/4000 [03:31<46:06,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:   7%|▋         | 279/4000 [03:32<45:58,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:   7%|▋         | 280/4000 [03:33<46:08,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:   7%|▋         | 281/4000 [03:34<45:54,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:   7%|▋         | 282/4000 [03:34<45:51,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:   7%|▋         | 283/4000 [03:35<45:33,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:   7%|▋         | 284/4000 [03:36<46:14,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:   7%|▋         | 285/4000 [03:37<46:09,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:   7%|▋         | 286/4000 [03:37<46:03,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:   7%|▋         | 287/4000 [03:38<46:05,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:   7%|▋         | 288/4000 [03:39<46:00,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:   7%|▋         | 289/4000 [03:39<46:01,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:   7%|▋         | 290/4000 [03:40<46:03,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:   7%|▋         | 291/4000 [03:41<45:59,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:   7%|▋         | 292/4000 [03:42<46:09,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:   7%|▋         | 293/4000 [03:42<45:48,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:   7%|▋         | 294/4000 [03:43<45:58,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:   7%|▋         | 295/4000 [03:44<45:49,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:   7%|▋         | 296/4000 [03:45<43:49,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 2.321603536605835
train acc: 0.3218623399734497
train loss: 2.274352788925171
train acc: 0.3449999988079071
train loss: 2.2722697257995605
train acc: 0.3619999885559082
train loss: 2.250267505645752
train acc: 0.3409999907016754


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   7%|▋         | 297/4000 [03:46<59:46,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:   7%|▋         | 298/4000 [03:47<55:59,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:   7%|▋         | 299/4000 [03:48<52:55,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:   8%|▊         | 300/4000 [03:48<50:59,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:   8%|▊         | 301/4000 [03:49<49:47,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:   8%|▊         | 302/4000 [03:50<48:42,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:   8%|▊         | 303/4000 [03:51<47:56,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:   8%|▊         | 304/4000 [03:51<47:29,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:   8%|▊         | 305/4000 [03:52<47:19,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:   8%|▊         | 306/4000 [03:53<47:02,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:   8%|▊         | 307/4000 [03:54<46:39,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:   8%|▊         | 308/4000 [03:54<46:31,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:   8%|▊         | 309/4000 [03:55<46:28,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:   8%|▊         | 310/4000 [03:56<46:26,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:   8%|▊         | 311/4000 [03:57<46:02,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:   8%|▊         | 312/4000 [03:57<45:59,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:   8%|▊         | 313/4000 [03:58<46:10,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:   8%|▊         | 314/4000 [03:59<46:06,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:   8%|▊         | 315/4000 [04:00<45:47,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:   8%|▊         | 316/4000 [04:00<45:44,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:   8%|▊         | 317/4000 [04:01<45:55,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:   8%|▊         | 318/4000 [04:02<45:53,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:   8%|▊         | 319/4000 [04:03<45:50,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:   8%|▊         | 320/4000 [04:03<45:55,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:   8%|▊         | 321/4000 [04:04<45:42,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:   8%|▊         | 322/4000 [04:05<45:51,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:   8%|▊         | 323/4000 [04:06<45:46,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:   8%|▊         | 324/4000 [04:06<45:45,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:   8%|▊         | 325/4000 [04:07<45:46,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:   8%|▊         | 326/4000 [04:08<45:45,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:   8%|▊         | 327/4000 [04:09<45:34,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:   8%|▊         | 328/4000 [04:09<45:20,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:   8%|▊         | 329/4000 [04:10<45:37,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:   8%|▊         | 330/4000 [04:11<45:36,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:   8%|▊         | 331/4000 [04:12<45:35,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:   8%|▊         | 332/4000 [04:12<45:38,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:   8%|▊         | 333/4000 [04:13<43:39,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 2.2300479412078857
train acc: 0.36133602261543274
train loss: 2.2035937309265137
train acc: 0.3569999933242798
train loss: 2.1681225299835205
train acc: 0.36500000953674316
train loss: 2.1753783226013184
train acc: 0.3659999966621399


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   8%|▊         | 334/4000 [04:15<1:01:48,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.59s/it]
overall:   8%|▊         | 335/4000 [04:15<56:51,  1.07it/s]  

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:   8%|▊         | 336/4000 [04:16<53:31,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:   8%|▊         | 337/4000 [04:17<51:15,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:   8%|▊         | 338/4000 [04:18<49:33,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:   8%|▊         | 339/4000 [04:18<48:20,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:   8%|▊         | 340/4000 [04:19<47:41,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:   9%|▊         | 341/4000 [04:20<47:11,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:   9%|▊         | 342/4000 [04:21<46:40,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:   9%|▊         | 343/4000 [04:21<46:25,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:   9%|▊         | 344/4000 [04:22<46:08,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:   9%|▊         | 345/4000 [04:23<46:01,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:   9%|▊         | 346/4000 [04:24<48:52,  1.25it/s]

train:  35%|███▌      | 13/37 [00:10<00:19,  1.25it/s]
overall:   9%|▊         | 347/4000 [04:25<47:46,  1.27it/s]

train:  38%|███▊      | 14/37 [00:11<00:18,  1.27it/s]
overall:   9%|▊         | 348/4000 [04:25<47:04,  1.29it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.29it/s]
overall:   9%|▊         | 349/4000 [04:26<46:34,  1.31it/s]

train:  43%|████▎     | 16/37 [00:12<00:16,  1.31it/s]
overall:   9%|▉         | 350/4000 [04:27<46:23,  1.31it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.31it/s]
overall:   9%|▉         | 351/4000 [04:28<45:58,  1.32it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.32it/s]
overall:   9%|▉         | 352/4000 [04:28<45:47,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:   9%|▉         | 353/4000 [04:29<45:41,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:   9%|▉         | 354/4000 [04:30<45:30,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:   9%|▉         | 355/4000 [04:31<45:08,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:   9%|▉         | 356/4000 [04:31<44:50,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.35it/s]
overall:   9%|▉         | 357/4000 [04:32<44:45,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:   9%|▉         | 358/4000 [04:33<45:12,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:   9%|▉         | 359/4000 [04:34<45:01,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:   9%|▉         | 360/4000 [04:34<45:04,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.35it/s]
overall:   9%|▉         | 361/4000 [04:35<45:11,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:   9%|▉         | 362/4000 [04:36<45:11,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:   9%|▉         | 363/4000 [04:37<45:12,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:   9%|▉         | 364/4000 [04:37<45:02,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.35it/s]
overall:   9%|▉         | 365/4000 [04:38<45:04,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:   9%|▉         | 366/4000 [04:39<45:22,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:   9%|▉         | 367/4000 [04:40<45:07,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:   9%|▉         | 368/4000 [04:40<44:50,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.35it/s]
overall:   9%|▉         | 369/4000 [04:41<44:27,  1.36it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.36it/s]
overall:   9%|▉         | 370/4000 [04:42<42:40,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 2.165633201599121
train acc: 0.37449392676353455
train loss: 2.087114095687866
train acc: 0.38999998569488525
train loss: 2.1300740242004395
train acc: 0.3790000081062317
train loss: 2.1387743949890137
train acc: 0.3593117296695709


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   9%|▉         | 371/4000 [04:43<58:43,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:   9%|▉         | 372/4000 [04:44<54:21,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:   9%|▉         | 373/4000 [04:45<51:02,  1.18it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.12it/s]
overall:   9%|▉         | 374/4000 [04:45<49:03,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:   9%|▉         | 375/4000 [04:46<47:38,  1.27it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.26it/s]
overall:   9%|▉         | 376/4000 [04:47<46:44,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.29it/s]
overall:   9%|▉         | 377/4000 [04:48<46:07,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:   9%|▉         | 378/4000 [04:48<45:44,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.32it/s]
overall:   9%|▉         | 379/4000 [04:49<45:35,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  10%|▉         | 380/4000 [04:50<45:24,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  10%|▉         | 381/4000 [04:51<45:18,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  10%|▉         | 382/4000 [04:51<45:12,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  10%|▉         | 383/4000 [04:52<45:44,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  10%|▉         | 384/4000 [04:53<45:29,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  10%|▉         | 385/4000 [04:54<45:13,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  10%|▉         | 386/4000 [04:54<45:03,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  10%|▉         | 387/4000 [04:55<45:00,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  10%|▉         | 388/4000 [04:56<44:53,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  10%|▉         | 389/4000 [04:57<44:49,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  10%|▉         | 390/4000 [04:57<44:48,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  10%|▉         | 391/4000 [04:58<44:45,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  10%|▉         | 392/4000 [04:59<44:42,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  10%|▉         | 393/4000 [05:00<44:25,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  10%|▉         | 394/4000 [05:00<44:19,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  10%|▉         | 395/4000 [05:01<45:00,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  10%|▉         | 396/4000 [05:02<44:49,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  10%|▉         | 397/4000 [05:03<44:43,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  10%|▉         | 398/4000 [05:03<44:42,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  10%|▉         | 399/4000 [05:04<44:43,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  10%|█         | 400/4000 [05:05<44:36,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  10%|█         | 401/4000 [05:05<44:34,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  10%|█         | 402/4000 [05:06<44:30,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  10%|█         | 403/4000 [05:07<44:28,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  10%|█         | 404/4000 [05:08<44:29,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  10%|█         | 405/4000 [05:08<44:26,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  10%|█         | 406/4000 [05:09<44:26,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  10%|█         | 407/4000 [05:10<42:29,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 2.0605077743530273
train acc: 0.4050000011920929
train loss: 2.076664924621582
train acc: 0.3779999911785126
train loss: 2.033414602279663
train acc: 0.39500001072883606


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  10%|█         | 408/4000 [05:11<59:27,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:  10%|█         | 409/4000 [05:12<55:19,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  10%|█         | 410/4000 [05:13<51:59,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  10%|█         | 411/4000 [05:14<49:36,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  10%|█         | 412/4000 [05:14<48:14,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  10%|█         | 413/4000 [05:15<47:07,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  10%|█         | 414/4000 [05:16<46:29,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  10%|█         | 415/4000 [05:17<45:58,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  10%|█         | 416/4000 [05:17<45:50,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  10%|█         | 417/4000 [05:18<45:18,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  10%|█         | 418/4000 [05:19<44:50,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  10%|█         | 419/4000 [05:20<44:51,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  10%|█         | 420/4000 [05:20<45:07,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  11%|█         | 421/4000 [05:21<45:05,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  11%|█         | 422/4000 [05:22<44:34,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  11%|█         | 423/4000 [05:23<44:24,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  11%|█         | 424/4000 [05:23<44:27,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  11%|█         | 425/4000 [05:24<44:25,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  11%|█         | 426/4000 [05:25<44:30,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  11%|█         | 427/4000 [05:26<44:33,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  11%|█         | 428/4000 [05:26<44:50,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  11%|█         | 429/4000 [05:27<44:42,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  11%|█         | 430/4000 [05:28<44:36,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  11%|█         | 431/4000 [05:29<44:32,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  11%|█         | 432/4000 [05:29<44:42,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  11%|█         | 433/4000 [05:30<44:39,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  11%|█         | 434/4000 [05:31<44:20,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  11%|█         | 435/4000 [05:32<44:07,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  11%|█         | 436/4000 [05:32<44:15,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  11%|█         | 437/4000 [05:33<44:15,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  11%|█         | 438/4000 [05:34<44:22,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  11%|█         | 439/4000 [05:35<44:27,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  11%|█         | 440/4000 [05:35<44:39,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  11%|█         | 441/4000 [05:36<44:37,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  11%|█         | 442/4000 [05:37<44:42,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  11%|█         | 443/4000 [05:38<44:38,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  11%|█         | 444/4000 [05:38<42:39,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 2.037862539291382
train acc: 0.39979755878448486
train loss: 1.982765793800354
train acc: 0.4259999990463257
train loss: 2.0253243446350098
train acc: 0.40400001406669617
train loss: 1.9729042053222656
train acc: 0.4129999876022339


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  11%|█         | 445/4000 [05:40<57:52,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  11%|█         | 446/4000 [05:41<53:57,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  11%|█         | 447/4000 [05:41<50:57,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  11%|█         | 448/4000 [05:42<48:57,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  11%|█         | 449/4000 [05:43<47:17,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  11%|█▏        | 450/4000 [05:44<46:14,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  11%|█▏        | 451/4000 [05:44<45:31,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  11%|█▏        | 452/4000 [05:45<45:04,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  11%|█▏        | 453/4000 [05:46<44:51,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  11%|█▏        | 454/4000 [05:47<44:26,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  11%|█▏        | 455/4000 [05:47<44:35,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  11%|█▏        | 456/4000 [05:48<44:32,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  11%|█▏        | 457/4000 [05:49<44:40,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  11%|█▏        | 458/4000 [05:50<44:14,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  11%|█▏        | 459/4000 [05:50<44:03,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  12%|█▏        | 460/4000 [05:51<43:54,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  12%|█▏        | 461/4000 [05:52<43:41,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  12%|█▏        | 462/4000 [05:53<43:54,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  12%|█▏        | 463/4000 [05:53<43:46,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  12%|█▏        | 464/4000 [05:54<43:51,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  12%|█▏        | 465/4000 [05:55<43:49,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  12%|█▏        | 466/4000 [05:56<43:36,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  12%|█▏        | 467/4000 [05:56<43:22,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  12%|█▏        | 468/4000 [05:57<43:34,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  12%|█▏        | 469/4000 [05:58<43:55,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  12%|█▏        | 470/4000 [05:59<43:59,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  12%|█▏        | 471/4000 [05:59<44:12,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.33it/s]
overall:  12%|█▏        | 472/4000 [06:00<44:15,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  12%|█▏        | 473/4000 [06:01<44:13,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  12%|█▏        | 474/4000 [06:02<44:07,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  12%|█▏        | 475/4000 [06:02<44:07,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  12%|█▏        | 476/4000 [06:03<44:06,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  12%|█▏        | 477/4000 [06:04<44:09,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  12%|█▏        | 478/4000 [06:05<44:03,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  12%|█▏        | 479/4000 [06:05<44:06,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.33it/s]
overall:  12%|█▏        | 480/4000 [06:06<44:05,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  12%|█▏        | 481/4000 [06:07<42:14,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.9537441730499268
train acc: 0.4180161952972412
train loss: 1.9498590230941772
train acc: 0.4180000126361847
train loss: 1.9788639545440674
train acc: 0.41499999165534973
train loss: 1.9242355823516846
train acc: 0.41999998688697815


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  12%|█▏        | 482/4000 [06:08<57:39,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  12%|█▏        | 483/4000 [06:09<53:28,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  12%|█▏        | 484/4000 [06:10<50:23,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  12%|█▏        | 485/4000 [06:11<48:14,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  12%|█▏        | 486/4000 [06:11<46:36,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.25it/s]
overall:  12%|█▏        | 487/4000 [06:12<45:34,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  12%|█▏        | 488/4000 [06:13<44:42,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  12%|█▏        | 489/4000 [06:13<44:14,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.32it/s]
overall:  12%|█▏        | 490/4000 [06:14<44:17,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  12%|█▏        | 491/4000 [06:15<44:16,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  12%|█▏        | 492/4000 [06:16<44:20,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  12%|█▏        | 493/4000 [06:16<43:56,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  12%|█▏        | 494/4000 [06:17<44:09,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  12%|█▏        | 495/4000 [06:18<43:43,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  12%|█▏        | 496/4000 [06:19<43:16,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  12%|█▏        | 497/4000 [06:19<43:02,  1.36it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.36it/s]
overall:  12%|█▏        | 498/4000 [06:20<42:59,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  12%|█▏        | 499/4000 [06:21<43:11,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  12%|█▎        | 500/4000 [06:22<43:12,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  13%|█▎        | 501/4000 [06:22<43:24,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  13%|█▎        | 502/4000 [06:23<43:33,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  13%|█▎        | 503/4000 [06:24<43:30,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  13%|█▎        | 504/4000 [06:25<43:37,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  13%|█▎        | 505/4000 [06:25<43:17,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  13%|█▎        | 506/4000 [06:26<43:45,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  13%|█▎        | 507/4000 [06:27<43:20,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  13%|█▎        | 508/4000 [06:28<42:54,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:  13%|█▎        | 509/4000 [06:28<42:33,  1.37it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.37it/s]
overall:  13%|█▎        | 510/4000 [06:29<42:36,  1.37it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.37it/s]
overall:  13%|█▎        | 511/4000 [06:30<42:59,  1.35it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.35it/s]
overall:  13%|█▎        | 512/4000 [06:31<43:02,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  13%|█▎        | 513/4000 [06:31<43:05,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  13%|█▎        | 514/4000 [06:32<43:15,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  13%|█▎        | 515/4000 [06:33<42:56,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.35it/s]
overall:  13%|█▎        | 516/4000 [06:34<43:09,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  13%|█▎        | 517/4000 [06:34<42:54,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  13%|█▎        | 518/4000 [06:35<41:00,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.8654558658599854
train acc: 0.4534412920475006
train loss: 1.9059867858886719
train acc: 0.4399999976158142
train loss: 1.9121068716049194
train acc: 0.4390000104904175


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  13%|█▎        | 519/4000 [06:36<55:32,  1.04it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.44s/it]
overall:  13%|█▎        | 520/4000 [06:37<51:54,  1.12it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  13%|█▎        | 521/4000 [06:38<49:29,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  13%|█▎        | 522/4000 [06:39<47:15,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:  13%|█▎        | 523/4000 [06:39<46:17,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  13%|█▎        | 524/4000 [06:40<44:59,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  13%|█▎        | 525/4000 [06:41<44:16,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  13%|█▎        | 526/4000 [06:42<43:37,  1.33it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.33it/s]
overall:  13%|█▎        | 527/4000 [06:42<43:32,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:  13%|█▎        | 528/4000 [06:43<43:23,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  13%|█▎        | 529/4000 [06:44<43:12,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:  13%|█▎        | 530/4000 [06:45<43:14,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  13%|█▎        | 531/4000 [06:45<43:41,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  13%|█▎        | 532/4000 [06:46<43:26,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  13%|█▎        | 533/4000 [06:47<43:10,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  13%|█▎        | 534/4000 [06:48<43:04,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  13%|█▎        | 535/4000 [06:48<43:22,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  13%|█▎        | 536/4000 [06:49<43:08,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  13%|█▎        | 537/4000 [06:50<43:00,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  13%|█▎        | 538/4000 [06:51<42:55,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  13%|█▎        | 539/4000 [06:51<42:47,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  14%|█▎        | 540/4000 [06:52<42:44,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  14%|█▎        | 541/4000 [06:53<42:48,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  14%|█▎        | 542/4000 [06:54<42:46,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  14%|█▎        | 543/4000 [06:54<43:08,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  14%|█▎        | 544/4000 [06:55<42:56,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  14%|█▎        | 545/4000 [06:56<42:48,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  14%|█▎        | 546/4000 [06:57<42:46,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  14%|█▎        | 547/4000 [06:57<43:03,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  14%|█▎        | 548/4000 [06:58<43:00,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  14%|█▎        | 549/4000 [06:59<42:52,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  14%|█▍        | 550/4000 [07:00<42:45,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  14%|█▍        | 551/4000 [07:00<42:45,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  14%|█▍        | 552/4000 [07:01<42:41,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  14%|█▍        | 553/4000 [07:02<42:40,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  14%|█▍        | 554/4000 [07:02<42:40,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  14%|█▍        | 555/4000 [07:03<40:48,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.8830349445343018
train acc: 0.42307692766189575
train loss: 1.8947865962982178
train acc: 0.4339999854564667
train loss: 1.8966013193130493
train acc: 0.4350000023841858
train loss: 1.8107125759124756
train acc: 0.460999995470047


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  14%|█▍        | 556/4000 [07:05<57:16,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  14%|█▍        | 557/4000 [07:06<53:04,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  14%|█▍        | 558/4000 [07:06<49:45,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  14%|█▍        | 559/4000 [07:07<47:38,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  14%|█▍        | 560/4000 [07:08<50:04,  1.15it/s]

train:  14%|█▎        | 5/37 [00:04<00:28,  1.12it/s]
overall:  14%|█▍        | 561/4000 [07:09<48:03,  1.19it/s]

train:  16%|█▌        | 6/37 [00:05<00:26,  1.18it/s]
overall:  14%|█▍        | 562/4000 [07:10<46:41,  1.23it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.22it/s]
overall:  14%|█▍        | 563/4000 [07:10<45:37,  1.26it/s]

train:  22%|██▏       | 8/37 [00:07<00:23,  1.25it/s]
overall:  14%|█▍        | 564/4000 [07:11<44:53,  1.28it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.27it/s]
overall:  14%|█▍        | 565/4000 [07:12<44:32,  1.29it/s]

train:  27%|██▋       | 10/37 [00:08<00:21,  1.28it/s]
overall:  14%|█▍        | 566/4000 [07:13<44:04,  1.30it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.30it/s]
overall:  14%|█▍        | 567/4000 [07:13<43:43,  1.31it/s]

train:  32%|███▏      | 12/37 [00:10<00:19,  1.31it/s]
overall:  14%|█▍        | 568/4000 [07:14<43:56,  1.30it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.30it/s]
overall:  14%|█▍        | 569/4000 [07:15<43:35,  1.31it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  14%|█▍        | 570/4000 [07:16<43:16,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  14%|█▍        | 571/4000 [07:16<43:10,  1.32it/s]

train:  43%|████▎     | 16/37 [00:13<00:15,  1.32it/s]
overall:  14%|█▍        | 572/4000 [07:17<42:58,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  14%|█▍        | 573/4000 [07:18<42:58,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  14%|█▍        | 574/4000 [07:19<42:50,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  14%|█▍        | 575/4000 [07:19<42:46,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.33it/s]
overall:  14%|█▍        | 576/4000 [07:20<42:38,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  14%|█▍        | 577/4000 [07:21<42:44,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  14%|█▍        | 578/4000 [07:22<42:43,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  14%|█▍        | 579/4000 [07:22<42:42,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.34it/s]
overall:  14%|█▍        | 580/4000 [07:23<42:59,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  15%|█▍        | 581/4000 [07:24<42:49,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  15%|█▍        | 582/4000 [07:25<42:28,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  15%|█▍        | 583/4000 [07:25<42:31,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.34it/s]
overall:  15%|█▍        | 584/4000 [07:26<42:17,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  15%|█▍        | 585/4000 [07:27<42:22,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  15%|█▍        | 586/4000 [07:28<42:22,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  15%|█▍        | 587/4000 [07:28<42:23,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.34it/s]
overall:  15%|█▍        | 588/4000 [07:29<42:03,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  15%|█▍        | 589/4000 [07:30<42:03,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  15%|█▍        | 590/4000 [07:30<41:51,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.36it/s]
overall:  15%|█▍        | 591/4000 [07:31<41:30,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:  15%|█▍        | 592/4000 [07:32<39:52,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.7644132375717163
train acc: 0.4868420958518982
train loss: 1.8296407461166382
train acc: 0.45100000500679016
train loss: 1.7974179983139038
train acc: 0.45399999618530273
train loss: 1.810739517211914
train acc: 0.45100000500679016


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  15%|█▍        | 593/4000 [07:33<54:21,  1.04it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.45s/it]
overall:  15%|█▍        | 594/4000 [07:34<50:38,  1.12it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.03s/it]
overall:  15%|█▍        | 595/4000 [07:35<47:46,  1.19it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.12it/s]
overall:  15%|█▍        | 596/4000 [07:36<45:59,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:  15%|█▍        | 597/4000 [07:36<44:39,  1.27it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.26it/s]
overall:  15%|█▍        | 598/4000 [07:37<43:41,  1.30it/s]

train:  16%|█▌        | 6/37 [00:05<00:23,  1.29it/s]
overall:  15%|█▍        | 599/4000 [07:38<43:08,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  15%|█▌        | 600/4000 [07:38<42:30,  1.33it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.33it/s]
overall:  15%|█▌        | 601/4000 [07:39<42:14,  1.34it/s]

train:  24%|██▍       | 9/37 [00:07<00:20,  1.34it/s]
overall:  15%|█▌        | 602/4000 [07:40<42:13,  1.34it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:  15%|█▌        | 603/4000 [07:41<41:55,  1.35it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.35it/s]
overall:  15%|█▌        | 604/4000 [07:41<41:58,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:  15%|█▌        | 605/4000 [07:42<42:08,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  15%|█▌        | 606/4000 [07:43<41:50,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:  15%|█▌        | 607/4000 [07:44<41:40,  1.36it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.36it/s]
overall:  15%|█▌        | 608/4000 [07:44<41:48,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  15%|█▌        | 609/4000 [07:45<41:42,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  15%|█▌        | 610/4000 [07:46<41:47,  1.35it/s]

train:  49%|████▊     | 18/37 [00:13<00:14,  1.35it/s]
overall:  15%|█▌        | 611/4000 [07:47<41:49,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  15%|█▌        | 612/4000 [07:47<41:49,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  15%|█▌        | 613/4000 [07:48<41:51,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  15%|█▌        | 614/4000 [07:49<41:58,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:16<00:11,  1.34it/s]
overall:  15%|█▌        | 615/4000 [07:50<41:52,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  15%|█▌        | 616/4000 [07:50<41:34,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  15%|█▌        | 617/4000 [07:51<41:58,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  15%|█▌        | 618/4000 [07:52<41:54,  1.34it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.34it/s]
overall:  15%|█▌        | 619/4000 [07:53<41:49,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  16%|█▌        | 620/4000 [07:53<41:41,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  16%|█▌        | 621/4000 [07:54<41:43,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  16%|█▌        | 622/4000 [07:55<41:42,  1.35it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.35it/s]
overall:  16%|█▌        | 623/4000 [07:56<41:52,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  16%|█▌        | 624/4000 [07:56<41:49,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  16%|█▌        | 625/4000 [07:57<41:53,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  16%|█▌        | 626/4000 [07:58<42:01,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.34it/s]
overall:  16%|█▌        | 627/4000 [07:58<41:40,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  16%|█▌        | 628/4000 [07:59<41:38,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  16%|█▌        | 629/4000 [08:00<39:53,  1.41it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train loss: 1.8129899501800537
train acc: 0.4554655849933624
train loss: 1.758710503578186
train acc: 0.45899999141693115
train loss: 1.7628551721572876
train acc: 0.47600001096725464


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  16%|█▌        | 630/4000 [08:02<56:15,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  16%|█▌        | 631/4000 [08:02<52:03,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  16%|█▌        | 632/4000 [08:03<48:49,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  16%|█▌        | 633/4000 [08:04<46:27,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  16%|█▌        | 634/4000 [08:04<44:40,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  16%|█▌        | 635/4000 [08:05<43:24,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.29it/s]
overall:  16%|█▌        | 636/4000 [08:06<43:06,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  16%|█▌        | 637/4000 [08:07<42:26,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.32it/s]
overall:  16%|█▌        | 638/4000 [08:07<42:04,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:  16%|█▌        | 639/4000 [08:08<41:58,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:  16%|█▌        | 640/4000 [08:09<41:53,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:  16%|█▌        | 641/4000 [08:10<41:52,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  16%|█▌        | 642/4000 [08:10<42:08,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  16%|█▌        | 643/4000 [08:11<41:45,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  16%|█▌        | 644/4000 [08:12<41:44,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  16%|█▌        | 645/4000 [08:13<41:46,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  16%|█▌        | 646/4000 [08:13<41:38,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  16%|█▌        | 647/4000 [08:14<41:38,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  16%|█▌        | 648/4000 [08:15<41:49,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  16%|█▌        | 649/4000 [08:16<41:50,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  16%|█▋        | 650/4000 [08:16<41:47,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  16%|█▋        | 651/4000 [08:17<41:43,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  16%|█▋        | 652/4000 [08:18<41:42,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  16%|█▋        | 653/4000 [08:19<41:39,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  16%|█▋        | 654/4000 [08:19<41:53,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  16%|█▋        | 655/4000 [08:20<41:47,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  16%|█▋        | 656/4000 [08:21<41:38,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  16%|█▋        | 657/4000 [08:22<41:33,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  16%|█▋        | 658/4000 [08:22<41:28,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  16%|█▋        | 659/4000 [08:23<41:25,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  16%|█▋        | 660/4000 [08:24<41:42,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  17%|█▋        | 661/4000 [08:25<41:37,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  17%|█▋        | 662/4000 [08:25<41:34,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  17%|█▋        | 663/4000 [08:26<41:28,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  17%|█▋        | 664/4000 [08:27<41:26,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  17%|█▋        | 665/4000 [08:28<41:23,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  17%|█▋        | 666/4000 [08:28<39:33,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.7942149639129639
train acc: 0.45647773146629333
train loss: 1.7247511148452759
train acc: 0.48100000619888306
train loss: 1.7531274557113647
train acc: 0.4699999988079071
train loss: 1.734262466430664
train acc: 0.4690000116825104


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  17%|█▋        | 667/4000 [08:30<54:21,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  17%|█▋        | 668/4000 [08:31<50:44,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  17%|█▋        | 669/4000 [08:31<47:38,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  17%|█▋        | 670/4000 [08:32<45:44,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  17%|█▋        | 671/4000 [08:33<44:11,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  17%|█▋        | 672/4000 [08:34<43:21,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  17%|█▋        | 673/4000 [08:34<42:37,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  17%|█▋        | 674/4000 [08:35<42:21,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  17%|█▋        | 675/4000 [08:36<42:07,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  17%|█▋        | 676/4000 [08:37<41:46,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  17%|█▋        | 677/4000 [08:37<41:33,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  17%|█▋        | 678/4000 [08:38<41:29,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  17%|█▋        | 679/4000 [08:39<41:42,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  17%|█▋        | 680/4000 [08:40<41:15,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  17%|█▋        | 681/4000 [08:40<41:01,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  17%|█▋        | 682/4000 [08:41<41:14,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  17%|█▋        | 683/4000 [08:42<41:17,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  17%|█▋        | 684/4000 [08:42<41:08,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  17%|█▋        | 685/4000 [08:43<41:17,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  17%|█▋        | 686/4000 [08:44<41:29,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  17%|█▋        | 687/4000 [08:45<41:40,  1.32it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.32it/s]
overall:  17%|█▋        | 688/4000 [08:46<41:31,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  17%|█▋        | 689/4000 [08:46<41:26,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.33it/s]
overall:  17%|█▋        | 690/4000 [08:47<41:27,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  17%|█▋        | 691/4000 [08:48<41:35,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  17%|█▋        | 692/4000 [08:49<41:29,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  17%|█▋        | 693/4000 [08:49<41:23,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.33it/s]
overall:  17%|█▋        | 694/4000 [08:50<41:23,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  17%|█▋        | 695/4000 [08:51<41:22,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  17%|█▋        | 696/4000 [08:52<41:21,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  17%|█▋        | 697/4000 [08:52<41:19,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  17%|█▋        | 698/4000 [08:53<41:22,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  17%|█▋        | 699/4000 [08:54<41:11,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  18%|█▊        | 700/4000 [08:55<40:51,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  18%|█▊        | 701/4000 [08:55<40:55,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  18%|█▊        | 702/4000 [08:56<41:04,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  18%|█▊        | 703/4000 [08:57<39:18,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.7563884258270264
train acc: 0.4514169991016388
train loss: 1.7482779026031494
train acc: 0.4519999921321869
train loss: 1.6836175918579102
train acc: 0.4959999918937683
train loss: 1.7179529666900635
train acc: 0.47600001096725464


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  18%|█▊        | 704/4000 [08:58<53:29,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  18%|█▊        | 705/4000 [08:59<50:03,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  18%|█▊        | 706/4000 [09:00<47:07,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  18%|█▊        | 707/4000 [09:00<44:48,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:  18%|█▊        | 708/4000 [09:01<43:46,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  18%|█▊        | 709/4000 [09:02<43:07,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  18%|█▊        | 710/4000 [09:03<42:38,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  18%|█▊        | 711/4000 [09:03<42:19,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  18%|█▊        | 712/4000 [09:04<42:04,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  18%|█▊        | 713/4000 [09:05<41:55,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  18%|█▊        | 714/4000 [09:06<41:42,  1.31it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.31it/s]
overall:  18%|█▊        | 715/4000 [09:07<41:39,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  18%|█▊        | 716/4000 [09:07<41:57,  1.30it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.30it/s]
overall:  18%|█▊        | 717/4000 [09:08<41:36,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  18%|█▊        | 718/4000 [09:09<41:24,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  18%|█▊        | 719/4000 [09:10<41:10,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  18%|█▊        | 720/4000 [09:10<41:07,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  18%|█▊        | 721/4000 [09:11<41:08,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  18%|█▊        | 722/4000 [09:12<41:01,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  18%|█▊        | 723/4000 [09:13<40:57,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  18%|█▊        | 724/4000 [09:13<40:57,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  18%|█▊        | 725/4000 [09:14<43:12,  1.26it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.26it/s]
overall:  18%|█▊        | 726/4000 [09:15<42:27,  1.29it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.29it/s]
overall:  18%|█▊        | 727/4000 [09:16<41:45,  1.31it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.31it/s]
overall:  18%|█▊        | 728/4000 [09:16<41:33,  1.31it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.31it/s]
overall:  18%|█▊        | 729/4000 [09:17<41:07,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  18%|█▊        | 730/4000 [09:18<40:59,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  18%|█▊        | 731/4000 [09:19<40:51,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  18%|█▊        | 732/4000 [09:19<40:47,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  18%|█▊        | 733/4000 [09:20<40:46,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  18%|█▊        | 734/4000 [09:21<40:44,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  18%|█▊        | 735/4000 [09:22<40:39,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  18%|█▊        | 736/4000 [09:22<40:43,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  18%|█▊        | 737/4000 [09:23<40:42,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  18%|█▊        | 738/4000 [09:24<40:37,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  18%|█▊        | 739/4000 [09:25<40:16,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  18%|█▊        | 740/4000 [09:25<38:40,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.731583595275879
train acc: 0.45748987793922424
train loss: 1.6768373250961304
train acc: 0.4959999918937683
train loss: 1.6628773212432861
train acc: 0.5009999871253967
train loss: 1.6637626886367798
train acc: 0.5


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  19%|█▊        | 741/4000 [09:27<52:50,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  19%|█▊        | 742/4000 [09:28<49:13,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  19%|█▊        | 743/4000 [09:28<46:25,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  19%|█▊        | 744/4000 [09:29<44:41,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  19%|█▊        | 745/4000 [09:30<43:29,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  19%|█▊        | 746/4000 [09:31<42:51,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  19%|█▊        | 747/4000 [09:31<42:12,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  19%|█▊        | 748/4000 [09:32<41:50,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  19%|█▊        | 749/4000 [09:33<41:42,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  19%|█▉        | 750/4000 [09:34<41:19,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  19%|█▉        | 751/4000 [09:34<40:41,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  19%|█▉        | 752/4000 [09:35<40:40,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  19%|█▉        | 753/4000 [09:36<41:06,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  19%|█▉        | 754/4000 [09:37<40:53,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  19%|█▉        | 755/4000 [09:37<40:44,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  19%|█▉        | 756/4000 [09:38<40:41,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  19%|█▉        | 757/4000 [09:39<40:36,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  19%|█▉        | 758/4000 [09:40<40:31,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  19%|█▉        | 759/4000 [09:40<40:27,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  19%|█▉        | 760/4000 [09:41<40:29,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  19%|█▉        | 761/4000 [09:42<40:39,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  19%|█▉        | 762/4000 [09:43<40:35,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  19%|█▉        | 763/4000 [09:43<40:36,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  19%|█▉        | 764/4000 [09:44<40:41,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  19%|█▉        | 765/4000 [09:45<41:04,  1.31it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.31it/s]
overall:  19%|█▉        | 766/4000 [09:46<40:39,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  19%|█▉        | 767/4000 [09:46<40:32,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  19%|█▉        | 768/4000 [09:47<40:26,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  19%|█▉        | 769/4000 [09:48<40:24,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  19%|█▉        | 770/4000 [09:49<40:23,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  19%|█▉        | 771/4000 [09:49<40:19,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  19%|█▉        | 772/4000 [09:50<40:18,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  19%|█▉        | 773/4000 [09:51<40:21,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  19%|█▉        | 774/4000 [09:52<40:17,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  19%|█▉        | 775/4000 [09:52<40:15,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  19%|█▉        | 776/4000 [09:53<40:13,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  19%|█▉        | 777/4000 [09:54<38:16,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.7110817432403564
train acc: 0.48500001430511475
train loss: 1.6305595636367798
train acc: 0.503000020980835
train loss: 1.6492795944213867
train acc: 0.5149999856948853


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  19%|█▉        | 778/4000 [09:55<52:48,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:54,  1.51s/it]
overall:  19%|█▉        | 779/4000 [09:56<49:13,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.07s/it]
overall:  20%|█▉        | 780/4000 [09:57<46:19,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  20%|█▉        | 781/4000 [09:58<43:59,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  20%|█▉        | 782/4000 [09:58<42:50,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  20%|█▉        | 783/4000 [09:59<42:03,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  20%|█▉        | 784/4000 [10:00<41:34,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  20%|█▉        | 785/4000 [10:01<41:13,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  20%|█▉        | 786/4000 [10:01<41:05,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  20%|█▉        | 787/4000 [10:02<40:55,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  20%|█▉        | 788/4000 [10:03<40:47,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  20%|█▉        | 789/4000 [10:04<40:33,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  20%|█▉        | 790/4000 [10:04<40:49,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  20%|█▉        | 791/4000 [10:05<40:41,  1.31it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  20%|█▉        | 792/4000 [10:06<40:26,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  20%|█▉        | 793/4000 [10:07<39:59,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  20%|█▉        | 794/4000 [10:07<39:46,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  20%|█▉        | 795/4000 [10:08<39:48,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  20%|█▉        | 796/4000 [10:09<39:47,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  20%|█▉        | 797/4000 [10:10<39:44,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  20%|█▉        | 798/4000 [10:10<39:48,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  20%|█▉        | 799/4000 [10:11<39:35,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  20%|██        | 800/4000 [10:12<39:25,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  20%|██        | 801/4000 [10:13<39:19,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  20%|██        | 802/4000 [10:13<39:44,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  20%|██        | 803/4000 [10:14<39:40,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  20%|██        | 804/4000 [10:15<39:31,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  20%|██        | 805/4000 [10:16<39:36,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  20%|██        | 806/4000 [10:16<39:37,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  20%|██        | 807/4000 [10:17<39:34,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  20%|██        | 808/4000 [10:18<39:37,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  20%|██        | 809/4000 [10:18<39:36,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  20%|██        | 810/4000 [10:19<39:35,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  20%|██        | 811/4000 [10:20<39:36,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  20%|██        | 812/4000 [10:21<39:35,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  20%|██        | 813/4000 [10:21<39:35,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  20%|██        | 814/4000 [10:22<37:48,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.6430375576019287
train acc: 0.5
train loss: 1.6451656818389893
train acc: 0.5170000195503235
train loss: 1.62203848361969
train acc: 0.49900001287460327
train loss: 1.641870141029358
train acc: 0.49399998784065247


