/home/tony/Work/glockenspiel/s3prl/s3prl/upstream/byol_s/byol_a/common.py:20: UserWarning: torchaudio._backend.set_audio_backend has been deprecated. With dispatcher enabled, this function is no-op. You can remove the function call.
  torchaudio.set_audio_backend("sox_io")
2023-10-10 17:26:42 | WARNING | root | Pytorch pre-release version 2.1.0.dev20230831+cu118 - assuming intent to test it
/home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py:157: UserWarning: torchaudio._backend.set_audio_backend has been deprecated. With dispatcher enabled, this function is no-op. You can remove the function call.
  torchaudio.set_audio_backend('sox_io')
[Featurizer] - The selected feature hidden_states's downsample rate is 960
[Runner] - Start a new experiment
mert_test_8x_400k_4196_encode {'model_config': None, 'refresh': False}
using suno's k-means clusters: mert_test_8x_400k_4196_encode
load local model succeed
load local feat extractor
Wav2Vec2FeatureExtractor {
  "do_normalize": false,
  "feature_extractor_type": "Wav2Vec2FeatureExtractor",
  "feature_size": 1,
  "padding_side": "right",
  "padding_value": 0,
  "return_attention_mask": true,
  "sampling_rate": 24000
}


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

train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   0%|          | 1/4000 [00:01<2:06:47,  1.90s/it]

train:   3%|▎         | 1/37 [00:01<01:08,  1.90s/it]
overall:   0%|          | 2/4000 [00:02<1:17:32,  1.16s/it]

train:   5%|▌         | 2/37 [00:02<00:40,  1.16s/it]
overall:   0%|          | 3/4000 [00:03<1:01:14,  1.09it/s]

train:   8%|▊         | 3/37 [00:03<00:31,  1.09it/s]
overall:   0%|          | 4/4000 [00:03<53:39,  1.24it/s]  

train:  11%|█         | 4/37 [00:03<00:26,  1.24it/s]
overall:   0%|          | 5/4000 [00:04<49:28,  1.35it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.35it/s]
overall:   0%|          | 6/4000 [00:05<46:52,  1.42it/s]

train:  16%|█▌        | 6/37 [00:05<00:21,  1.42it/s]
overall:   0%|          | 7/4000 [00:05<45:09,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:   0%|          | 8/4000 [00:06<44:06,  1.51it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.51it/s]
overall:   0%|          | 9/4000 [00:06<43:21,  1.53it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.53it/s]
overall:   0%|          | 10/4000 [00:07<42:53,  1.55it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.55it/s]
overall:   0%|          | 11/4000 [00:08<42:31,  1.56it/s]

train:  30%|██▉       | 11/37 [00:08<00:16,  1.56it/s]
overall:   0%|          | 12/4000 [00:08<42:15,  1.57it/s]

train:  32%|███▏      | 12/37 [00:08<00:15,  1.57it/s]
overall:   0%|          | 13/4000 [00:09<44:36,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:   0%|          | 14/4000 [00:10<43:40,  1.52it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.52it/s]
overall:   0%|          | 15/4000 [00:10<42:57,  1.55it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.55it/s]
overall:   0%|          | 16/4000 [00:11<42:19,  1.57it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.57it/s]
overall:   0%|          | 17/4000 [00:12<42:07,  1.58it/s]

train:  46%|████▌     | 17/37 [00:12<00:12,  1.58it/s]
overall:   0%|          | 18/4000 [00:12<41:57,  1.58it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.58it/s]
overall:   0%|          | 19/4000 [00:13<41:55,  1.58it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.58it/s]
overall:   0%|          | 20/4000 [00:13<41:50,  1.59it/s]

train:  54%|█████▍    | 20/37 [00:13<00:10,  1.59it/s]
overall:   1%|          | 21/4000 [00:14<41:46,  1.59it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.59it/s]
overall:   1%|          | 22/4000 [00:15<41:52,  1.58it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.58it/s]
overall:   1%|          | 23/4000 [00:15<41:47,  1.59it/s]

train:  62%|██████▏   | 23/37 [00:15<00:08,  1.59it/s]
overall:   1%|          | 24/4000 [00:16<41:47,  1.59it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.59it/s]
overall:   1%|          | 25/4000 [00:17<42:28,  1.56it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.56it/s]
overall:   1%|          | 26/4000 [00:17<42:15,  1.57it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.57it/s]
overall:   1%|          | 27/4000 [00:18<42:31,  1.56it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.56it/s]
overall:   1%|          | 28/4000 [00:19<42:16,  1.57it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.57it/s]
overall:   1%|          | 29/4000 [00:19<42:09,  1.57it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.57it/s]
overall:   1%|          | 30/4000 [00:20<42:17,  1.56it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.56it/s]
overall:   1%|          | 31/4000 [00:20<42:04,  1.57it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.57it/s]
overall:   1%|          | 32/4000 [00:21<41:46,  1.58it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.58it/s]
overall:   1%|          | 33/4000 [00:22<41:50,  1.58it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.58it/s]
overall:   1%|          | 34/4000 [00:22<42:01,  1.57it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.57it/s]
overall:   1%|          | 35/4000 [00:23<42:04,  1.57it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.57it/s]
overall:   1%|          | 36/4000 [00:24<42:06,  1.57it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.57it/s]
overall:   1%|          | 37/4000 [00:24<40:31,  1.63it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.63it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.49it/s]
train loss: 2.9871327877044678
train acc: 0.07000000029802322
train loss: 2.9677138328552246
train acc: 0.09200000017881393
train loss: 2.9362685680389404
train acc: 0.12700000405311584


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   1%|          | 38/4000 [00:26<59:41,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.44s/it]
overall:   1%|          | 39/4000 [00:26<54:15,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:   1%|          | 40/4000 [00:27<50:37,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:   1%|          | 41/4000 [00:28<48:07,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:   1%|          | 42/4000 [00:28<46:22,  1.42it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:   1%|          | 43/4000 [00:29<45:17,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:   1%|          | 44/4000 [00:30<44:15,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:   1%|          | 45/4000 [00:30<43:30,  1.52it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.52it/s]
overall:   1%|          | 46/4000 [00:31<42:57,  1.53it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.54it/s]
overall:   1%|          | 47/4000 [00:32<42:37,  1.55it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.55it/s]
overall:   1%|          | 48/4000 [00:32<42:34,  1.55it/s]

train:  30%|██▉       | 11/37 [00:07<00:16,  1.55it/s]
overall:   1%|          | 49/4000 [00:33<42:29,  1.55it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.55it/s]
overall:   1%|▏         | 50/4000 [00:33<42:22,  1.55it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.55it/s]
overall:   1%|▏         | 51/4000 [00:34<42:22,  1.55it/s]

train:  38%|███▊      | 14/37 [00:09<00:14,  1.55it/s]
overall:   1%|▏         | 52/4000 [00:35<42:30,  1.55it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.55it/s]
overall:   1%|▏         | 53/4000 [00:35<42:19,  1.55it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.55it/s]
overall:   1%|▏         | 54/4000 [00:36<42:12,  1.56it/s]

train:  46%|████▌     | 17/37 [00:11<00:12,  1.56it/s]
overall:   1%|▏         | 55/4000 [00:37<42:12,  1.56it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.56it/s]
overall:   1%|▏         | 56/4000 [00:37<42:10,  1.56it/s]

train:  51%|█████▏    | 19/37 [00:12<00:11,  1.56it/s]
overall:   1%|▏         | 57/4000 [00:38<42:13,  1.56it/s]

train:  54%|█████▍    | 20/37 [00:13<00:10,  1.56it/s]
overall:   1%|▏         | 58/4000 [00:39<42:02,  1.56it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.56it/s]
overall:   1%|▏         | 59/4000 [00:39<41:50,  1.57it/s]

train:  59%|█████▉    | 22/37 [00:14<00:09,  1.57it/s]
overall:   2%|▏         | 60/4000 [00:40<41:45,  1.57it/s]

train:  62%|██████▏   | 23/37 [00:15<00:08,  1.57it/s]
overall:   2%|▏         | 61/4000 [00:40<41:46,  1.57it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.57it/s]
overall:   2%|▏         | 62/4000 [00:41<41:50,  1.57it/s]

train:  68%|██████▊   | 25/37 [00:16<00:07,  1.57it/s]
overall:   2%|▏         | 63/4000 [00:42<42:02,  1.56it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.56it/s]
overall:   2%|▏         | 64/4000 [00:42<42:21,  1.55it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.55it/s]
overall:   2%|▏         | 65/4000 [00:43<42:12,  1.55it/s]