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  20%|██        | 815/4000 [10:24<52:12,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:54,  1.51s/it]
overall:  20%|██        | 816/4000 [10:24<48:32,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.07s/it]
overall:  20%|██        | 817/4000 [10:25<45:54,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  20%|██        | 818/4000 [10:26<44:11,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  20%|██        | 819/4000 [10:27<42:52,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  20%|██        | 820/4000 [10:27<41:54,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  21%|██        | 821/4000 [10:28<41:03,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  21%|██        | 822/4000 [10:29<40:24,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  21%|██        | 823/4000 [10:30<39:46,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:  21%|██        | 824/4000 [10:30<39:18,  1.35it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.35it/s]
overall:  21%|██        | 825/4000 [10:31<39:31,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:  21%|██        | 826/4000 [10:32<39:31,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  21%|██        | 827/4000 [10:33<39:56,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  21%|██        | 828/4000 [10:33<39:49,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  21%|██        | 829/4000 [10:34<39:39,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  21%|██        | 830/4000 [10:35<39:36,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  21%|██        | 831/4000 [10:36<39:36,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  21%|██        | 832/4000 [10:36<39:27,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  21%|██        | 833/4000 [10:37<39:10,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  21%|██        | 834/4000 [10:38<39:16,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  21%|██        | 835/4000 [10:39<39:18,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  21%|██        | 836/4000 [10:39<39:12,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  21%|██        | 837/4000 [10:40<39:24,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  21%|██        | 838/4000 [10:41<39:23,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  21%|██        | 839/4000 [10:42<39:40,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  21%|██        | 840/4000 [10:42<39:18,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  21%|██        | 841/4000 [10:43<39:07,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  21%|██        | 842/4000 [10:44<38:59,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  21%|██        | 843/4000 [10:45<38:37,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:  21%|██        | 844/4000 [10:45<38:57,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  21%|██        | 845/4000 [10:46<39:00,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  21%|██        | 846/4000 [10:47<39:04,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  21%|██        | 847/4000 [10:48<38:54,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  21%|██        | 848/4000 [10:48<38:58,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  21%|██        | 849/4000 [10:49<39:02,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  21%|██▏       | 850/4000 [10:50<39:05,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  21%|██▏       | 851/4000 [10:50<37:19,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.6047300100326538
train acc: 0.5050607323646545
train loss: 1.6481233835220337
train acc: 0.5019999742507935
train loss: 1.5563123226165771
train acc: 0.5260000228881836
train loss: 1.6474138498306274
train acc: 0.4970000088214874


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  21%|██▏       | 852/4000 [10:52<52:22,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  21%|██▏       | 853/4000 [10:53<48:29,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  21%|██▏       | 854/4000 [10:54<45:45,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  21%|██▏       | 855/4000 [10:54<44:02,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  21%|██▏       | 856/4000 [10:55<42:26,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  21%|██▏       | 857/4000 [10:56<41:09,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  21%|██▏       | 858/4000 [10:57<40:42,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  21%|██▏       | 859/4000 [10:57<40:23,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  22%|██▏       | 860/4000 [10:58<40:07,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  22%|██▏       | 861/4000 [10:59<39:54,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  22%|██▏       | 862/4000 [11:00<39:25,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  22%|██▏       | 863/4000 [11:00<39:06,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  22%|██▏       | 864/4000 [11:01<39:18,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  22%|██▏       | 865/4000 [11:02<39:09,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  22%|██▏       | 866/4000 [11:03<38:58,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  22%|██▏       | 867/4000 [11:03<38:59,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  22%|██▏       | 868/4000 [11:04<38:40,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  22%|██▏       | 869/4000 [11:05<38:30,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.36it/s]
overall:  22%|██▏       | 870/4000 [11:06<38:43,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  22%|██▏       | 871/4000 [11:06<38:47,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  22%|██▏       | 872/4000 [11:07<38:55,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  22%|██▏       | 873/4000 [11:08<38:55,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  22%|██▏       | 874/4000 [11:09<38:50,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  22%|██▏       | 875/4000 [11:09<38:48,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  22%|██▏       | 876/4000 [11:10<38:46,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  22%|██▏       | 877/4000 [11:11<38:30,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  22%|██▏       | 878/4000 [11:11<38:41,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  22%|██▏       | 879/4000 [11:12<38:28,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  22%|██▏       | 880/4000 [11:13<38:25,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  22%|██▏       | 881/4000 [11:14<38:06,  1.36it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.36it/s]
overall:  22%|██▏       | 882/4000 [11:14<38:22,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  22%|██▏       | 883/4000 [11:15<38:29,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  22%|██▏       | 884/4000 [11:16<38:38,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  22%|██▏       | 885/4000 [11:17<38:44,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  22%|██▏       | 886/4000 [11:17<38:19,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  22%|██▏       | 887/4000 [11:18<38:30,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  22%|██▏       | 888/4000 [11:19<36:54,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.5890583992004395
train acc: 0.5050607323646545
train loss: 1.5940797328948975
train acc: 0.5329999923706055
train loss: 1.538992166519165
train acc: 0.5329999923706055


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  22%|██▏       | 889/4000 [11:20<50:18,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  22%|██▏       | 890/4000 [11:21<46:59,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  22%|██▏       | 891/4000 [11:22<44:27,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  22%|██▏       | 892/4000 [11:23<42:56,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  22%|██▏       | 893/4000 [11:23<41:44,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  22%|██▏       | 894/4000 [11:24<40:38,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  22%|██▏       | 895/4000 [11:25<39:46,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  22%|██▏       | 896/4000 [11:26<39:25,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  22%|██▏       | 897/4000 [11:26<39:10,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  22%|██▏       | 898/4000 [11:27<39:10,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  22%|██▏       | 899/4000 [11:28<38:54,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  22%|██▎       | 900/4000 [11:29<38:47,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  23%|██▎       | 901/4000 [11:29<38:48,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  23%|██▎       | 902/4000 [11:30<38:35,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  23%|██▎       | 903/4000 [11:31<38:20,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  23%|██▎       | 904/4000 [11:32<38:24,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  23%|██▎       | 905/4000 [11:32<38:31,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  23%|██▎       | 906/4000 [11:33<38:18,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  23%|██▎       | 907/4000 [11:34<37:55,  1.36it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.36it/s]
overall:  23%|██▎       | 908/4000 [11:34<38:01,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:  23%|██▎       | 909/4000 [11:35<38:05,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  23%|██▎       | 910/4000 [11:36<38:10,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  23%|██▎       | 911/4000 [11:37<38:15,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  23%|██▎       | 912/4000 [11:37<38:12,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  23%|██▎       | 913/4000 [11:38<38:30,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  23%|██▎       | 914/4000 [11:39<38:25,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  23%|██▎       | 915/4000 [11:40<38:24,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  23%|██▎       | 916/4000 [11:40<38:18,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  23%|██▎       | 917/4000 [11:41<38:13,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  23%|██▎       | 918/4000 [11:42<38:16,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  23%|██▎       | 919/4000 [11:43<38:13,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  23%|██▎       | 920/4000 [11:43<38:11,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  23%|██▎       | 921/4000 [11:44<38:09,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  23%|██▎       | 922/4000 [11:45<38:18,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  23%|██▎       | 923/4000 [11:46<37:59,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  23%|██▎       | 924/4000 [11:46<38:00,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  23%|██▎       | 925/4000 [11:47<36:20,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.6108754873275757
train acc: 0.5131579041481018
train loss: 1.5425167083740234
train acc: 0.5410000085830688
train loss: 1.5497101545333862
train acc: 0.5379999876022339
train loss: 1.6300872564315796
train acc: 0.503000020980835


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  23%|██▎       | 926/4000 [11:49<49:41,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  23%|██▎       | 927/4000 [11:49<46:10,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  23%|██▎       | 928/4000 [11:50<43:42,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  23%|██▎       | 929/4000 [11:51<42:04,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  23%|██▎       | 930/4000 [11:52<41:04,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  23%|██▎       | 931/4000 [11:52<40:22,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  23%|██▎       | 932/4000 [11:53<39:53,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  23%|██▎       | 933/4000 [11:54<39:26,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  23%|██▎       | 934/4000 [11:55<39:10,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  23%|██▎       | 935/4000 [11:55<39:03,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  23%|██▎       | 936/4000 [11:56<38:49,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  23%|██▎       | 937/4000 [11:57<38:35,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  23%|██▎       | 938/4000 [11:58<38:30,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  23%|██▎       | 939/4000 [11:58<38:12,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  24%|██▎       | 940/4000 [11:59<38:16,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  24%|██▎       | 941/4000 [12:00<38:28,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  24%|██▎       | 942/4000 [12:01<38:10,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  24%|██▎       | 943/4000 [12:01<37:45,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  24%|██▎       | 944/4000 [12:02<37:52,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  24%|██▎       | 945/4000 [12:03<37:41,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  24%|██▎       | 946/4000 [12:04<37:50,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  24%|██▎       | 947/4000 [12:04<38:02,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  24%|██▎       | 948/4000 [12:05<37:50,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  24%|██▎       | 949/4000 [12:06<37:41,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  24%|██▍       | 950/4000 [12:07<37:35,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  24%|██▍       | 951/4000 [12:07<37:27,  1.36it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.36it/s]
overall:  24%|██▍       | 952/4000 [12:08<37:40,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  24%|██▍       | 953/4000 [12:09<38:06,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  24%|██▍       | 954/4000 [12:10<37:53,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  24%|██▍       | 955/4000 [12:10<37:53,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  24%|██▍       | 956/4000 [12:11<37:58,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  24%|██▍       | 957/4000 [12:12<38:02,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  24%|██▍       | 958/4000 [12:13<37:59,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:  24%|██▍       | 959/4000 [12:13<38:00,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  24%|██▍       | 960/4000 [12:14<38:01,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.33it/s]
overall:  24%|██▍       | 961/4000 [12:15<38:04,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  24%|██▍       | 962/4000 [12:15<36:18,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.5747578144073486
train acc: 0.5070850253105164
train loss: 1.5262234210968018
train acc: 0.5440000295639038
train loss: 1.5321369171142578
train acc: 0.5189999938011169
train loss: 1.581302523612976
train acc: 0.5289999842643738


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  24%|██▍       | 963/4000 [12:17<49:54,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:54,  1.51s/it]
overall:  24%|██▍       | 964/4000 [12:18<46:31,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.07s/it]
overall:  24%|██▍       | 965/4000 [12:19<43:38,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  24%|██▍       | 966/4000 [12:19<41:59,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  24%|██▍       | 967/4000 [12:20<40:42,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  24%|██▍       | 968/4000 [12:21<39:53,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  24%|██▍       | 969/4000 [12:22<39:24,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  24%|██▍       | 970/4000 [12:22<39:01,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  24%|██▍       | 971/4000 [12:23<38:41,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  24%|██▍       | 972/4000 [12:24<38:25,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  24%|██▍       | 973/4000 [12:25<38:16,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  24%|██▍       | 974/4000 [12:25<37:53,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  24%|██▍       | 975/4000 [12:26<37:57,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  24%|██▍       | 976/4000 [12:27<37:53,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  24%|██▍       | 977/4000 [12:28<37:31,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  24%|██▍       | 978/4000 [12:28<37:17,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  24%|██▍       | 979/4000 [12:29<36:59,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  24%|██▍       | 980/4000 [12:30<37:08,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.36it/s]
overall:  25%|██▍       | 981/4000 [12:30<37:12,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  25%|██▍       | 982/4000 [12:31<37:22,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  25%|██▍       | 983/4000 [12:32<37:19,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  25%|██▍       | 984/4000 [12:33<37:22,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  25%|██▍       | 985/4000 [12:33<37:21,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  25%|██▍       | 986/4000 [12:34<37:23,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  25%|██▍       | 987/4000 [12:35<37:46,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  25%|██▍       | 988/4000 [12:36<37:39,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  25%|██▍       | 989/4000 [12:36<37:32,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  25%|██▍       | 990/4000 [12:37<37:27,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  25%|██▍       | 991/4000 [12:38<37:23,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  25%|██▍       | 992/4000 [12:39<37:18,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  25%|██▍       | 993/4000 [12:39<37:04,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  25%|██▍       | 994/4000 [12:40<37:04,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  25%|██▍       | 995/4000 [12:41<37:03,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  25%|██▍       | 996/4000 [12:42<37:03,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  25%|██▍       | 997/4000 [12:42<36:58,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  25%|██▍       | 998/4000 [12:43<36:50,  1.36it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.36it/s]
overall:  25%|██▍       | 999/4000 [12:44<35:11,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.5427337884902954
train acc: 0.5263158082962036
train loss: 1.5292705297470093
train acc: 0.531000018119812
train loss: 1.5228922367095947
train acc: 0.5410000085830688


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  25%|██▌       | 1000/4000 [12:45<48:13,  1.04it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  25%|██▌       | 1001/4000 [12:46<45:01,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  25%|██▌       | 1002/4000 [12:47<42:57,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  25%|██▌       | 1003/4000 [12:48<41:16,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  25%|██▌       | 1004/4000 [12:48<40:19,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  25%|██▌       | 1005/4000 [12:49<39:33,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  25%|██▌       | 1006/4000 [12:50<38:59,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  25%|██▌       | 1007/4000 [12:51<38:38,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  25%|██▌       | 1008/4000 [12:51<38:21,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  25%|██▌       | 1009/4000 [12:52<38:07,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  25%|██▌       | 1010/4000 [12:53<38:08,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  25%|██▌       | 1011/4000 [12:54<37:58,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  25%|██▌       | 1012/4000 [12:54<38:09,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.30it/s]
overall:  25%|██▌       | 1013/4000 [12:55<37:51,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  25%|██▌       | 1014/4000 [12:56<37:40,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  25%|██▌       | 1015/4000 [12:57<37:30,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  25%|██▌       | 1016/4000 [12:57<37:28,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  25%|██▌       | 1017/4000 [12:58<37:21,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  25%|██▌       | 1018/4000 [12:59<37:18,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  25%|██▌       | 1019/4000 [13:00<37:17,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  26%|██▌       | 1020/4000 [13:00<37:18,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  26%|██▌       | 1021/4000 [13:01<37:16,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  26%|██▌       | 1022/4000 [13:02<37:17,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  26%|██▌       | 1023/4000 [13:03<37:02,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  26%|██▌       | 1024/4000 [13:03<37:17,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  26%|██▌       | 1025/4000 [13:04<37:13,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  26%|██▌       | 1026/4000 [13:05<37:09,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  26%|██▌       | 1027/4000 [13:06<37:08,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  26%|██▌       | 1028/4000 [13:06<37:06,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  26%|██▌       | 1029/4000 [13:07<37:05,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  26%|██▌       | 1030/4000 [13:08<37:06,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  26%|██▌       | 1031/4000 [13:09<37:09,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  26%|██▌       | 1032/4000 [13:09<36:50,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  26%|██▌       | 1033/4000 [13:10<36:44,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  26%|██▌       | 1034/4000 [13:11<36:38,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.35it/s]
overall:  26%|██▌       | 1035/4000 [13:12<36:35,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  26%|██▌       | 1036/4000 [13:12<35:12,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.5775038003921509
train acc: 0.5080971717834473
train loss: 1.541054129600525
train acc: 0.527999997138977
train loss: 1.4871082305908203
train acc: 0.5559999942779541
train loss: 1.5481942892074585
train acc: 0.5270000100135803


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  26%|██▌       | 1037/4000 [13:14<48:33,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:54,  1.51s/it]
overall:  26%|██▌       | 1038/4000 [13:15<45:07,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  26%|██▌       | 1039/4000 [13:15<42:26,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:  26%|██▌       | 1040/4000 [13:16<40:39,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  26%|██▌       | 1041/4000 [13:17<39:22,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  26%|██▌       | 1042/4000 [13:18<38:43,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  26%|██▌       | 1043/4000 [13:18<38:11,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  26%|██▌       | 1044/4000 [13:19<37:48,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  26%|██▌       | 1045/4000 [13:20<37:37,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  26%|██▌       | 1046/4000 [13:21<37:16,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  26%|██▌       | 1047/4000 [13:21<37:00,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  26%|██▌       | 1048/4000 [13:22<36:40,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  26%|██▌       | 1049/4000 [13:23<36:46,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  26%|██▋       | 1050/4000 [13:24<36:42,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  26%|██▋       | 1051/4000 [13:24<36:44,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  26%|██▋       | 1052/4000 [13:25<36:41,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  26%|██▋       | 1053/4000 [13:26<36:39,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  26%|██▋       | 1054/4000 [13:27<36:35,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  26%|██▋       | 1055/4000 [13:27<36:19,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  26%|██▋       | 1056/4000 [13:28<36:21,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  26%|██▋       | 1057/4000 [13:29<36:15,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  26%|██▋       | 1058/4000 [13:29<35:59,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  26%|██▋       | 1059/4000 [13:30<36:09,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  26%|██▋       | 1060/4000 [13:31<36:11,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  27%|██▋       | 1061/4000 [13:32<36:32,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  27%|██▋       | 1062/4000 [13:32<36:28,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  27%|██▋       | 1063/4000 [13:33<36:24,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  27%|██▋       | 1064/4000 [13:34<36:23,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  27%|██▋       | 1065/4000 [13:35<36:20,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  27%|██▋       | 1066/4000 [13:35<36:19,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  27%|██▋       | 1067/4000 [13:36<36:15,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  27%|██▋       | 1068/4000 [13:37<36:15,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  27%|██▋       | 1069/4000 [13:38<36:17,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  27%|██▋       | 1070/4000 [13:38<36:15,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  27%|██▋       | 1071/4000 [13:39<36:18,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  27%|██▋       | 1072/4000 [13:40<36:12,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  27%|██▋       | 1073/4000 [13:41<34:38,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.5122698545455933
train acc: 0.5404858589172363
train loss: 1.5325281620025635
train acc: 0.5270000100135803
train loss: 1.4945299625396729
train acc: 0.5509999990463257
train loss: 1.4882864952087402
train acc: 0.5540000200271606


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  27%|██▋       | 1074/4000 [13:42<47:30,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  27%|██▋       | 1075/4000 [13:43<43:57,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  27%|██▋       | 1076/4000 [13:44<41:35,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  27%|██▋       | 1077/4000 [13:44<39:55,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  27%|██▋       | 1078/4000 [13:45<38:44,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  27%|██▋       | 1079/4000 [13:46<38:01,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  27%|██▋       | 1080/4000 [13:47<39:38,  1.23it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.22it/s]
overall:  27%|██▋       | 1081/4000 [13:47<39:02,  1.25it/s]

train:  22%|██▏       | 8/37 [00:06<00:23,  1.24it/s]
overall:  27%|██▋       | 1082/4000 [13:48<38:24,  1.27it/s]

train:  24%|██▍       | 9/37 [00:07<00:22,  1.26it/s]
overall:  27%|██▋       | 1083/4000 [13:49<37:40,  1.29it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.29it/s]
overall:  27%|██▋       | 1084/4000 [13:50<37:16,  1.30it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.30it/s]
overall:  27%|██▋       | 1085/4000 [13:50<36:51,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  27%|██▋       | 1086/4000 [13:51<36:54,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  27%|██▋       | 1087/4000 [13:52<36:29,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  27%|██▋       | 1088/4000 [13:53<36:15,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  27%|██▋       | 1089/4000 [13:53<35:58,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  27%|██▋       | 1090/4000 [13:54<35:55,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  27%|██▋       | 1091/4000 [13:55<35:56,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  27%|██▋       | 1092/4000 [13:56<35:56,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.35it/s]
overall:  27%|██▋       | 1093/4000 [13:56<36:11,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  27%|██▋       | 1094/4000 [13:57<35:58,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  27%|██▋       | 1095/4000 [13:58<35:39,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  27%|██▋       | 1096/4000 [13:59<35:45,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  27%|██▋       | 1097/4000 [13:59<35:45,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  27%|██▋       | 1098/4000 [14:00<36:11,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  27%|██▋       | 1099/4000 [14:01<36:06,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  28%|██▊       | 1100/4000 [14:02<36:08,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  28%|██▊       | 1101/4000 [14:02<35:51,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  28%|██▊       | 1102/4000 [14:03<35:57,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  28%|██▊       | 1103/4000 [14:04<35:58,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  28%|██▊       | 1104/4000 [14:05<35:59,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  28%|██▊       | 1105/4000 [14:05<36:11,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  28%|██▊       | 1106/4000 [14:06<35:59,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  28%|██▊       | 1107/4000 [14:07<36:00,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  28%|██▊       | 1108/4000 [14:08<35:56,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  28%|██▊       | 1109/4000 [14:08<35:55,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  28%|██▊       | 1110/4000 [14:09<34:23,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.5224320888519287
train acc: 0.5425100922584534
train loss: 1.503591775894165
train acc: 0.5370000004768372
train loss: 1.4340893030166626
train acc: 0.5709999799728394
train loss: 1.5159250497817993
train acc: 0.5354251265525818


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  28%|██▊       | 1111/4000 [14:11<47:12,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  28%|██▊       | 1112/4000 [14:11<43:58,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  28%|██▊       | 1113/4000 [14:12<41:31,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  28%|██▊       | 1114/4000 [14:13<39:38,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  28%|██▊       | 1115/4000 [14:14<38:20,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  28%|██▊       | 1116/4000 [14:14<37:28,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  28%|██▊       | 1117/4000 [14:15<37:02,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  28%|██▊       | 1118/4000 [14:16<36:48,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  28%|██▊       | 1119/4000 [14:17<36:38,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  28%|██▊       | 1120/4000 [14:17<36:27,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  28%|██▊       | 1121/4000 [14:18<36:21,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  28%|██▊       | 1122/4000 [14:19<36:20,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  28%|██▊       | 1123/4000 [14:20<36:26,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  28%|██▊       | 1124/4000 [14:20<36:00,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  28%|██▊       | 1125/4000 [14:21<35:44,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  28%|██▊       | 1126/4000 [14:22<35:31,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  28%|██▊       | 1127/4000 [14:22<35:19,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  28%|██▊       | 1128/4000 [14:23<35:12,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.36it/s]
overall:  28%|██▊       | 1129/4000 [14:24<35:02,  1.37it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.37it/s]
overall:  28%|██▊       | 1130/4000 [14:25<35:10,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:  28%|██▊       | 1131/4000 [14:25<35:23,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  28%|██▊       | 1132/4000 [14:26<35:26,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  28%|██▊       | 1133/4000 [14:27<35:24,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  28%|██▊       | 1134/4000 [14:28<35:26,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  28%|██▊       | 1135/4000 [14:28<35:44,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  28%|██▊       | 1136/4000 [14:29<35:27,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  28%|██▊       | 1137/4000 [14:30<35:18,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  28%|██▊       | 1138/4000 [14:31<35:22,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  28%|██▊       | 1139/4000 [14:31<35:20,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  28%|██▊       | 1140/4000 [14:32<35:23,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  29%|██▊       | 1141/4000 [14:33<35:30,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  29%|██▊       | 1142/4000 [14:34<35:21,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  29%|██▊       | 1143/4000 [14:34<35:24,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  29%|██▊       | 1144/4000 [14:35<35:14,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  29%|██▊       | 1145/4000 [14:36<35:04,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  29%|██▊       | 1146/4000 [14:37<35:10,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  29%|██▊       | 1147/4000 [14:37<33:39,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.4189857244491577
train acc: 0.5669999718666077
train loss: 1.4989951848983765
train acc: 0.5429999828338623
train loss: 1.49955415725708
train acc: 0.5419999957084656


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  29%|██▊       | 1148/4000 [14:39<47:23,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  29%|██▊       | 1149/4000 [14:40<43:42,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  29%|██▉       | 1150/4000 [14:40<41:10,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  29%|██▉       | 1151/4000 [14:41<39:21,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  29%|██▉       | 1152/4000 [14:42<38:15,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  29%|██▉       | 1153/4000 [14:43<37:30,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  29%|██▉       | 1154/4000 [14:43<36:56,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  29%|██▉       | 1155/4000 [14:44<36:43,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  29%|██▉       | 1156/4000 [14:45<36:25,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  29%|██▉       | 1157/4000 [14:46<36:03,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  29%|██▉       | 1158/4000 [14:46<35:52,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  29%|██▉       | 1159/4000 [14:47<35:43,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  29%|██▉       | 1160/4000 [14:48<36:02,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  29%|██▉       | 1161/4000 [14:49<35:37,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  29%|██▉       | 1162/4000 [14:49<35:32,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  29%|██▉       | 1163/4000 [14:50<35:31,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  29%|██▉       | 1164/4000 [14:51<35:31,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  29%|██▉       | 1165/4000 [14:52<35:13,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  29%|██▉       | 1166/4000 [14:52<35:23,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  29%|██▉       | 1167/4000 [14:53<35:15,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  29%|██▉       | 1168/4000 [14:54<35:14,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  29%|██▉       | 1169/4000 [14:55<35:10,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  29%|██▉       | 1170/4000 [14:55<35:12,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  29%|██▉       | 1171/4000 [14:56<35:12,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  29%|██▉       | 1172/4000 [14:57<35:22,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  29%|██▉       | 1173/4000 [14:58<35:02,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  29%|██▉       | 1174/4000 [14:58<34:57,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.35it/s]
overall:  29%|██▉       | 1175/4000 [14:59<34:46,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  29%|██▉       | 1176/4000 [15:00<34:51,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  29%|██▉       | 1177/4000 [15:01<34:59,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  29%|██▉       | 1178/4000 [15:01<35:13,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  29%|██▉       | 1179/4000 [15:02<35:21,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  30%|██▉       | 1180/4000 [15:03<35:18,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  30%|██▉       | 1181/4000 [15:04<35:14,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  30%|██▉       | 1182/4000 [15:04<34:58,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  30%|██▉       | 1183/4000 [15:05<35:00,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  30%|██▉       | 1184/4000 [15:06<33:26,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.5078785419464111
train acc: 0.5253036618232727
train loss: 1.461228370666504
train acc: 0.5429999828338623
train loss: 1.460647463798523
train acc: 0.5569999814033508
train loss: 1.424119472503662
train acc: 0.5730000138282776


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  30%|██▉       | 1185/4000 [15:07<45:47,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  30%|██▉       | 1186/4000 [15:08<42:43,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  30%|██▉       | 1187/4000 [15:09<40:25,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  30%|██▉       | 1188/4000 [15:10<38:54,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  30%|██▉       | 1189/4000 [15:10<37:34,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  30%|██▉       | 1190/4000 [15:11<36:58,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  30%|██▉       | 1191/4000 [15:12<36:31,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  30%|██▉       | 1192/4000 [15:13<36:08,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  30%|██▉       | 1193/4000 [15:13<35:49,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  30%|██▉       | 1194/4000 [15:14<35:30,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  30%|██▉       | 1195/4000 [15:15<35:19,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  30%|██▉       | 1196/4000 [15:16<35:20,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  30%|██▉       | 1197/4000 [15:16<35:35,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  30%|██▉       | 1198/4000 [15:17<35:21,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  30%|██▉       | 1199/4000 [15:18<35:25,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  30%|███       | 1200/4000 [15:19<35:09,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  30%|███       | 1201/4000 [15:19<34:49,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  30%|███       | 1202/4000 [15:20<34:45,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  30%|███       | 1203/4000 [15:21<34:46,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  30%|███       | 1204/4000 [15:22<34:46,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  30%|███       | 1205/4000 [15:22<34:48,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  30%|███       | 1206/4000 [15:23<34:47,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  30%|███       | 1207/4000 [15:24<34:48,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  30%|███       | 1208/4000 [15:25<34:46,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  30%|███       | 1209/4000 [15:25<34:59,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  30%|███       | 1210/4000 [15:26<34:51,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  30%|███       | 1211/4000 [15:27<34:56,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  30%|███       | 1212/4000 [15:28<34:44,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  30%|███       | 1213/4000 [15:28<34:47,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  30%|███       | 1214/4000 [15:29<34:43,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  30%|███       | 1215/4000 [15:30<34:42,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  30%|███       | 1216/4000 [15:31<34:45,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  30%|███       | 1217/4000 [15:31<34:44,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  30%|███       | 1218/4000 [15:32<34:41,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  30%|███       | 1219/4000 [15:33<34:40,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  30%|███       | 1220/4000 [15:34<34:41,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  31%|███       | 1221/4000 [15:34<33:13,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.4985381364822388
train acc: 0.5566801428794861
train loss: 1.4610484838485718
train acc: 0.5529999732971191
train loss: 1.4524437189102173
train acc: 0.5479999780654907
train loss: 1.4075084924697876
train acc: 0.574999988079071


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  31%|███       | 1222/4000 [15:36<45:32,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  31%|███       | 1223/4000 [15:36<41:57,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  31%|███       | 1224/4000 [15:37<39:27,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.12it/s]
overall:  31%|███       | 1225/4000 [15:38<37:36,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.21it/s]
overall:  31%|███       | 1226/4000 [15:39<36:36,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.26it/s]
overall:  31%|███       | 1227/4000 [15:39<35:43,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:23,  1.29it/s]
overall:  31%|███       | 1228/4000 [15:40<35:20,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  31%|███       | 1229/4000 [15:41<35:09,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  31%|███       | 1230/4000 [15:42<35:04,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  31%|███       | 1231/4000 [15:42<34:53,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  31%|███       | 1232/4000 [15:43<34:42,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  31%|███       | 1233/4000 [15:44<34:33,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  31%|███       | 1234/4000 [15:45<34:52,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  31%|███       | 1235/4000 [15:45<34:43,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  31%|███       | 1236/4000 [15:46<34:34,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  31%|███       | 1237/4000 [15:47<34:26,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  31%|███       | 1238/4000 [15:48<34:26,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  31%|███       | 1239/4000 [15:48<34:19,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  31%|███       | 1240/4000 [15:49<34:16,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  31%|███       | 1241/4000 [15:50<34:15,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  31%|███       | 1242/4000 [15:51<34:17,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  31%|███       | 1243/4000 [15:51<34:01,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  31%|███       | 1244/4000 [15:52<33:42,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  31%|███       | 1245/4000 [15:53<33:39,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  31%|███       | 1246/4000 [15:54<33:45,  1.36it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.36it/s]
overall:  31%|███       | 1247/4000 [15:54<33:33,  1.37it/s]

train:  70%|███████   | 26/37 [00:19<00:08,  1.37it/s]
overall:  31%|███       | 1248/4000 [15:55<33:42,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:  31%|███       | 1249/4000 [15:56<33:49,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  31%|███▏      | 1250/4000 [15:56<33:54,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  31%|███▏      | 1251/4000 [15:57<33:53,  1.35it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.35it/s]
overall:  31%|███▏      | 1252/4000 [15:58<33:58,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  31%|███▏      | 1253/4000 [15:59<33:56,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  31%|███▏      | 1254/4000 [15:59<34:03,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  31%|███▏      | 1255/4000 [16:00<33:56,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.35it/s]
overall:  31%|███▏      | 1256/4000 [16:01<33:54,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  31%|███▏      | 1257/4000 [16:02<33:58,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  31%|███▏      | 1258/4000 [16:02<32:25,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.4611144065856934
train acc: 0.5526315569877625
train loss: 1.405833125114441
train acc: 0.5720000267028809
train loss: 1.465214490890503
train acc: 0.5479999780654907


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  31%|███▏      | 1259/4000 [16:04<45:28,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:  32%|███▏      | 1260/4000 [16:05<42:04,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  32%|███▏      | 1261/4000 [16:05<39:36,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  32%|███▏      | 1262/4000 [16:06<37:54,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  32%|███▏      | 1263/4000 [16:07<37:00,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  32%|███▏      | 1264/4000 [16:08<36:04,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  32%|███▏      | 1265/4000 [16:08<35:24,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  32%|███▏      | 1266/4000 [16:09<34:47,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  32%|███▏      | 1267/4000 [16:10<34:32,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  32%|███▏      | 1268/4000 [16:11<34:18,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  32%|███▏      | 1269/4000 [16:11<34:09,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  32%|███▏      | 1270/4000 [16:12<34:10,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  32%|███▏      | 1271/4000 [16:13<34:22,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  32%|███▏      | 1272/4000 [16:14<34:09,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  32%|███▏      | 1273/4000 [16:14<34:02,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  32%|███▏      | 1274/4000 [16:15<33:52,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  32%|███▏      | 1275/4000 [16:16<34:09,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  32%|███▏      | 1276/4000 [16:17<33:42,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  32%|███▏      | 1277/4000 [16:17<33:33,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  32%|███▏      | 1278/4000 [16:18<33:35,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  32%|███▏      | 1279/4000 [16:19<33:27,  1.36it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.36it/s]
overall:  32%|███▏      | 1280/4000 [16:20<33:23,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  32%|███▏      | 1281/4000 [16:20<33:32,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  32%|███▏      | 1282/4000 [16:21<33:35,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  32%|███▏      | 1283/4000 [16:22<33:45,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  32%|███▏      | 1284/4000 [16:23<33:40,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  32%|███▏      | 1285/4000 [16:23<33:41,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  32%|███▏      | 1286/4000 [16:24<33:35,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  32%|███▏      | 1287/4000 [16:25<33:31,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  32%|███▏      | 1288/4000 [16:26<33:33,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  32%|███▏      | 1289/4000 [16:26<33:20,  1.36it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.36it/s]
overall:  32%|███▏      | 1290/4000 [16:27<33:10,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:  32%|███▏      | 1291/4000 [16:28<33:04,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.37it/s]
overall:  32%|███▏      | 1292/4000 [16:28<32:55,  1.37it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.37it/s]
overall:  32%|███▏      | 1293/4000 [16:29<32:52,  1.37it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.37it/s]
overall:  32%|███▏      | 1294/4000 [16:30<33:02,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:  32%|███▏      | 1295/4000 [16:31<31:44,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.4140925407409668
train acc: 0.5748987793922424
train loss: 1.4024412631988525
train acc: 0.5799999833106995
train loss: 1.4584784507751465
train acc: 0.5630000233650208
train loss: 1.4168037176132202
train acc: 0.5519999861717224


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  32%|███▏      | 1296/4000 [16:32<44:40,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  32%|███▏      | 1297/4000 [16:33<41:29,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  32%|███▏      | 1298/4000 [16:34<39:10,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  32%|███▏      | 1299/4000 [16:34<37:23,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  32%|███▎      | 1300/4000 [16:35<36:05,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  33%|███▎      | 1301/4000 [16:36<35:08,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  33%|███▎      | 1302/4000 [16:37<34:43,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  33%|███▎      | 1303/4000 [16:37<34:26,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  33%|███▎      | 1304/4000 [16:38<34:11,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  33%|███▎      | 1305/4000 [16:39<33:50,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  33%|███▎      | 1306/4000 [16:40<33:51,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  33%|███▎      | 1307/4000 [16:40<33:37,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  33%|███▎      | 1308/4000 [16:41<33:33,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  33%|███▎      | 1309/4000 [16:42<33:22,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  33%|███▎      | 1310/4000 [16:43<33:06,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  33%|███▎      | 1311/4000 [16:43<33:10,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  33%|███▎      | 1312/4000 [16:44<33:05,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  33%|███▎      | 1313/4000 [16:45<32:58,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.36it/s]
overall:  33%|███▎      | 1314/4000 [16:46<33:11,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  33%|███▎      | 1315/4000 [16:46<33:14,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  33%|███▎      | 1316/4000 [16:47<33:15,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  33%|███▎      | 1317/4000 [16:48<33:15,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  33%|███▎      | 1318/4000 [16:49<33:20,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  33%|███▎      | 1319/4000 [16:49<33:20,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  33%|███▎      | 1320/4000 [16:50<33:25,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  33%|███▎      | 1321/4000 [16:51<33:24,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  33%|███▎      | 1322/4000 [16:52<33:25,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  33%|███▎      | 1323/4000 [16:52<33:24,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  33%|███▎      | 1324/4000 [16:53<33:10,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  33%|███▎      | 1325/4000 [16:54<33:03,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  33%|███▎      | 1326/4000 [16:55<33:07,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  33%|███▎      | 1327/4000 [16:55<33:03,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  33%|███▎      | 1328/4000 [16:56<33:05,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  33%|███▎      | 1329/4000 [16:57<33:04,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  33%|███▎      | 1330/4000 [16:58<32:55,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  33%|███▎      | 1331/4000 [16:58<32:57,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  33%|███▎      | 1332/4000 [16:59<31:29,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.4479509592056274
train acc: 0.5495951175689697
train loss: 1.3736400604248047
train acc: 0.5759999752044678
train loss: 1.4693577289581299
train acc: 0.5540000200271606
train loss: 1.3923014402389526
train acc: 0.593999981880188