train:  76%|███████▌  | 28/37 [00:18<00:05,  1.55it/s]
overall:   2%|▏         | 66/4000 [00:44<42:10,  1.55it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.55it/s]
overall:   2%|▏         | 67/4000 [00:44<42:18,  1.55it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.55it/s]
overall:   2%|▏         | 68/4000 [00:45<42:13,  1.55it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.55it/s]
overall:   2%|▏         | 69/4000 [00:46<42:08,  1.55it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.55it/s]
overall:   2%|▏         | 70/4000 [00:46<42:09,  1.55it/s]

train:  89%|████████▉ | 33/37 [00:21<00:02,  1.55it/s]
overall:   2%|▏         | 71/4000 [00:47<42:04,  1.56it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.56it/s]
overall:   2%|▏         | 72/4000 [00:48<42:01,  1.56it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.56it/s]
overall:   2%|▏         | 73/4000 [00:48<42:00,  1.56it/s]

train:  97%|█████████▋| 36/37 [00:23<00:00,  1.56it/s]
overall:   2%|▏         | 74/4000 [00:49<40:30,  1.62it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.62it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.51it/s]
train loss: 2.8946704864501953
train acc: 0.12348178029060364
train loss: 2.8707451820373535
train acc: 0.11699999868869781
train loss: 2.8576743602752686
train acc: 0.12999999523162842
train loss: 2.83624267578125
train acc: 0.11900000274181366


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   2%|▏         | 75/4000 [00:50<56:15,  1.16it/s]

train:   3%|▎         | 1/37 [00:01<00:47,  1.31s/it]
overall:   2%|▏         | 76/4000 [00:51<52:11,  1.25it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.08it/s]
overall:   2%|▏         | 77/4000 [00:51<49:03,  1.33it/s]

train:   8%|▊         | 3/37 [00:02<00:26,  1.26it/s]
overall:   2%|▏         | 78/4000 [00:52<46:52,  1.39it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.37it/s]
overall:   2%|▏         | 79/4000 [00:53<45:21,  1.44it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.43it/s]
overall:   2%|▏         | 80/4000 [00:53<44:39,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:   2%|▏         | 81/4000 [00:54<43:53,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:   2%|▏         | 82/4000 [00:55<43:21,  1.51it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:   2%|▏         | 83/4000 [00:55<43:06,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.52it/s]
overall:   2%|▏         | 84/4000 [00:56<42:55,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:   2%|▏         | 85/4000 [00:57<42:50,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:   2%|▏         | 86/4000 [00:57<42:46,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:   2%|▏         | 87/4000 [00:58<42:56,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:   2%|▏         | 88/4000 [00:59<42:50,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:   2%|▏         | 89/4000 [00:59<42:43,  1.53it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.53it/s]
overall:   2%|▏         | 90/4000 [01:00<42:25,  1.54it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.54it/s]
overall:   2%|▏         | 91/4000 [01:01<42:22,  1.54it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.54it/s]
overall:   2%|▏         | 92/4000 [01:01<42:41,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:   2%|▏         | 93/4000 [01:02<42:32,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:   2%|▏         | 94/4000 [01:03<42:29,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:   2%|▏         | 95/4000 [01:03<42:22,  1.54it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.54it/s]
overall:   2%|▏         | 96/4000 [01:04<42:15,  1.54it/s]

train:  59%|█████▉    | 22/37 [00:14<00:09,  1.54it/s]
overall:   2%|▏         | 97/4000 [01:05<42:15,  1.54it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.54it/s]
overall:   2%|▏         | 98/4000 [01:05<42:18,  1.54it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.54it/s]
overall:   2%|▏         | 99/4000 [01:06<42:31,  1.53it/s]

train:  68%|██████▊   | 25/37 [00:16<00:07,  1.53it/s]
overall:   2%|▎         | 100/4000 [01:06<42:48,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:   3%|▎         | 101/4000 [01:07<42:46,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:   3%|▎         | 102/4000 [01:08<42:41,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:18<00:05,  1.52it/s]
overall:   3%|▎         | 103/4000 [01:08<42:30,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:   3%|▎         | 104/4000 [01:09<42:47,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:   3%|▎         | 105/4000 [01:10<42:31,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.53it/s]
overall:   3%|▎         | 106/4000 [01:10<42:27,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:   3%|▎         | 107/4000 [01:11<42:35,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:   3%|▎         | 108/4000 [01:12<42:30,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.53it/s]
overall:   3%|▎         | 109/4000 [01:12<42:24,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.53it/s]
overall:   3%|▎         | 110/4000 [01:13<42:15,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:   3%|▎         | 111/4000 [01:14<40:38,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.49it/s]
train loss: 2.8026859760284424
train acc: 0.14676113426685333
train loss: 2.80377459526062
train acc: 0.1550000011920929
train loss: 2.7816784381866455
train acc: 0.15299999713897705
train loss: 2.759185314178467
train acc: 0.1459999978542328


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   3%|▎         | 112/4000 [01:15<57:39,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.37s/it]
overall:   3%|▎         | 113/4000 [01:16<52:50,  1.23it/s]

train:   5%|▌         | 2/37 [00:02<00:32,  1.06it/s]
overall:   3%|▎         | 114/4000 [01:16<49:24,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.24it/s]
overall:   3%|▎         | 115/4000 [01:17<46:54,  1.38it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.36it/s]
overall:   3%|▎         | 116/4000 [01:18<45:12,  1.43it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.43it/s]
overall:   3%|▎         | 117/4000 [01:18<44:02,  1.47it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.47it/s]
overall:   3%|▎         | 118/4000 [01:19<43:27,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:   3%|▎         | 119/4000 [01:20<43:02,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:   3%|▎         | 120/4000 [01:20<42:36,  1.52it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.52it/s]
overall:   3%|▎         | 121/4000 [01:21<42:15,  1.53it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.53it/s]
overall:   3%|▎         | 122/4000 [01:22<42:07,  1.53it/s]

train:  30%|██▉       | 11/37 [00:07<00:16,  1.54it/s]
overall:   3%|▎         | 123/4000 [01:22<42:01,  1.54it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.54it/s]
overall:   3%|▎         | 124/4000 [01:23<42:26,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:   3%|▎         | 125/4000 [01:23<42:05,  1.53it/s]

train:  38%|███▊      | 14/37 [00:09<00:14,  1.53it/s]
overall:   3%|▎         | 126/4000 [01:24<41:52,  1.54it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.54it/s]
overall:   3%|▎         | 127/4000 [01:25<41:45,  1.55it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.55it/s]
overall:   3%|▎         | 128/4000 [01:25<41:48,  1.54it/s]

train:  46%|████▌     | 17/37 [00:11<00:12,  1.54it/s]
overall:   3%|▎         | 129/4000 [01:26<41:49,  1.54it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.54it/s]
overall:   3%|▎         | 130/4000 [01:27<41:56,  1.54it/s]

train:  51%|█████▏    | 19/37 [00:12<00:11,  1.54it/s]
overall:   3%|▎         | 131/4000 [01:27<41:54,  1.54it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.54it/s]
overall:   3%|▎         | 132/4000 [01:28<42:03,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:   3%|▎         | 133/4000 [01:29<42:00,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:14<00:09,  1.53it/s]
overall:   3%|▎         | 134/4000 [01:29<41:55,  1.54it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.54it/s]
overall:   3%|▎         | 135/4000 [01:30<42:02,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:   3%|▎         | 136/4000 [01:31<42:19,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:16<00:07,  1.52it/s]
overall:   3%|▎         | 137/4000 [01:31<42:05,  1.53it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.53it/s]
overall:   3%|▎         | 138/4000 [01:32<41:56,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:   3%|▎         | 139/4000 [01:33<41:48,  1.54it/s]

train:  76%|███████▌  | 28/37 [00:18<00:05,  1.54it/s]
overall:   4%|▎         | 140/4000 [01:33<41:40,  1.54it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.54it/s]
overall:   4%|▎         | 141/4000 [01:34<41:41,  1.54it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.54it/s]
overall:   4%|▎         | 142/4000 [01:35<41:52,  1.54it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.54it/s]
overall:   4%|▎         | 143/4000 [01:35<41:49,  1.54it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.54it/s]
overall:   4%|▎         | 144/4000 [01:36<41:46,  1.54it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.54it/s]
overall:   4%|▎         | 145/4000 [01:36<41:48,  1.54it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.54it/s]
overall:   4%|▎         | 146/4000 [01:37<41:50,  1.54it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.54it/s]
overall:   4%|▎         | 147/4000 [01:38<41:54,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:   4%|▎         | 148/4000 [01:38<40:16,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.49it/s]
train loss: 2.7471652030944824
train acc: 0.1538461595773697
train loss: 2.7290756702423096
train acc: 0.1889999955892563
train loss: 2.723771572113037
train acc: 0.1599999964237213