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  33%|███▎      | 1333/4000 [17:01<44:21,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  33%|███▎      | 1334/4000 [17:01<40:52,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  33%|███▎      | 1335/4000 [17:02<38:19,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  33%|███▎      | 1336/4000 [17:03<36:34,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  33%|███▎      | 1337/4000 [17:03<35:20,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  33%|███▎      | 1338/4000 [17:04<34:43,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  33%|███▎      | 1339/4000 [17:05<34:07,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  34%|███▎      | 1340/4000 [17:06<33:48,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  34%|███▎      | 1341/4000 [17:06<33:50,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  34%|███▎      | 1342/4000 [17:07<33:35,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  34%|███▎      | 1343/4000 [17:08<33:25,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  34%|███▎      | 1344/4000 [17:09<33:21,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  34%|███▎      | 1345/4000 [17:09<33:23,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  34%|███▎      | 1346/4000 [17:10<33:13,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  34%|███▎      | 1347/4000 [17:11<33:14,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  34%|███▎      | 1348/4000 [17:12<33:10,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  34%|███▎      | 1349/4000 [17:12<33:02,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  34%|███▍      | 1350/4000 [17:13<33:01,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  34%|███▍      | 1351/4000 [17:14<33:01,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  34%|███▍      | 1352/4000 [17:15<32:54,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  34%|███▍      | 1353/4000 [17:15<33:02,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  34%|███▍      | 1354/4000 [17:16<32:55,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  34%|███▍      | 1355/4000 [17:17<32:41,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  34%|███▍      | 1356/4000 [17:18<32:33,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  34%|███▍      | 1357/4000 [17:18<32:42,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  34%|███▍      | 1358/4000 [17:19<32:44,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  34%|███▍      | 1359/4000 [17:20<32:39,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  34%|███▍      | 1360/4000 [17:21<32:31,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  34%|███▍      | 1361/4000 [17:21<32:19,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:  34%|███▍      | 1362/4000 [17:22<32:26,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  34%|███▍      | 1363/4000 [17:23<32:36,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  34%|███▍      | 1364/4000 [17:24<32:35,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  34%|███▍      | 1365/4000 [17:24<32:44,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  34%|███▍      | 1366/4000 [17:25<32:43,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  34%|███▍      | 1367/4000 [17:26<32:39,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  34%|███▍      | 1368/4000 [17:27<32:39,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  34%|███▍      | 1369/4000 [17:27<31:11,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.4187917709350586
train acc: 0.5941295623779297
train loss: 1.4225213527679443
train acc: 0.5519999861717224
train loss: 1.4133148193359375
train acc: 0.5659999847412109


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  34%|███▍      | 1370/4000 [17:29<42:36,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  34%|███▍      | 1371/4000 [17:30<39:39,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  34%|███▍      | 1372/4000 [17:30<37:38,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  34%|███▍      | 1373/4000 [17:31<36:09,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  34%|███▍      | 1374/4000 [17:32<35:04,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  34%|███▍      | 1375/4000 [17:33<34:22,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  34%|███▍      | 1376/4000 [17:33<33:49,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  34%|███▍      | 1377/4000 [17:34<33:34,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  34%|███▍      | 1378/4000 [17:35<33:25,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  34%|███▍      | 1379/4000 [17:36<33:11,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  34%|███▍      | 1380/4000 [17:36<33:02,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  35%|███▍      | 1381/4000 [17:37<32:55,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  35%|███▍      | 1382/4000 [17:38<32:56,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  35%|███▍      | 1383/4000 [17:39<32:47,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  35%|███▍      | 1384/4000 [17:39<32:43,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  35%|███▍      | 1385/4000 [17:40<32:37,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  35%|███▍      | 1386/4000 [17:41<32:31,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  35%|███▍      | 1387/4000 [17:42<32:33,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  35%|███▍      | 1388/4000 [17:42<32:31,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  35%|███▍      | 1389/4000 [17:43<32:29,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  35%|███▍      | 1390/4000 [17:44<32:31,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  35%|███▍      | 1391/4000 [17:45<32:27,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  35%|███▍      | 1392/4000 [17:45<32:20,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  35%|███▍      | 1393/4000 [17:46<32:14,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  35%|███▍      | 1394/4000 [17:47<32:20,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  35%|███▍      | 1395/4000 [17:47<32:19,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  35%|███▍      | 1396/4000 [17:48<32:22,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  35%|███▍      | 1397/4000 [17:49<32:23,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  35%|███▍      | 1398/4000 [17:50<32:22,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  35%|███▍      | 1399/4000 [17:50<32:20,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  35%|███▌      | 1400/4000 [17:51<32:19,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  35%|███▌      | 1401/4000 [17:52<32:22,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  35%|███▌      | 1402/4000 [17:53<32:29,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  35%|███▌      | 1403/4000 [17:53<32:22,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  35%|███▌      | 1404/4000 [17:54<32:18,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  35%|███▌      | 1405/4000 [17:55<32:16,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  35%|███▌      | 1406/4000 [17:56<30:43,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3900800943374634
train acc: 0.5748987793922424
train loss: 1.4121677875518799
train acc: 0.574999988079071
train loss: 1.3844207525253296
train acc: 0.5899999737739563
train loss: 1.3798037767410278
train acc: 0.5600000023841858


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  35%|███▌      | 1407/4000 [17:57<41:54,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  35%|███▌      | 1408/4000 [17:58<38:44,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.03s/it]
overall:  35%|███▌      | 1409/4000 [17:59<36:31,  1.18it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.12it/s]
overall:  35%|███▌      | 1410/4000 [17:59<35:07,  1.23it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:  35%|███▌      | 1411/4000 [18:00<34:05,  1.27it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.25it/s]
overall:  35%|███▌      | 1412/4000 [18:01<33:25,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.29it/s]
overall:  35%|███▌      | 1413/4000 [18:02<32:56,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  35%|███▌      | 1414/4000 [18:02<32:41,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.32it/s]
overall:  35%|███▌      | 1415/4000 [18:03<32:35,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  35%|███▌      | 1416/4000 [18:04<32:40,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  35%|███▌      | 1417/4000 [18:05<32:33,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  35%|███▌      | 1418/4000 [18:05<32:24,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  35%|███▌      | 1419/4000 [18:06<32:36,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  36%|███▌      | 1420/4000 [18:07<32:15,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  36%|███▌      | 1421/4000 [18:08<32:06,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  36%|███▌      | 1422/4000 [18:08<32:07,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  36%|███▌      | 1423/4000 [18:09<32:02,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  36%|███▌      | 1424/4000 [18:10<32:11,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  36%|███▌      | 1425/4000 [18:11<32:09,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.33it/s]
overall:  36%|███▌      | 1426/4000 [18:11<32:06,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  36%|███▌      | 1427/4000 [18:12<32:00,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  36%|███▌      | 1428/4000 [18:13<32:06,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  36%|███▌      | 1429/4000 [18:14<31:58,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  36%|███▌      | 1430/4000 [18:14<31:56,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  36%|███▌      | 1431/4000 [18:15<32:09,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  36%|███▌      | 1432/4000 [18:16<31:52,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  36%|███▌      | 1433/4000 [18:17<31:35,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  36%|███▌      | 1434/4000 [18:17<31:26,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  36%|███▌      | 1435/4000 [18:18<31:11,  1.37it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.37it/s]
overall:  36%|███▌      | 1436/4000 [18:19<31:20,  1.36it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.36it/s]
overall:  36%|███▌      | 1437/4000 [18:19<31:11,  1.37it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.37it/s]
overall:  36%|███▌      | 1438/4000 [18:20<31:19,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:  36%|███▌      | 1439/4000 [18:21<31:15,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.37it/s]
overall:  36%|███▌      | 1440/4000 [18:22<33:04,  1.29it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.29it/s]
overall:  36%|███▌      | 1441/4000 [18:23<32:37,  1.31it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.31it/s]
overall:  36%|███▌      | 1442/4000 [18:23<32:07,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  36%|███▌      | 1443/4000 [18:24<30:28,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.408139944076538
train acc: 0.5657894611358643
train loss: 1.3708465099334717
train acc: 0.5860000252723694
train loss: 1.3530490398406982
train acc: 0.5929999947547913
train loss: 1.434259057044983
train acc: 0.5849999785423279


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  36%|███▌      | 1444/4000 [18:25<41:29,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  36%|███▌      | 1445/4000 [18:26<38:37,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  36%|███▌      | 1446/4000 [18:27<36:33,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  36%|███▌      | 1447/4000 [18:28<35:15,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  36%|███▌      | 1448/4000 [18:28<34:18,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  36%|███▌      | 1449/4000 [18:29<33:40,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  36%|███▋      | 1450/4000 [18:30<33:07,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  36%|███▋      | 1451/4000 [18:31<32:53,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  36%|███▋      | 1452/4000 [18:31<32:24,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  36%|███▋      | 1453/4000 [18:32<32:12,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  36%|███▋      | 1454/4000 [18:33<32:04,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  36%|███▋      | 1455/4000 [18:34<32:02,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  36%|███▋      | 1456/4000 [18:34<32:09,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  36%|███▋      | 1457/4000 [18:35<31:43,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  36%|███▋      | 1458/4000 [18:36<31:39,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  36%|███▋      | 1459/4000 [18:37<31:39,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  36%|███▋      | 1460/4000 [18:37<31:38,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  37%|███▋      | 1461/4000 [18:38<31:36,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  37%|███▋      | 1462/4000 [18:39<31:37,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  37%|███▋      | 1463/4000 [18:40<31:41,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  37%|███▋      | 1464/4000 [18:40<31:36,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  37%|███▋      | 1465/4000 [18:41<31:38,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  37%|███▋      | 1466/4000 [18:42<31:33,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  37%|███▋      | 1467/4000 [18:43<31:29,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  37%|███▋      | 1468/4000 [18:43<31:38,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  37%|███▋      | 1469/4000 [18:44<31:36,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  37%|███▋      | 1470/4000 [18:45<31:34,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  37%|███▋      | 1471/4000 [18:46<31:36,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  37%|███▋      | 1472/4000 [18:46<31:28,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  37%|███▋      | 1473/4000 [18:47<31:25,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  37%|███▋      | 1474/4000 [18:48<31:22,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  37%|███▋      | 1475/4000 [18:49<31:26,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  37%|███▋      | 1476/4000 [18:49<31:11,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  37%|███▋      | 1477/4000 [18:50<31:02,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  37%|███▋      | 1478/4000 [18:51<31:07,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  37%|███▋      | 1479/4000 [18:52<31:08,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  37%|███▋      | 1480/4000 [18:52<29:50,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.3826758861541748
train acc: 0.579959511756897
train loss: 1.3727939128875732
train acc: 0.593999981880188
train loss: 1.3665952682495117
train acc: 0.5849999785423279
train loss: 1.402177333831787
train acc: 0.5840080976486206


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  37%|███▋      | 1481/4000 [18:54<40:49,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  37%|███▋      | 1482/4000 [18:55<38:12,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  37%|███▋      | 1483/4000 [18:55<36:04,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:  37%|███▋      | 1484/4000 [18:56<34:44,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  37%|███▋      | 1485/4000 [18:57<33:47,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  37%|███▋      | 1486/4000 [18:58<33:04,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  37%|███▋      | 1487/4000 [18:58<32:45,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  37%|███▋      | 1488/4000 [18:59<32:17,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  37%|███▋      | 1489/4000 [19:00<31:49,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  37%|███▋      | 1490/4000 [19:01<31:49,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  37%|███▋      | 1491/4000 [19:01<31:38,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  37%|███▋      | 1492/4000 [19:02<31:36,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  37%|███▋      | 1493/4000 [19:03<31:30,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  37%|███▋      | 1494/4000 [19:04<31:25,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  37%|███▋      | 1495/4000 [19:04<31:09,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  37%|███▋      | 1496/4000 [19:05<31:06,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  37%|███▋      | 1497/4000 [19:06<30:54,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  37%|███▋      | 1498/4000 [19:07<30:40,  1.36it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.36it/s]
overall:  37%|███▋      | 1499/4000 [19:07<30:47,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  38%|███▊      | 1500/4000 [19:08<30:54,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  38%|███▊      | 1501/4000 [19:09<31:00,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  38%|███▊      | 1502/4000 [19:10<30:55,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  38%|███▊      | 1503/4000 [19:10<30:53,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  38%|███▊      | 1504/4000 [19:11<30:55,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  38%|███▊      | 1505/4000 [19:12<30:42,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  38%|███▊      | 1506/4000 [19:12<30:42,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  38%|███▊      | 1507/4000 [19:13<30:38,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:  38%|███▊      | 1508/4000 [19:14<30:34,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  38%|███▊      | 1509/4000 [19:15<30:41,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  38%|███▊      | 1510/4000 [19:15<30:35,  1.36it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.36it/s]
overall:  38%|███▊      | 1511/4000 [19:16<30:45,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  38%|███▊      | 1512/4000 [19:17<30:42,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  38%|███▊      | 1513/4000 [19:18<30:41,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  38%|███▊      | 1514/4000 [19:18<30:38,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  38%|███▊      | 1515/4000 [19:19<30:27,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  38%|███▊      | 1516/4000 [19:20<30:34,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  38%|███▊      | 1517/4000 [19:20<29:13,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3990123271942139
train acc: 0.5809999704360962
train loss: 1.3182986974716187
train acc: 0.6029999852180481
train loss: 1.3928163051605225
train acc: 0.5709999799728394


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  38%|███▊      | 1518/4000 [19:22<41:08,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  38%|███▊      | 1519/4000 [19:23<38:09,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  38%|███▊      | 1520/4000 [19:24<35:59,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  38%|███▊      | 1521/4000 [19:24<34:12,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  38%|███▊      | 1522/4000 [19:25<33:10,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  38%|███▊      | 1523/4000 [19:26<32:24,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  38%|███▊      | 1524/4000 [19:27<31:49,  1.30it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  38%|███▊      | 1525/4000 [19:27<31:26,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  38%|███▊      | 1526/4000 [19:28<31:10,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  38%|███▊      | 1527/4000 [19:29<30:57,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  38%|███▊      | 1528/4000 [19:30<30:55,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  38%|███▊      | 1529/4000 [19:30<30:46,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  38%|███▊      | 1530/4000 [19:31<30:46,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  38%|███▊      | 1531/4000 [19:32<30:33,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:  38%|███▊      | 1532/4000 [19:33<30:20,  1.36it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.36it/s]
overall:  38%|███▊      | 1533/4000 [19:33<30:16,  1.36it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.36it/s]
overall:  38%|███▊      | 1534/4000 [19:34<30:10,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  38%|███▊      | 1535/4000 [19:35<30:02,  1.37it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.37it/s]
overall:  38%|███▊      | 1536/4000 [19:35<30:10,  1.36it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.36it/s]
overall:  38%|███▊      | 1537/4000 [19:36<30:14,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:  38%|███▊      | 1538/4000 [19:37<30:21,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  38%|███▊      | 1539/4000 [19:38<30:23,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  38%|███▊      | 1540/4000 [19:38<30:25,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  39%|███▊      | 1541/4000 [19:39<30:27,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  39%|███▊      | 1542/4000 [19:40<30:37,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  39%|███▊      | 1543/4000 [19:41<30:38,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  39%|███▊      | 1544/4000 [19:41<30:39,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  39%|███▊      | 1545/4000 [19:42<30:33,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  39%|███▊      | 1546/4000 [19:43<30:34,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  39%|███▊      | 1547/4000 [19:44<30:30,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  39%|███▊      | 1548/4000 [19:44<30:23,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  39%|███▊      | 1549/4000 [19:45<30:28,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  39%|███▉      | 1550/4000 [19:46<30:29,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  39%|███▉      | 1551/4000 [19:47<30:31,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  39%|███▉      | 1552/4000 [19:47<30:26,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  39%|███▉      | 1553/4000 [19:48<30:23,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  39%|███▉      | 1554/4000 [19:49<28:57,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3443453311920166
train acc: 0.5961538553237915
train loss: 1.3481426239013672
train acc: 0.5929999947547913
train loss: 1.3428999185562134
train acc: 0.5979999899864197
train loss: 1.3938958644866943
train acc: 0.5799999833106995


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  39%|███▉      | 1555/4000 [19:50<39:40,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  39%|███▉      | 1556/4000 [19:51<36:52,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  39%|███▉      | 1557/4000 [19:52<34:56,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:  39%|███▉      | 1558/4000 [19:53<33:37,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  39%|███▉      | 1559/4000 [19:53<32:25,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  39%|███▉      | 1560/4000 [19:54<31:56,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  39%|███▉      | 1561/4000 [19:55<31:36,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  39%|███▉      | 1562/4000 [19:56<31:17,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  39%|███▉      | 1563/4000 [19:56<31:10,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  39%|███▉      | 1564/4000 [19:57<30:52,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  39%|███▉      | 1565/4000 [19:58<30:32,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  39%|███▉      | 1566/4000 [19:59<30:28,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  39%|███▉      | 1567/4000 [19:59<30:29,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  39%|███▉      | 1568/4000 [20:00<30:30,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  39%|███▉      | 1569/4000 [20:01<30:26,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  39%|███▉      | 1570/4000 [20:02<30:38,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  39%|███▉      | 1571/4000 [20:02<30:36,  1.32it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.32it/s]
overall:  39%|███▉      | 1572/4000 [20:03<30:31,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  39%|███▉      | 1573/4000 [20:04<30:29,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  39%|███▉      | 1574/4000 [20:05<30:30,  1.32it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.32it/s]
overall:  39%|███▉      | 1575/4000 [20:05<30:24,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  39%|███▉      | 1576/4000 [20:06<30:18,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  39%|███▉      | 1577/4000 [20:07<30:18,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  39%|███▉      | 1578/4000 [20:08<30:12,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  39%|███▉      | 1579/4000 [20:08<30:13,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  40%|███▉      | 1580/4000 [20:09<30:07,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  40%|███▉      | 1581/4000 [20:10<30:09,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  40%|███▉      | 1582/4000 [20:11<30:17,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  40%|███▉      | 1583/4000 [20:11<30:00,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  40%|███▉      | 1584/4000 [20:12<29:46,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  40%|███▉      | 1585/4000 [20:13<29:51,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  40%|███▉      | 1586/4000 [20:14<29:54,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  40%|███▉      | 1587/4000 [20:14<30:02,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  40%|███▉      | 1588/4000 [20:15<30:01,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  40%|███▉      | 1589/4000 [20:16<29:58,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  40%|███▉      | 1590/4000 [20:17<29:58,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  40%|███▉      | 1591/4000 [20:17<28:38,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.4184054136276245
train acc: 0.5708501935005188
train loss: 1.3380411863327026
train acc: 0.6000000238418579
train loss: 1.3729171752929688
train acc: 0.5899999737739563
train loss: 1.3185360431671143
train acc: 0.6010000109672546


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  40%|███▉      | 1592/4000 [20:19<39:13,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  40%|███▉      | 1593/4000 [20:20<36:35,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  40%|███▉      | 1594/4000 [20:20<34:27,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  40%|███▉      | 1595/4000 [20:21<33:00,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  40%|███▉      | 1596/4000 [20:22<31:59,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  40%|███▉      | 1597/4000 [20:23<31:09,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  40%|███▉      | 1598/4000 [20:23<30:37,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  40%|███▉      | 1599/4000 [20:24<30:10,  1.33it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.33it/s]
overall:  40%|████      | 1600/4000 [20:25<30:12,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  40%|████      | 1601/4000 [20:25<30:08,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  40%|████      | 1602/4000 [20:26<30:06,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  40%|████      | 1603/4000 [20:27<29:58,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  40%|████      | 1604/4000 [20:28<30:01,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  40%|████      | 1605/4000 [20:28<29:40,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:  40%|████      | 1606/4000 [20:29<29:39,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  40%|████      | 1607/4000 [20:30<29:45,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  40%|████      | 1608/4000 [20:31<29:55,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  40%|████      | 1609/4000 [20:31<29:51,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  40%|████      | 1610/4000 [20:32<29:46,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  40%|████      | 1611/4000 [20:33<29:39,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  40%|████      | 1612/4000 [20:34<29:41,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  40%|████      | 1613/4000 [20:34<29:49,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  40%|████      | 1614/4000 [20:35<29:43,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  40%|████      | 1615/4000 [20:36<29:43,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  40%|████      | 1616/4000 [20:37<29:44,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  40%|████      | 1617/4000 [20:37<29:29,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  40%|████      | 1618/4000 [20:38<29:36,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  40%|████      | 1619/4000 [20:39<29:37,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  40%|████      | 1620/4000 [20:40<29:44,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  41%|████      | 1621/4000 [20:40<29:48,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  41%|████      | 1622/4000 [20:41<29:45,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  41%|████      | 1623/4000 [20:42<29:41,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  41%|████      | 1624/4000 [20:43<29:39,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  41%|████      | 1625/4000 [20:43<29:43,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  41%|████      | 1626/4000 [20:44<29:39,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.33it/s]
overall:  41%|████      | 1627/4000 [20:45<29:37,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  41%|████      | 1628/4000 [20:46<28:18,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.361001968383789
train acc: 0.5840080976486206
train loss: 1.3538329601287842
train acc: 0.5960000157356262
train loss: 1.3253428936004639
train acc: 0.6200000047683716


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  41%|████      | 1629/4000 [20:47<38:26,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  41%|████      | 1630/4000 [20:48<35:36,  1.11it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  41%|████      | 1631/4000 [20:49<33:53,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  41%|████      | 1632/4000 [20:49<32:15,  1.22it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.20it/s]
overall:  41%|████      | 1633/4000 [20:50<31:14,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.25it/s]
overall:  41%|████      | 1634/4000 [20:51<30:20,  1.30it/s]

train:  16%|█▌        | 6/37 [00:05<00:23,  1.30it/s]
overall:  41%|████      | 1635/4000 [20:52<29:48,  1.32it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.32it/s]
overall:  41%|████      | 1636/4000 [20:52<29:31,  1.33it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.34it/s]
overall:  41%|████      | 1637/4000 [20:53<29:23,  1.34it/s]

train:  24%|██▍       | 9/37 [00:07<00:20,  1.34it/s]
overall:  41%|████      | 1638/4000 [20:54<29:11,  1.35it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.35it/s]
overall:  41%|████      | 1639/4000 [20:54<28:51,  1.36it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.36it/s]
overall:  41%|████      | 1640/4000 [20:55<29:01,  1.36it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.36it/s]
overall:  41%|████      | 1641/4000 [20:56<29:18,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  41%|████      | 1642/4000 [20:57<29:03,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:  41%|████      | 1643/4000 [20:57<29:12,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  41%|████      | 1644/4000 [20:58<28:59,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  41%|████      | 1645/4000 [20:59<28:48,  1.36it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.36it/s]
overall:  41%|████      | 1646/4000 [21:00<28:47,  1.36it/s]

train:  49%|████▊     | 18/37 [00:13<00:13,  1.36it/s]
overall:  41%|████      | 1647/4000 [21:00<28:38,  1.37it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.37it/s]
overall:  41%|████      | 1648/4000 [21:01<28:47,  1.36it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.36it/s]
overall:  41%|████      | 1649/4000 [21:02<28:40,  1.37it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.37it/s]
overall:  41%|████▏     | 1650/4000 [21:03<28:35,  1.37it/s]

train:  59%|█████▉    | 22/37 [00:16<00:10,  1.37it/s]
overall:  41%|████▏     | 1651/4000 [21:03<28:29,  1.37it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.37it/s]
overall:  41%|████▏     | 1652/4000 [21:04<28:26,  1.38it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.38it/s]
overall:  41%|████▏     | 1653/4000 [21:05<28:25,  1.38it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.38it/s]
overall:  41%|████▏     | 1654/4000 [21:05<28:24,  1.38it/s]

train:  70%|███████   | 26/37 [00:19<00:07,  1.38it/s]
overall:  41%|████▏     | 1655/4000 [21:06<28:37,  1.37it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.37it/s]
overall:  41%|████▏     | 1656/4000 [21:07<28:45,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  41%|████▏     | 1657/4000 [21:08<28:47,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:  41%|████▏     | 1658/4000 [21:08<28:49,  1.35it/s]

train:  81%|████████  | 30/37 [00:22<00:05,  1.35it/s]
overall:  41%|████▏     | 1659/4000 [21:09<28:54,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  42%|████▏     | 1660/4000 [21:10<28:56,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  42%|████▏     | 1661/4000 [21:11<28:46,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:24<00:02,  1.36it/s]
overall:  42%|████▏     | 1662/4000 [21:11<28:47,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.35it/s]
overall:  42%|████▏     | 1663/4000 [21:12<28:47,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  42%|████▏     | 1664/4000 [21:13<28:48,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  42%|████▏     | 1665/4000 [21:13<27:23,  1.42it/s]

train: 100%|██████████| 37/37 [00:27<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:27<00:00,  1.33it/s]
train loss: 1.334092378616333
train acc: 0.5738866329193115
train loss: 1.325507402420044
train acc: 0.6010000109672546
train loss: 1.3211328983306885
train acc: 0.6029999852180481
train loss: 1.3606935739517212
train acc: 0.5929999947547913


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  42%|████▏     | 1666/4000 [21:15<38:43,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  42%|████▏     | 1667/4000 [21:16<35:50,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  42%|████▏     | 1668/4000 [21:17<33:52,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  42%|████▏     | 1669/4000 [21:17<32:29,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  42%|████▏     | 1670/4000 [21:18<31:32,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  42%|████▏     | 1671/4000 [21:19<30:49,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  42%|████▏     | 1672/4000 [21:20<30:19,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  42%|████▏     | 1673/4000 [21:20<29:54,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  42%|████▏     | 1674/4000 [21:21<29:40,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  42%|████▏     | 1675/4000 [21:22<29:28,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  42%|████▏     | 1676/4000 [21:23<29:29,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  42%|████▏     | 1677/4000 [21:23<29:26,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  42%|████▏     | 1678/4000 [21:24<29:29,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  42%|████▏     | 1679/4000 [21:25<29:10,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  42%|████▏     | 1680/4000 [21:26<29:05,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  42%|████▏     | 1681/4000 [21:26<28:51,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  42%|████▏     | 1682/4000 [21:27<28:43,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  42%|████▏     | 1683/4000 [21:28<28:42,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  42%|████▏     | 1684/4000 [21:29<28:41,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.35it/s]
overall:  42%|████▏     | 1685/4000 [21:29<28:44,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  42%|████▏     | 1686/4000 [21:30<28:28,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  42%|████▏     | 1687/4000 [21:31<28:26,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  42%|████▏     | 1688/4000 [21:32<28:22,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.36it/s]
overall:  42%|████▏     | 1689/4000 [21:32<28:29,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  42%|████▏     | 1690/4000 [21:33<28:37,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  42%|████▏     | 1691/4000 [21:34<28:41,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  42%|████▏     | 1692/4000 [21:35<28:37,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  42%|████▏     | 1693/4000 [21:35<28:39,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  42%|████▏     | 1694/4000 [21:36<28:38,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  42%|████▏     | 1695/4000 [21:37<28:38,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  42%|████▏     | 1696/4000 [21:38<28:33,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  42%|████▏     | 1697/4000 [21:38<28:35,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  42%|████▏     | 1698/4000 [21:39<28:35,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  42%|████▏     | 1699/4000 [21:40<28:37,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  42%|████▎     | 1700/4000 [21:41<28:40,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  43%|████▎     | 1701/4000 [21:41<28:41,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  43%|████▎     | 1702/4000 [21:42<27:18,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.3528234958648682
train acc: 0.6052631735801697
train loss: 1.3098900318145752
train acc: 0.6119999885559082
train loss: 1.3821265697479248
train acc: 0.6000000238418579
train loss: 1.3219530582427979
train acc: 0.5879999995231628


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  43%|████▎     | 1703/4000 [21:44<38:20,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  43%|████▎     | 1704/4000 [21:44<35:21,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  43%|████▎     | 1705/4000 [21:45<33:05,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  43%|████▎     | 1706/4000 [21:46<31:34,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  43%|████▎     | 1707/4000 [21:47<30:28,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  43%|████▎     | 1708/4000 [21:47<29:49,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  43%|████▎     | 1709/4000 [21:48<29:30,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  43%|████▎     | 1710/4000 [21:49<29:10,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  43%|████▎     | 1711/4000 [21:50<29:01,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  43%|████▎     | 1712/4000 [21:50<28:46,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  43%|████▎     | 1713/4000 [21:51<28:23,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:  43%|████▎     | 1714/4000 [21:52<28:18,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:  43%|████▎     | 1715/4000 [21:52<28:33,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.33it/s]
overall:  43%|████▎     | 1716/4000 [21:53<28:23,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  43%|████▎     | 1717/4000 [21:54<28:12,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  43%|████▎     | 1718/4000 [21:55<28:12,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  43%|████▎     | 1719/4000 [21:55<28:12,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  43%|████▎     | 1720/4000 [21:56<28:14,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  43%|████▎     | 1721/4000 [21:57<28:14,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  43%|████▎     | 1722/4000 [21:58<28:16,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  43%|████▎     | 1723/4000 [21:58<28:16,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  43%|████▎     | 1724/4000 [21:59<28:22,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  43%|████▎     | 1725/4000 [22:00<28:17,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  43%|████▎     | 1726/4000 [22:01<28:12,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  43%|████▎     | 1727/4000 [22:01<28:24,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  43%|████▎     | 1728/4000 [22:02<28:23,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  43%|████▎     | 1729/4000 [22:03<28:17,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  43%|████▎     | 1730/4000 [22:04<28:13,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  43%|████▎     | 1731/4000 [22:04<28:12,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  43%|████▎     | 1732/4000 [22:05<28:07,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  43%|████▎     | 1733/4000 [22:06<28:04,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  43%|████▎     | 1734/4000 [22:07<28:05,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  43%|████▎     | 1735/4000 [22:07<28:08,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  43%|████▎     | 1736/4000 [22:08<28:01,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  43%|████▎     | 1737/4000 [22:09<27:50,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  43%|████▎     | 1738/4000 [22:10<27:49,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  43%|████▎     | 1739/4000 [22:10<26:33,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3481268882751465
train acc: 0.5759109258651733
train loss: 1.2931641340255737
train acc: 0.6079999804496765
train loss: 1.3137187957763672
train acc: 0.6190000176429749


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  44%|████▎     | 1740/4000 [22:12<37:41,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  44%|████▎     | 1741/4000 [22:13<34:42,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  44%|████▎     | 1742/4000 [22:13<32:35,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  44%|████▎     | 1743/4000 [22:14<31:07,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  44%|████▎     | 1744/4000 [22:15<29:56,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  44%|████▎     | 1745/4000 [22:16<29:11,  1.29it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.28it/s]
overall:  44%|████▎     | 1746/4000 [22:16<28:44,  1.31it/s]

train:  19%|█▉        | 7/37 [00:05<00:22,  1.31it/s]
overall:  44%|████▎     | 1747/4000 [22:17<28:25,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:21,  1.32it/s]
overall:  44%|████▎     | 1748/4000 [22:18<28:15,  1.33it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.33it/s]
overall:  44%|████▎     | 1749/4000 [22:19<28:02,  1.34it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:  44%|████▍     | 1750/4000 [22:19<27:51,  1.35it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.35it/s]
overall:  44%|████▍     | 1751/4000 [22:20<27:55,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  44%|████▍     | 1752/4000 [22:21<28:02,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  44%|████▍     | 1753/4000 [22:22<28:03,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  44%|████▍     | 1754/4000 [22:22<27:58,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  44%|████▍     | 1755/4000 [22:23<27:54,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  44%|████▍     | 1756/4000 [22:24<27:50,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  44%|████▍     | 1757/4000 [22:24<27:46,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  44%|████▍     | 1758/4000 [22:25<27:51,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  44%|████▍     | 1759/4000 [22:26<27:41,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  44%|████▍     | 1760/4000 [22:27<27:32,  1.36it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.36it/s]
overall:  44%|████▍     | 1761/4000 [22:27<27:25,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  44%|████▍     | 1762/4000 [22:28<27:23,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  44%|████▍     | 1763/4000 [22:29<27:31,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  44%|████▍     | 1764/4000 [22:30<27:39,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  44%|████▍     | 1765/4000 [22:30<27:42,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  44%|████▍     | 1766/4000 [22:31<27:39,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  44%|████▍     | 1767/4000 [22:32<27:38,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  44%|████▍     | 1768/4000 [22:33<27:37,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  44%|████▍     | 1769/4000 [22:33<27:26,  1.36it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.36it/s]
overall:  44%|████▍     | 1770/4000 [22:34<27:31,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  44%|████▍     | 1771/4000 [22:35<27:28,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  44%|████▍     | 1772/4000 [22:36<27:30,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  44%|████▍     | 1773/4000 [22:36<27:22,  1.36it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.36it/s]
overall:  44%|████▍     | 1774/4000 [22:37<27:16,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  44%|████▍     | 1775/4000 [22:38<27:17,  1.36it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.36it/s]
overall:  44%|████▍     | 1776/4000 [22:38<26:03,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3720557689666748
train acc: 0.5921052694320679
train loss: 1.3178441524505615
train acc: 0.5929999947547913
train loss: 1.352984070777893
train acc: 0.6159999966621399
train loss: 1.3235594034194946
train acc: 0.6000000238418579


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  44%|████▍     | 1777/4000 [22:40<36:44,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  44%|████▍     | 1778/4000 [22:41<33:56,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  44%|████▍     | 1779/4000 [22:42<31:58,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  44%|████▍     | 1780/4000 [22:42<30:41,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  45%|████▍     | 1781/4000 [22:43<29:39,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  45%|████▍     | 1782/4000 [22:44<29:03,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  45%|████▍     | 1783/4000 [22:45<28:31,  1.30it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  45%|████▍     | 1784/4000 [22:45<28:25,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  45%|████▍     | 1785/4000 [22:46<28:14,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  45%|████▍     | 1786/4000 [22:47<27:51,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  45%|████▍     | 1787/4000 [22:48<27:37,  1.34it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.34it/s]
overall:  45%|████▍     | 1788/4000 [22:48<27:26,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  45%|████▍     | 1789/4000 [22:49<27:28,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  45%|████▍     | 1790/4000 [22:50<27:29,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  45%|████▍     | 1791/4000 [22:50<27:30,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  45%|████▍     | 1792/4000 [22:51<27:44,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  45%|████▍     | 1793/4000 [22:52<27:27,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  45%|████▍     | 1794/4000 [22:53<27:25,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  45%|████▍     | 1795/4000 [22:53<27:25,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  45%|████▍     | 1796/4000 [22:54<27:29,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  45%|████▍     | 1797/4000 [22:55<27:17,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  45%|████▍     | 1798/4000 [22:56<27:09,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  45%|████▍     | 1799/4000 [22:56<26:59,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  45%|████▌     | 1800/4000 [22:57<27:10,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  45%|████▌     | 1801/4000 [22:58<27:11,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  45%|████▌     | 1802/4000 [22:59<27:13,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  45%|████▌     | 1803/4000 [22:59<27:08,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  45%|████▌     | 1804/4000 [23:00<27:18,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  45%|████▌     | 1805/4000 [23:01<27:11,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  45%|████▌     | 1806/4000 [23:02<27:15,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  45%|████▌     | 1807/4000 [23:02<27:07,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  45%|████▌     | 1808/4000 [23:03<27:13,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  45%|████▌     | 1809/4000 [23:04<27:04,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  45%|████▌     | 1810/4000 [23:05<27:03,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  45%|████▌     | 1811/4000 [23:05<26:58,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  45%|████▌     | 1812/4000 [23:06<26:55,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  45%|████▌     | 1813/4000 [23:07<25:56,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.2581830024719238
train acc: 0.6133603453636169
train loss: 1.3673444986343384
train acc: 0.5849999785423279
train loss: 1.2851239442825317
train acc: 0.6240000128746033
train loss: 1.3037086725234985
train acc: 0.6069999933242798


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  45%|████▌     | 1814/4000 [23:08<35:39,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  45%|████▌     | 1815/4000 [23:09<33:15,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  45%|████▌     | 1816/4000 [23:10<31:24,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  45%|████▌     | 1817/4000 [23:11<30:00,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  45%|████▌     | 1818/4000 [23:11<29:20,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  45%|████▌     | 1819/4000 [23:12<28:41,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  46%|████▌     | 1820/4000 [23:13<28:29,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  46%|████▌     | 1821/4000 [23:14<28:13,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  46%|████▌     | 1822/4000 [23:14<27:55,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  46%|████▌     | 1823/4000 [23:15<27:44,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  46%|████▌     | 1824/4000 [23:16<27:39,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  46%|████▌     | 1825/4000 [23:17<27:33,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.32it/s]
overall:  46%|████▌     | 1826/4000 [23:17<27:44,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  46%|████▌     | 1827/4000 [23:18<27:31,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  46%|████▌     | 1828/4000 [23:19<27:28,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  46%|████▌     | 1829/4000 [23:20<27:20,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  46%|████▌     | 1830/4000 [23:20<27:14,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  46%|████▌     | 1831/4000 [23:21<27:10,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  46%|████▌     | 1832/4000 [23:22<27:16,  1.32it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.32it/s]
overall:  46%|████▌     | 1833/4000 [23:23<27:11,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  46%|████▌     | 1834/4000 [23:23<27:08,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  46%|████▌     | 1835/4000 [23:24<27:03,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  46%|████▌     | 1836/4000 [23:25<27:05,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  46%|████▌     | 1837/4000 [23:26<27:03,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  46%|████▌     | 1838/4000 [23:27<28:43,  1.25it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.25it/s]
overall:  46%|████▌     | 1839/4000 [23:27<28:03,  1.28it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.28it/s]
overall:  46%|████▌     | 1840/4000 [23:28<27:43,  1.30it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.30it/s]
overall:  46%|████▌     | 1841/4000 [23:29<27:26,  1.31it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.31it/s]
overall:  46%|████▌     | 1842/4000 [23:30<27:18,  1.32it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.32it/s]
overall:  46%|████▌     | 1843/4000 [23:30<27:10,  1.32it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.32it/s]
overall:  46%|████▌     | 1844/4000 [23:31<27:13,  1.32it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.32it/s]
overall:  46%|████▌     | 1845/4000 [23:32<27:06,  1.32it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.32it/s]
overall:  46%|████▌     | 1846/4000 [23:33<27:01,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  46%|████▌     | 1847/4000 [23:33<26:48,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  46%|████▌     | 1848/4000 [23:34<26:47,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  46%|████▌     | 1849/4000 [23:35<26:47,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  46%|████▋     | 1850/4000 [23:35<25:28,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.3352935314178467
train acc: 0.6032388806343079
train loss: 1.342057466506958
train acc: 0.5950000286102295
train loss: 1.2928296327590942
train acc: 0.6209999918937683
train loss: 1.2709753513336182
train acc: 0.6184210777282715


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  46%|████▋     | 1851/4000 [23:37<35:01,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  46%|████▋     | 1852/4000 [23:38<32:30,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  46%|████▋     | 1853/4000 [23:39<30:47,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  46%|████▋     | 1854/4000 [23:39<29:33,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  46%|████▋     | 1855/4000 [23:40<28:46,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  46%|████▋     | 1856/4000 [23:41<28:14,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  46%|████▋     | 1857/4000 [23:42<27:46,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  46%|████▋     | 1858/4000 [23:42<27:26,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  46%|████▋     | 1859/4000 [23:43<27:13,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  46%|████▋     | 1860/4000 [23:44<27:00,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  47%|████▋     | 1861/4000 [23:45<26:51,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  47%|████▋     | 1862/4000 [23:45<26:47,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  47%|████▋     | 1863/4000 [23:46<26:59,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  47%|████▋     | 1864/4000 [23:47<26:50,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  47%|████▋     | 1865/4000 [23:48<26:37,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  47%|████▋     | 1866/4000 [23:48<26:36,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  47%|████▋     | 1867/4000 [23:49<26:35,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  47%|████▋     | 1868/4000 [23:50<26:35,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  47%|████▋     | 1869/4000 [23:50<26:27,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  47%|████▋     | 1870/4000 [23:51<26:21,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  47%|████▋     | 1871/4000 [23:52<26:15,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  47%|████▋     | 1872/4000 [23:53<26:07,  1.36it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.36it/s]
overall:  47%|████▋     | 1873/4000 [23:53<26:05,  1.36it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.36it/s]
overall:  47%|████▋     | 1874/4000 [23:54<26:05,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  47%|████▋     | 1875/4000 [23:55<26:22,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  47%|████▋     | 1876/4000 [23:56<26:11,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  47%|████▋     | 1877/4000 [23:56<26:06,  1.36it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.36it/s]
overall:  47%|████▋     | 1878/4000 [23:57<26:05,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  47%|████▋     | 1879/4000 [23:58<26:08,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  47%|████▋     | 1880/4000 [23:59<26:12,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  47%|████▋     | 1881/4000 [23:59<26:18,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  47%|████▋     | 1882/4000 [24:00<26:19,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  47%|████▋     | 1883/4000 [24:01<26:14,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  47%|████▋     | 1884/4000 [24:02<26:08,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  47%|████▋     | 1885/4000 [24:02<25:58,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  47%|████▋     | 1886/4000 [24:03<26:01,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  47%|████▋     | 1887/4000 [24:04<24:54,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.2762316465377808
train acc: 0.6200000047683716
train loss: 1.3045079708099365
train acc: 0.6039999723434448
train loss: 1.2983105182647705
train acc: 0.6169999837875366


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  47%|████▋     | 1888/4000 [24:05<34:57,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:  47%|████▋     | 1889/4000 [24:06<32:31,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  47%|████▋     | 1890/4000 [24:07<30:37,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  47%|████▋     | 1891/4000 [24:08<29:21,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  47%|████▋     | 1892/4000 [24:08<28:23,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  47%|████▋     | 1893/4000 [24:09<27:49,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  47%|████▋     | 1894/4000 [24:10<27:16,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  47%|████▋     | 1895/4000 [24:11<26:52,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  47%|████▋     | 1896/4000 [24:11<26:34,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  47%|████▋     | 1897/4000 [24:12<26:15,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.34it/s]
overall:  47%|████▋     | 1898/4000 [24:13<26:07,  1.34it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.34it/s]
overall:  47%|████▋     | 1899/4000 [24:14<25:58,  1.35it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.35it/s]
overall:  48%|████▊     | 1900/4000 [24:14<25:54,  1.35it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.35it/s]
overall:  48%|████▊     | 1901/4000 [24:15<25:55,  1.35it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.35it/s]
overall:  48%|████▊     | 1902/4000 [24:16<25:57,  1.35it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.35it/s]
overall:  48%|████▊     | 1903/4000 [24:17<25:54,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  48%|████▊     | 1904/4000 [24:17<25:56,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  48%|████▊     | 1905/4000 [24:18<25:54,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  48%|████▊     | 1906/4000 [24:19<25:55,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  48%|████▊     | 1907/4000 [24:19<25:57,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  48%|████▊     | 1908/4000 [24:20<26:00,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  48%|████▊     | 1909/4000 [24:21<26:02,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  48%|████▊     | 1910/4000 [24:22<25:56,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  48%|████▊     | 1911/4000 [24:22<25:57,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  48%|████▊     | 1912/4000 [24:23<25:52,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  48%|████▊     | 1913/4000 [24:24<25:54,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  48%|████▊     | 1914/4000 [24:25<25:51,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  48%|████▊     | 1915/4000 [24:25<25:51,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  48%|████▊     | 1916/4000 [24:26<25:52,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  48%|████▊     | 1917/4000 [24:27<25:49,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  48%|████▊     | 1918/4000 [24:28<25:53,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  48%|████▊     | 1919/4000 [24:28<25:46,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  48%|████▊     | 1920/4000 [24:29<25:37,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  48%|████▊     | 1921/4000 [24:30<25:34,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  48%|████▊     | 1922/4000 [24:31<25:31,  1.36it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.36it/s]
overall:  48%|████▊     | 1923/4000 [24:31<25:35,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  48%|████▊     | 1924/4000 [24:32<24:29,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.3160934448242188
train acc: 0.6163967847824097
train loss: 1.3077871799468994
train acc: 0.6110000014305115
train loss: 1.2946815490722656
train acc: 0.6079999804496765
train loss: 1.3018052577972412
train acc: 0.6110000014305115


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  48%|████▊     | 1925/4000 [24:34<34:50,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.59s/it]
overall:  48%|████▊     | 1926/4000 [24:34<31:57,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.09s/it]
overall:  48%|████▊     | 1927/4000 [24:35<30:04,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  48%|████▊     | 1928/4000 [24:36<28:50,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  48%|████▊     | 1929/4000 [24:37<27:48,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  48%|████▊     | 1930/4000 [24:37<27:12,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  48%|████▊     | 1931/4000 [24:38<26:45,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  48%|████▊     | 1932/4000 [24:39<26:30,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  48%|████▊     | 1933/4000 [24:40<26:15,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  48%|████▊     | 1934/4000 [24:40<26:12,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  48%|████▊     | 1935/4000 [24:41<26:06,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  48%|████▊     | 1936/4000 [24:42<25:55,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  48%|████▊     | 1937/4000 [24:43<25:58,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  48%|████▊     | 1938/4000 [24:43<25:38,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  48%|████▊     | 1939/4000 [24:44<25:28,  1.35it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.35it/s]
overall:  48%|████▊     | 1940/4000 [24:45<25:31,  1.35it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.35it/s]
overall:  49%|████▊     | 1941/4000 [24:46<25:23,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  49%|████▊     | 1942/4000 [24:46<25:05,  1.37it/s]

train:  49%|████▊     | 18/37 [00:14<00:13,  1.37it/s]
overall:  49%|████▊     | 1943/4000 [24:47<24:59,  1.37it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.37it/s]
overall:  49%|████▊     | 1944/4000 [24:48<24:57,  1.37it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.37it/s]
overall:  49%|████▊     | 1945/4000 [24:48<24:56,  1.37it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.37it/s]
overall:  49%|████▊     | 1946/4000 [24:49<24:58,  1.37it/s]

train:  59%|█████▉    | 22/37 [00:17<00:10,  1.37it/s]
overall:  49%|████▊     | 1947/4000 [24:50<24:57,  1.37it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.37it/s]
overall:  49%|████▊     | 1948/4000 [24:51<25:04,  1.36it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.36it/s]
overall:  49%|████▊     | 1949/4000 [24:51<25:13,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.36it/s]
overall:  49%|████▉     | 1950/4000 [24:52<25:15,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  49%|████▉     | 1951/4000 [24:53<25:20,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  49%|████▉     | 1952/4000 [24:54<25:05,  1.36it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.36it/s]
overall:  49%|████▉     | 1953/4000 [24:54<25:01,  1.36it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.36it/s]
overall:  49%|████▉     | 1954/4000 [24:55<24:56,  1.37it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.37it/s]
overall:  49%|████▉     | 1955/4000 [24:56<25:07,  1.36it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.36it/s]
overall:  49%|████▉     | 1956/4000 [24:57<25:00,  1.36it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.36it/s]
overall:  49%|████▉     | 1957/4000 [24:57<24:53,  1.37it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.37it/s]
overall:  49%|████▉     | 1958/4000 [24:58<24:53,  1.37it/s]

train:  92%|█████████▏| 34/37 [00:25<00:02,  1.37it/s]
overall:  49%|████▉     | 1959/4000 [24:59<24:51,  1.37it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.37it/s]
overall:  49%|████▉     | 1960/4000 [25:00<24:51,  1.37it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.37it/s]
overall:  49%|████▉     | 1961/4000 [25:00<23:55,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train loss: 1.2707445621490479
train acc: 0.6396760940551758
train loss: 1.2984145879745483
train acc: 0.621999979019165
train loss: 1.2879327535629272
train acc: 0.5960000157356262
train loss: 1.2900354862213135
train acc: 0.6100000143051147


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  49%|████▉     | 1962/4000 [25:02<32:39,  1.04it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.46s/it]
overall:  49%|████▉     | 1963/4000 [25:02<30:26,  1.12it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.04s/it]
overall:  49%|████▉     | 1964/4000 [25:03<28:37,  1.19it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.12it/s]
overall:  49%|████▉     | 1965/4000 [25:04<27:25,  1.24it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.21it/s]
overall:  49%|████▉     | 1966/4000 [25:05<26:53,  1.26it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.25it/s]
overall:  49%|████▉     | 1967/4000 [25:05<26:31,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  49%|████▉     | 1968/4000 [25:06<26:02,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  49%|████▉     | 1969/4000 [25:07<25:40,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.32it/s]
overall:  49%|████▉     | 1970/4000 [25:08<25:42,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  49%|████▉     | 1971/4000 [25:08<25:30,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  49%|████▉     | 1972/4000 [25:09<25:24,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  49%|████▉     | 1973/4000 [25:10<25:10,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  49%|████▉     | 1974/4000 [25:11<25:24,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  49%|████▉     | 1975/4000 [25:11<25:16,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  49%|████▉     | 1976/4000 [25:12<25:09,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  49%|████▉     | 1977/4000 [25:13<25:12,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  49%|████▉     | 1978/4000 [25:14<25:14,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  49%|████▉     | 1979/4000 [25:14<25:19,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  50%|████▉     | 1980/4000 [25:15<25:18,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.33it/s]
overall:  50%|████▉     | 1981/4000 [25:16<25:07,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  50%|████▉     | 1982/4000 [25:17<25:03,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  50%|████▉     | 1983/4000 [25:17<25:07,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  50%|████▉     | 1984/4000 [25:18<25:10,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  50%|████▉     | 1985/4000 [25:19<25:09,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  50%|████▉     | 1986/4000 [25:20<25:24,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.32it/s]
overall:  50%|████▉     | 1987/4000 [25:20<25:21,  1.32it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.32it/s]
overall:  50%|████▉     | 1988/4000 [25:21<25:19,  1.32it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.32it/s]
overall:  50%|████▉     | 1989/4000 [25:22<25:13,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  50%|████▉     | 1990/4000 [25:23<25:10,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  50%|████▉     | 1991/4000 [25:23<25:11,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  50%|████▉     | 1992/4000 [25:24<25:08,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  50%|████▉     | 1993/4000 [25:25<25:07,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  50%|████▉     | 1994/4000 [25:26<25:11,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  50%|████▉     | 1995/4000 [25:26<24:56,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  50%|████▉     | 1996/4000 [25:27<25:01,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.33it/s]
overall:  50%|████▉     | 1997/4000 [25:28<25:01,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  50%|████▉     | 1998/4000 [25:29<23:54,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2826086282730103
train acc: 0.6042510271072388
train loss: 1.275233507156372
train acc: 0.6240000128746033
train loss: 1.2971192598342896
train acc: 0.6129999756813049


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  50%|████▉     | 1999/4000 [25:30<32:30,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]train loss: 1.2913320064544678
train acc: 0.6153846383094788



test:   0%|          | 0/15 [00:00<?, ?it/s]


test:   7%|▋         | 1/15 [00:01<00:21,  1.57s/it]


test:  13%|█▎        | 2/15 [00:02<00:13,  1.06s/it]


test:  20%|██        | 3/15 [00:02<00:10,  1.11it/s]


test:  27%|██▋       | 4/15 [00:03<00:09,  1.22it/s]


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test:  67%|██████▋   | 10/15 [00:07<00:03,  1.40it/s]


test:  73%|███████▎  | 11/15 [00:08<00:02,  1.41it/s]


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test:  87%|████████▋ | 13/15 [00:10<00:01,  1.41it/s]


test:  93%|█████████▎| 14/15 [00:10<00:00,  1.42it/s]
test: 100%|██████████| 15/15 [00:10<00:00,  1.38it/s]

overall:  50%|█████     | 2000/4000 [25:42<2:19:41,  4.19s/it]

train:   5%|▌         | 2/37 [00:13<04:21,  7.48s/it]
overall:  50%|█████     | 2001/4000 [25:43<1:46:54,  3.21s/it]

train:   8%|▊         | 3/37 [00:14<02:32,  4.49s/it]
overall:  50%|█████     | 2002/4000 [25:43<1:22:19,  2.47s/it]

train:  11%|█         | 4/37 [00:14<01:39,  3.01s/it]
overall:  50%|█████     | 2003/4000 [25:44<1:05:06,  1.96s/it]

train:  14%|█▎        | 5/37 [00:15<01:10,  2.20s/it]
overall:  50%|█████     | 2004/4000 [25:45<53:06,  1.60s/it]  

train:  16%|█▌        | 6/37 [00:16<00:52,  1.71s/it]
overall:  50%|█████     | 2005/4000 [25:46<44:37,  1.34s/it]

train:  19%|█▉        | 7/37 [00:17<00:41,  1.39s/it]
overall:  50%|█████     | 2006/4000 [25:46<38:50,  1.17s/it]

train:  22%|██▏       | 8/37 [00:17<00:34,  1.19s/it]
overall:  50%|█████     | 2007/4000 [25:47<34:44,  1.05s/it]

train:  24%|██▍       | 9/37 [00:18<00:29,  1.06s/it]
overall:  50%|█████     | 2008/4000 [25:48<31:49,  1.04it/s]

train:  27%|██▋       | 10/37 [00:19<00:26,  1.04it/s]
overall:  50%|█████     | 2009/4000 [25:49<29:49,  1.11it/s]

train:  30%|██▉       | 11/37 [00:20<00:23,  1.11it/s]
overall:  50%|█████     | 2010/4000 [25:50<28:24,  1.17it/s]

train:  32%|███▏      | 12/37 [00:20<00:21,  1.17it/s]
overall:  50%|█████     | 2011/4000 [25:50<27:27,  1.21it/s]

train:  35%|███▌      | 13/37 [00:21<00:19,  1.21it/s]
overall:  50%|█████     | 2012/4000 [25:51<26:40,  1.24it/s]

train:  38%|███▊      | 14/37 [00:22<00:18,  1.24it/s]
overall:  50%|█████     | 2013/4000 [25:52<26:04,  1.27it/s]

train:  41%|████      | 15/37 [00:23<00:17,  1.27it/s]
overall:  50%|█████     | 2014/4000 [25:53<25:38,  1.29it/s]

train:  43%|████▎     | 16/37 [00:23<00:16,  1.29it/s]
overall:  50%|█████     | 2015/4000 [25:53<25:21,  1.30it/s]

train:  46%|████▌     | 17/37 [00:24<00:15,  1.30it/s]
overall:  50%|█████     | 2016/4000 [25:54<25:09,  1.31it/s]

train:  49%|████▊     | 18/37 [00:25<00:14,  1.31it/s]
overall:  50%|█████     | 2017/4000 [25:55<24:58,  1.32it/s]

train:  51%|█████▏    | 19/37 [00:26<00:13,  1.32it/s]
overall:  50%|█████     | 2018/4000 [25:56<24:55,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:26<00:12,  1.33it/s]
overall:  50%|█████     | 2019/4000 [25:56<24:51,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:27<00:12,  1.33it/s]
overall:  50%|█████     | 2020/4000 [25:57<24:48,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:28<00:11,  1.33it/s]
overall:  51%|█████     | 2021/4000 [25:58<24:46,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:29<00:10,  1.33it/s]
overall:  51%|█████     | 2022/4000 [25:59<24:41,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:29<00:09,  1.34it/s]
overall:  51%|█████     | 2023/4000 [25:59<24:44,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:30<00:09,  1.33it/s]
overall:  51%|█████     | 2024/4000 [26:00<24:43,  1.33it/s]

train:  70%|███████   | 26/37 [00:31<00:08,  1.33it/s]
overall:  51%|█████     | 2025/4000 [26:01<24:40,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:32<00:07,  1.33it/s]
overall:  51%|█████     | 2026/4000 [26:02<24:34,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:32<00:06,  1.34it/s]
overall:  51%|█████     | 2027/4000 [26:02<24:28,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:33<00:05,  1.34it/s]
overall:  51%|█████     | 2028/4000 [26:03<24:29,  1.34it/s]

train:  81%|████████  | 30/37 [00:34<00:05,  1.34it/s]
overall:  51%|█████     | 2029/4000 [26:04<24:28,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:35<00:04,  1.34it/s]
overall:  51%|█████     | 2030/4000 [26:04<24:30,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:35<00:03,  1.34it/s]
overall:  51%|█████     | 2031/4000 [26:05<24:31,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:36<00:02,  1.34it/s]
overall:  51%|█████     | 2032/4000 [26:06<24:27,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:37<00:02,  1.34it/s]
overall:  51%|█████     | 2033/4000 [26:07<24:27,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:38<00:01,  1.34it/s]
overall:  51%|█████     | 2034/4000 [26:07<24:24,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:38<00:00,  1.34it/s]
overall:  51%|█████     | 2035/4000 [26:08<23:22,  1.40it/s]

train: 100%|██████████| 37/37 [00:39<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:39<00:00,  1.07s/it]
test loss: 1.8593202829360962
test acc: 0.4533807933330536
train loss: 1.331031322479248
train acc: 0.6200000047683716
train loss: 1.2766835689544678
train acc: 0.6060000061988831
train loss: 1.2482109069824219
train acc: 0.6330000162124634


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  51%|█████     | 2036/4000 [26:10<31:52,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  51%|█████     | 2037/4000 [26:10<29:43,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  51%|█████     | 2038/4000 [26:11<28:02,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  51%|█████     | 2039/4000 [26:12<26:54,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.19it/s]
overall:  51%|█████     | 2040/4000 [26:13<26:04,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  51%|█████     | 2041/4000 [26:13<25:36,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  51%|█████     | 2042/4000 [26:14<25:16,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  51%|█████     | 2043/4000 [26:15<24:57,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  51%|█████     | 2044/4000 [26:16<24:44,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  51%|█████     | 2045/4000 [26:16<24:34,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  51%|█████     | 2046/4000 [26:17<24:30,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  51%|█████     | 2047/4000 [26:18<24:27,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  51%|█████     | 2048/4000 [26:19<24:38,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  51%|█████     | 2049/4000 [26:19<24:30,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  51%|█████▏    | 2050/4000 [26:20<24:26,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  51%|█████▏    | 2051/4000 [26:21<24:18,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  51%|█████▏    | 2052/4000 [26:22<24:18,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  51%|█████▏    | 2053/4000 [26:22<24:18,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  51%|█████▏    | 2054/4000 [26:23<24:18,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.33it/s]
overall:  51%|█████▏    | 2055/4000 [26:24<24:11,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  51%|█████▏    | 2056/4000 [26:25<24:03,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  51%|█████▏    | 2057/4000 [26:25<24:03,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  51%|█████▏    | 2058/4000 [26:26<24:01,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  51%|█████▏    | 2059/4000 [26:27<24:02,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  52%|█████▏    | 2060/4000 [26:28<24:15,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  52%|█████▏    | 2061/4000 [26:28<24:09,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  52%|█████▏    | 2062/4000 [26:29<24:05,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  52%|█████▏    | 2063/4000 [26:30<24:03,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  52%|█████▏    | 2064/4000 [26:31<24:10,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  52%|█████▏    | 2065/4000 [26:31<24:10,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  52%|█████▏    | 2066/4000 [26:32<24:14,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.33it/s]
overall:  52%|█████▏    | 2067/4000 [26:33<24:06,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  52%|█████▏    | 2068/4000 [26:34<24:04,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  52%|█████▏    | 2069/4000 [26:34<24:00,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  52%|█████▏    | 2070/4000 [26:35<24:00,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  52%|█████▏    | 2071/4000 [26:36<24:02,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  52%|█████▏    | 2072/4000 [26:36<22:58,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.28878915309906
train acc: 0.6174089312553406
train loss: 1.2979739904403687
train acc: 0.6100000143051147
train loss: 1.2486659288406372
train acc: 0.6299999952316284
train loss: 1.270080327987671
train acc: 0.621999979019165


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  52%|█████▏    | 2073/4000 [26:38<32:23,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  52%|█████▏    | 2074/4000 [26:39<29:58,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  52%|█████▏    | 2075/4000 [26:40<28:08,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  52%|█████▏    | 2076/4000 [26:40<26:48,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  52%|█████▏    | 2077/4000 [26:41<25:59,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  52%|█████▏    | 2078/4000 [26:42<25:22,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  52%|█████▏    | 2079/4000 [26:43<24:55,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  52%|█████▏    | 2080/4000 [26:43<24:46,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  52%|█████▏    | 2081/4000 [26:44<24:29,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  52%|█████▏    | 2082/4000 [26:45<24:18,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  52%|█████▏    | 2083/4000 [26:46<24:09,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  52%|█████▏    | 2084/4000 [26:46<24:02,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  52%|█████▏    | 2085/4000 [26:47<24:11,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  52%|█████▏    | 2086/4000 [26:48<24:06,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  52%|█████▏    | 2087/4000 [26:49<24:01,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  52%|█████▏    | 2088/4000 [26:49<23:52,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  52%|█████▏    | 2089/4000 [26:50<23:45,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  52%|█████▏    | 2090/4000 [26:51<23:43,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  52%|█████▏    | 2091/4000 [26:52<23:42,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  52%|█████▏    | 2092/4000 [26:52<23:48,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  52%|█████▏    | 2093/4000 [26:53<23:44,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  52%|█████▏    | 2094/4000 [26:54<23:35,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  52%|█████▏    | 2095/4000 [26:55<23:34,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.35it/s]
overall:  52%|█████▏    | 2096/4000 [26:55<23:34,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  52%|█████▏    | 2097/4000 [26:56<23:44,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  52%|█████▏    | 2098/4000 [26:57<23:37,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  52%|█████▏    | 2099/4000 [26:58<23:34,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  52%|█████▎    | 2100/4000 [26:58<23:34,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  53%|█████▎    | 2101/4000 [26:59<23:33,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  53%|█████▎    | 2102/4000 [27:00<23:32,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  53%|█████▎    | 2103/4000 [27:01<23:31,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  53%|█████▎    | 2104/4000 [27:01<23:35,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  53%|█████▎    | 2105/4000 [27:02<23:31,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  53%|█████▎    | 2106/4000 [27:03<23:27,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  53%|█████▎    | 2107/4000 [27:04<23:29,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  53%|█████▎    | 2108/4000 [27:04<23:27,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  53%|█████▎    | 2109/4000 [27:05<22:24,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.185603141784668
train acc: 0.6649797558784485
train loss: 1.2811113595962524
train acc: 0.6240000128746033
train loss: 1.3170768022537231
train acc: 0.5950000286102295


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  53%|█████▎    | 2110/4000 [27:07<31:40,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  53%|█████▎    | 2111/4000 [27:07<29:16,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  53%|█████▎    | 2112/4000 [27:08<27:32,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  53%|█████▎    | 2113/4000 [27:09<26:23,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  53%|█████▎    | 2114/4000 [27:10<25:31,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  53%|█████▎    | 2115/4000 [27:10<24:51,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  53%|█████▎    | 2116/4000 [27:11<24:25,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  53%|█████▎    | 2117/4000 [27:12<24:07,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  53%|█████▎    | 2118/4000 [27:13<23:59,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  53%|█████▎    | 2119/4000 [27:13<23:50,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  53%|█████▎    | 2120/4000 [27:14<23:41,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  53%|█████▎    | 2121/4000 [27:15<23:39,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  53%|█████▎    | 2122/4000 [27:16<23:37,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  53%|█████▎    | 2123/4000 [27:16<23:34,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  53%|█████▎    | 2124/4000 [27:17<23:26,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  53%|█████▎    | 2125/4000 [27:18<23:28,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  53%|█████▎    | 2126/4000 [27:19<23:26,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  53%|█████▎    | 2127/4000 [27:19<23:24,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  53%|█████▎    | 2128/4000 [27:20<23:20,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  53%|█████▎    | 2129/4000 [27:21<23:18,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  53%|█████▎    | 2130/4000 [27:22<23:18,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  53%|█████▎    | 2131/4000 [27:22<23:16,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  53%|█████▎    | 2132/4000 [27:23<23:13,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  53%|█████▎    | 2133/4000 [27:24<23:12,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  53%|█████▎    | 2134/4000 [27:25<23:10,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  53%|█████▎    | 2135/4000 [27:25<23:09,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  53%|█████▎    | 2136/4000 [27:26<23:08,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  53%|█████▎    | 2137/4000 [27:27<23:10,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  53%|█████▎    | 2138/4000 [27:28<23:09,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  53%|█████▎    | 2139/4000 [27:28<23:07,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  54%|█████▎    | 2140/4000 [27:29<23:04,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  54%|█████▎    | 2141/4000 [27:30<23:07,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  54%|█████▎    | 2142/4000 [27:31<23:13,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:  54%|█████▎    | 2143/4000 [27:31<23:06,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  54%|█████▎    | 2144/4000 [27:32<23:03,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  54%|█████▎    | 2145/4000 [27:33<23:04,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  54%|█████▎    | 2146/4000 [27:33<22:03,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2859171628952026
train acc: 0.6184210777282715
train loss: 1.2512069940567017
train acc: 0.6330000162124634
train loss: 1.2914414405822754
train acc: 0.6069999933242798
train loss: 1.2826473712921143
train acc: 0.6230000257492065


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  54%|█████▎    | 2147/4000 [27:35<30:57,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  54%|█████▎    | 2148/4000 [27:36<28:29,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  54%|█████▎    | 2149/4000 [27:37<26:48,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  54%|█████▍    | 2150/4000 [27:37<25:40,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  54%|█████▍    | 2151/4000 [27:38<24:52,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  54%|█████▍    | 2152/4000 [27:39<24:17,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  54%|█████▍    | 2153/4000 [27:40<23:50,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  54%|█████▍    | 2154/4000 [27:40<23:33,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  54%|█████▍    | 2155/4000 [27:41<23:23,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  54%|█████▍    | 2156/4000 [27:42<23:20,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  54%|█████▍    | 2157/4000 [27:43<23:11,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  54%|█████▍    | 2158/4000 [27:43<23:09,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  54%|█████▍    | 2159/4000 [27:44<23:16,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  54%|█████▍    | 2160/4000 [27:45<23:09,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  54%|█████▍    | 2161/4000 [27:46<23:01,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  54%|█████▍    | 2162/4000 [27:46<22:57,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  54%|█████▍    | 2163/4000 [27:47<22:52,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  54%|█████▍    | 2164/4000 [27:48<22:51,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  54%|█████▍    | 2165/4000 [27:49<22:49,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  54%|█████▍    | 2166/4000 [27:49<22:49,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  54%|█████▍    | 2167/4000 [27:50<22:49,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  54%|█████▍    | 2168/4000 [27:51<22:51,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  54%|█████▍    | 2169/4000 [27:52<22:46,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  54%|█████▍    | 2170/4000 [27:52<22:43,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  54%|█████▍    | 2171/4000 [27:53<22:57,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  54%|█████▍    | 2172/4000 [27:54<22:51,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  54%|█████▍    | 2173/4000 [27:55<22:47,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  54%|█████▍    | 2174/4000 [27:55<22:42,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  54%|█████▍    | 2175/4000 [27:56<22:41,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  54%|█████▍    | 2176/4000 [27:57<22:38,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  54%|█████▍    | 2177/4000 [27:58<22:38,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  54%|█████▍    | 2178/4000 [27:58<22:36,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  54%|█████▍    | 2179/4000 [27:59<22:35,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  55%|█████▍    | 2180/4000 [28:00<22:39,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  55%|█████▍    | 2181/4000 [28:01<22:38,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  55%|█████▍    | 2182/4000 [28:01<22:35,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  55%|█████▍    | 2183/4000 [28:02<21:34,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2733628749847412
train acc: 0.6184210777282715
train loss: 1.3039578199386597
train acc: 0.6079999804496765
train loss: 1.2378230094909668
train acc: 0.6389999985694885
train loss: 1.24422287940979
train acc: 0.628000020980835


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  55%|█████▍    | 2184/4000 [28:04<30:24,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  55%|█████▍    | 2185/4000 [28:04<28:09,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  55%|█████▍    | 2186/4000 [28:05<26:35,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:32,  1.06it/s]
overall:  55%|█████▍    | 2187/4000 [28:06<25:29,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  55%|█████▍    | 2188/4000 [28:07<24:44,  1.22it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.20it/s]
overall:  55%|█████▍    | 2189/4000 [28:07<24:07,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.24it/s]
overall:  55%|█████▍    | 2190/4000 [28:08<23:45,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  55%|█████▍    | 2191/4000 [28:09<23:23,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  55%|█████▍    | 2192/4000 [28:10<23:14,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  55%|█████▍    | 2193/4000 [28:10<23:06,  1.30it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.30it/s]
overall:  55%|█████▍    | 2194/4000 [28:11<22:59,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  55%|█████▍    | 2195/4000 [28:12<22:56,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  55%|█████▍    | 2196/4000 [28:13<23:10,  1.30it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.30it/s]
overall:  55%|█████▍    | 2197/4000 [28:13<23:00,  1.31it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  55%|█████▍    | 2198/4000 [28:14<22:49,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  55%|█████▍    | 2199/4000 [28:15<22:45,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  55%|█████▌    | 2200/4000 [28:16<22:44,  1.32it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.32it/s]
overall:  55%|█████▌    | 2201/4000 [28:16<22:38,  1.32it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.32it/s]
overall:  55%|█████▌    | 2202/4000 [28:17<22:35,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  55%|█████▌    | 2203/4000 [28:18<22:32,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  55%|█████▌    | 2204/4000 [28:19<22:34,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  55%|█████▌    | 2205/4000 [28:19<22:33,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  55%|█████▌    | 2206/4000 [28:20<22:29,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  55%|█████▌    | 2207/4000 [28:21<22:28,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  55%|█████▌    | 2208/4000 [28:22<23:58,  1.25it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.25it/s]
overall:  55%|█████▌    | 2209/4000 [28:23<23:31,  1.27it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.27it/s]
overall:  55%|█████▌    | 2210/4000 [28:23<23:09,  1.29it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.29it/s]
overall:  55%|█████▌    | 2211/4000 [28:24<22:52,  1.30it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.30it/s]
overall:  55%|█████▌    | 2212/4000 [28:25<22:42,  1.31it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.31it/s]
overall:  55%|█████▌    | 2213/4000 [28:26<22:33,  1.32it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.32it/s]
overall:  55%|█████▌    | 2214/4000 [28:26<22:29,  1.32it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.32it/s]
overall:  55%|█████▌    | 2215/4000 [28:27<22:20,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.33it/s]
overall:  55%|█████▌    | 2216/4000 [28:28<22:24,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  55%|█████▌    | 2217/4000 [28:29<22:22,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  55%|█████▌    | 2218/4000 [28:29<22:21,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  55%|█████▌    | 2219/4000 [28:30<22:17,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.33it/s]
overall:  56%|█████▌    | 2220/4000 [28:31<21:18,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.28it/s]
train loss: 1.288586139678955
train acc: 0.6255060434341431
train loss: 1.2298094034194946
train acc: 0.6320000290870667
train loss: 1.258472204208374
train acc: 0.6330000162124634
train loss: 1.2464025020599365
train acc: 0.6224696636199951


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  56%|█████▌    | 2221/4000 [28:32<28:53,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  56%|█████▌    | 2222/4000 [28:33<26:53,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  56%|█████▌    | 2223/4000 [28:34<25:35,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  56%|█████▌    | 2224/4000 [28:35<24:33,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  56%|█████▌    | 2225/4000 [28:35<23:50,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  56%|█████▌    | 2226/4000 [28:36<23:19,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  56%|█████▌    | 2227/4000 [28:37<23:02,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  56%|█████▌    | 2228/4000 [28:38<22:46,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  56%|█████▌    | 2229/4000 [28:38<22:39,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  56%|█████▌    | 2230/4000 [28:39<22:35,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  56%|█████▌    | 2231/4000 [28:40<22:30,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  56%|█████▌    | 2232/4000 [28:41<22:25,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  56%|█████▌    | 2233/4000 [28:41<22:27,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  56%|█████▌    | 2234/4000 [28:42<22:16,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  56%|█████▌    | 2235/4000 [28:43<22:15,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  56%|█████▌    | 2236/4000 [28:44<22:08,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  56%|█████▌    | 2237/4000 [28:44<22:03,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  56%|█████▌    | 2238/4000 [28:45<21:59,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  56%|█████▌    | 2239/4000 [28:46<22:00,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  56%|█████▌    | 2240/4000 [28:47<21:57,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  56%|█████▌    | 2241/4000 [28:47<21:56,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  56%|█████▌    | 2242/4000 [28:48<21:54,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  56%|█████▌    | 2243/4000 [28:49<21:53,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  56%|█████▌    | 2244/4000 [28:50<21:53,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  56%|█████▌    | 2245/4000 [28:50<21:58,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  56%|█████▌    | 2246/4000 [28:51<21:56,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  56%|█████▌    | 2247/4000 [28:52<21:53,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  56%|█████▌    | 2248/4000 [28:53<21:49,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  56%|█████▌    | 2249/4000 [28:53<21:45,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  56%|█████▋    | 2250/4000 [28:54<21:43,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  56%|█████▋    | 2251/4000 [28:55<21:45,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  56%|█████▋    | 2252/4000 [28:56<21:41,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  56%|█████▋    | 2253/4000 [28:56<21:41,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  56%|█████▋    | 2254/4000 [28:57<21:43,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  56%|█████▋    | 2255/4000 [28:58<21:41,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  56%|█████▋    | 2256/4000 [28:59<21:39,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  56%|█████▋    | 2257/4000 [28:59<20:42,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2821723222732544
train acc: 0.6159999966621399
train loss: 1.2369869947433472
train acc: 0.6290000081062317
train loss: 1.2026574611663818
train acc: 0.6589999794960022


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  56%|█████▋    | 2258/4000 [29:01<28:25,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.50s/it]
overall:  56%|█████▋    | 2259/4000 [29:02<26:23,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:  56%|█████▋    | 2260/4000 [29:02<25:02,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  57%|█████▋    | 2261/4000 [29:03<24:03,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  57%|█████▋    | 2262/4000 [29:04<23:17,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  57%|█████▋    | 2263/4000 [29:05<22:47,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  57%|█████▋    | 2264/4000 [29:05<22:19,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  57%|█████▋    | 2265/4000 [29:06<22:04,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  57%|█████▋    | 2266/4000 [29:07<22:01,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  57%|█████▋    | 2267/4000 [29:08<21:57,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  57%|█████▋    | 2268/4000 [29:08<21:49,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  57%|█████▋    | 2269/4000 [29:09<21:45,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  57%|█████▋    | 2270/4000 [29:10<21:56,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  57%|█████▋    | 2271/4000 [29:11<21:49,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  57%|█████▋    | 2272/4000 [29:11<21:45,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  57%|█████▋    | 2273/4000 [29:12<21:43,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  57%|█████▋    | 2274/4000 [29:13<21:38,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  57%|█████▋    | 2275/4000 [29:14<21:33,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  57%|█████▋    | 2276/4000 [29:14<21:32,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  57%|█████▋    | 2277/4000 [29:15<21:30,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  57%|█████▋    | 2278/4000 [29:16<21:37,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  57%|█████▋    | 2279/4000 [29:17<21:29,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  57%|█████▋    | 2280/4000 [29:17<21:27,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  57%|█████▋    | 2281/4000 [29:18<21:27,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  57%|█████▋    | 2282/4000 [29:19<21:35,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  57%|█████▋    | 2283/4000 [29:20<21:30,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  57%|█████▋    | 2284/4000 [29:20<21:24,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  57%|█████▋    | 2285/4000 [29:21<21:26,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  57%|█████▋    | 2286/4000 [29:22<21:19,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  57%|█████▋    | 2287/4000 [29:23<21:21,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  57%|█████▋    | 2288/4000 [29:23<21:17,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  57%|█████▋    | 2289/4000 [29:24<21:16,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  57%|█████▋    | 2290/4000 [29:25<21:21,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:  57%|█████▋    | 2291/4000 [29:26<21:20,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  57%|█████▋    | 2292/4000 [29:26<21:18,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  57%|█████▋    | 2293/4000 [29:27<21:15,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  57%|█████▋    | 2294/4000 [29:28<20:18,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.3139011859893799
train acc: 0.6103239059448242
train loss: 1.2365894317626953
train acc: 0.6389999985694885
train loss: 1.2096487283706665
train acc: 0.6460000276565552
train loss: 1.259945273399353
train acc: 0.6179999709129333