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   4%|▎         | 149/4000 [01:40<56:47,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.37s/it]
overall:   4%|▍         | 150/4000 [01:41<52:17,  1.23it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.06it/s]
overall:   4%|▍         | 151/4000 [01:41<48:52,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.24it/s]
overall:   4%|▍         | 152/4000 [01:42<46:42,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:   4%|▍         | 153/4000 [01:42<44:56,  1.43it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.42it/s]
overall:   4%|▍         | 154/4000 [01:43<43:47,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:   4%|▍         | 155/4000 [01:44<43:04,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:   4%|▍         | 156/4000 [01:44<42:47,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:   4%|▍         | 157/4000 [01:45<42:27,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:   4%|▍         | 158/4000 [01:46<42:08,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:   4%|▍         | 159/4000 [01:46<42:14,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:   4%|▍         | 160/4000 [01:47<42:04,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:   4%|▍         | 161/4000 [01:48<42:18,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:   4%|▍         | 162/4000 [01:48<41:59,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:   4%|▍         | 163/4000 [01:49<42:00,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:   4%|▍         | 164/4000 [01:50<41:53,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:   4%|▍         | 165/4000 [01:50<41:55,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:   4%|▍         | 166/4000 [01:51<42:01,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:   4%|▍         | 167/4000 [01:52<41:54,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:   4%|▍         | 168/4000 [01:52<42:06,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:   4%|▍         | 169/4000 [01:53<42:04,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:   4%|▍         | 170/4000 [01:54<41:57,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:   4%|▍         | 171/4000 [01:54<41:54,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:   4%|▍         | 172/4000 [01:55<41:47,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:   4%|▍         | 173/4000 [01:56<42:05,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:   4%|▍         | 174/4000 [01:56<41:47,  1.53it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.53it/s]
overall:   4%|▍         | 175/4000 [01:57<41:39,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:   4%|▍         | 176/4000 [01:57<41:37,  1.53it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.53it/s]
overall:   4%|▍         | 177/4000 [01:58<41:29,  1.54it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.54it/s]
overall:   4%|▍         | 178/4000 [01:59<41:32,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:   4%|▍         | 179/4000 [01:59<41:32,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.53it/s]
overall:   4%|▍         | 180/4000 [02:00<41:43,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:   5%|▍         | 181/4000 [02:01<41:54,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:   5%|▍         | 182/4000 [02:01<41:37,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.53it/s]
overall:   5%|▍         | 183/4000 [02:02<41:53,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:   5%|▍         | 184/4000 [02:03<41:39,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:   5%|▍         | 185/4000 [02:03<40:00,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.7216944694519043
train acc: 0.15688258409500122
train loss: 2.6844584941864014
train acc: 0.1809999942779541
train loss: 2.695992946624756
train acc: 0.15299999713897705
train loss: 2.6908183097839355
train acc: 0.1589999943971634


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   5%|▍         | 186/4000 [02:05<56:58,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:   5%|▍         | 187/4000 [02:05<52:15,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:   5%|▍         | 188/4000 [02:06<48:45,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:   5%|▍         | 189/4000 [02:07<46:13,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.35it/s]
overall:   5%|▍         | 190/4000 [02:07<44:32,  1.43it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.42it/s]
overall:   5%|▍         | 191/4000 [02:08<43:38,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:   5%|▍         | 192/4000 [02:09<42:55,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:   5%|▍         | 193/4000 [02:09<42:22,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:   5%|▍         | 194/4000 [02:10<42:00,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:   5%|▍         | 195/4000 [02:11<41:48,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:   5%|▍         | 196/4000 [02:11<41:47,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:   5%|▍         | 197/4000 [02:12<41:37,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:   5%|▍         | 198/4000 [02:13<41:59,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:   5%|▍         | 199/4000 [02:13<41:55,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:   5%|▌         | 200/4000 [02:14<41:44,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:   5%|▌         | 201/4000 [02:15<41:30,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:   5%|▌         | 202/4000 [02:15<41:24,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:   5%|▌         | 203/4000 [02:16<41:17,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:   5%|▌         | 204/4000 [02:17<41:27,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:   5%|▌         | 205/4000 [02:17<41:25,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:   5%|▌         | 206/4000 [02:18<41:28,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:   5%|▌         | 207/4000 [02:19<41:32,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:   5%|▌         | 208/4000 [02:19<41:34,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:   5%|▌         | 209/4000 [02:20<41:39,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:   5%|▌         | 210/4000 [02:21<42:00,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:   5%|▌         | 211/4000 [02:21<42:00,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:   5%|▌         | 212/4000 [02:22<41:44,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:   5%|▌         | 213/4000 [02:22<41:32,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:   5%|▌         | 214/4000 [02:23<41:19,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:   5%|▌         | 215/4000 [02:24<41:19,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:   5%|▌         | 216/4000 [02:24<41:09,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.53it/s]
overall:   5%|▌         | 217/4000 [02:25<41:03,  1.54it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.54it/s]
overall:   5%|▌         | 218/4000 [02:26<41:05,  1.53it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.53it/s]
overall:   5%|▌         | 219/4000 [02:26<41:23,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.52it/s]
overall:   6%|▌         | 220/4000 [02:27<41:23,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:   6%|▌         | 221/4000 [02:28<41:18,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:   6%|▌         | 222/4000 [02:28<39:46,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.6479430198669434
train acc: 0.18319837749004364
train loss: 2.643004894256592
train acc: 0.1860000044107437
train loss: 2.648949146270752
train acc: 0.1599999964237213
train loss: 2.647681951522827
train acc: 0.1899999976158142