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  57%|█████▋    | 2295/4000 [29:29<28:49,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.60s/it]
overall:  57%|█████▋    | 2296/4000 [29:30<26:35,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  57%|█████▋    | 2297/4000 [29:31<25:00,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:32,  1.06it/s]
overall:  57%|█████▋    | 2298/4000 [29:32<24:00,  1.18it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  57%|█████▋    | 2299/4000 [29:32<23:10,  1.22it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  57%|█████▊    | 2300/4000 [29:33<22:36,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  58%|█████▊    | 2301/4000 [29:34<22:11,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  58%|█████▊    | 2302/4000 [29:35<21:53,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  58%|█████▊    | 2303/4000 [29:35<21:40,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  58%|█████▊    | 2304/4000 [29:36<21:35,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  58%|█████▊    | 2305/4000 [29:37<21:28,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  58%|█████▊    | 2306/4000 [29:38<21:24,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  58%|█████▊    | 2307/4000 [29:39<21:32,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  58%|█████▊    | 2308/4000 [29:39<21:23,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  58%|█████▊    | 2309/4000 [29:40<21:18,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  58%|█████▊    | 2310/4000 [29:41<21:13,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  58%|█████▊    | 2311/4000 [29:42<21:13,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  58%|█████▊    | 2312/4000 [29:42<21:09,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  58%|█████▊    | 2313/4000 [29:43<21:07,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  58%|█████▊    | 2314/4000 [29:44<21:06,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  58%|█████▊    | 2315/4000 [29:45<21:04,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  58%|█████▊    | 2316/4000 [29:45<21:07,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  58%|█████▊    | 2317/4000 [29:46<21:03,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  58%|█████▊    | 2318/4000 [29:47<21:02,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  58%|█████▊    | 2319/4000 [29:48<21:07,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  58%|█████▊    | 2320/4000 [29:48<21:03,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  58%|█████▊    | 2321/4000 [29:49<21:00,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  58%|█████▊    | 2322/4000 [29:50<20:59,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  58%|█████▊    | 2323/4000 [29:51<20:54,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  58%|█████▊    | 2324/4000 [29:51<20:52,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  58%|█████▊    | 2325/4000 [29:52<20:54,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  58%|█████▊    | 2326/4000 [29:53<20:54,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  58%|█████▊    | 2327/4000 [29:54<20:55,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  58%|█████▊    | 2328/4000 [29:54<20:56,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  58%|█████▊    | 2329/4000 [29:55<20:52,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  58%|█████▊    | 2330/4000 [29:56<20:50,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  58%|█████▊    | 2331/4000 [29:56<19:57,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.2721022367477417
train acc: 0.6052631735801697
train loss: 1.236370325088501
train acc: 0.6539999842643738
train loss: 1.226544737815857
train acc: 0.621999979019165
train loss: 1.2761764526367188
train acc: 0.621999979019165


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  58%|█████▊    | 2332/4000 [29:58<27:16,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  58%|█████▊    | 2333/4000 [29:59<25:18,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:  58%|█████▊    | 2334/4000 [29:59<23:55,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  58%|█████▊    | 2335/4000 [30:00<22:58,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  58%|█████▊    | 2336/4000 [30:01<22:18,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  58%|█████▊    | 2337/4000 [30:02<21:49,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  58%|█████▊    | 2338/4000 [30:02<21:28,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  58%|█████▊    | 2339/4000 [30:03<21:14,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  58%|█████▊    | 2340/4000 [30:04<21:06,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  59%|█████▊    | 2341/4000 [30:05<21:00,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  59%|█████▊    | 2342/4000 [30:05<20:58,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  59%|█████▊    | 2343/4000 [30:06<20:51,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  59%|█████▊    | 2344/4000 [30:07<21:01,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  59%|█████▊    | 2345/4000 [30:08<20:51,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  59%|█████▊    | 2346/4000 [30:09<20:44,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  59%|█████▊    | 2347/4000 [30:09<20:39,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  59%|█████▊    | 2348/4000 [30:10<20:36,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  59%|█████▊    | 2349/4000 [30:11<20:33,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  59%|█████▉    | 2350/4000 [30:11<20:34,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  59%|█████▉    | 2351/4000 [30:12<20:32,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  59%|█████▉    | 2352/4000 [30:13<20:30,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  59%|█████▉    | 2353/4000 [30:14<20:31,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  59%|█████▉    | 2354/4000 [30:14<20:34,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.33it/s]
overall:  59%|█████▉    | 2355/4000 [30:15<20:30,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  59%|█████▉    | 2356/4000 [30:16<20:41,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.32it/s]
overall:  59%|█████▉    | 2357/4000 [30:17<20:36,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  59%|█████▉    | 2358/4000 [30:17<20:32,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.33it/s]
overall:  59%|█████▉    | 2359/4000 [30:18<20:29,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  59%|█████▉    | 2360/4000 [30:19<20:29,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  59%|█████▉    | 2361/4000 [30:20<20:29,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  59%|█████▉    | 2362/4000 [30:20<20:25,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  59%|█████▉    | 2363/4000 [30:21<20:23,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  59%|█████▉    | 2364/4000 [30:22<20:21,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  59%|█████▉    | 2365/4000 [30:23<20:20,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  59%|█████▉    | 2366/4000 [30:23<20:22,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  59%|█████▉    | 2367/4000 [30:24<20:22,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  59%|█████▉    | 2368/4000 [30:25<19:25,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.22207772731781
train acc: 0.6417003870010376
train loss: 1.1962045431137085
train acc: 0.6579999923706055
train loss: 1.2665035724639893
train acc: 0.6079999804496765


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  59%|█████▉    | 2369/4000 [30:27<27:21,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  59%|█████▉    | 2370/4000 [30:27<25:14,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  59%|█████▉    | 2371/4000 [30:28<23:47,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  59%|█████▉    | 2372/4000 [30:29<22:42,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  59%|█████▉    | 2373/4000 [30:30<21:57,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  59%|█████▉    | 2374/4000 [30:30<21:23,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  59%|█████▉    | 2375/4000 [30:31<21:02,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  59%|█████▉    | 2376/4000 [30:32<20:45,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  59%|█████▉    | 2377/4000 [30:33<20:31,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  59%|█████▉    | 2378/4000 [30:33<20:28,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  59%|█████▉    | 2379/4000 [30:34<20:20,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  60%|█████▉    | 2380/4000 [30:35<20:18,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  60%|█████▉    | 2381/4000 [30:36<20:22,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  60%|█████▉    | 2382/4000 [30:36<20:10,  1.34it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.34it/s]
overall:  60%|█████▉    | 2383/4000 [30:37<20:02,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  60%|█████▉    | 2384/4000 [30:38<20:02,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  60%|█████▉    | 2385/4000 [30:38<20:00,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  60%|█████▉    | 2386/4000 [30:39<19:58,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  60%|█████▉    | 2387/4000 [30:40<19:56,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  60%|█████▉    | 2388/4000 [30:41<19:58,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  60%|█████▉    | 2389/4000 [30:41<19:59,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  60%|█████▉    | 2390/4000 [30:42<20:01,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  60%|█████▉    | 2391/4000 [30:43<20:00,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  60%|█████▉    | 2392/4000 [30:44<19:59,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  60%|█████▉    | 2393/4000 [30:44<20:02,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  60%|█████▉    | 2394/4000 [30:45<19:58,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  60%|█████▉    | 2395/4000 [30:46<19:58,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  60%|█████▉    | 2396/4000 [30:47<19:55,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  60%|█████▉    | 2397/4000 [30:47<19:50,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  60%|█████▉    | 2398/4000 [30:48<19:51,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  60%|█████▉    | 2399/4000 [30:49<19:52,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  60%|██████    | 2400/4000 [30:50<19:52,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  60%|██████    | 2401/4000 [30:50<19:53,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  60%|██████    | 2402/4000 [30:51<19:51,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  60%|██████    | 2403/4000 [30:52<19:48,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  60%|██████    | 2404/4000 [30:53<19:47,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  60%|██████    | 2405/4000 [30:53<18:55,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2836833000183105
train acc: 0.6224696636199951
train loss: 1.2320706844329834
train acc: 0.6340000033378601
train loss: 1.2261708974838257
train acc: 0.6510000228881836
train loss: 1.2623227834701538
train acc: 0.6169999837875366


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  60%|██████    | 2406/4000 [30:55<26:26,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  60%|██████    | 2407/4000 [30:56<24:29,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  60%|██████    | 2408/4000 [30:56<23:05,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  60%|██████    | 2409/4000 [30:57<22:10,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  60%|██████    | 2410/4000 [30:58<21:26,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  60%|██████    | 2411/4000 [30:59<21:05,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  60%|██████    | 2412/4000 [30:59<20:42,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  60%|██████    | 2413/4000 [31:00<20:24,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  60%|██████    | 2414/4000 [31:01<20:20,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  60%|██████    | 2415/4000 [31:02<20:12,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  60%|██████    | 2416/4000 [31:02<20:04,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  60%|██████    | 2417/4000 [31:03<19:59,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  60%|██████    | 2418/4000 [31:04<20:04,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  60%|██████    | 2419/4000 [31:05<19:59,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  60%|██████    | 2420/4000 [31:05<19:53,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  61%|██████    | 2421/4000 [31:06<19:49,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  61%|██████    | 2422/4000 [31:07<19:48,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  61%|██████    | 2423/4000 [31:08<19:42,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  61%|██████    | 2424/4000 [31:08<19:41,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  61%|██████    | 2425/4000 [31:09<19:39,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  61%|██████    | 2426/4000 [31:10<19:42,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  61%|██████    | 2427/4000 [31:11<19:39,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  61%|██████    | 2428/4000 [31:11<19:37,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  61%|██████    | 2429/4000 [31:12<19:35,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  61%|██████    | 2430/4000 [31:13<19:41,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  61%|██████    | 2431/4000 [31:14<19:41,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  61%|██████    | 2432/4000 [31:14<19:36,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  61%|██████    | 2433/4000 [31:15<19:31,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  61%|██████    | 2434/4000 [31:16<19:29,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  61%|██████    | 2435/4000 [31:17<19:27,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  61%|██████    | 2436/4000 [31:17<19:24,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  61%|██████    | 2437/4000 [31:18<19:22,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  61%|██████    | 2438/4000 [31:19<19:28,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  61%|██████    | 2439/4000 [31:20<19:23,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  61%|██████    | 2440/4000 [31:20<19:19,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  61%|██████    | 2441/4000 [31:21<19:19,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  61%|██████    | 2442/4000 [31:22<18:31,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.248620867729187
train acc: 0.6214575171470642
train loss: 1.1622514724731445
train acc: 0.6589999794960022
train loss: 1.2692625522613525
train acc: 0.628000020980835
train loss: 1.2489334344863892
train acc: 0.6200000047683716


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  61%|██████    | 2443/4000 [31:23<25:16,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  61%|██████    | 2444/4000 [31:24<23:28,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  61%|██████    | 2445/4000 [31:25<22:13,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  61%|██████    | 2446/4000 [31:26<21:20,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  61%|██████    | 2447/4000 [31:26<20:47,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  61%|██████    | 2448/4000 [31:27<20:16,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  61%|██████    | 2449/4000 [31:28<19:56,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  61%|██████▏   | 2450/4000 [31:29<19:37,  1.32it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.32it/s]
overall:  61%|██████▏   | 2451/4000 [31:29<19:31,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  61%|██████▏   | 2452/4000 [31:30<19:26,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  61%|██████▏   | 2453/4000 [31:31<19:25,  1.33it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.33it/s]
overall:  61%|██████▏   | 2454/4000 [31:32<19:20,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  61%|██████▏   | 2455/4000 [31:32<19:25,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  61%|██████▏   | 2456/4000 [31:33<19:19,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  61%|██████▏   | 2457/4000 [31:34<19:15,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  61%|██████▏   | 2458/4000 [31:35<19:14,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  61%|██████▏   | 2459/4000 [31:35<19:10,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  62%|██████▏   | 2460/4000 [31:36<19:10,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  62%|██████▏   | 2461/4000 [31:37<19:09,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  62%|██████▏   | 2462/4000 [31:38<19:06,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  62%|██████▏   | 2463/4000 [31:38<19:10,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  62%|██████▏   | 2464/4000 [31:39<19:07,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  62%|██████▏   | 2465/4000 [31:40<19:05,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  62%|██████▏   | 2466/4000 [31:41<19:04,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  62%|██████▏   | 2467/4000 [31:41<19:08,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  62%|██████▏   | 2468/4000 [31:42<19:06,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  62%|██████▏   | 2469/4000 [31:43<19:02,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  62%|██████▏   | 2470/4000 [31:44<19:05,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  62%|██████▏   | 2471/4000 [31:44<19:04,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  62%|██████▏   | 2472/4000 [31:45<19:00,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  62%|██████▏   | 2473/4000 [31:46<18:54,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  62%|██████▏   | 2474/4000 [31:47<18:53,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  62%|██████▏   | 2475/4000 [31:47<18:56,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  62%|██████▏   | 2476/4000 [31:48<18:57,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  62%|██████▏   | 2477/4000 [31:49<18:53,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  62%|██████▏   | 2478/4000 [31:50<18:56,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  62%|██████▏   | 2479/4000 [31:50<18:05,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.2493889331817627
train acc: 0.6417003870010376
train loss: 1.206920862197876
train acc: 0.6430000066757202
train loss: 1.256282091140747
train acc: 0.6340000033378601


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  62%|██████▏   | 2480/4000 [31:52<25:21,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  62%|██████▏   | 2481/4000 [31:53<23:29,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  62%|██████▏   | 2482/4000 [31:53<22:10,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  62%|██████▏   | 2483/4000 [31:54<21:12,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  62%|██████▏   | 2484/4000 [31:55<20:34,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  62%|██████▏   | 2485/4000 [31:56<20:03,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  62%|██████▏   | 2486/4000 [31:56<19:43,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  62%|██████▏   | 2487/4000 [31:57<19:28,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  62%|██████▏   | 2488/4000 [31:58<19:21,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  62%|██████▏   | 2489/4000 [31:59<19:15,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  62%|██████▏   | 2490/4000 [31:59<19:15,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  62%|██████▏   | 2491/4000 [32:00<19:09,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  62%|██████▏   | 2492/4000 [32:01<19:11,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  62%|██████▏   | 2493/4000 [32:02<19:05,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  62%|██████▏   | 2494/4000 [32:02<18:59,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  62%|██████▏   | 2495/4000 [32:03<18:55,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  62%|██████▏   | 2496/4000 [32:04<18:53,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  62%|██████▏   | 2497/4000 [32:05<18:53,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  62%|██████▏   | 2498/4000 [32:05<18:49,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  62%|██████▏   | 2499/4000 [32:06<18:49,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  62%|██████▎   | 2500/4000 [32:07<18:50,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  63%|██████▎   | 2501/4000 [32:08<18:50,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  63%|██████▎   | 2502/4000 [32:08<18:49,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  63%|██████▎   | 2503/4000 [32:09<18:44,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  63%|██████▎   | 2504/4000 [32:10<18:48,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  63%|██████▎   | 2505/4000 [32:11<18:41,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  63%|██████▎   | 2506/4000 [32:11<18:40,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  63%|██████▎   | 2507/4000 [32:12<18:46,  1.32it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.32it/s]
overall:  63%|██████▎   | 2508/4000 [32:13<18:43,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  63%|██████▎   | 2509/4000 [32:14<18:37,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  63%|██████▎   | 2510/4000 [32:14<18:34,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  63%|██████▎   | 2511/4000 [32:15<18:31,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  63%|██████▎   | 2512/4000 [32:16<18:31,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  63%|██████▎   | 2513/4000 [32:17<18:29,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  63%|██████▎   | 2514/4000 [32:17<18:30,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  63%|██████▎   | 2515/4000 [32:18<18:27,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  63%|██████▎   | 2516/4000 [32:19<17:35,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.2235692739486694
train acc: 0.6366396546363831
train loss: 1.2040815353393555
train acc: 0.6420000195503235
train loss: 1.2587884664535522
train acc: 0.6240000128746033
train loss: 1.2238930463790894
train acc: 0.6439999938011169


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  63%|██████▎   | 2517/4000 [32:20<24:01,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  63%|██████▎   | 2518/4000 [32:21<22:22,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  63%|██████▎   | 2519/4000 [32:22<21:12,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  63%|██████▎   | 2520/4000 [32:23<20:25,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  63%|██████▎   | 2521/4000 [32:23<19:52,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  63%|██████▎   | 2522/4000 [32:24<19:26,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  63%|██████▎   | 2523/4000 [32:25<19:06,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  63%|██████▎   | 2524/4000 [32:26<18:58,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  63%|██████▎   | 2525/4000 [32:26<18:45,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  63%|██████▎   | 2526/4000 [32:27<18:43,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  63%|██████▎   | 2527/4000 [32:28<18:35,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  63%|██████▎   | 2528/4000 [32:29<18:32,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  63%|██████▎   | 2529/4000 [32:29<18:39,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  63%|██████▎   | 2530/4000 [32:30<18:32,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  63%|██████▎   | 2531/4000 [32:31<18:30,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  63%|██████▎   | 2532/4000 [32:32<18:27,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  63%|██████▎   | 2533/4000 [32:32<18:21,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  63%|██████▎   | 2534/4000 [32:33<18:19,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  63%|██████▎   | 2535/4000 [32:34<18:16,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  63%|██████▎   | 2536/4000 [32:35<18:16,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  63%|██████▎   | 2537/4000 [32:35<18:13,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  63%|██████▎   | 2538/4000 [32:36<18:14,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  63%|██████▎   | 2539/4000 [32:37<18:12,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  64%|██████▎   | 2540/4000 [32:38<18:10,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  64%|██████▎   | 2541/4000 [32:38<18:19,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  64%|██████▎   | 2542/4000 [32:39<18:16,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  64%|██████▎   | 2543/4000 [32:40<18:13,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  64%|██████▎   | 2544/4000 [32:41<18:12,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  64%|██████▎   | 2545/4000 [32:41<18:06,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  64%|██████▎   | 2546/4000 [32:42<18:06,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  64%|██████▎   | 2547/4000 [32:43<18:02,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  64%|██████▎   | 2548/4000 [32:44<18:01,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  64%|██████▎   | 2549/4000 [32:44<18:00,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  64%|██████▍   | 2550/4000 [32:45<18:03,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  64%|██████▍   | 2551/4000 [32:46<18:01,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  64%|██████▍   | 2552/4000 [32:47<17:59,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  64%|██████▍   | 2553/4000 [32:47<17:10,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2026296854019165
train acc: 0.6406882405281067
train loss: 1.2309194803237915
train acc: 0.6370000243186951
train loss: 1.2240734100341797
train acc: 0.652999997138977
train loss: 1.2247458696365356
train acc: 0.6309999823570251


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  64%|██████▍   | 2554/4000 [32:49<24:06,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  64%|██████▍   | 2555/4000 [32:50<22:17,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  64%|██████▍   | 2556/4000 [32:50<20:58,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  64%|██████▍   | 2557/4000 [32:51<20:02,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  64%|██████▍   | 2558/4000 [32:52<19:28,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  64%|██████▍   | 2559/4000 [32:53<19:00,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  64%|██████▍   | 2560/4000 [32:53<18:43,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  64%|██████▍   | 2561/4000 [32:54<18:26,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  64%|██████▍   | 2562/4000 [32:55<18:13,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  64%|██████▍   | 2563/4000 [32:56<18:04,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  64%|██████▍   | 2564/4000 [32:56<17:56,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  64%|██████▍   | 2565/4000 [32:57<17:53,  1.34it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.34it/s]
overall:  64%|██████▍   | 2566/4000 [32:58<17:52,  1.34it/s]

train:  35%|███▌      | 13/37 [00:10<00:17,  1.34it/s]
overall:  64%|██████▍   | 2567/4000 [32:59<17:55,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  64%|██████▍   | 2568/4000 [32:59<17:49,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  64%|██████▍   | 2569/4000 [33:00<17:46,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  64%|██████▍   | 2570/4000 [33:01<17:43,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  64%|██████▍   | 2571/4000 [33:02<17:44,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  64%|██████▍   | 2572/4000 [33:02<17:41,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  64%|██████▍   | 2573/4000 [33:03<17:36,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  64%|██████▍   | 2574/4000 [33:04<17:38,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  64%|██████▍   | 2575/4000 [33:05<17:37,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  64%|██████▍   | 2576/4000 [33:05<17:36,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  64%|██████▍   | 2577/4000 [33:06<17:37,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  64%|██████▍   | 2578/4000 [33:07<17:36,  1.35it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.35it/s]
overall:  64%|██████▍   | 2579/4000 [33:08<17:40,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  64%|██████▍   | 2580/4000 [33:08<17:36,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  65%|██████▍   | 2581/4000 [33:09<17:34,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  65%|██████▍   | 2582/4000 [33:10<17:32,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  65%|██████▍   | 2583/4000 [33:10<17:33,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  65%|██████▍   | 2584/4000 [33:11<17:31,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  65%|██████▍   | 2585/4000 [33:12<17:29,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  65%|██████▍   | 2586/4000 [33:13<17:27,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  65%|██████▍   | 2587/4000 [33:13<17:23,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  65%|██████▍   | 2588/4000 [33:14<17:24,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  65%|██████▍   | 2589/4000 [33:15<17:28,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  65%|██████▍   | 2590/4000 [33:16<16:40,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.2450991868972778
train acc: 0.6497975587844849
train loss: 1.21556556224823
train acc: 0.628000020980835
train loss: 1.2400321960449219
train acc: 0.6129999756813049
train loss: 1.2171204090118408
train acc: 0.658906877040863


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  65%|██████▍   | 2591/4000 [33:17<22:52,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  65%|██████▍   | 2592/4000 [33:18<21:18,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  65%|██████▍   | 2593/4000 [33:19<20:13,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  65%|██████▍   | 2594/4000 [33:19<19:19,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  65%|██████▍   | 2595/4000 [33:20<18:44,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.24it/s]
overall:  65%|██████▍   | 2596/4000 [33:21<18:19,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  65%|██████▍   | 2597/4000 [33:22<17:58,  1.30it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.30it/s]
overall:  65%|██████▍   | 2598/4000 [33:22<17:47,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.31it/s]
overall:  65%|██████▍   | 2599/4000 [33:23<18:41,  1.25it/s]

train:  24%|██▍       | 9/37 [00:07<00:22,  1.25it/s]
overall:  65%|██████▌   | 2600/4000 [33:24<18:15,  1.28it/s]

train:  27%|██▋       | 10/37 [00:08<00:21,  1.28it/s]
overall:  65%|██████▌   | 2601/4000 [33:25<17:59,  1.30it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.30it/s]
overall:  65%|██████▌   | 2602/4000 [33:25<17:47,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  65%|██████▌   | 2603/4000 [33:26<17:46,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  65%|██████▌   | 2604/4000 [33:27<17:36,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  65%|██████▌   | 2605/4000 [33:28<17:29,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  65%|██████▌   | 2606/4000 [33:28<17:25,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  65%|██████▌   | 2607/4000 [33:29<17:20,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  65%|██████▌   | 2608/4000 [33:30<17:19,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  65%|██████▌   | 2609/4000 [33:31<17:14,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  65%|██████▌   | 2610/4000 [33:31<17:12,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  65%|██████▌   | 2611/4000 [33:32<17:17,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  65%|██████▌   | 2612/4000 [33:33<17:12,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  65%|██████▌   | 2613/4000 [33:34<17:10,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.35it/s]
overall:  65%|██████▌   | 2614/4000 [33:34<17:08,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  65%|██████▌   | 2615/4000 [33:35<17:16,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  65%|██████▌   | 2616/4000 [33:36<17:12,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  65%|██████▌   | 2617/4000 [33:37<17:09,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  65%|██████▌   | 2618/4000 [33:37<17:06,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  65%|██████▌   | 2619/4000 [33:38<17:02,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  66%|██████▌   | 2620/4000 [33:39<17:02,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  66%|██████▌   | 2621/4000 [33:40<17:01,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  66%|██████▌   | 2622/4000 [33:40<17:01,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  66%|██████▌   | 2623/4000 [33:41<17:06,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  66%|██████▌   | 2624/4000 [33:42<17:02,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  66%|██████▌   | 2625/4000 [33:43<17:01,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  66%|██████▌   | 2626/4000 [33:43<16:56,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  66%|██████▌   | 2627/4000 [33:44<16:11,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2448184490203857
train acc: 0.6370000243186951
train loss: 1.1831209659576416
train acc: 0.6380000114440918
train loss: 1.2353585958480835
train acc: 0.6330000162124634


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  66%|██████▌   | 2628/4000 [33:46<22:44,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  66%|██████▌   | 2629/4000 [33:46<21:03,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  66%|██████▌   | 2630/4000 [33:47<19:53,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  66%|██████▌   | 2631/4000 [33:48<19:05,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  66%|██████▌   | 2632/4000 [33:49<18:33,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  66%|██████▌   | 2633/4000 [33:49<18:12,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.24it/s]
overall:  66%|██████▌   | 2634/4000 [33:50<17:50,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  66%|██████▌   | 2635/4000 [33:51<17:40,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.28it/s]
overall:  66%|██████▌   | 2636/4000 [33:52<17:28,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  66%|██████▌   | 2637/4000 [33:52<17:25,  1.30it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.30it/s]
overall:  66%|██████▌   | 2638/4000 [33:53<17:20,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  66%|██████▌   | 2639/4000 [33:54<17:15,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  66%|██████▌   | 2640/4000 [33:55<17:14,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  66%|██████▌   | 2641/4000 [33:55<17:08,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  66%|██████▌   | 2642/4000 [33:56<17:04,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  66%|██████▌   | 2643/4000 [33:57<17:02,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  66%|██████▌   | 2644/4000 [33:58<17:01,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  66%|██████▌   | 2645/4000 [33:58<17:02,  1.32it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.32it/s]
overall:  66%|██████▌   | 2646/4000 [33:59<17:00,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  66%|██████▌   | 2647/4000 [34:00<16:59,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  66%|██████▌   | 2648/4000 [34:01<16:55,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  66%|██████▌   | 2649/4000 [34:01<16:54,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  66%|██████▋   | 2650/4000 [34:02<16:51,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  66%|██████▋   | 2651/4000 [34:03<16:51,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  66%|██████▋   | 2652/4000 [34:04<16:54,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  66%|██████▋   | 2653/4000 [34:04<16:51,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  66%|██████▋   | 2654/4000 [34:05<16:49,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  66%|██████▋   | 2655/4000 [34:06<16:48,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  66%|██████▋   | 2656/4000 [34:07<16:48,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  66%|██████▋   | 2657/4000 [34:07<16:55,  1.32it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.32it/s]
overall:  66%|██████▋   | 2658/4000 [34:08<16:54,  1.32it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.32it/s]
overall:  66%|██████▋   | 2659/4000 [34:09<16:54,  1.32it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.32it/s]
overall:  66%|██████▋   | 2660/4000 [34:10<16:50,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  67%|██████▋   | 2661/4000 [34:11<16:52,  1.32it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.32it/s]
overall:  67%|██████▋   | 2662/4000 [34:11<16:48,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  67%|██████▋   | 2663/4000 [34:12<16:45,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  67%|██████▋   | 2664/4000 [34:13<16:01,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.2180274724960327
train acc: 0.659919023513794
train loss: 1.2381517887115479
train acc: 0.628000020980835
train loss: 1.1997156143188477
train acc: 0.6610000133514404
train loss: 1.2000740766525269
train acc: 0.6539999842643738


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  67%|██████▋   | 2665/4000 [34:14<22:28,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.59s/it]
overall:  67%|██████▋   | 2666/4000 [34:15<20:41,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  67%|██████▋   | 2667/4000 [34:16<19:26,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  67%|██████▋   | 2668/4000 [34:17<18:31,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  67%|██████▋   | 2669/4000 [34:17<17:53,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  67%|██████▋   | 2670/4000 [34:18<17:27,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  67%|██████▋   | 2671/4000 [34:19<17:13,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  67%|██████▋   | 2672/4000 [34:20<16:57,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  67%|██████▋   | 2673/4000 [34:20<16:49,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  67%|██████▋   | 2674/4000 [34:21<16:43,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  67%|██████▋   | 2675/4000 [34:22<16:35,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  67%|██████▋   | 2676/4000 [34:23<16:33,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  67%|██████▋   | 2677/4000 [34:23<16:40,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  67%|██████▋   | 2678/4000 [34:24<16:31,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  67%|██████▋   | 2679/4000 [34:25<16:26,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  67%|██████▋   | 2680/4000 [34:26<16:22,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  67%|██████▋   | 2681/4000 [34:26<16:20,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  67%|██████▋   | 2682/4000 [34:27<16:17,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  67%|██████▋   | 2683/4000 [34:28<16:18,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  67%|██████▋   | 2684/4000 [34:28<16:16,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  67%|██████▋   | 2685/4000 [34:29<16:14,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  67%|██████▋   | 2686/4000 [34:30<16:14,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  67%|██████▋   | 2687/4000 [34:31<16:15,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.35it/s]
overall:  67%|██████▋   | 2688/4000 [34:31<16:13,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  67%|██████▋   | 2689/4000 [34:32<16:21,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  67%|██████▋   | 2690/4000 [34:33<16:13,  1.35it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.35it/s]
overall:  67%|██████▋   | 2691/4000 [34:34<16:13,  1.35it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.35it/s]
overall:  67%|██████▋   | 2692/4000 [34:34<16:10,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  67%|██████▋   | 2693/4000 [34:35<16:07,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  67%|██████▋   | 2694/4000 [34:36<16:08,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  67%|██████▋   | 2695/4000 [34:37<16:07,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  67%|██████▋   | 2696/4000 [34:37<16:08,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  67%|██████▋   | 2697/4000 [34:38<16:06,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  67%|██████▋   | 2698/4000 [34:39<16:08,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  67%|██████▋   | 2699/4000 [34:40<16:08,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  68%|██████▊   | 2700/4000 [34:40<16:07,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  68%|██████▊   | 2701/4000 [34:41<15:26,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.2187073230743408
train acc: 0.6457489728927612
train loss: 1.2343063354492188
train acc: 0.6209999918937683
train loss: 1.2101638317108154
train acc: 0.6430000066757202
train loss: 1.18720543384552
train acc: 0.6650000214576721


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  68%|██████▊   | 2702/4000 [34:43<21:39,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  68%|██████▊   | 2703/4000 [34:43<19:59,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  68%|██████▊   | 2704/4000 [34:44<18:49,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  68%|██████▊   | 2705/4000 [34:45<17:59,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  68%|██████▊   | 2706/4000 [34:46<17:24,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  68%|██████▊   | 2707/4000 [34:46<17:02,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  68%|██████▊   | 2708/4000 [34:47<16:48,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  68%|██████▊   | 2709/4000 [34:48<16:34,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  68%|██████▊   | 2710/4000 [34:49<16:30,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  68%|██████▊   | 2711/4000 [34:49<16:23,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  68%|██████▊   | 2712/4000 [34:50<16:19,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  68%|██████▊   | 2713/4000 [34:51<16:11,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  68%|██████▊   | 2714/4000 [34:52<16:19,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  68%|██████▊   | 2715/4000 [34:52<16:13,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  68%|██████▊   | 2716/4000 [34:53<16:09,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  68%|██████▊   | 2717/4000 [34:54<16:07,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  68%|██████▊   | 2718/4000 [34:55<16:03,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  68%|██████▊   | 2719/4000 [34:55<15:58,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  68%|██████▊   | 2720/4000 [34:56<15:59,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  68%|██████▊   | 2721/4000 [34:57<15:57,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  68%|██████▊   | 2722/4000 [34:58<15:58,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  68%|██████▊   | 2723/4000 [34:58<15:55,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  68%|██████▊   | 2724/4000 [34:59<15:52,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  68%|██████▊   | 2725/4000 [35:00<15:50,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  68%|██████▊   | 2726/4000 [35:01<15:59,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  68%|██████▊   | 2727/4000 [35:01<15:55,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  68%|██████▊   | 2728/4000 [35:02<15:50,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  68%|██████▊   | 2729/4000 [35:03<15:46,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  68%|██████▊   | 2730/4000 [35:04<15:46,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  68%|██████▊   | 2731/4000 [35:04<15:46,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  68%|██████▊   | 2732/4000 [35:05<15:44,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  68%|██████▊   | 2733/4000 [35:06<15:43,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  68%|██████▊   | 2734/4000 [35:07<15:45,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  68%|██████▊   | 2735/4000 [35:07<15:44,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  68%|██████▊   | 2736/4000 [35:08<15:41,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  68%|██████▊   | 2737/4000 [35:09<15:40,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  68%|██████▊   | 2738/4000 [35:10<14:58,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2088569402694702
train acc: 0.6437246799468994
train loss: 1.2404066324234009
train acc: 0.6290000081062317
train loss: 1.1910349130630493
train acc: 0.640999972820282


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  68%|██████▊   | 2739/4000 [35:11<20:23,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  68%|██████▊   | 2740/4000 [35:12<19:06,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:  69%|██████▊   | 2741/4000 [35:13<18:05,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  69%|██████▊   | 2742/4000 [35:13<17:20,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  69%|██████▊   | 2743/4000 [35:14<16:48,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  69%|██████▊   | 2744/4000 [35:15<16:28,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  69%|██████▊   | 2745/4000 [35:16<16:11,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  69%|██████▊   | 2746/4000 [35:16<16:03,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  69%|██████▊   | 2747/4000 [35:17<16:00,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  69%|██████▊   | 2748/4000 [35:18<15:55,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  69%|██████▊   | 2749/4000 [35:19<15:52,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  69%|██████▉   | 2750/4000 [35:19<15:50,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.32it/s]
overall:  69%|██████▉   | 2751/4000 [35:20<15:50,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  69%|██████▉   | 2752/4000 [35:21<15:50,  1.31it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  69%|██████▉   | 2753/4000 [35:22<15:43,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  69%|██████▉   | 2754/4000 [35:22<15:38,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  69%|██████▉   | 2755/4000 [35:23<15:34,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  69%|██████▉   | 2756/4000 [35:24<15:32,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  69%|██████▉   | 2757/4000 [35:25<15:33,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  69%|██████▉   | 2758/4000 [35:25<15:32,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  69%|██████▉   | 2759/4000 [35:26<15:31,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  69%|██████▉   | 2760/4000 [35:27<15:29,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  69%|██████▉   | 2761/4000 [35:28<15:27,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  69%|██████▉   | 2762/4000 [35:28<15:26,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  69%|██████▉   | 2763/4000 [35:29<15:27,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  69%|██████▉   | 2764/4000 [35:30<15:56,  1.29it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.29it/s]
overall:  69%|██████▉   | 2765/4000 [35:31<15:43,  1.31it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.31it/s]
overall:  69%|██████▉   | 2766/4000 [35:31<15:35,  1.32it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.32it/s]
overall:  69%|██████▉   | 2767/4000 [35:32<15:30,  1.32it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.32it/s]
overall:  69%|██████▉   | 2768/4000 [35:33<15:26,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  69%|██████▉   | 2769/4000 [35:34<15:24,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  69%|██████▉   | 2770/4000 [35:34<15:22,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  69%|██████▉   | 2771/4000 [35:35<15:25,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  69%|██████▉   | 2772/4000 [35:36<15:21,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  69%|██████▉   | 2773/4000 [35:37<15:18,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  69%|██████▉   | 2774/4000 [35:37<15:17,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  69%|██████▉   | 2775/4000 [35:38<14:35,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2061479091644287
train acc: 0.6528339982032776
train loss: 1.2124338150024414
train acc: 0.6539999842643738
train loss: 1.1760127544403076
train acc: 0.656000018119812
train loss: 1.2899583578109741
train acc: 0.6050000190734863


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  69%|██████▉   | 2776/4000 [35:40<20:01,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.50s/it]
overall:  69%|██████▉   | 2777/4000 [35:40<18:35,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  69%|██████▉   | 2778/4000 [35:41<17:36,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  69%|██████▉   | 2779/4000 [35:42<16:51,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  70%|██████▉   | 2780/4000 [35:43<16:18,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  70%|██████▉   | 2781/4000 [35:43<15:58,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  70%|██████▉   | 2782/4000 [35:44<15:43,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  70%|██████▉   | 2783/4000 [35:45<15:34,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  70%|██████▉   | 2784/4000 [35:46<15:28,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  70%|██████▉   | 2785/4000 [35:46<15:23,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  70%|██████▉   | 2786/4000 [35:47<15:18,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  70%|██████▉   | 2787/4000 [35:48<15:11,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  70%|██████▉   | 2788/4000 [35:49<15:10,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  70%|██████▉   | 2789/4000 [35:49<15:11,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  70%|██████▉   | 2790/4000 [35:50<15:07,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  70%|██████▉   | 2791/4000 [35:51<15:03,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  70%|██████▉   | 2792/4000 [35:52<15:00,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  70%|██████▉   | 2793/4000 [35:52<14:58,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  70%|██████▉   | 2794/4000 [35:53<14:55,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  70%|██████▉   | 2795/4000 [35:54<14:53,  1.35it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.35it/s]
overall:  70%|██████▉   | 2796/4000 [35:55<14:55,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  70%|██████▉   | 2797/4000 [35:55<14:57,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  70%|██████▉   | 2798/4000 [35:56<14:54,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  70%|██████▉   | 2799/4000 [35:57<14:53,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  70%|███████   | 2800/4000 [35:58<14:55,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  70%|███████   | 2801/4000 [35:58<14:57,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  70%|███████   | 2802/4000 [35:59<14:51,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  70%|███████   | 2803/4000 [36:00<14:48,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  70%|███████   | 2804/4000 [36:01<14:46,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  70%|███████   | 2805/4000 [36:01<14:43,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  70%|███████   | 2806/4000 [36:02<14:43,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  70%|███████   | 2807/4000 [36:03<14:43,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  70%|███████   | 2808/4000 [36:04<14:44,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  70%|███████   | 2809/4000 [36:04<14:43,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  70%|███████   | 2810/4000 [36:05<14:42,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  70%|███████   | 2811/4000 [36:06<14:43,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  70%|███████   | 2812/4000 [36:06<14:05,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.17155122756958
train acc: 0.6578947305679321
train loss: 1.187214970588684
train acc: 0.6470000147819519
train loss: 1.1923174858093262
train acc: 0.656000018119812
train loss: 1.2313567399978638
train acc: 0.6480000019073486