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   6%|▌         | 223/4000 [02:30<54:29,  1.16it/s]

train:   3%|▎         | 1/37 [00:01<00:46,  1.29s/it]
overall:   6%|▌         | 224/4000 [02:30<50:23,  1.25it/s]

train:   5%|▌         | 2/37 [00:01<00:31,  1.09it/s]
overall:   6%|▌         | 225/4000 [02:31<47:21,  1.33it/s]

train:   8%|▊         | 3/37 [00:02<00:26,  1.27it/s]
overall:   6%|▌         | 226/4000 [02:32<45:12,  1.39it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.37it/s]
overall:   6%|▌         | 227/4000 [02:32<43:45,  1.44it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.43it/s]
overall:   6%|▌         | 228/4000 [02:33<42:46,  1.47it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.47it/s]
overall:   6%|▌         | 229/4000 [02:34<41:59,  1.50it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.50it/s]
overall:   6%|▌         | 230/4000 [02:34<41:57,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:   6%|▌         | 231/4000 [02:35<41:41,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:   6%|▌         | 232/4000 [02:36<41:28,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:   6%|▌         | 233/4000 [02:36<41:12,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:   6%|▌         | 234/4000 [02:37<41:04,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:   6%|▌         | 235/4000 [02:38<41:26,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:   6%|▌         | 236/4000 [02:38<41:12,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:   6%|▌         | 237/4000 [02:39<41:08,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:   6%|▌         | 238/4000 [02:39<41:05,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:   6%|▌         | 239/4000 [02:40<40:55,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:   6%|▌         | 240/4000 [02:41<40:52,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:   6%|▌         | 241/4000 [02:41<40:55,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:   6%|▌         | 242/4000 [02:42<41:01,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:   6%|▌         | 243/4000 [02:43<40:56,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:   6%|▌         | 244/4000 [02:43<40:57,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:14<00:09,  1.53it/s]
overall:   6%|▌         | 245/4000 [02:44<40:53,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:   6%|▌         | 246/4000 [02:45<40:52,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:   6%|▌         | 247/4000 [02:45<41:16,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:16<00:07,  1.52it/s]
overall:   6%|▌         | 248/4000 [02:46<41:12,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:   6%|▌         | 249/4000 [02:47<41:10,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:   6%|▋         | 250/4000 [02:47<41:01,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:18<00:05,  1.52it/s]
overall:   6%|▋         | 251/4000 [02:48<40:48,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:   6%|▋         | 252/4000 [02:49<40:48,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:   6%|▋         | 253/4000 [02:49<40:43,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.53it/s]
overall:   6%|▋         | 254/4000 [02:50<41:11,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:   6%|▋         | 255/4000 [02:51<41:08,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:   6%|▋         | 256/4000 [02:51<41:12,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.51it/s]
overall:   6%|▋         | 257/4000 [02:52<40:54,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:   6%|▋         | 258/4000 [02:53<40:45,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:   6%|▋         | 259/4000 [02:53<39:12,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.49it/s]
train loss: 2.619004011154175
train acc: 0.1670040488243103
train loss: 2.6351561546325684
train acc: 0.18299999833106995
train loss: 2.6236462593078613
train acc: 0.19200000166893005


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   6%|▋         | 260/4000 [02:55<56:07,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.41s/it]
overall:   7%|▋         | 261/4000 [02:55<51:34,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.03it/s]
overall:   7%|▋         | 262/4000 [02:56<48:29,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:   7%|▋         | 263/4000 [02:57<46:06,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:   7%|▋         | 264/4000 [02:57<44:50,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.37it/s]
overall:   7%|▋         | 265/4000 [02:58<43:39,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:   7%|▋         | 266/4000 [02:59<42:36,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:   7%|▋         | 267/4000 [02:59<41:59,  1.48it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.48it/s]
overall:   7%|▋         | 268/4000 [03:00<41:35,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:   7%|▋         | 269/4000 [03:01<41:19,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:   7%|▋         | 270/4000 [03:01<41:15,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:   7%|▋         | 271/4000 [03:02<41:22,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:   7%|▋         | 272/4000 [03:03<41:34,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:   7%|▋         | 273/4000 [03:03<41:17,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:   7%|▋         | 274/4000 [03:04<41:09,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:   7%|▋         | 275/4000 [03:05<40:55,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:   7%|▋         | 276/4000 [03:05<40:48,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:   7%|▋         | 277/4000 [03:06<40:47,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:   7%|▋         | 278/4000 [03:07<40:39,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:   7%|▋         | 279/4000 [03:07<40:39,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:   7%|▋         | 280/4000 [03:08<40:40,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:   7%|▋         | 281/4000 [03:08<40:39,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:   7%|▋         | 282/4000 [03:09<40:53,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:   7%|▋         | 283/4000 [03:10<40:56,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:   7%|▋         | 284/4000 [03:11<41:14,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:   7%|▋         | 285/4000 [03:11<41:00,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:   7%|▋         | 286/4000 [03:12<40:47,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:   7%|▋         | 287/4000 [03:12<40:39,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:   7%|▋         | 288/4000 [03:13<40:35,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:   7%|▋         | 289/4000 [03:14<40:29,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:   7%|▋         | 290/4000 [03:14<40:25,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.53it/s]
overall:   7%|▋         | 291/4000 [03:15<40:25,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:   7%|▋         | 292/4000 [03:16<40:39,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:   7%|▋         | 293/4000 [03:16<40:51,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:   7%|▋         | 294/4000 [03:17<40:48,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:   7%|▋         | 295/4000 [03:18<40:44,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:   7%|▋         | 296/4000 [03:18<39:10,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.6147727966308594
train acc: 0.19838055968284607
train loss: 2.5985255241394043
train acc: 0.1899999976158142
train loss: 2.596609115600586
train acc: 0.19200000166893005
train loss: 2.5913772583007812
train acc: 0.19499999284744263


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   7%|▋         | 297/4000 [03:20<53:38,  1.15it/s]

train:   3%|▎         | 1/37 [00:01<00:47,  1.31s/it]
overall:   7%|▋         | 298/4000 [03:20<49:43,  1.24it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.08it/s]
overall:   7%|▋         | 299/4000 [03:21<46:39,  1.32it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.26it/s]
overall:   8%|▊         | 300/4000 [03:22<44:56,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:   8%|▊         | 301/4000 [03:22<43:30,  1.42it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:   8%|▊         | 302/4000 [03:23<42:39,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:   8%|▊         | 303/4000 [03:24<42:04,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:   8%|▊         | 304/4000 [03:24<41:35,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:   8%|▊         | 305/4000 [03:25<41:11,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:   8%|▊         | 306/4000 [03:26<41:05,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:   8%|▊         | 307/4000 [03:26<40:51,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:   8%|▊         | 308/4000 [03:27<40:36,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:   8%|▊         | 309/4000 [03:28<40:30,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:   8%|▊         | 310/4000 [03:28<40:24,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:   8%|▊         | 311/4000 [03:29<40:21,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:   8%|▊         | 312/4000 [03:30<40:16,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:   8%|▊         | 313/4000 [03:30<40:17,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:   8%|▊         | 314/4000 [03:31<40:34,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:   8%|▊         | 315/4000 [03:32<40:28,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:   8%|▊         | 316/4000 [03:32<40:25,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:   8%|▊         | 317/4000 [03:33<40:17,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:   8%|▊         | 318/4000 [03:33<40:14,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:   8%|▊         | 319/4000 [03:34<40:01,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:   8%|▊         | 320/4000 [03:35<39:56,  1.54it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.54it/s]
overall:   8%|▊         | 321/4000 [03:35<40:06,  1.53it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.53it/s]
overall:   8%|▊         | 322/4000 [03:36<40:14,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:   8%|▊         | 323/4000 [03:37<40:28,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:   8%|▊         | 324/4000 [03:37<40:23,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:   8%|▊         | 325/4000 [03:38<40:16,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:   8%|▊         | 326/4000 [03:39<40:13,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:   8%|▊         | 327/4000 [03:39<40:10,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.52it/s]
overall:   8%|▊         | 328/4000 [03:40<40:09,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:   8%|▊         | 329/4000 [03:41<40:06,  1.53it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.53it/s]
overall:   8%|▊         | 330/4000 [03:41<40:01,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.53it/s]
overall:   8%|▊         | 331/4000 [03:42<40:09,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:   8%|▊         | 332/4000 [03:43<40:17,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:   8%|▊         | 333/4000 [03:43<38:49,  1.57it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.557751178741455
train acc: 0.21255061030387878
train loss: 2.565401077270508
train acc: 0.19200000166893005
train loss: 2.5658321380615234
train acc: 0.20600000023841858
train loss: 2.5833191871643066
train acc: 0.18799999356269836