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  70%|███████   | 2813/4000 [36:08<19:46,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  70%|███████   | 2814/4000 [36:09<18:17,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  70%|███████   | 2815/4000 [36:10<17:15,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  70%|███████   | 2816/4000 [36:10<16:30,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  70%|███████   | 2817/4000 [36:11<15:59,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  70%|███████   | 2818/4000 [36:12<15:38,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  70%|███████   | 2819/4000 [36:13<15:21,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  70%|███████   | 2820/4000 [36:13<15:12,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  71%|███████   | 2821/4000 [36:14<15:06,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  71%|███████   | 2822/4000 [36:15<14:57,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  71%|███████   | 2823/4000 [36:16<14:54,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  71%|███████   | 2824/4000 [36:16<14:48,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  71%|███████   | 2825/4000 [36:17<14:51,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  71%|███████   | 2826/4000 [36:18<14:46,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  71%|███████   | 2827/4000 [36:19<14:42,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  71%|███████   | 2828/4000 [36:19<14:39,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  71%|███████   | 2829/4000 [36:20<14:38,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  71%|███████   | 2830/4000 [36:21<14:35,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  71%|███████   | 2831/4000 [36:22<14:34,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  71%|███████   | 2832/4000 [36:22<14:33,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  71%|███████   | 2833/4000 [36:23<14:36,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  71%|███████   | 2834/4000 [36:24<14:34,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  71%|███████   | 2835/4000 [36:25<14:30,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  71%|███████   | 2836/4000 [36:25<14:30,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  71%|███████   | 2837/4000 [36:26<14:36,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  71%|███████   | 2838/4000 [36:27<14:32,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  71%|███████   | 2839/4000 [36:28<14:29,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  71%|███████   | 2840/4000 [36:28<14:29,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  71%|███████   | 2841/4000 [36:29<14:27,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  71%|███████   | 2842/4000 [36:30<14:26,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  71%|███████   | 2843/4000 [36:31<14:25,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  71%|███████   | 2844/4000 [36:31<14:24,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  71%|███████   | 2845/4000 [36:32<14:26,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  71%|███████   | 2846/4000 [36:33<14:24,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  71%|███████   | 2847/4000 [36:34<14:22,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  71%|███████   | 2848/4000 [36:34<14:21,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  71%|███████   | 2849/4000 [36:35<13:42,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1742955446243286
train acc: 0.6649797558784485
train loss: 1.2107083797454834
train acc: 0.6460000276565552
train loss: 1.2104651927947998
train acc: 0.6470000147819519


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  71%|███████▏  | 2850/4000 [36:37<18:39,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  71%|███████▏  | 2851/4000 [36:37<17:23,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  71%|███████▏  | 2852/4000 [36:38<16:26,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.10it/s]
overall:  71%|███████▏  | 2853/4000 [36:39<15:50,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  71%|███████▏  | 2854/4000 [36:40<15:21,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  71%|███████▏  | 2855/4000 [36:40<15:02,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  71%|███████▏  | 2856/4000 [36:41<14:47,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  71%|███████▏  | 2857/4000 [36:42<14:36,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  71%|███████▏  | 2858/4000 [36:43<14:34,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  71%|███████▏  | 2859/4000 [36:43<14:28,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  72%|███████▏  | 2860/4000 [36:44<14:24,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  72%|███████▏  | 2861/4000 [36:45<14:20,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  72%|███████▏  | 2862/4000 [36:46<14:21,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  72%|███████▏  | 2863/4000 [36:46<14:16,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  72%|███████▏  | 2864/4000 [36:47<14:12,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  72%|███████▏  | 2865/4000 [36:48<14:13,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  72%|███████▏  | 2866/4000 [36:49<14:09,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  72%|███████▏  | 2867/4000 [36:49<14:08,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  72%|███████▏  | 2868/4000 [36:50<14:07,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  72%|███████▏  | 2869/4000 [36:51<14:05,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  72%|███████▏  | 2870/4000 [36:52<14:09,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  72%|███████▏  | 2871/4000 [36:52<14:07,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  72%|███████▏  | 2872/4000 [36:53<14:05,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.33it/s]
overall:  72%|███████▏  | 2873/4000 [36:54<14:03,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  72%|███████▏  | 2874/4000 [36:55<14:04,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  72%|███████▏  | 2875/4000 [36:55<14:01,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  72%|███████▏  | 2876/4000 [36:56<13:58,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  72%|███████▏  | 2877/4000 [36:57<13:58,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  72%|███████▏  | 2878/4000 [36:58<13:59,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  72%|███████▏  | 2879/4000 [36:58<13:59,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  72%|███████▏  | 2880/4000 [36:59<13:58,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  72%|███████▏  | 2881/4000 [37:00<13:56,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  72%|███████▏  | 2882/4000 [37:01<13:58,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  72%|███████▏  | 2883/4000 [37:01<13:55,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  72%|███████▏  | 2884/4000 [37:02<13:53,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  72%|███████▏  | 2885/4000 [37:03<13:53,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  72%|███████▏  | 2886/4000 [37:03<13:13,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.212620735168457
train acc: 0.6386639475822449
train loss: 1.2320059537887573
train acc: 0.625
train loss: 1.1740134954452515
train acc: 0.6600000262260437
train loss: 1.1917545795440674
train acc: 0.6520000100135803


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  72%|███████▏  | 2887/4000 [37:05<18:08,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  72%|███████▏  | 2888/4000 [37:06<16:49,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  72%|███████▏  | 2889/4000 [37:06<15:58,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  72%|███████▏  | 2890/4000 [37:07<15:21,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  72%|███████▏  | 2891/4000 [37:08<14:57,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  72%|███████▏  | 2892/4000 [37:09<14:39,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  72%|███████▏  | 2893/4000 [37:10<14:32,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.26it/s]
overall:  72%|███████▏  | 2894/4000 [37:10<14:22,  1.28it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.28it/s]
overall:  72%|███████▏  | 2895/4000 [37:11<14:16,  1.29it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.29it/s]
overall:  72%|███████▏  | 2896/4000 [37:12<14:05,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.30it/s]
overall:  72%|███████▏  | 2897/4000 [37:13<13:59,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  72%|███████▏  | 2898/4000 [37:13<13:53,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  72%|███████▏  | 2899/4000 [37:14<13:57,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  72%|███████▎  | 2900/4000 [37:15<13:50,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  73%|███████▎  | 2901/4000 [37:16<13:47,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  73%|███████▎  | 2902/4000 [37:16<13:44,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  73%|███████▎  | 2903/4000 [37:17<13:42,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  73%|███████▎  | 2904/4000 [37:18<13:38,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  73%|███████▎  | 2905/4000 [37:19<13:43,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  73%|███████▎  | 2906/4000 [37:19<13:40,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  73%|███████▎  | 2907/4000 [37:20<13:39,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.33it/s]
overall:  73%|███████▎  | 2908/4000 [37:21<13:37,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  73%|███████▎  | 2909/4000 [37:22<13:34,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  73%|███████▎  | 2910/4000 [37:22<13:32,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  73%|███████▎  | 2911/4000 [37:23<13:38,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  73%|███████▎  | 2912/4000 [37:24<13:32,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  73%|███████▎  | 2913/4000 [37:25<13:30,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  73%|███████▎  | 2914/4000 [37:25<13:27,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  73%|███████▎  | 2915/4000 [37:26<13:27,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  73%|███████▎  | 2916/4000 [37:27<13:27,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  73%|███████▎  | 2917/4000 [37:28<13:30,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  73%|███████▎  | 2918/4000 [37:28<13:27,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  73%|███████▎  | 2919/4000 [37:29<13:27,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  73%|███████▎  | 2920/4000 [37:30<13:27,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  73%|███████▎  | 2921/4000 [37:31<13:25,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  73%|███████▎  | 2922/4000 [37:31<13:24,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  73%|███████▎  | 2923/4000 [37:32<12:49,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.211441159248352
train acc: 0.6437246799468994
train loss: 1.1874358654022217
train acc: 0.6679999828338623
train loss: 1.1950591802597046
train acc: 0.6480000019073486
train loss: 1.2049477100372314
train acc: 0.6389999985694885


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  73%|███████▎  | 2924/4000 [37:34<18:02,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.58s/it]
overall:  73%|███████▎  | 2925/4000 [37:34<16:41,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  73%|███████▎  | 2926/4000 [37:35<15:48,  1.13it/s]

train:   8%|▊         | 3/37 [00:03<00:32,  1.05it/s]
overall:  73%|███████▎  | 2927/4000 [37:36<15:05,  1.18it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  73%|███████▎  | 2928/4000 [37:37<14:36,  1.22it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.20it/s]
overall:  73%|███████▎  | 2929/4000 [37:37<14:15,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.24it/s]
overall:  73%|███████▎  | 2930/4000 [37:38<13:59,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  73%|███████▎  | 2931/4000 [37:39<13:48,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  73%|███████▎  | 2932/4000 [37:40<13:40,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  73%|███████▎  | 2933/4000 [37:40<13:39,  1.30it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.30it/s]
overall:  73%|███████▎  | 2934/4000 [37:41<13:34,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  73%|███████▎  | 2935/4000 [37:42<13:29,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.32it/s]
overall:  73%|███████▎  | 2936/4000 [37:43<13:30,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  73%|███████▎  | 2937/4000 [37:43<13:23,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  73%|███████▎  | 2938/4000 [37:44<13:20,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  73%|███████▎  | 2939/4000 [37:45<13:16,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  74%|███████▎  | 2940/4000 [37:46<13:15,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  74%|███████▎  | 2941/4000 [37:46<13:14,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  74%|███████▎  | 2942/4000 [37:47<13:11,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  74%|███████▎  | 2943/4000 [37:48<13:11,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  74%|███████▎  | 2944/4000 [37:49<13:10,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  74%|███████▎  | 2945/4000 [37:49<13:10,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  74%|███████▎  | 2946/4000 [37:50<13:08,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  74%|███████▎  | 2947/4000 [37:51<13:04,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  74%|███████▎  | 2948/4000 [37:52<13:10,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  74%|███████▎  | 2949/4000 [37:52<13:05,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  74%|███████▍  | 2950/4000 [37:53<13:03,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  74%|███████▍  | 2951/4000 [37:54<13:01,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  74%|███████▍  | 2952/4000 [37:55<12:59,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  74%|███████▍  | 2953/4000 [37:55<12:58,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  74%|███████▍  | 2954/4000 [37:56<12:57,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.35it/s]
overall:  74%|███████▍  | 2955/4000 [37:57<12:55,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  74%|███████▍  | 2956/4000 [37:58<12:55,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  74%|███████▍  | 2957/4000 [37:58<12:56,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  74%|███████▍  | 2958/4000 [37:59<12:57,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  74%|███████▍  | 2959/4000 [38:00<12:53,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  74%|███████▍  | 2960/4000 [38:00<12:20,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1906557083129883
train acc: 0.6548582911491394
train loss: 1.1973778009414673
train acc: 0.6510000228881836
train loss: 1.215144395828247
train acc: 0.6430000066757202
train loss: 1.18972909450531
train acc: 0.6427125334739685


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  74%|███████▍  | 2961/4000 [38:02<16:49,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  74%|███████▍  | 2962/4000 [38:03<15:39,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  74%|███████▍  | 2963/4000 [38:04<14:49,  1.17it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  74%|███████▍  | 2964/4000 [38:04<14:18,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  74%|███████▍  | 2965/4000 [38:05<13:50,  1.25it/s]

train:  14%|█▎        | 5/37 [00:04<00:25,  1.23it/s]
overall:  74%|███████▍  | 2966/4000 [38:06<13:30,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  74%|███████▍  | 2967/4000 [38:07<13:18,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  74%|███████▍  | 2968/4000 [38:07<13:11,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  74%|███████▍  | 2969/4000 [38:08<13:03,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  74%|███████▍  | 2970/4000 [38:09<13:02,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  74%|███████▍  | 2971/4000 [38:10<12:57,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  74%|███████▍  | 2972/4000 [38:10<12:53,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  74%|███████▍  | 2973/4000 [38:11<12:56,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  74%|███████▍  | 2974/4000 [38:12<12:51,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  74%|███████▍  | 2975/4000 [38:13<12:47,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  74%|███████▍  | 2976/4000 [38:13<12:44,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  74%|███████▍  | 2977/4000 [38:14<12:43,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  74%|███████▍  | 2978/4000 [38:15<12:42,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  74%|███████▍  | 2979/4000 [38:15<12:39,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  74%|███████▍  | 2980/4000 [38:16<12:39,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  75%|███████▍  | 2981/4000 [38:17<12:39,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  75%|███████▍  | 2982/4000 [38:18<12:40,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  75%|███████▍  | 2983/4000 [38:18<12:38,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  75%|███████▍  | 2984/4000 [38:19<12:37,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  75%|███████▍  | 2985/4000 [38:20<12:39,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  75%|███████▍  | 2986/4000 [38:21<12:38,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  75%|███████▍  | 2987/4000 [38:21<12:34,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  75%|███████▍  | 2988/4000 [38:22<13:13,  1.28it/s]

train:  76%|███████▌  | 28/37 [00:21<00:07,  1.28it/s]
overall:  75%|███████▍  | 2989/4000 [38:23<12:58,  1.30it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.30it/s]
overall:  75%|███████▍  | 2990/4000 [38:24<12:48,  1.32it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.32it/s]
overall:  75%|███████▍  | 2991/4000 [38:25<12:42,  1.32it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.32it/s]
overall:  75%|███████▍  | 2992/4000 [38:25<12:39,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  75%|███████▍  | 2993/4000 [38:26<12:35,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  75%|███████▍  | 2994/4000 [38:27<12:34,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  75%|███████▍  | 2995/4000 [38:28<12:29,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  75%|███████▍  | 2996/4000 [38:28<12:26,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  75%|███████▍  | 2997/4000 [38:29<11:54,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1565089225769043
train acc: 0.6660000085830688
train loss: 1.152870774269104
train acc: 0.671999990940094
train loss: 1.283327579498291
train acc: 0.6150000095367432


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  75%|███████▍  | 2998/4000 [38:31<16:47,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  75%|███████▍  | 2999/4000 [38:31<15:31,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  75%|███████▌  | 3000/4000 [38:32<14:37,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.06it/s]
overall:  75%|███████▌  | 3001/4000 [38:33<14:02,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  75%|███████▌  | 3002/4000 [38:34<13:35,  1.22it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  75%|███████▌  | 3003/4000 [38:34<13:14,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  75%|███████▌  | 3004/4000 [38:35<13:01,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  75%|███████▌  | 3005/4000 [38:36<12:52,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  75%|███████▌  | 3006/4000 [38:37<12:43,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  75%|███████▌  | 3007/4000 [38:37<12:37,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  75%|███████▌  | 3008/4000 [38:38<12:33,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  75%|███████▌  | 3009/4000 [38:39<12:30,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  75%|███████▌  | 3010/4000 [38:40<12:36,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  75%|███████▌  | 3011/4000 [38:40<12:29,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  75%|███████▌  | 3012/4000 [38:41<12:25,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  75%|███████▌  | 3013/4000 [38:42<12:24,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  75%|███████▌  | 3014/4000 [38:43<12:21,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  75%|███████▌  | 3015/4000 [38:43<12:18,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  75%|███████▌  | 3016/4000 [38:44<12:18,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  75%|███████▌  | 3017/4000 [38:45<12:16,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  75%|███████▌  | 3018/4000 [38:46<12:18,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  75%|███████▌  | 3019/4000 [38:46<12:15,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  76%|███████▌  | 3020/4000 [38:47<12:16,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  76%|███████▌  | 3021/4000 [38:48<12:15,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  76%|███████▌  | 3022/4000 [38:49<12:21,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.32it/s]
overall:  76%|███████▌  | 3023/4000 [38:49<12:17,  1.32it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.32it/s]
overall:  76%|███████▌  | 3024/4000 [38:50<12:12,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  76%|███████▌  | 3025/4000 [38:51<12:12,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  76%|███████▌  | 3026/4000 [38:52<12:10,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  76%|███████▌  | 3027/4000 [38:52<12:08,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  76%|███████▌  | 3028/4000 [38:53<12:07,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  76%|███████▌  | 3029/4000 [38:54<12:06,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  76%|███████▌  | 3030/4000 [38:55<12:03,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  76%|███████▌  | 3031/4000 [38:55<12:04,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  76%|███████▌  | 3032/4000 [38:56<12:03,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  76%|███████▌  | 3033/4000 [38:57<12:02,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  76%|███████▌  | 3034/4000 [38:58<11:30,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.2080399990081787
train acc: 0.6548582911491394
train loss: 1.1545835733413696
train acc: 0.6729999780654907
train loss: 1.1838271617889404
train acc: 0.6549999713897705
train loss: 1.212079644203186
train acc: 0.6340000033378601


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  76%|███████▌  | 3035/4000 [38:59<15:39,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.47s/it]
overall:  76%|███████▌  | 3036/4000 [39:00<14:39,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.06s/it]
overall:  76%|███████▌  | 3037/4000 [39:01<13:51,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  76%|███████▌  | 3038/4000 [39:01<13:16,  1.21it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.18it/s]
overall:  76%|███████▌  | 3039/4000 [39:02<12:54,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  76%|███████▌  | 3040/4000 [39:03<12:37,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  76%|███████▌  | 3041/4000 [39:04<12:26,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  76%|███████▌  | 3042/4000 [39:04<12:17,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  76%|███████▌  | 3043/4000 [39:05<12:11,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  76%|███████▌  | 3044/4000 [39:06<12:08,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  76%|███████▌  | 3045/4000 [39:07<12:05,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  76%|███████▌  | 3046/4000 [39:07<12:00,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  76%|███████▌  | 3047/4000 [39:08<12:05,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  76%|███████▌  | 3048/4000 [39:09<11:59,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  76%|███████▌  | 3049/4000 [39:10<11:55,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  76%|███████▋  | 3050/4000 [39:10<11:52,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  76%|███████▋  | 3051/4000 [39:11<11:51,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  76%|███████▋  | 3052/4000 [39:12<11:49,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  76%|███████▋  | 3053/4000 [39:13<11:49,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  76%|███████▋  | 3054/4000 [39:13<11:47,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  76%|███████▋  | 3055/4000 [39:14<11:46,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  76%|███████▋  | 3056/4000 [39:15<11:46,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  76%|███████▋  | 3057/4000 [39:16<11:45,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  76%|███████▋  | 3058/4000 [39:16<11:43,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  76%|███████▋  | 3059/4000 [39:17<11:49,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  76%|███████▋  | 3060/4000 [39:18<11:45,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  77%|███████▋  | 3061/4000 [39:19<11:43,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.33it/s]
overall:  77%|███████▋  | 3062/4000 [39:19<11:42,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  77%|███████▋  | 3063/4000 [39:20<11:39,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  77%|███████▋  | 3064/4000 [39:21<11:38,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  77%|███████▋  | 3065/4000 [39:22<11:37,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  77%|███████▋  | 3066/4000 [39:22<11:36,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  77%|███████▋  | 3067/4000 [39:23<11:34,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  77%|███████▋  | 3068/4000 [39:24<11:34,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  77%|███████▋  | 3069/4000 [39:25<11:34,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  77%|███████▋  | 3070/4000 [39:25<11:32,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  77%|███████▋  | 3071/4000 [39:26<11:01,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2274343967437744
train acc: 0.6325910687446594
train loss: 1.1789610385894775
train acc: 0.6420000195503235
train loss: 1.1973901987075806
train acc: 0.6460000276565552
train loss: 1.1583359241485596
train acc: 0.6629999876022339


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  77%|███████▋  | 3072/4000 [39:28<15:33,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  77%|███████▋  | 3073/4000 [39:28<14:21,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  77%|███████▋  | 3074/4000 [39:29<13:29,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  77%|███████▋  | 3075/4000 [39:30<12:54,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  77%|███████▋  | 3076/4000 [39:31<12:28,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  77%|███████▋  | 3077/4000 [39:31<12:09,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  77%|███████▋  | 3078/4000 [39:32<11:56,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  77%|███████▋  | 3079/4000 [39:33<11:46,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  77%|███████▋  | 3080/4000 [39:34<11:38,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  77%|███████▋  | 3081/4000 [39:34<11:34,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  77%|███████▋  | 3082/4000 [39:35<11:30,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  77%|███████▋  | 3083/4000 [39:36<11:28,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  77%|███████▋  | 3084/4000 [39:37<11:45,  1.30it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.30it/s]
overall:  77%|███████▋  | 3085/4000 [39:37<11:50,  1.29it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.29it/s]
overall:  77%|███████▋  | 3086/4000 [39:38<11:57,  1.27it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.27it/s]
overall:  77%|███████▋  | 3087/4000 [39:39<11:48,  1.29it/s]

train:  43%|████▎     | 16/37 [00:12<00:16,  1.29it/s]
overall:  77%|███████▋  | 3088/4000 [39:40<11:42,  1.30it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.30it/s]
overall:  77%|███████▋  | 3089/4000 [39:41<11:34,  1.31it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.31it/s]
overall:  77%|███████▋  | 3090/4000 [39:41<11:30,  1.32it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.32it/s]
overall:  77%|███████▋  | 3091/4000 [39:42<11:25,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  77%|███████▋  | 3092/4000 [39:43<11:22,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  77%|███████▋  | 3093/4000 [39:44<11:22,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  77%|███████▋  | 3094/4000 [39:44<11:20,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  77%|███████▋  | 3095/4000 [39:45<11:19,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  77%|███████▋  | 3096/4000 [39:46<11:28,  1.31it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.31it/s]
overall:  77%|███████▋  | 3097/4000 [39:47<11:25,  1.32it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.32it/s]
overall:  77%|███████▋  | 3098/4000 [39:47<11:21,  1.32it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.32it/s]
overall:  77%|███████▋  | 3099/4000 [39:48<11:18,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  78%|███████▊  | 3100/4000 [39:49<11:16,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.33it/s]
overall:  78%|███████▊  | 3101/4000 [39:50<11:15,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  78%|███████▊  | 3102/4000 [39:50<11:14,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  78%|███████▊  | 3103/4000 [39:51<11:12,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  78%|███████▊  | 3104/4000 [39:52<11:11,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  78%|███████▊  | 3105/4000 [39:53<11:09,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  78%|███████▊  | 3106/4000 [39:53<11:09,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  78%|███████▊  | 3107/4000 [39:54<11:08,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  78%|███████▊  | 3108/4000 [39:55<10:37,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.2304474115371704
train acc: 0.6396760940551758
train loss: 1.1627916097640991
train acc: 0.6570000052452087
train loss: 1.173241376876831
train acc: 0.6610000133514404


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  78%|███████▊  | 3109/4000 [39:56<14:54,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  78%|███████▊  | 3110/4000 [39:57<13:53,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  78%|███████▊  | 3111/4000 [39:58<13:04,  1.13it/s]

train:   8%|▊         | 3/37 [00:03<00:32,  1.06it/s]
overall:  78%|███████▊  | 3112/4000 [39:59<12:28,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.15it/s]
overall:  78%|███████▊  | 3113/4000 [39:59<12:02,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  78%|███████▊  | 3114/4000 [40:00<11:46,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  78%|███████▊  | 3115/4000 [40:01<11:33,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  78%|███████▊  | 3116/4000 [40:02<11:29,  1.28it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.28it/s]
overall:  78%|███████▊  | 3117/4000 [40:02<11:21,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.29it/s]
overall:  78%|███████▊  | 3118/4000 [40:03<11:21,  1.29it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.29it/s]
overall:  78%|███████▊  | 3119/4000 [40:04<11:18,  1.30it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.30it/s]
overall:  78%|███████▊  | 3120/4000 [40:05<11:27,  1.28it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.28it/s]
overall:  78%|███████▊  | 3121/4000 [40:06<11:32,  1.27it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.27it/s]
overall:  78%|███████▊  | 3122/4000 [40:06<11:38,  1.26it/s]

train:  38%|███▊      | 14/37 [00:11<00:18,  1.26it/s]
overall:  78%|███████▊  | 3123/4000 [40:07<11:29,  1.27it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.27it/s]
overall:  78%|███████▊  | 3124/4000 [40:08<11:34,  1.26it/s]

train:  43%|████▎     | 16/37 [00:13<00:16,  1.26it/s]
overall:  78%|███████▊  | 3125/4000 [40:09<11:29,  1.27it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.27it/s]
overall:  78%|███████▊  | 3126/4000 [40:10<11:25,  1.27it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.27it/s]
overall:  78%|███████▊  | 3127/4000 [40:10<11:23,  1.28it/s]

train:  51%|█████▏    | 19/37 [00:15<00:14,  1.28it/s]
overall:  78%|███████▊  | 3128/4000 [40:11<11:23,  1.28it/s]

train:  54%|█████▍    | 20/37 [00:16<00:13,  1.28it/s]
overall:  78%|███████▊  | 3129/4000 [40:12<11:18,  1.28it/s]

train:  57%|█████▋    | 21/37 [00:17<00:12,  1.28it/s]
overall:  78%|███████▊  | 3130/4000 [40:13<11:09,  1.30it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.30it/s]
overall:  78%|███████▊  | 3131/4000 [40:13<11:03,  1.31it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.31it/s]
overall:  78%|███████▊  | 3132/4000 [40:14<10:58,  1.32it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.32it/s]
overall:  78%|███████▊  | 3133/4000 [40:15<10:55,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:20<00:09,  1.32it/s]
overall:  78%|███████▊  | 3134/4000 [40:16<10:55,  1.32it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.32it/s]
overall:  78%|███████▊  | 3135/4000 [40:16<10:52,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  78%|███████▊  | 3136/4000 [40:17<10:51,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.33it/s]
overall:  78%|███████▊  | 3137/4000 [40:18<10:48,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:23<00:06,  1.33it/s]
overall:  78%|███████▊  | 3138/4000 [40:19<10:45,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  78%|███████▊  | 3139/4000 [40:19<10:45,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  78%|███████▊  | 3140/4000 [40:20<10:46,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.33it/s]
overall:  79%|███████▊  | 3141/4000 [40:21<10:44,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:26<00:03,  1.33it/s]
overall:  79%|███████▊  | 3142/4000 [40:22<10:42,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  79%|███████▊  | 3143/4000 [40:22<10:41,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  79%|███████▊  | 3144/4000 [40:23<10:41,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.34it/s]
overall:  79%|███████▊  | 3145/4000 [40:24<10:12,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.27it/s]
train loss: 1.1931326389312744
train acc: 0.658906877040863
train loss: 1.172494649887085
train acc: 0.6629999876022339
train loss: 1.1684390306472778
train acc: 0.6539999842643738
train loss: 1.2374128103256226
train acc: 0.6309999823570251


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  79%|███████▊  | 3146/4000 [40:25<14:25,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:57,  1.59s/it]
overall:  79%|███████▊  | 3147/4000 [40:26<13:18,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.10s/it]
overall:  79%|███████▊  | 3148/4000 [40:27<12:28,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  79%|███████▊  | 3149/4000 [40:28<11:53,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  79%|███████▉  | 3150/4000 [40:28<11:28,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  79%|███████▉  | 3151/4000 [40:29<11:15,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  79%|███████▉  | 3152/4000 [40:30<11:03,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  79%|███████▉  | 3153/4000 [40:31<10:54,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  79%|███████▉  | 3154/4000 [40:31<10:47,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  79%|███████▉  | 3155/4000 [40:32<10:45,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  79%|███████▉  | 3156/4000 [40:33<10:42,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  79%|███████▉  | 3157/4000 [40:34<10:38,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  79%|███████▉  | 3158/4000 [40:34<10:40,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  79%|███████▉  | 3159/4000 [40:35<10:37,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  79%|███████▉  | 3160/4000 [40:36<10:35,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  79%|███████▉  | 3161/4000 [40:37<10:33,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  79%|███████▉  | 3162/4000 [40:37<10:30,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  79%|███████▉  | 3163/4000 [40:38<10:29,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  79%|███████▉  | 3164/4000 [40:39<10:26,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  79%|███████▉  | 3165/4000 [40:40<10:24,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  79%|███████▉  | 3166/4000 [40:40<10:22,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  79%|███████▉  | 3167/4000 [40:41<10:23,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  79%|███████▉  | 3168/4000 [40:42<10:24,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  79%|███████▉  | 3169/4000 [40:43<10:21,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  79%|███████▉  | 3170/4000 [40:43<10:25,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  79%|███████▉  | 3171/4000 [40:44<10:24,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  79%|███████▉  | 3172/4000 [40:45<10:24,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  79%|███████▉  | 3173/4000 [40:46<10:21,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  79%|███████▉  | 3174/4000 [40:46<10:18,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  79%|███████▉  | 3175/4000 [40:47<10:15,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  79%|███████▉  | 3176/4000 [40:48<10:11,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.35it/s]
overall:  79%|███████▉  | 3177/4000 [40:49<10:10,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  79%|███████▉  | 3178/4000 [40:49<10:09,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  79%|███████▉  | 3179/4000 [40:50<10:11,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  80%|███████▉  | 3180/4000 [40:51<10:10,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  80%|███████▉  | 3181/4000 [40:52<10:09,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  80%|███████▉  | 3182/4000 [40:52<09:40,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1774241924285889
train acc: 0.648785412311554
train loss: 1.1696445941925049
train acc: 0.6650000214576721
train loss: 1.2130372524261475
train acc: 0.6480000019073486
train loss: 1.1823655366897583
train acc: 0.652999997138977


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  80%|███████▉  | 3183/4000 [40:54<13:35,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  80%|███████▉  | 3184/4000 [40:55<12:32,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  80%|███████▉  | 3185/4000 [40:55<11:46,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  80%|███████▉  | 3186/4000 [40:56<11:17,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  80%|███████▉  | 3187/4000 [40:57<10:55,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  80%|███████▉  | 3188/4000 [40:58<10:39,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  80%|███████▉  | 3189/4000 [40:58<10:31,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  80%|███████▉  | 3190/4000 [40:59<10:22,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  80%|███████▉  | 3191/4000 [41:00<10:17,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  80%|███████▉  | 3192/4000 [41:01<10:12,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  80%|███████▉  | 3193/4000 [41:01<10:07,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  80%|███████▉  | 3194/4000 [41:02<10:05,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  80%|███████▉  | 3195/4000 [41:03<10:08,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  80%|███████▉  | 3196/4000 [41:04<10:04,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  80%|███████▉  | 3197/4000 [41:04<10:01,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  80%|███████▉  | 3198/4000 [41:05<09:58,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  80%|███████▉  | 3199/4000 [41:06<09:56,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  80%|████████  | 3200/4000 [41:07<09:54,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  80%|████████  | 3201/4000 [41:07<09:57,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  80%|████████  | 3202/4000 [41:08<09:58,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  80%|████████  | 3203/4000 [41:09<09:57,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.33it/s]
overall:  80%|████████  | 3204/4000 [41:10<09:57,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  80%|████████  | 3205/4000 [41:10<09:53,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  80%|████████  | 3206/4000 [41:11<09:52,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  80%|████████  | 3207/4000 [41:12<09:53,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  80%|████████  | 3208/4000 [41:13<09:50,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  80%|████████  | 3209/4000 [41:13<09:49,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  80%|████████  | 3210/4000 [41:14<09:49,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  80%|████████  | 3211/4000 [41:15<09:49,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  80%|████████  | 3212/4000 [41:16<09:45,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  80%|████████  | 3213/4000 [41:16<09:46,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  80%|████████  | 3214/4000 [41:17<09:45,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  80%|████████  | 3215/4000 [41:18<09:44,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  80%|████████  | 3216/4000 [41:19<09:43,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  80%|████████  | 3217/4000 [41:19<09:42,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  80%|████████  | 3218/4000 [41:20<09:42,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  80%|████████  | 3219/4000 [41:21<09:15,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1908358335494995
train acc: 0.6609311699867249
train loss: 1.1711633205413818
train acc: 0.6460000276565552
train loss: 1.192539095878601
train acc: 0.6610000133514404


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  80%|████████  | 3220/4000 [41:22<13:01,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  81%|████████  | 3221/4000 [41:23<12:02,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  81%|████████  | 3222/4000 [41:24<11:18,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  81%|████████  | 3223/4000 [41:25<10:49,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  81%|████████  | 3224/4000 [41:25<10:26,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  81%|████████  | 3225/4000 [41:26<10:13,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  81%|████████  | 3226/4000 [41:27<10:01,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  81%|████████  | 3227/4000 [41:28<09:53,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  81%|████████  | 3228/4000 [41:28<09:51,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  81%|████████  | 3229/4000 [41:29<09:47,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  81%|████████  | 3230/4000 [41:30<09:42,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  81%|████████  | 3231/4000 [41:31<09:41,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  81%|████████  | 3232/4000 [41:31<09:41,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  81%|████████  | 3233/4000 [41:32<09:40,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  81%|████████  | 3234/4000 [41:33<09:38,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  81%|████████  | 3235/4000 [41:34<09:36,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  81%|████████  | 3236/4000 [41:34<09:33,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  81%|████████  | 3237/4000 [41:35<09:33,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  81%|████████  | 3238/4000 [41:36<09:32,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  81%|████████  | 3239/4000 [41:37<09:36,  1.32it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.32it/s]
overall:  81%|████████  | 3240/4000 [41:37<09:35,  1.32it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.32it/s]
overall:  81%|████████  | 3241/4000 [41:38<09:33,  1.32it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.32it/s]
overall:  81%|████████  | 3242/4000 [41:39<09:29,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  81%|████████  | 3243/4000 [41:40<09:29,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  81%|████████  | 3244/4000 [41:41<09:41,  1.30it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.30it/s]
overall:  81%|████████  | 3245/4000 [41:41<09:43,  1.29it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.29it/s]
overall:  81%|████████  | 3246/4000 [41:42<09:39,  1.30it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.30it/s]
overall:  81%|████████  | 3247/4000 [41:43<09:38,  1.30it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.30it/s]
overall:  81%|████████  | 3248/4000 [41:44<09:36,  1.31it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.31it/s]
overall:  81%|████████  | 3249/4000 [41:44<09:41,  1.29it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.29it/s]
overall:  81%|████████▏ | 3250/4000 [41:45<09:45,  1.28it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.28it/s]
overall:  81%|████████▏ | 3251/4000 [41:46<09:45,  1.28it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.28it/s]
overall:  81%|████████▏ | 3252/4000 [41:47<09:46,  1.28it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.28it/s]
overall:  81%|████████▏ | 3253/4000 [41:48<09:45,  1.28it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.28it/s]
overall:  81%|████████▏ | 3254/4000 [41:48<09:46,  1.27it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.27it/s]
overall:  81%|████████▏ | 3255/4000 [41:49<09:46,  1.27it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.27it/s]
overall:  81%|████████▏ | 3256/4000 [41:50<09:24,  1.32it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.32it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.27it/s]
train loss: 1.1578137874603271
train acc: 0.6629554629325867
train loss: 1.1531940698623657
train acc: 0.6620000004768372
train loss: 1.2394076585769653
train acc: 0.6340000033378601
train loss: 1.1869988441467285
train acc: 0.6589999794960022


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  81%|████████▏ | 3257/4000 [41:51<12:26,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:52,  1.46s/it]
overall:  81%|████████▏ | 3258/4000 [41:52<11:31,  1.07it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  81%|████████▏ | 3259/4000 [41:53<10:49,  1.14it/s]

train:   8%|▊         | 3/37 [00:02<00:30,  1.10it/s]
overall:  82%|████████▏ | 3260/4000 [41:54<10:19,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:27,  1.18it/s]
overall:  82%|████████▏ | 3261/4000 [41:54<10:02,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  82%|████████▏ | 3262/4000 [41:55<09:48,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  82%|████████▏ | 3263/4000 [41:56<09:35,  1.28it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.28it/s]
overall:  82%|████████▏ | 3264/4000 [41:57<09:27,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  82%|████████▏ | 3265/4000 [41:57<09:22,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  82%|████████▏ | 3266/4000 [41:58<09:19,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  82%|████████▏ | 3267/4000 [41:59<09:15,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  82%|████████▏ | 3268/4000 [42:00<09:12,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  82%|████████▏ | 3269/4000 [42:00<09:11,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  82%|████████▏ | 3270/4000 [42:01<09:07,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  82%|████████▏ | 3271/4000 [42:02<09:05,  1.34it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.34it/s]
overall:  82%|████████▏ | 3272/4000 [42:03<09:03,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  82%|████████▏ | 3273/4000 [42:03<09:03,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  82%|████████▏ | 3274/4000 [42:04<09:02,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  82%|████████▏ | 3275/4000 [42:05<09:00,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  82%|████████▏ | 3276/4000 [42:06<08:58,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  82%|████████▏ | 3277/4000 [42:06<09:10,  1.31it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.31it/s]
overall:  82%|████████▏ | 3278/4000 [42:07<09:18,  1.29it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.29it/s]
overall:  82%|████████▏ | 3279/4000 [42:08<09:20,  1.29it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.29it/s]
overall:  82%|████████▏ | 3280/4000 [42:09<09:23,  1.28it/s]

train:  65%|██████▍   | 24/37 [00:18<00:10,  1.28it/s]
overall:  82%|████████▏ | 3281/4000 [42:10<09:23,  1.28it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.28it/s]
overall:  82%|████████▏ | 3282/4000 [42:10<09:19,  1.28it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.28it/s]
overall:  82%|████████▏ | 3283/4000 [42:11<09:17,  1.29it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.29it/s]
overall:  82%|████████▏ | 3284/4000 [42:12<09:16,  1.29it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.29it/s]
overall:  82%|████████▏ | 3285/4000 [42:13<09:16,  1.29it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.29it/s]
overall:  82%|████████▏ | 3286/4000 [42:13<09:08,  1.30it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.30it/s]
overall:  82%|████████▏ | 3287/4000 [42:14<09:02,  1.31it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.31it/s]
overall:  82%|████████▏ | 3288/4000 [42:15<08:58,  1.32it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.32it/s]
overall:  82%|████████▏ | 3289/4000 [42:16<08:55,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  82%|████████▏ | 3290/4000 [42:16<08:55,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  82%|████████▏ | 3291/4000 [42:17<08:53,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  82%|████████▏ | 3292/4000 [42:18<08:51,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  82%|████████▏ | 3293/4000 [42:19<08:25,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.1301307678222656
train acc: 0.6649797558784485
train loss: 1.2215869426727295
train acc: 0.6340000033378601
train loss: 1.2015860080718994
train acc: 0.6539999842643738
train loss: 1.1898441314697266
train acc: 0.6570000052452087


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  82%|████████▏ | 3294/4000 [42:20<11:49,  1.01s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  82%|████████▏ | 3295/4000 [42:21<10:55,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  82%|████████▏ | 3296/4000 [42:22<10:14,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  82%|████████▏ | 3297/4000 [42:22<09:46,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  82%|████████▏ | 3298/4000 [42:23<09:26,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  82%|████████▏ | 3299/4000 [42:24<09:13,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  82%|████████▎ | 3300/4000 [42:25<09:03,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  83%|████████▎ | 3301/4000 [42:25<08:58,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  83%|████████▎ | 3302/4000 [42:26<08:56,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  83%|████████▎ | 3303/4000 [42:27<08:52,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  83%|████████▎ | 3304/4000 [42:28<08:47,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  83%|████████▎ | 3305/4000 [42:28<08:45,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  83%|████████▎ | 3306/4000 [42:29<08:48,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  83%|████████▎ | 3307/4000 [42:30<08:45,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  83%|████████▎ | 3308/4000 [42:31<08:41,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  83%|████████▎ | 3309/4000 [42:31<08:38,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  83%|████████▎ | 3310/4000 [42:32<08:37,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.33it/s]
overall:  83%|████████▎ | 3311/4000 [42:33<08:36,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  83%|████████▎ | 3312/4000 [42:34<08:35,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  83%|████████▎ | 3313/4000 [42:34<08:33,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  83%|████████▎ | 3314/4000 [42:35<08:35,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  83%|████████▎ | 3315/4000 [42:36<08:32,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  83%|████████▎ | 3316/4000 [42:37<08:31,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  83%|████████▎ | 3317/4000 [42:37<08:30,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  83%|████████▎ | 3318/4000 [42:38<08:33,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  83%|████████▎ | 3319/4000 [42:39<08:30,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  83%|████████▎ | 3320/4000 [42:40<08:28,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  83%|████████▎ | 3321/4000 [42:40<08:28,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  83%|████████▎ | 3322/4000 [42:41<08:27,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  83%|████████▎ | 3323/4000 [42:42<08:26,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  83%|████████▎ | 3324/4000 [42:43<08:25,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  83%|████████▎ | 3325/4000 [42:43<08:23,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  83%|████████▎ | 3326/4000 [42:44<08:24,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  83%|████████▎ | 3327/4000 [42:45<08:22,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  83%|████████▎ | 3328/4000 [42:46<08:21,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  83%|████████▎ | 3329/4000 [42:46<08:20,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  83%|████████▎ | 3330/4000 [42:47<07:57,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.122713327407837
train acc: 0.659919023513794
train loss: 1.2055004835128784
train acc: 0.6460000276565552
train loss: 1.171241044998169
train acc: 0.6759999990463257
train loss: 1.1849960088729858
train acc: 0.6508097052574158


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  83%|████████▎ | 3331/4000 [42:49<11:53,  1.07s/it]

train:   3%|▎         | 1/37 [00:01<01:03,  1.78s/it]
overall:  83%|████████▎ | 3332/4000 [42:50<10:53,  1.02it/s]

train:   5%|▌         | 2/37 [00:02<00:41,  1.19s/it]
overall:  83%|████████▎ | 3333/4000 [42:51<10:14,  1.08it/s]

train:   8%|▊         | 3/37 [00:03<00:34,  1.01s/it]
overall:  83%|████████▎ | 3334/4000 [42:51<10:14,  1.08it/s]

train:  11%|█         | 4/37 [00:04<00:32,  1.03it/s]
overall:  83%|████████▎ | 3335/4000 [42:52<09:44,  1.14it/s]

train:  14%|█▎        | 5/37 [00:05<00:28,  1.11it/s]
overall:  83%|████████▎ | 3336/4000 [42:53<09:22,  1.18it/s]

train:  16%|█▌        | 6/37 [00:05<00:26,  1.16it/s]
overall:  83%|████████▎ | 3337/4000 [42:54<09:10,  1.21it/s]

train:  19%|█▉        | 7/37 [00:06<00:25,  1.20it/s]
overall:  83%|████████▎ | 3338/4000 [42:55<09:04,  1.22it/s]

train:  22%|██▏       | 8/37 [00:07<00:23,  1.21it/s]
overall:  83%|████████▎ | 3339/4000 [42:55<08:49,  1.25it/s]

train:  24%|██▍       | 9/37 [00:08<00:22,  1.24it/s]
overall:  84%|████████▎ | 3340/4000 [42:56<08:39,  1.27it/s]

train:  27%|██▋       | 10/37 [00:08<00:21,  1.27it/s]
overall:  84%|████████▎ | 3341/4000 [42:57<08:31,  1.29it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.29it/s]
overall:  84%|████████▎ | 3342/4000 [42:58<08:25,  1.30it/s]

train:  32%|███▏      | 12/37 [00:10<00:19,  1.30it/s]
overall:  84%|████████▎ | 3343/4000 [42:58<08:20,  1.31it/s]

train:  35%|███▌      | 13/37 [00:11<00:18,  1.31it/s]
overall:  84%|████████▎ | 3344/4000 [42:59<08:17,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  84%|████████▎ | 3345/4000 [43:00<08:15,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  84%|████████▎ | 3346/4000 [43:01<08:19,  1.31it/s]

train:  43%|████▎     | 16/37 [00:13<00:16,  1.31it/s]
overall:  84%|████████▎ | 3347/4000 [43:01<08:15,  1.32it/s]

train:  46%|████▌     | 17/37 [00:14<00:15,  1.32it/s]
overall:  84%|████████▎ | 3348/4000 [43:02<08:13,  1.32it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.32it/s]
overall:  84%|████████▎ | 3349/4000 [43:03<08:11,  1.32it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.32it/s]
overall:  84%|████████▍ | 3350/4000 [43:04<08:08,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.33it/s]
overall:  84%|████████▍ | 3351/4000 [43:04<08:07,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:17<00:12,  1.33it/s]
overall:  84%|████████▍ | 3352/4000 [43:05<08:05,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  84%|████████▍ | 3353/4000 [43:06<08:04,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  84%|████████▍ | 3354/4000 [43:07<08:03,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.34it/s]
overall:  84%|████████▍ | 3355/4000 [43:07<08:01,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:20<00:08,  1.34it/s]
overall:  84%|████████▍ | 3356/4000 [43:08<08:00,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  84%|████████▍ | 3357/4000 [43:09<08:01,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  84%|████████▍ | 3358/4000 [43:10<08:06,  1.32it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.32it/s]
overall:  84%|████████▍ | 3359/4000 [43:10<08:02,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:23<00:06,  1.33it/s]
overall:  84%|████████▍ | 3360/4000 [43:11<08:00,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  84%|████████▍ | 3361/4000 [43:12<07:59,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  84%|████████▍ | 3362/4000 [43:13<07:58,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.33it/s]
overall:  84%|████████▍ | 3363/4000 [43:13<07:55,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:26<00:02,  1.34it/s]
overall:  84%|████████▍ | 3364/4000 [43:14<07:54,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  84%|████████▍ | 3365/4000 [43:15<07:54,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  84%|████████▍ | 3366/4000 [43:16<07:51,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.34it/s]
overall:  84%|████████▍ | 3367/4000 [43:16<07:29,  1.41it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.27it/s]
train loss: 1.098435640335083
train acc: 0.6899999976158142
train loss: 1.2260515689849854
train acc: 0.6420000195503235
train loss: 1.2333214282989502
train acc: 0.6359999775886536


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  84%|████████▍ | 3368/4000 [43:18<10:33,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  84%|████████▍ | 3369/4000 [43:19<09:43,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  84%|████████▍ | 3370/4000 [43:19<09:09,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  84%|████████▍ | 3371/4000 [43:20<08:45,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  84%|████████▍ | 3372/4000 [43:21<08:28,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  84%|████████▍ | 3373/4000 [43:22<08:15,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  84%|████████▍ | 3374/4000 [43:22<08:05,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  84%|████████▍ | 3375/4000 [43:23<07:58,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  84%|████████▍ | 3376/4000 [43:24<07:52,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  84%|████████▍ | 3377/4000 [43:25<07:49,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  84%|████████▍ | 3378/4000 [43:25<07:52,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  84%|████████▍ | 3379/4000 [43:26<07:53,  1.31it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.31it/s]
overall:  84%|████████▍ | 3380/4000 [43:27<08:08,  1.27it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.27it/s]
overall:  85%|████████▍ | 3381/4000 [43:28<08:04,  1.28it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.28it/s]
overall:  85%|████████▍ | 3382/4000 [43:29<08:03,  1.28it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.28it/s]
overall:  85%|████████▍ | 3383/4000 [43:29<08:00,  1.28it/s]

train:  43%|████▎     | 16/37 [00:12<00:16,  1.28it/s]
overall:  85%|████████▍ | 3384/4000 [43:30<08:03,  1.27it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.27it/s]
overall:  85%|████████▍ | 3385/4000 [43:31<07:58,  1.29it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.29it/s]
overall:  85%|████████▍ | 3386/4000 [43:32<07:51,  1.30it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.30it/s]
overall:  85%|████████▍ | 3387/4000 [43:32<07:46,  1.32it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.32it/s]
overall:  85%|████████▍ | 3388/4000 [43:33<07:42,  1.32it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.32it/s]
overall:  85%|████████▍ | 3389/4000 [43:34<07:40,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  85%|████████▍ | 3390/4000 [43:35<07:39,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  85%|████████▍ | 3391/4000 [43:35<07:37,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.33it/s]
overall:  85%|████████▍ | 3392/4000 [43:36<07:38,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.32it/s]
overall:  85%|████████▍ | 3393/4000 [43:37<07:37,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  85%|████████▍ | 3394/4000 [43:38<07:34,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  85%|████████▍ | 3395/4000 [43:38<07:33,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.33it/s]
overall:  85%|████████▍ | 3396/4000 [43:39<07:32,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  85%|████████▍ | 3397/4000 [43:40<07:31,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  85%|████████▍ | 3398/4000 [43:41<07:30,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  85%|████████▍ | 3399/4000 [43:41<07:28,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.34it/s]
overall:  85%|████████▌ | 3400/4000 [43:42<07:28,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  85%|████████▌ | 3401/4000 [43:43<08:06,  1.23it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.23it/s]
overall:  85%|████████▌ | 3402/4000 [43:44<07:55,  1.26it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.26it/s]
overall:  85%|████████▌ | 3403/4000 [43:45<07:45,  1.28it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.28it/s]
overall:  85%|████████▌ | 3404/4000 [43:45<07:19,  1.35it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.35it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.28it/s]
train loss: 1.1461175680160522
train acc: 0.6659919023513794
train loss: 1.1605291366577148
train acc: 0.671999990940094
train loss: 1.1684350967407227
train acc: 0.6629999876022339
train loss: 1.1945762634277344
train acc: 0.6370000243186951


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  85%|████████▌ | 3405/4000 [43:47<09:51,  1.01it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall:  85%|████████▌ | 3406/4000 [43:48<09:09,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall:  85%|████████▌ | 3407/4000 [43:48<08:37,  1.15it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  85%|████████▌ | 3408/4000 [43:49<08:16,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  85%|████████▌ | 3409/4000 [43:50<07:58,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  85%|████████▌ | 3410/4000 [43:51<07:49,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  85%|████████▌ | 3411/4000 [43:51<07:42,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  85%|████████▌ | 3412/4000 [43:52<07:34,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  85%|████████▌ | 3413/4000 [43:53<07:29,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  85%|████████▌ | 3414/4000 [43:54<07:26,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  85%|████████▌ | 3415/4000 [43:54<07:22,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  85%|████████▌ | 3416/4000 [43:55<07:21,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  85%|████████▌ | 3417/4000 [43:56<07:23,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  85%|████████▌ | 3418/4000 [43:57<07:21,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  85%|████████▌ | 3419/4000 [43:57<07:18,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  86%|████████▌ | 3420/4000 [43:58<07:16,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  86%|████████▌ | 3421/4000 [43:59<07:15,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  86%|████████▌ | 3422/4000 [44:00<07:15,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  86%|████████▌ | 3423/4000 [44:00<07:12,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  86%|████████▌ | 3424/4000 [44:01<07:10,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  86%|████████▌ | 3425/4000 [44:02<07:09,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  86%|████████▌ | 3426/4000 [44:03<07:08,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  86%|████████▌ | 3427/4000 [44:03<07:06,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  86%|████████▌ | 3428/4000 [44:04<07:05,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  86%|████████▌ | 3429/4000 [44:05<07:08,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.33it/s]
overall:  86%|████████▌ | 3430/4000 [44:06<07:06,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  86%|████████▌ | 3431/4000 [44:06<07:05,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  86%|████████▌ | 3432/4000 [44:07<07:04,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  86%|████████▌ | 3433/4000 [44:08<07:02,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  86%|████████▌ | 3434/4000 [44:09<07:06,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  86%|████████▌ | 3435/4000 [44:09<07:05,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  86%|████████▌ | 3436/4000 [44:10<07:02,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  86%|████████▌ | 3437/4000 [44:11<06:59,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  86%|████████▌ | 3438/4000 [44:12<06:58,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  86%|████████▌ | 3439/4000 [44:12<06:57,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  86%|████████▌ | 3440/4000 [44:13<06:57,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  86%|████████▌ | 3441/4000 [44:14<06:39,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.2190624475479126
train acc: 0.6386639475822449
train loss: 1.1454877853393555
train acc: 0.6539999842643738
train loss: 1.1802574396133423
train acc: 0.6660000085830688
train loss: 1.1644258499145508
train acc: 0.6629999876022339


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  86%|████████▌ | 3442/4000 [44:15<09:16,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:  86%|████████▌ | 3443/4000 [44:16<08:33,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  86%|████████▌ | 3444/4000 [44:17<08:03,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  86%|████████▌ | 3445/4000 [44:18<07:41,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  86%|████████▌ | 3446/4000 [44:18<07:25,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  86%|████████▌ | 3447/4000 [44:19<07:17,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  86%|████████▌ | 3448/4000 [44:20<07:10,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  86%|████████▌ | 3449/4000 [44:21<07:04,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  86%|████████▋ | 3450/4000 [44:21<07:00,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  86%|████████▋ | 3451/4000 [44:22<06:58,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  86%|████████▋ | 3452/4000 [44:23<06:55,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  86%|████████▋ | 3453/4000 [44:24<06:51,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  86%|████████▋ | 3454/4000 [44:24<06:51,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  86%|████████▋ | 3455/4000 [44:25<06:49,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  86%|████████▋ | 3456/4000 [44:26<06:46,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  86%|████████▋ | 3457/4000 [44:27<06:44,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  86%|████████▋ | 3458/4000 [44:27<06:42,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  86%|████████▋ | 3459/4000 [44:28<06:42,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  86%|████████▋ | 3460/4000 [44:29<06:42,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  87%|████████▋ | 3461/4000 [44:30<06:42,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  87%|████████▋ | 3462/4000 [44:30<06:41,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  87%|████████▋ | 3463/4000 [44:31<06:40,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  87%|████████▋ | 3464/4000 [44:32<06:39,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  87%|████████▋ | 3465/4000 [44:33<06:38,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  87%|████████▋ | 3466/4000 [44:33<06:39,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  87%|████████▋ | 3467/4000 [44:34<06:38,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  87%|████████▋ | 3468/4000 [44:35<06:37,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  87%|████████▋ | 3469/4000 [44:35<06:36,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  87%|████████▋ | 3470/4000 [44:36<06:35,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  87%|████████▋ | 3471/4000 [44:37<06:34,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  87%|████████▋ | 3472/4000 [44:38<06:34,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  87%|████████▋ | 3473/4000 [44:38<06:33,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  87%|████████▋ | 3474/4000 [44:39<06:32,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  87%|████████▋ | 3475/4000 [44:40<06:31,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  87%|████████▋ | 3476/4000 [44:41<06:31,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  87%|████████▋ | 3477/4000 [44:41<06:29,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  87%|████████▋ | 3478/4000 [44:42<06:11,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.194917917251587
train acc: 0.6629554629325867
train loss: 1.16253662109375
train acc: 0.6610000133514404
train loss: 1.1922645568847656
train acc: 0.6430000066757202


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  87%|████████▋ | 3479/4000 [44:44<08:39,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  87%|████████▋ | 3480/4000 [44:45<08:01,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  87%|████████▋ | 3481/4000 [44:45<07:31,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  87%|████████▋ | 3482/4000 [44:46<07:11,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  87%|████████▋ | 3483/4000 [44:47<06:57,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  87%|████████▋ | 3484/4000 [44:47<06:46,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  87%|████████▋ | 3485/4000 [44:48<06:39,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.29it/s]
overall:  87%|████████▋ | 3486/4000 [44:49<06:33,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  87%|████████▋ | 3487/4000 [44:50<06:30,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  87%|████████▋ | 3488/4000 [44:50<06:28,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  87%|████████▋ | 3489/4000 [44:51<06:25,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  87%|████████▋ | 3490/4000 [44:52<06:23,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  87%|████████▋ | 3491/4000 [44:53<06:24,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  87%|████████▋ | 3492/4000 [44:53<06:23,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  87%|████████▋ | 3493/4000 [44:54<06:20,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  87%|████████▋ | 3494/4000 [44:55<06:18,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  87%|████████▋ | 3495/4000 [44:56<06:16,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  87%|████████▋ | 3496/4000 [44:56<06:15,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  87%|████████▋ | 3497/4000 [44:57<06:14,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  87%|████████▋ | 3498/4000 [44:58<06:13,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  87%|████████▋ | 3499/4000 [44:59<06:11,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  88%|████████▊ | 3500/4000 [44:59<06:12,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  88%|████████▊ | 3501/4000 [45:00<06:11,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  88%|████████▊ | 3502/4000 [45:01<06:10,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  88%|████████▊ | 3503/4000 [45:02<06:11,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  88%|████████▊ | 3504/4000 [45:02<06:11,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  88%|████████▊ | 3505/4000 [45:03<06:09,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  88%|████████▊ | 3506/4000 [45:04<06:08,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  88%|████████▊ | 3507/4000 [45:05<06:06,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  88%|████████▊ | 3508/4000 [45:05<06:05,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  88%|████████▊ | 3509/4000 [45:06<06:04,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.35it/s]
overall:  88%|████████▊ | 3510/4000 [45:07<06:03,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  88%|████████▊ | 3511/4000 [45:08<06:03,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  88%|████████▊ | 3512/4000 [45:08<06:03,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  88%|████████▊ | 3513/4000 [45:09<06:02,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  88%|████████▊ | 3514/4000 [45:10<06:00,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  88%|████████▊ | 3515/4000 [45:10<05:44,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.157558560371399
train acc: 0.6508097052574158
train loss: 1.1591198444366455
train acc: 0.6700000166893005
train loss: 1.16716730594635
train acc: 0.6690000295639038
train loss: 1.1887180805206299
train acc: 0.6399999856948853


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  88%|████████▊ | 3516/4000 [45:12<07:53,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.50s/it]
overall:  88%|████████▊ | 3517/4000 [45:13<07:21,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.07s/it]
overall:  88%|████████▊ | 3518/4000 [45:14<06:57,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  88%|████████▊ | 3519/4000 [45:14<06:40,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  88%|████████▊ | 3520/4000 [45:15<06:29,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  88%|████████▊ | 3521/4000 [45:16<06:19,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  88%|████████▊ | 3522/4000 [45:17<06:13,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  88%|████████▊ | 3523/4000 [45:17<06:08,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  88%|████████▊ | 3524/4000 [45:18<06:06,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  88%|████████▊ | 3525/4000 [45:19<06:03,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  88%|████████▊ | 3526/4000 [45:20<06:00,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  88%|████████▊ | 3527/4000 [45:20<05:58,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  88%|████████▊ | 3528/4000 [45:21<05:56,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  88%|████████▊ | 3529/4000 [45:22<05:57,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  88%|████████▊ | 3530/4000 [45:23<05:55,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  88%|████████▊ | 3531/4000 [45:23<06:02,  1.29it/s]

train:  43%|████▎     | 16/37 [00:12<00:16,  1.29it/s]
overall:  88%|████████▊ | 3532/4000 [45:24<06:04,  1.28it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.28it/s]
overall:  88%|████████▊ | 3533/4000 [45:25<06:04,  1.28it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.28it/s]
overall:  88%|████████▊ | 3534/4000 [45:26<06:08,  1.27it/s]

train:  51%|█████▏    | 19/37 [00:15<00:14,  1.27it/s]
overall:  88%|████████▊ | 3535/4000 [45:27<06:07,  1.27it/s]

train:  54%|█████▍    | 20/37 [00:16<00:13,  1.27it/s]
overall:  88%|████████▊ | 3536/4000 [45:27<06:08,  1.26it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.26it/s]
overall:  88%|████████▊ | 3537/4000 [45:28<06:08,  1.26it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.26it/s]
overall:  88%|████████▊ | 3538/4000 [45:29<06:08,  1.26it/s]

train:  62%|██████▏   | 23/37 [00:18<00:11,  1.26it/s]
overall:  88%|████████▊ | 3539/4000 [45:30<06:04,  1.26it/s]

train:  65%|██████▍   | 24/37 [00:19<00:10,  1.26it/s]
overall:  88%|████████▊ | 3540/4000 [45:31<06:04,  1.26it/s]

train:  68%|██████▊   | 25/37 [00:20<00:09,  1.26it/s]
overall:  89%|████████▊ | 3541/4000 [45:31<06:06,  1.25it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.25it/s]
overall:  89%|████████▊ | 3542/4000 [45:32<06:03,  1.26it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.26it/s]
overall:  89%|████████▊ | 3543/4000 [45:33<05:58,  1.27it/s]

train:  76%|███████▌  | 28/37 [00:22<00:07,  1.27it/s]
overall:  89%|████████▊ | 3544/4000 [45:34<05:57,  1.28it/s]

train:  78%|███████▊  | 29/37 [00:23<00:06,  1.28it/s]
overall:  89%|████████▊ | 3545/4000 [45:35<05:54,  1.28it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.28it/s]
overall:  89%|████████▊ | 3546/4000 [45:35<05:55,  1.28it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.28it/s]
overall:  89%|████████▊ | 3547/4000 [45:36<05:53,  1.28it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.28it/s]
overall:  89%|████████▊ | 3548/4000 [45:37<05:52,  1.28it/s]

train:  89%|████████▉ | 33/37 [00:26<00:03,  1.28it/s]
overall:  89%|████████▊ | 3549/4000 [45:38<05:51,  1.28it/s]

train:  92%|█████████▏| 34/37 [00:27<00:02,  1.28it/s]
overall:  89%|████████▉ | 3550/4000 [45:38<05:49,  1.29it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.29it/s]
overall:  89%|████████▉ | 3551/4000 [45:39<05:52,  1.28it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.27it/s]
overall:  89%|████████▉ | 3552/4000 [45:40<05:35,  1.33it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.33it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.26it/s]
train loss: 1.1854184865951538
train acc: 0.6528339982032776
train loss: 1.2096154689788818
train acc: 0.6489999890327454
train loss: 1.1602203845977783
train acc: 0.6629999876022339
train loss: 1.1542367935180664
train acc: 0.6710000038146973


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  89%|████████▉ | 3553/4000 [45:42<08:11,  1.10s/it]

train:   3%|▎         | 1/37 [00:01<01:04,  1.79s/it]
overall:  89%|████████▉ | 3554/4000 [45:43<07:37,  1.03s/it]

train:   5%|▌         | 2/37 [00:02<00:43,  1.24s/it]
overall:  89%|████████▉ | 3555/4000 [45:43<07:02,  1.05it/s]

train:   8%|▊         | 3/37 [00:03<00:34,  1.02s/it]
overall:  89%|████████▉ | 3556/4000 [45:44<06:38,  1.11it/s]

train:  11%|█         | 4/37 [00:04<00:30,  1.08it/s]
overall:  89%|████████▉ | 3557/4000 [45:45<06:20,  1.16it/s]

train:  14%|█▎        | 5/37 [00:04<00:27,  1.15it/s]
overall:  89%|████████▉ | 3558/4000 [45:46<06:04,  1.21it/s]

train:  16%|█▌        | 6/37 [00:05<00:25,  1.21it/s]
overall:  89%|████████▉ | 3559/4000 [45:46<05:52,  1.25it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.25it/s]
overall:  89%|████████▉ | 3560/4000 [45:47<05:45,  1.27it/s]

train:  22%|██▏       | 8/37 [00:07<00:22,  1.27it/s]
overall:  89%|████████▉ | 3561/4000 [45:48<05:39,  1.29it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.29it/s]
overall:  89%|████████▉ | 3562/4000 [45:49<05:35,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  89%|████████▉ | 3563/4000 [45:49<05:30,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  89%|████████▉ | 3564/4000 [45:50<05:29,  1.32it/s]

train:  32%|███▏      | 12/37 [00:10<00:18,  1.33it/s]
overall:  89%|████████▉ | 3565/4000 [45:51<05:29,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  89%|████████▉ | 3566/4000 [45:52<05:28,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  89%|████████▉ | 3567/4000 [45:52<05:26,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  89%|████████▉ | 3568/4000 [45:53<05:24,  1.33it/s]

train:  43%|████▎     | 16/37 [00:13<00:15,  1.33it/s]
overall:  89%|████████▉ | 3569/4000 [45:54<05:21,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  89%|████████▉ | 3570/4000 [45:55<05:20,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  89%|████████▉ | 3571/4000 [45:55<05:19,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  89%|████████▉ | 3572/4000 [45:56<05:18,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.34it/s]
overall:  89%|████████▉ | 3573/4000 [45:57<05:16,  1.35it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.35it/s]
overall:  89%|████████▉ | 3574/4000 [45:58<05:15,  1.35it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.35it/s]
overall:  89%|████████▉ | 3575/4000 [45:58<05:14,  1.35it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.35it/s]
overall:  89%|████████▉ | 3576/4000 [45:59<05:14,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.35it/s]
overall:  89%|████████▉ | 3577/4000 [46:00<05:15,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  89%|████████▉ | 3578/4000 [46:01<05:16,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  89%|████████▉ | 3579/4000 [46:01<05:14,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  90%|████████▉ | 3580/4000 [46:02<05:21,  1.31it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.31it/s]
overall:  90%|████████▉ | 3581/4000 [46:03<05:21,  1.30it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.30it/s]
overall:  90%|████████▉ | 3582/4000 [46:04<05:21,  1.30it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.30it/s]
overall:  90%|████████▉ | 3583/4000 [46:05<05:20,  1.30it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.30it/s]
overall:  90%|████████▉ | 3584/4000 [46:05<05:21,  1.30it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.30it/s]
overall:  90%|████████▉ | 3585/4000 [46:06<05:21,  1.29it/s]

train:  89%|████████▉ | 33/37 [00:26<00:03,  1.29it/s]
overall:  90%|████████▉ | 3586/4000 [46:07<05:22,  1.28it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.28it/s]
overall:  90%|████████▉ | 3587/4000 [46:08<05:21,  1.28it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.28it/s]
overall:  90%|████████▉ | 3588/4000 [46:08<05:24,  1.27it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.27it/s]
overall:  90%|████████▉ | 3589/4000 [46:09<05:08,  1.33it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.33it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.27it/s]
train loss: 1.1495935916900635
train acc: 0.6629554629325867
train loss: 1.1536483764648438
train acc: 0.6710000038146973
train loss: 1.194761037826538
train acc: 0.6399999856948853


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  90%|████████▉ | 3590/4000 [46:11<07:32,  1.10s/it]

train:   3%|▎         | 1/37 [00:01<01:04,  1.79s/it]
overall:  90%|████████▉ | 3591/4000 [46:12<06:50,  1.00s/it]

train:   5%|▌         | 2/37 [00:02<00:41,  1.19s/it]
overall:  90%|████████▉ | 3592/4000 [46:13<06:20,  1.07it/s]

train:   8%|▊         | 3/37 [00:03<00:33,  1.00it/s]
overall:  90%|████████▉ | 3593/4000 [46:13<06:01,  1.12it/s]

train:  11%|█         | 4/37 [00:04<00:30,  1.09it/s]
overall:  90%|████████▉ | 3594/4000 [46:14<05:47,  1.17it/s]

train:  14%|█▎        | 5/37 [00:04<00:27,  1.16it/s]
overall:  90%|████████▉ | 3595/4000 [46:15<05:36,  1.21it/s]

train:  16%|█▌        | 6/37 [00:05<00:25,  1.20it/s]
overall:  90%|████████▉ | 3596/4000 [46:16<05:28,  1.23it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.23it/s]
overall:  90%|████████▉ | 3597/4000 [46:16<05:23,  1.25it/s]

train:  22%|██▏       | 8/37 [00:07<00:23,  1.25it/s]
overall:  90%|████████▉ | 3598/4000 [46:17<05:16,  1.27it/s]

train:  24%|██▍       | 9/37 [00:07<00:22,  1.27it/s]
overall:  90%|████████▉ | 3599/4000 [46:18<05:11,  1.29it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.29it/s]
overall:  90%|█████████ | 3600/4000 [46:19<05:07,  1.30it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.30it/s]
overall:  90%|█████████ | 3601/4000 [46:19<05:05,  1.31it/s]

train:  32%|███▏      | 12/37 [00:10<00:19,  1.31it/s]
overall:  90%|█████████ | 3602/4000 [46:20<05:08,  1.29it/s]

train:  35%|███▌      | 13/37 [00:11<00:18,  1.29it/s]
overall:  90%|█████████ | 3603/4000 [46:21<05:04,  1.30it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.31it/s]
overall:  90%|█████████ | 3604/4000 [46:22<05:00,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  90%|█████████ | 3605/4000 [46:23<04:58,  1.32it/s]

train:  43%|████▎     | 16/37 [00:13<00:15,  1.32it/s]
overall:  90%|█████████ | 3606/4000 [46:23<04:56,  1.33it/s]

train:  46%|████▌     | 17/37 [00:14<00:15,  1.33it/s]
overall:  90%|█████████ | 3607/4000 [46:24<04:55,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  90%|█████████ | 3608/4000 [46:25<04:54,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  90%|█████████ | 3609/4000 [46:26<04:52,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.34it/s]
overall:  90%|█████████ | 3610/4000 [46:26<04:51,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  90%|█████████ | 3611/4000 [46:27<04:51,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  90%|█████████ | 3612/4000 [46:28<04:49,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  90%|█████████ | 3613/4000 [46:28<04:48,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.34it/s]
overall:  90%|█████████ | 3614/4000 [46:29<04:52,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:20<00:09,  1.32it/s]
overall:  90%|█████████ | 3615/4000 [46:30<04:49,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  90%|█████████ | 3616/4000 [46:31<04:48,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  90%|█████████ | 3617/4000 [46:32<04:47,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.33it/s]
overall:  90%|█████████ | 3618/4000 [46:32<04:46,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.33it/s]
overall:  90%|█████████ | 3619/4000 [46:33<04:45,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  90%|█████████ | 3620/4000 [46:34<04:49,  1.31it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.31it/s]
overall:  91%|█████████ | 3621/4000 [46:35<04:50,  1.31it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.31it/s]
overall:  91%|█████████ | 3622/4000 [46:35<04:47,  1.31it/s]

train:  89%|████████▉ | 33/37 [00:26<00:03,  1.31it/s]
overall:  91%|█████████ | 3623/4000 [46:36<04:47,  1.31it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.31it/s]
overall:  91%|█████████ | 3624/4000 [46:37<04:50,  1.30it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.30it/s]
overall:  91%|█████████ | 3625/4000 [46:38<04:50,  1.29it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.29it/s]
overall:  91%|█████████ | 3626/4000 [46:38<04:37,  1.35it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.35it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.27it/s]
train loss: 1.1507573127746582
train acc: 0.6791498064994812
train loss: 1.175820231437683
train acc: 0.6589999794960022
train loss: 1.1539671421051025
train acc: 0.6579999923706055
train loss: 1.199260950088501
train acc: 0.6510000228881836


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  91%|█████████ | 3627/4000 [46:40<06:40,  1.07s/it]

train:   3%|▎         | 1/37 [00:01<01:01,  1.72s/it]
overall:  91%|█████████ | 3628/4000 [46:41<06:07,  1.01it/s]

train:   5%|▌         | 2/37 [00:02<00:40,  1.17s/it]
overall:  91%|█████████ | 3629/4000 [46:42<05:45,  1.07it/s]

train:   8%|▊         | 3/37 [00:03<00:33,  1.00it/s]
overall:  91%|█████████ | 3630/4000 [46:43<05:27,  1.13it/s]

train:  11%|█         | 4/37 [00:04<00:30,  1.10it/s]
overall:  91%|█████████ | 3631/4000 [46:43<05:14,  1.17it/s]

train:  14%|█▎        | 5/37 [00:04<00:27,  1.16it/s]
overall:  91%|█████████ | 3632/4000 [46:44<05:08,  1.19it/s]

train:  16%|█▌        | 6/37 [00:05<00:26,  1.19it/s]
overall:  91%|█████████ | 3633/4000 [46:45<04:59,  1.23it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.22it/s]
overall:  91%|█████████ | 3634/4000 [46:46<04:53,  1.25it/s]

train:  22%|██▏       | 8/37 [00:07<00:23,  1.25it/s]
overall:  91%|█████████ | 3635/4000 [46:46<04:47,  1.27it/s]

train:  24%|██▍       | 9/37 [00:07<00:22,  1.27it/s]
overall:  91%|█████████ | 3636/4000 [46:47<04:51,  1.25it/s]

train:  27%|██▋       | 10/37 [00:08<00:21,  1.25it/s]
overall:  91%|█████████ | 3637/4000 [46:48<04:47,  1.26it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.26it/s]
overall:  91%|█████████ | 3638/4000 [46:49<04:46,  1.27it/s]

train:  32%|███▏      | 12/37 [00:10<00:19,  1.27it/s]
overall:  91%|█████████ | 3639/4000 [46:50<04:56,  1.22it/s]

train:  35%|███▌      | 13/37 [00:11<00:19,  1.22it/s]
overall:  91%|█████████ | 3640/4000 [46:50<04:49,  1.24it/s]

train:  38%|███▊      | 14/37 [00:12<00:18,  1.24it/s]
overall:  91%|█████████ | 3641/4000 [46:51<04:44,  1.26it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.26it/s]
overall:  91%|█████████ | 3642/4000 [46:52<04:39,  1.28it/s]

train:  43%|████▎     | 16/37 [00:13<00:16,  1.28it/s]
overall:  91%|█████████ | 3643/4000 [46:53<04:35,  1.29it/s]

train:  46%|████▌     | 17/37 [00:14<00:15,  1.29it/s]
overall:  91%|█████████ | 3644/4000 [46:53<04:32,  1.31it/s]

train:  49%|████▊     | 18/37 [00:15<00:14,  1.31it/s]
overall:  91%|█████████ | 3645/4000 [46:54<04:29,  1.32it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.32it/s]
overall:  91%|█████████ | 3646/4000 [46:55<04:28,  1.32it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.32it/s]
overall:  91%|█████████ | 3647/4000 [46:56<04:25,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:17<00:12,  1.33it/s]
overall:  91%|█████████ | 3648/4000 [46:56<04:24,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:18<00:11,  1.33it/s]
overall:  91%|█████████ | 3649/4000 [46:57<04:23,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  91%|█████████▏| 3650/4000 [46:58<04:22,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.34it/s]
overall:  91%|█████████▏| 3651/4000 [46:59<04:23,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:20<00:09,  1.32it/s]
overall:  91%|█████████▏| 3652/4000 [46:59<04:21,  1.33it/s]

train:  70%|███████   | 26/37 [00:21<00:08,  1.33it/s]
overall:  91%|█████████▏| 3653/4000 [47:00<04:21,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  91%|█████████▏| 3654/4000 [47:01<04:20,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.33it/s]
overall:  91%|█████████▏| 3655/4000 [47:02<04:19,  1.33it/s]

train:  78%|███████▊  | 29/37 [00:23<00:06,  1.33it/s]
overall:  91%|█████████▏| 3656/4000 [47:02<04:18,  1.33it/s]

train:  81%|████████  | 30/37 [00:24<00:05,  1.33it/s]
overall:  91%|█████████▏| 3657/4000 [47:03<04:16,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  91%|█████████▏| 3658/4000 [47:04<04:15,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.34it/s]
overall:  91%|█████████▏| 3659/4000 [47:05<04:15,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:26<00:02,  1.33it/s]
overall:  92%|█████████▏| 3660/4000 [47:05<04:15,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:27<00:02,  1.33it/s]
overall:  92%|█████████▏| 3661/4000 [47:06<04:14,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  92%|█████████▏| 3662/4000 [47:07<04:16,  1.32it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.32it/s]
overall:  92%|█████████▏| 3663/4000 [47:08<04:07,  1.36it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.36it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.26it/s]
train loss: 1.1785703897476196
train acc: 0.6609311699867249
train loss: 1.1878808736801147
train acc: 0.6510000228881836
train loss: 1.1560043096542358
train acc: 0.6779999732971191
train loss: 1.1593372821807861
train acc: 0.6510000228881836


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  92%|█████████▏| 3664/4000 [47:10<06:16,  1.12s/it]

train:   3%|▎         | 1/37 [00:01<01:08,  1.89s/it]
overall:  92%|█████████▏| 3665/4000 [47:10<05:40,  1.02s/it]

train:   5%|▌         | 2/37 [00:02<00:43,  1.24s/it]
overall:  92%|█████████▏| 3666/4000 [47:11<05:16,  1.06it/s]

train:   8%|▊         | 3/37 [00:03<00:35,  1.03s/it]
overall:  92%|█████████▏| 3667/4000 [47:12<04:59,  1.11it/s]

train:  11%|█         | 4/37 [00:04<00:30,  1.07it/s]
overall:  92%|█████████▏| 3668/4000 [47:13<04:46,  1.16it/s]

train:  14%|█▎        | 5/37 [00:05<00:28,  1.14it/s]
overall:  92%|█████████▏| 3669/4000 [47:14<04:39,  1.19it/s]

train:  16%|█▌        | 6/37 [00:05<00:26,  1.18it/s]
overall:  92%|█████████▏| 3670/4000 [47:14<04:32,  1.21it/s]

train:  19%|█▉        | 7/37 [00:06<00:24,  1.21it/s]
overall:  92%|█████████▏| 3671/4000 [47:15<04:27,  1.23it/s]

train:  22%|██▏       | 8/37 [00:07<00:23,  1.23it/s]
overall:  92%|█████████▏| 3672/4000 [47:16<04:22,  1.25it/s]

train:  24%|██▍       | 9/37 [00:08<00:22,  1.25it/s]
overall:  92%|█████████▏| 3673/4000 [47:17<04:22,  1.25it/s]

train:  27%|██▋       | 10/37 [00:08<00:21,  1.25it/s]
overall:  92%|█████████▏| 3674/4000 [47:18<04:18,  1.26it/s]

train:  30%|██▉       | 11/37 [00:09<00:20,  1.26it/s]
overall:  92%|█████████▏| 3675/4000 [47:18<04:18,  1.26it/s]

train:  32%|███▏      | 12/37 [00:10<00:19,  1.26it/s]
overall:  92%|█████████▏| 3676/4000 [47:19<04:27,  1.21it/s]

train:  35%|███▌      | 13/37 [00:11<00:19,  1.21it/s]
overall:  92%|█████████▏| 3677/4000 [47:20<04:20,  1.24it/s]

train:  38%|███▊      | 14/37 [00:12<00:18,  1.24it/s]
overall:  92%|█████████▏| 3678/4000 [47:21<04:17,  1.25it/s]

train:  41%|████      | 15/37 [00:12<00:17,  1.25it/s]
overall:  92%|█████████▏| 3679/4000 [47:22<04:14,  1.26it/s]

train:  43%|████▎     | 16/37 [00:13<00:16,  1.26it/s]
overall:  92%|█████████▏| 3680/4000 [47:22<04:10,  1.28it/s]

train:  46%|████▌     | 17/37 [00:14<00:15,  1.28it/s]
overall:  92%|█████████▏| 3681/4000 [47:23<04:06,  1.30it/s]

train:  49%|████▊     | 18/37 [00:15<00:14,  1.30it/s]
overall:  92%|█████████▏| 3682/4000 [47:24<04:02,  1.31it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.31it/s]
overall:  92%|█████████▏| 3683/4000 [47:25<03:59,  1.32it/s]

train:  54%|█████▍    | 20/37 [00:16<00:12,  1.32it/s]
overall:  92%|█████████▏| 3684/4000 [47:25<03:57,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:17<00:12,  1.33it/s]
overall:  92%|█████████▏| 3685/4000 [47:26<03:55,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:18<00:11,  1.34it/s]
overall:  92%|█████████▏| 3686/4000 [47:27<03:54,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  92%|█████████▏| 3687/4000 [47:28<03:54,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:19<00:09,  1.34it/s]
overall:  92%|█████████▏| 3688/4000 [47:28<03:55,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:20<00:09,  1.33it/s]
overall:  92%|█████████▏| 3689/4000 [47:29<03:53,  1.33it/s]

train:  70%|███████   | 26/37 [00:21<00:08,  1.33it/s]
overall:  92%|█████████▏| 3690/4000 [47:30<03:52,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  92%|█████████▏| 3691/4000 [47:31<03:51,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.34it/s]
overall:  92%|█████████▏| 3692/4000 [47:31<03:50,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:23<00:05,  1.34it/s]
overall:  92%|█████████▏| 3693/4000 [47:32<03:48,  1.34it/s]

train:  81%|████████  | 30/37 [00:24<00:05,  1.34it/s]
overall:  92%|█████████▏| 3694/4000 [47:33<03:47,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  92%|█████████▏| 3695/4000 [47:34<03:46,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.34it/s]
overall:  92%|█████████▏| 3696/4000 [47:34<03:46,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:26<00:02,  1.34it/s]
overall:  92%|█████████▏| 3697/4000 [47:35<03:45,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:27<00:02,  1.34it/s]
overall:  92%|█████████▏| 3698/4000 [47:36<03:45,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  92%|█████████▏| 3699/4000 [47:36<03:43,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.35it/s]
overall:  92%|█████████▎| 3700/4000 [47:37<03:33,  1.41it/s]

train: 100%|██████████| 37/37 [00:29<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:29<00:00,  1.26it/s]
train loss: 1.174596905708313
train acc: 0.6609311699867249
train loss: 1.1905488967895508
train acc: 0.6600000262260437
train loss: 1.129280924797058
train acc: 0.6840000152587891
train loss: 1.1814302206039429
train acc: 0.6396760940551758


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  93%|█████████▎| 3701/4000 [47:39<04:59,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.57s/it]
overall:  93%|█████████▎| 3702/4000 [47:40<04:36,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  93%|█████████▎| 3703/4000 [47:40<04:18,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  93%|█████████▎| 3704/4000 [47:41<04:06,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  93%|█████████▎| 3705/4000 [47:42<03:57,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  93%|█████████▎| 3706/4000 [47:43<03:50,  1.28it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.27it/s]
overall:  93%|█████████▎| 3707/4000 [47:43<03:47,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  93%|█████████▎| 3708/4000 [47:44<03:43,  1.31it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  93%|█████████▎| 3709/4000 [47:45<03:40,  1.32it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  93%|█████████▎| 3710/4000 [47:45<03:38,  1.33it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.33it/s]
overall:  93%|█████████▎| 3711/4000 [47:46<03:37,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  93%|█████████▎| 3712/4000 [47:47<03:36,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  93%|█████████▎| 3713/4000 [47:48<03:36,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  93%|█████████▎| 3714/4000 [47:49<03:36,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  93%|█████████▎| 3715/4000 [47:49<03:34,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  93%|█████████▎| 3716/4000 [47:50<03:32,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  93%|█████████▎| 3717/4000 [47:51<03:29,  1.35it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.35it/s]
overall:  93%|█████████▎| 3718/4000 [47:51<03:28,  1.35it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.35it/s]
overall:  93%|█████████▎| 3719/4000 [47:52<03:28,  1.35it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.35it/s]
overall:  93%|█████████▎| 3720/4000 [47:53<03:28,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  93%|█████████▎| 3721/4000 [47:54<03:27,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  93%|█████████▎| 3722/4000 [47:54<03:26,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  93%|█████████▎| 3723/4000 [47:55<03:26,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  93%|█████████▎| 3724/4000 [47:56<03:24,  1.35it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.35it/s]
overall:  93%|█████████▎| 3725/4000 [47:57<03:24,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  93%|█████████▎| 3726/4000 [47:57<03:24,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  93%|█████████▎| 3727/4000 [47:58<03:23,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  93%|█████████▎| 3728/4000 [47:59<03:22,  1.35it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.35it/s]
overall:  93%|█████████▎| 3729/4000 [48:00<03:21,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall:  93%|█████████▎| 3730/4000 [48:00<03:20,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall:  93%|█████████▎| 3731/4000 [48:01<03:20,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  93%|█████████▎| 3732/4000 [48:02<03:19,  1.35it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.35it/s]
overall:  93%|█████████▎| 3733/4000 [48:03<03:17,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall:  93%|█████████▎| 3734/4000 [48:03<03:16,  1.35it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.35it/s]
overall:  93%|█████████▎| 3735/4000 [48:04<03:15,  1.35it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.35it/s]
overall:  93%|█████████▎| 3736/4000 [48:05<03:15,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall:  93%|█████████▎| 3737/4000 [48:05<03:05,  1.42it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.42it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.31it/s]
train loss: 1.1809393167495728
train acc: 0.6570000052452087
train loss: 1.1281239986419678
train acc: 0.6930000185966492
train loss: 1.1902023553848267
train acc: 0.6370000243186951


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  93%|█████████▎| 3738/4000 [48:07<04:22,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  93%|█████████▎| 3739/4000 [48:08<04:00,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  94%|█████████▎| 3740/4000 [48:09<03:46,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  94%|█████████▎| 3741/4000 [48:09<03:36,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  94%|█████████▎| 3742/4000 [48:10<03:29,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  94%|█████████▎| 3743/4000 [48:11<03:23,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  94%|█████████▎| 3744/4000 [48:12<03:20,  1.27it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  94%|█████████▎| 3745/4000 [48:12<03:17,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.29it/s]
overall:  94%|█████████▎| 3746/4000 [48:13<03:14,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  94%|█████████▎| 3747/4000 [48:14<03:12,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  94%|█████████▎| 3748/4000 [48:15<03:11,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  94%|█████████▎| 3749/4000 [48:15<03:09,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  94%|█████████▍| 3750/4000 [48:16<03:09,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  94%|█████████▍| 3751/4000 [48:17<03:07,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  94%|█████████▍| 3752/4000 [48:18<03:06,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  94%|█████████▍| 3753/4000 [48:18<03:05,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  94%|█████████▍| 3754/4000 [48:19<03:04,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  94%|█████████▍| 3755/4000 [48:20<03:02,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  94%|█████████▍| 3756/4000 [48:21<03:03,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  94%|█████████▍| 3757/4000 [48:21<03:01,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  94%|█████████▍| 3758/4000 [48:22<03:00,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  94%|█████████▍| 3759/4000 [48:23<02:59,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  94%|█████████▍| 3760/4000 [48:24<02:59,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  94%|█████████▍| 3761/4000 [48:24<02:58,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  94%|█████████▍| 3762/4000 [48:25<02:58,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  94%|█████████▍| 3763/4000 [48:26<02:57,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  94%|█████████▍| 3764/4000 [48:27<02:56,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  94%|█████████▍| 3765/4000 [48:27<02:55,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  94%|█████████▍| 3766/4000 [48:28<02:54,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  94%|█████████▍| 3767/4000 [48:29<02:53,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  94%|█████████▍| 3768/4000 [48:30<02:53,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  94%|█████████▍| 3769/4000 [48:30<02:52,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  94%|█████████▍| 3770/4000 [48:31<02:52,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  94%|█████████▍| 3771/4000 [48:32<02:51,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  94%|█████████▍| 3772/4000 [48:33<02:50,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  94%|█████████▍| 3773/4000 [48:33<02:49,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  94%|█████████▍| 3774/4000 [48:34<02:41,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1552293300628662
train acc: 0.6609311699867249
train loss: 1.1627106666564941
train acc: 0.6600000262260437
train loss: 1.1889718770980835
train acc: 0.6570000052452087
train loss: 1.1745483875274658
train acc: 0.6589999794960022


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  94%|█████████▍| 3775/4000 [48:36<03:39,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  94%|█████████▍| 3776/4000 [48:36<03:23,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:  94%|█████████▍| 3777/4000 [48:37<03:12,  1.16it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:  94%|█████████▍| 3778/4000 [48:38<03:04,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  94%|█████████▍| 3779/4000 [48:39<02:59,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  94%|█████████▍| 3780/4000 [48:39<02:55,  1.25it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  95%|█████████▍| 3781/4000 [48:40<02:51,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  95%|█████████▍| 3782/4000 [48:41<02:48,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  95%|█████████▍| 3783/4000 [48:42<02:46,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  95%|█████████▍| 3784/4000 [48:42<02:44,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  95%|█████████▍| 3785/4000 [48:43<02:43,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  95%|█████████▍| 3786/4000 [48:44<02:42,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  95%|█████████▍| 3787/4000 [48:45<02:42,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  95%|█████████▍| 3788/4000 [48:45<02:41,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  95%|█████████▍| 3789/4000 [48:46<02:39,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  95%|█████████▍| 3790/4000 [48:47<02:38,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  95%|█████████▍| 3791/4000 [48:48<02:38,  1.32it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.32it/s]
overall:  95%|█████████▍| 3792/4000 [48:48<02:37,  1.32it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.32it/s]
overall:  95%|█████████▍| 3793/4000 [48:49<02:36,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  95%|█████████▍| 3794/4000 [48:50<02:35,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  95%|█████████▍| 3795/4000 [48:51<02:33,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall:  95%|█████████▍| 3796/4000 [48:51<02:33,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  95%|█████████▍| 3797/4000 [48:52<02:32,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  95%|█████████▍| 3798/4000 [48:53<02:31,  1.33it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.33it/s]
overall:  95%|█████████▍| 3799/4000 [48:54<02:31,  1.32it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.32it/s]
overall:  95%|█████████▌| 3800/4000 [48:54<02:30,  1.32it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  95%|█████████▌| 3801/4000 [48:55<02:30,  1.33it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.33it/s]
overall:  95%|█████████▌| 3802/4000 [48:56<02:29,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  95%|█████████▌| 3803/4000 [48:57<02:29,  1.32it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.32it/s]
overall:  95%|█████████▌| 3804/4000 [48:57<02:27,  1.33it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.33it/s]
overall:  95%|█████████▌| 3805/4000 [48:58<02:26,  1.33it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.33it/s]
overall:  95%|█████████▌| 3806/4000 [48:59<02:26,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.33it/s]
overall:  95%|█████████▌| 3807/4000 [49:00<02:25,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:03,  1.33it/s]
overall:  95%|█████████▌| 3808/4000 [49:00<02:24,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  95%|█████████▌| 3809/4000 [49:01<02:23,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  95%|█████████▌| 3810/4000 [49:02<02:22,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.33it/s]
overall:  95%|█████████▌| 3811/4000 [49:03<02:15,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.29it/s]
train loss: 1.1264137029647827
train acc: 0.6791498064994812
train loss: 1.1776388883590698
train acc: 0.6399999856948853
train loss: 1.1638267040252686
train acc: 0.6660000085830688
train loss: 1.2068946361541748
train acc: 0.6480000019073486


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  95%|█████████▌| 3812/4000 [49:04<03:04,  1.02it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.48s/it]
overall:  95%|█████████▌| 3813/4000 [49:05<02:51,  1.09it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.06s/it]
overall:  95%|█████████▌| 3814/4000 [49:06<02:40,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]
overall:  95%|█████████▌| 3815/4000 [49:06<02:34,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  95%|█████████▌| 3816/4000 [49:07<02:28,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  95%|█████████▌| 3817/4000 [49:08<02:24,  1.27it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  95%|█████████▌| 3818/4000 [49:09<02:21,  1.29it/s]

train:  19%|█▉        | 7/37 [00:05<00:23,  1.29it/s]
overall:  95%|█████████▌| 3819/4000 [49:09<02:18,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  96%|█████████▌| 3820/4000 [49:10<02:16,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.32it/s]
overall:  96%|█████████▌| 3821/4000 [49:11<02:15,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  96%|█████████▌| 3822/4000 [49:12<02:14,  1.32it/s]

train:  30%|██▉       | 11/37 [00:08<00:19,  1.32it/s]
overall:  96%|█████████▌| 3823/4000 [49:12<02:13,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  96%|█████████▌| 3824/4000 [49:13<02:12,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  96%|█████████▌| 3825/4000 [49:14<02:12,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  96%|█████████▌| 3826/4000 [49:15<02:10,  1.33it/s]

train:  41%|████      | 15/37 [00:11<00:16,  1.33it/s]
overall:  96%|█████████▌| 3827/4000 [49:15<02:10,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  96%|█████████▌| 3828/4000 [49:16<02:09,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  96%|█████████▌| 3829/4000 [49:17<02:08,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  96%|█████████▌| 3830/4000 [49:18<02:07,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:14<00:13,  1.34it/s]
overall:  96%|█████████▌| 3831/4000 [49:18<02:05,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall:  96%|█████████▌| 3832/4000 [49:19<02:05,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  96%|█████████▌| 3833/4000 [49:20<02:04,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  96%|█████████▌| 3834/4000 [49:21<02:03,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:17<00:10,  1.34it/s]
overall:  96%|█████████▌| 3835/4000 [49:21<02:03,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  96%|█████████▌| 3836/4000 [49:22<02:02,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  96%|█████████▌| 3837/4000 [49:23<02:01,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  96%|█████████▌| 3838/4000 [49:24<02:00,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  96%|█████████▌| 3839/4000 [49:24<02:00,  1.33it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.33it/s]
overall:  96%|█████████▌| 3840/4000 [49:25<01:59,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  96%|█████████▌| 3841/4000 [49:26<01:58,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  96%|█████████▌| 3842/4000 [49:27<01:57,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  96%|█████████▌| 3843/4000 [49:27<01:57,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  96%|█████████▌| 3844/4000 [49:28<01:56,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  96%|█████████▌| 3845/4000 [49:29<01:55,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  96%|█████████▌| 3846/4000 [49:30<01:54,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  96%|█████████▌| 3847/4000 [49:30<01:54,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  96%|█████████▌| 3848/4000 [49:31<01:48,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1270745992660522
train acc: 0.6629554629325867
train loss: 1.204507827758789
train acc: 0.6549999713897705
train loss: 1.2021818161010742
train acc: 0.6520000100135803


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  96%|█████████▌| 3849/4000 [49:33<02:30,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  96%|█████████▋| 3850/4000 [49:33<02:18,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  96%|█████████▋| 3851/4000 [49:34<02:10,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  96%|█████████▋| 3852/4000 [49:35<02:04,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  96%|█████████▋| 3853/4000 [49:36<01:59,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.21it/s]
overall:  96%|█████████▋| 3854/4000 [49:36<01:55,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  96%|█████████▋| 3855/4000 [49:37<01:53,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  96%|█████████▋| 3856/4000 [49:38<01:50,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  96%|█████████▋| 3857/4000 [49:39<01:49,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  96%|█████████▋| 3858/4000 [49:39<01:47,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  96%|█████████▋| 3859/4000 [49:40<01:46,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  96%|█████████▋| 3860/4000 [49:41<01:45,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  97%|█████████▋| 3861/4000 [49:42<01:45,  1.31it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.31it/s]
overall:  97%|█████████▋| 3862/4000 [49:42<01:44,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  97%|█████████▋| 3863/4000 [49:43<01:42,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  97%|█████████▋| 3864/4000 [49:44<01:42,  1.33it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.33it/s]
overall:  97%|█████████▋| 3865/4000 [49:45<01:41,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  97%|█████████▋| 3866/4000 [49:45<01:40,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  97%|█████████▋| 3867/4000 [49:46<01:39,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  97%|█████████▋| 3868/4000 [49:47<01:38,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  97%|█████████▋| 3869/4000 [49:48<01:38,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  97%|█████████▋| 3870/4000 [49:48<01:37,  1.34it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.34it/s]
overall:  97%|█████████▋| 3871/4000 [49:49<01:36,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall:  97%|█████████▋| 3872/4000 [49:50<01:35,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  97%|█████████▋| 3873/4000 [49:51<01:35,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall:  97%|█████████▋| 3874/4000 [49:51<01:34,  1.33it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.33it/s]
overall:  97%|█████████▋| 3875/4000 [49:52<01:33,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall:  97%|█████████▋| 3876/4000 [49:53<01:32,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  97%|█████████▋| 3877/4000 [49:54<01:31,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  97%|█████████▋| 3878/4000 [49:54<01:31,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  97%|█████████▋| 3879/4000 [49:55<01:30,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.34it/s]
overall:  97%|█████████▋| 3880/4000 [49:56<01:29,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  97%|█████████▋| 3881/4000 [49:57<01:29,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:  97%|█████████▋| 3882/4000 [49:57<01:28,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  97%|█████████▋| 3883/4000 [49:58<01:27,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.34it/s]
overall:  97%|█████████▋| 3884/4000 [49:59<01:26,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  97%|█████████▋| 3885/4000 [50:00<01:22,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1442395448684692
train acc: 0.6710526347160339
train loss: 1.1462215185165405
train acc: 0.6629999876022339
train loss: 1.1455066204071045
train acc: 0.6779999732971191
train loss: 1.1748133897781372
train acc: 0.6610000133514404


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  97%|█████████▋| 3886/4000 [50:01<01:53,  1.00it/s]

train:   3%|▎         | 1/37 [00:01<00:56,  1.56s/it]
overall:  97%|█████████▋| 3887/4000 [50:02<01:44,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.09s/it]
overall:  97%|█████████▋| 3888/4000 [50:03<01:38,  1.14it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  97%|█████████▋| 3889/4000 [50:03<01:33,  1.19it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  97%|█████████▋| 3890/4000 [50:04<01:29,  1.23it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  97%|█████████▋| 3891/4000 [50:05<01:26,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.25it/s]
overall:  97%|█████████▋| 3892/4000 [50:06<01:24,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.27it/s]
overall:  97%|█████████▋| 3893/4000 [50:07<01:23,  1.29it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.28it/s]
overall:  97%|█████████▋| 3894/4000 [50:07<01:21,  1.30it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.30it/s]
overall:  97%|█████████▋| 3895/4000 [50:08<01:20,  1.31it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.31it/s]
overall:  97%|█████████▋| 3896/4000 [50:09<01:19,  1.31it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.31it/s]
overall:  97%|█████████▋| 3897/4000 [50:10<01:18,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:19,  1.32it/s]
overall:  97%|█████████▋| 3898/4000 [50:10<01:17,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  97%|█████████▋| 3899/4000 [50:11<01:16,  1.32it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.32it/s]
overall:  98%|█████████▊| 3900/4000 [50:12<01:15,  1.32it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.32it/s]
overall:  98%|█████████▊| 3901/4000 [50:13<01:14,  1.32it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.32it/s]
overall:  98%|█████████▊| 3902/4000 [50:13<01:13,  1.33it/s]

train:  46%|████▌     | 17/37 [00:13<00:15,  1.33it/s]
overall:  98%|█████████▊| 3903/4000 [50:14<01:13,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  98%|█████████▊| 3904/4000 [50:15<01:11,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  98%|█████████▊| 3905/4000 [50:16<01:12,  1.31it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.31it/s]
overall:  98%|█████████▊| 3906/4000 [50:16<01:11,  1.31it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.31it/s]
overall:  98%|█████████▊| 3907/4000 [50:17<01:11,  1.31it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.31it/s]
overall:  98%|█████████▊| 3908/4000 [50:18<01:10,  1.30it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.30it/s]
overall:  98%|█████████▊| 3909/4000 [50:19<01:10,  1.29it/s]

train:  65%|██████▍   | 24/37 [00:19<00:10,  1.29it/s]
overall:  98%|█████████▊| 3910/4000 [50:19<01:10,  1.28it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.28it/s]
overall:  98%|█████████▊| 3911/4000 [50:20<01:09,  1.28it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.28it/s]
overall:  98%|█████████▊| 3912/4000 [50:21<01:08,  1.28it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.29it/s]
overall:  98%|█████████▊| 3913/4000 [50:22<01:07,  1.29it/s]

train:  76%|███████▌  | 28/37 [00:22<00:06,  1.29it/s]
overall:  98%|█████████▊| 3914/4000 [50:23<01:05,  1.31it/s]

train:  78%|███████▊  | 29/37 [00:22<00:06,  1.31it/s]
overall:  98%|█████████▊| 3915/4000 [50:23<01:04,  1.31it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.31it/s]
overall:  98%|█████████▊| 3916/4000 [50:24<01:03,  1.32it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.32it/s]
overall:  98%|█████████▊| 3917/4000 [50:25<01:02,  1.33it/s]

train:  86%|████████▋ | 32/37 [00:25<00:03,  1.33it/s]
overall:  98%|█████████▊| 3918/4000 [50:26<01:01,  1.33it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.33it/s]
overall:  98%|█████████▊| 3919/4000 [50:26<01:00,  1.33it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.33it/s]
overall:  98%|█████████▊| 3920/4000 [50:27<00:59,  1.33it/s]

train:  95%|█████████▍| 35/37 [00:27<00:01,  1.33it/s]
overall:  98%|█████████▊| 3921/4000 [50:28<00:59,  1.33it/s]

train:  97%|█████████▋| 36/37 [00:28<00:00,  1.33it/s]
overall:  98%|█████████▊| 3922/4000 [50:28<00:56,  1.39it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.39it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.28it/s]
train loss: 1.155843734741211
train acc: 0.6619433164596558
train loss: 1.1315224170684814
train acc: 0.6669999957084656
train loss: 1.1923911571502686
train acc: 0.6639999747276306
train loss: 1.1719831228256226
train acc: 0.6520000100135803


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  98%|█████████▊| 3923/4000 [50:30<01:17,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:55,  1.55s/it]
overall:  98%|█████████▊| 3924/4000 [50:31<01:10,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:37,  1.08s/it]
overall:  98%|█████████▊| 3925/4000 [50:32<01:05,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.08it/s]
overall:  98%|█████████▊| 3926/4000 [50:32<01:01,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.17it/s]
overall:  98%|█████████▊| 3927/4000 [50:33<00:58,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.23it/s]
overall:  98%|█████████▊| 3928/4000 [50:34<00:57,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  98%|█████████▊| 3929/4000 [50:35<00:55,  1.29it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  98%|█████████▊| 3930/4000 [50:35<00:53,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  98%|█████████▊| 3931/4000 [50:36<00:52,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  98%|█████████▊| 3932/4000 [50:37<00:51,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  98%|█████████▊| 3933/4000 [50:38<00:50,  1.33it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.33it/s]
overall:  98%|█████████▊| 3934/4000 [50:38<00:49,  1.33it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.33it/s]
overall:  98%|█████████▊| 3935/4000 [50:39<00:49,  1.33it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.33it/s]
overall:  98%|█████████▊| 3936/4000 [50:40<00:48,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  98%|█████████▊| 3937/4000 [50:41<00:47,  1.33it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.33it/s]
overall:  98%|█████████▊| 3938/4000 [50:41<00:46,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  98%|█████████▊| 3939/4000 [50:42<00:45,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  98%|█████████▊| 3940/4000 [50:43<00:44,  1.33it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.33it/s]
overall:  99%|█████████▊| 3941/4000 [50:44<00:44,  1.33it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.33it/s]
overall:  99%|█████████▊| 3942/4000 [50:44<00:43,  1.33it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.33it/s]
overall:  99%|█████████▊| 3943/4000 [50:45<00:42,  1.34it/s]

train:  57%|█████▋    | 21/37 [00:16<00:11,  1.34it/s]
overall:  99%|█████████▊| 3944/4000 [50:46<00:41,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall:  99%|█████████▊| 3945/4000 [50:47<00:41,  1.34it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.34it/s]
overall:  99%|█████████▊| 3946/4000 [50:47<00:40,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall:  99%|█████████▊| 3947/4000 [50:48<00:39,  1.34it/s]

train:  68%|██████▊   | 25/37 [00:19<00:08,  1.34it/s]
overall:  99%|█████████▊| 3948/4000 [50:49<00:38,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall:  99%|█████████▊| 3949/4000 [50:50<00:38,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:20<00:07,  1.34it/s]
overall:  99%|█████████▉| 3950/4000 [50:50<00:37,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall:  99%|█████████▉| 3951/4000 [50:51<00:36,  1.34it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.34it/s]
overall:  99%|█████████▉| 3952/4000 [50:52<00:35,  1.34it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.34it/s]
overall:  99%|█████████▉| 3953/4000 [50:53<00:35,  1.34it/s]

train:  84%|████████▍ | 31/37 [00:23<00:04,  1.34it/s]
overall:  99%|█████████▉| 3954/4000 [50:53<00:34,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall:  99%|█████████▉| 3955/4000 [50:54<00:33,  1.34it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.34it/s]
overall:  99%|█████████▉| 3956/4000 [50:55<00:32,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall:  99%|█████████▉| 3957/4000 [50:56<00:32,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall:  99%|█████████▉| 3958/4000 [50:56<00:31,  1.34it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.34it/s]
overall:  99%|█████████▉| 3959/4000 [50:57<00:29,  1.40it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.40it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1865975856781006
train acc: 0.6518218517303467
train loss: 1.1423869132995605
train acc: 0.675000011920929
train loss: 1.1794803142547607
train acc: 0.652999997138977


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  99%|█████████▉| 3960/4000 [50:59<00:40,  1.00s/it]

train:   3%|▎         | 1/37 [00:01<00:56,  1.58s/it]
overall:  99%|█████████▉| 3961/4000 [50:59<00:36,  1.08it/s]

train:   5%|▌         | 2/37 [00:02<00:38,  1.09s/it]
overall:  99%|█████████▉| 3962/4000 [51:00<00:33,  1.15it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.07it/s]
overall:  99%|█████████▉| 3963/4000 [51:01<00:30,  1.20it/s]

train:  11%|█         | 4/37 [00:03<00:28,  1.16it/s]
overall:  99%|█████████▉| 3964/4000 [51:02<00:29,  1.24it/s]

train:  14%|█▎        | 5/37 [00:04<00:26,  1.22it/s]
overall:  99%|█████████▉| 3965/4000 [51:02<00:27,  1.26it/s]

train:  16%|█▌        | 6/37 [00:05<00:24,  1.26it/s]
overall:  99%|█████████▉| 3966/4000 [51:03<00:26,  1.28it/s]

train:  19%|█▉        | 7/37 [00:06<00:23,  1.28it/s]
overall:  99%|█████████▉| 3967/4000 [51:04<00:25,  1.30it/s]

train:  22%|██▏       | 8/37 [00:06<00:22,  1.30it/s]
overall:  99%|█████████▉| 3968/4000 [51:05<00:24,  1.31it/s]

train:  24%|██▍       | 9/37 [00:07<00:21,  1.31it/s]
overall:  99%|█████████▉| 3969/4000 [51:05<00:23,  1.32it/s]

train:  27%|██▋       | 10/37 [00:08<00:20,  1.32it/s]
overall:  99%|█████████▉| 3970/4000 [51:06<00:22,  1.32it/s]

train:  30%|██▉       | 11/37 [00:09<00:19,  1.32it/s]
overall:  99%|█████████▉| 3971/4000 [51:07<00:21,  1.32it/s]

train:  32%|███▏      | 12/37 [00:09<00:18,  1.32it/s]
overall:  99%|█████████▉| 3972/4000 [51:08<00:21,  1.32it/s]

train:  35%|███▌      | 13/37 [00:10<00:18,  1.32it/s]
overall:  99%|█████████▉| 3973/4000 [51:08<00:20,  1.33it/s]

train:  38%|███▊      | 14/37 [00:11<00:17,  1.33it/s]
overall:  99%|█████████▉| 3974/4000 [51:09<00:19,  1.34it/s]

train:  41%|████      | 15/37 [00:12<00:16,  1.34it/s]
overall:  99%|█████████▉| 3975/4000 [51:10<00:18,  1.34it/s]

train:  43%|████▎     | 16/37 [00:12<00:15,  1.34it/s]
overall:  99%|█████████▉| 3976/4000 [51:11<00:17,  1.34it/s]

train:  46%|████▌     | 17/37 [00:13<00:14,  1.34it/s]
overall:  99%|█████████▉| 3977/4000 [51:11<00:17,  1.34it/s]

train:  49%|████▊     | 18/37 [00:14<00:14,  1.34it/s]
overall:  99%|█████████▉| 3978/4000 [51:12<00:16,  1.34it/s]

train:  51%|█████▏    | 19/37 [00:15<00:13,  1.34it/s]
overall:  99%|█████████▉| 3979/4000 [51:13<00:15,  1.34it/s]

train:  54%|█████▍    | 20/37 [00:15<00:12,  1.34it/s]
overall: 100%|█████████▉| 3980/4000 [51:14<00:15,  1.33it/s]

train:  57%|█████▋    | 21/37 [00:16<00:12,  1.33it/s]
overall: 100%|█████████▉| 3981/4000 [51:14<00:14,  1.33it/s]

train:  59%|█████▉    | 22/37 [00:17<00:11,  1.33it/s]
overall: 100%|█████████▉| 3982/4000 [51:15<00:13,  1.33it/s]

train:  62%|██████▏   | 23/37 [00:18<00:10,  1.33it/s]
overall: 100%|█████████▉| 3983/4000 [51:16<00:12,  1.34it/s]

train:  65%|██████▍   | 24/37 [00:18<00:09,  1.34it/s]
overall: 100%|█████████▉| 3984/4000 [51:17<00:12,  1.33it/s]

train:  68%|██████▊   | 25/37 [00:19<00:09,  1.33it/s]
overall: 100%|█████████▉| 3985/4000 [51:17<00:11,  1.34it/s]

train:  70%|███████   | 26/37 [00:20<00:08,  1.34it/s]
overall: 100%|█████████▉| 3986/4000 [51:18<00:10,  1.34it/s]

train:  73%|███████▎  | 27/37 [00:21<00:07,  1.34it/s]
overall: 100%|█████████▉| 3987/4000 [51:19<00:09,  1.34it/s]

train:  76%|███████▌  | 28/37 [00:21<00:06,  1.34it/s]
overall: 100%|█████████▉| 3988/4000 [51:20<00:08,  1.35it/s]

train:  78%|███████▊  | 29/37 [00:22<00:05,  1.35it/s]
overall: 100%|█████████▉| 3989/4000 [51:20<00:08,  1.35it/s]

train:  81%|████████  | 30/37 [00:23<00:05,  1.35it/s]
overall: 100%|█████████▉| 3990/4000 [51:21<00:07,  1.35it/s]

train:  84%|████████▍ | 31/37 [00:24<00:04,  1.35it/s]
overall: 100%|█████████▉| 3991/4000 [51:22<00:06,  1.34it/s]

train:  86%|████████▋ | 32/37 [00:24<00:03,  1.34it/s]
overall: 100%|█████████▉| 3992/4000 [51:22<00:05,  1.35it/s]

train:  89%|████████▉ | 33/37 [00:25<00:02,  1.35it/s]
overall: 100%|█████████▉| 3993/4000 [51:23<00:05,  1.34it/s]

train:  92%|█████████▏| 34/37 [00:26<00:02,  1.34it/s]
overall: 100%|█████████▉| 3994/4000 [51:24<00:04,  1.34it/s]

train:  95%|█████████▍| 35/37 [00:26<00:01,  1.34it/s]
overall: 100%|█████████▉| 3995/4000 [51:25<00:03,  1.35it/s]

train:  97%|█████████▋| 36/37 [00:27<00:00,  1.35it/s]
overall: 100%|█████████▉| 3996/4000 [51:25<00:02,  1.41it/s]

train: 100%|██████████| 37/37 [00:28<00:00,  1.41it/s]
train: 100%|██████████| 37/37 [00:28<00:00,  1.30it/s]
train loss: 1.1611230373382568
train acc: 0.658906877040863
train loss: 1.1712675094604492
train acc: 0.671999990940094
train loss: 1.129257082939148
train acc: 0.675000011920929
train loss: 1.2070025205612183
train acc: 0.625


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall: 100%|█████████▉| 3997/4000 [51:27<00:02,  1.03it/s]

train:   3%|▎         | 1/37 [00:01<00:52,  1.47s/it]
overall: 100%|█████████▉| 3998/4000 [51:28<00:01,  1.10it/s]

train:   5%|▌         | 2/37 [00:02<00:36,  1.05s/it]
overall: 100%|█████████▉| 3999/4000 [51:28<00:00,  1.16it/s]

train:   8%|▊         | 3/37 [00:02<00:31,  1.09it/s]train loss: 1.1496526002883911
train acc: 0.6740890741348267



test:   0%|          | 0/15 [00:00<?, ?it/s]


test:   7%|▋         | 1/15 [00:01<00:23,  1.71s/it]


test:  13%|█▎        | 2/15 [00:02<00:14,  1.12s/it]


test:  20%|██        | 3/15 [00:03<00:11,  1.07it/s]


test:  27%|██▋       | 4/15 [00:03<00:09,  1.19it/s]


test:  33%|███▎      | 5/15 [00:04<00:07,  1.27it/s]


test:  40%|████      | 6/15 [00:05<00:06,  1.33it/s]


test:  47%|████▋     | 7/15 [00:05<00:05,  1.36it/s]


test:  53%|█████▎    | 8/15 [00:06<00:05,  1.38it/s]


test:  60%|██████    | 9/15 [00:07<00:04,  1.39it/s]


test:  67%|██████▋   | 10/15 [00:07<00:03,  1.41it/s]


test:  73%|███████▎  | 11/15 [00:08<00:02,  1.41it/s]


test:  80%|████████  | 12/15 [00:09<00:02,  1.41it/s]


test:  87%|████████▋ | 13/15 [00:10<00:01,  1.40it/s]


test:  93%|█████████▎| 14/15 [00:10<00:00,  1.39it/s]
test: 100%|██████████| 15/15 [00:11<00:00,  1.36it/s]

                                                            

                                                     

overall: 100%|█████████▉| 3999/4000 [51:40<00:00,  1.16it/s]

train:   8%|▊         | 3/37 [00:14<00:31,  1.09it/s]
                                                            

                                                     

overall: 100%|█████████▉| 3999/4000 [51:40<00:00,  1.16it/s]

train:   8%|▊         | 3/37 [00:14<00:31,  1.09it/s]
overall: 100%|██████████| 4000/4000 [51:40<00:00,  4.19s/it]

train:  11%|█         | 4/37 [00:14<02:54,  5.27s/it]
train:  11%|█         | 4/37 [00:15<02:05,  3.80s/it]

overall: 100%|██████████| 4000/4000 [51:41<00:00,  1.29it/s]
test loss: 1.8313547372817993
test acc: 0.45978647470474243
[Runner] - Save the checkpoint to:
1. result/downstream/grid/states-4000.ckpt