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   8%|▊         | 334/4000 [03:45<53:49,  1.14it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:   8%|▊         | 335/4000 [03:45<49:28,  1.23it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.08it/s]
overall:   8%|▊         | 336/4000 [03:46<46:18,  1.32it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.26it/s]
overall:   8%|▊         | 337/4000 [03:47<44:03,  1.39it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.36it/s]
overall:   8%|▊         | 338/4000 [03:47<42:34,  1.43it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.43it/s]
overall:   8%|▊         | 339/4000 [03:48<41:44,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:   8%|▊         | 340/4000 [03:49<41:09,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:   9%|▊         | 341/4000 [03:49<40:43,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:   9%|▊         | 342/4000 [03:50<40:26,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:   9%|▊         | 343/4000 [03:51<40:10,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:   9%|▊         | 344/4000 [03:51<40:09,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:   9%|▊         | 345/4000 [03:52<40:03,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:   9%|▊         | 346/4000 [03:53<40:11,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:   9%|▊         | 347/4000 [03:53<40:06,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:   9%|▊         | 348/4000 [03:54<39:56,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:   9%|▊         | 349/4000 [03:54<39:50,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:   9%|▉         | 350/4000 [03:55<39:49,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:   9%|▉         | 351/4000 [03:56<40:18,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:   9%|▉         | 352/4000 [03:56<40:11,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:   9%|▉         | 353/4000 [03:57<39:56,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:   9%|▉         | 354/4000 [03:58<39:51,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:   9%|▉         | 355/4000 [03:58<39:45,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:   9%|▉         | 356/4000 [03:59<40:03,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:   9%|▉         | 357/4000 [04:00<39:56,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:   9%|▉         | 358/4000 [04:00<40:06,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:   9%|▉         | 359/4000 [04:01<39:57,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:   9%|▉         | 360/4000 [04:02<39:40,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:   9%|▉         | 361/4000 [04:02<39:39,  1.53it/s]

train:  76%|███████▌  | 28/37 [00:18<00:05,  1.53it/s]
overall:   9%|▉         | 362/4000 [04:03<39:40,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:   9%|▉         | 363/4000 [04:04<40:00,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:   9%|▉         | 364/4000 [04:04<39:54,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:20<00:03,  1.52it/s]
overall:   9%|▉         | 365/4000 [04:05<39:54,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:   9%|▉         | 366/4000 [04:06<39:45,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:   9%|▉         | 367/4000 [04:06<39:45,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.52it/s]
overall:   9%|▉         | 368/4000 [04:07<39:38,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.53it/s]
overall:   9%|▉         | 369/4000 [04:08<39:39,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:   9%|▉         | 370/4000 [04:08<38:15,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.533482313156128
train acc: 0.22267206013202667
train loss: 2.5280191898345947
train acc: 0.2029999941587448
train loss: 2.580390453338623
train acc: 0.19599999487400055
train loss: 2.5590507984161377
train acc: 0.21963562071323395


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:   9%|▉         | 371/4000 [04:10<54:31,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:   9%|▉         | 372/4000 [04:10<49:52,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:   9%|▉         | 373/4000 [04:11<46:38,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:   9%|▉         | 374/4000 [04:12<44:34,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:   9%|▉         | 375/4000 [04:12<43:02,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.39it/s]
overall:   9%|▉         | 376/4000 [04:13<41:59,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:   9%|▉         | 377/4000 [04:14<41:12,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:   9%|▉         | 378/4000 [04:14<40:40,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:   9%|▉         | 379/4000 [04:15<40:35,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  10%|▉         | 380/4000 [04:16<40:16,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  10%|▉         | 381/4000 [04:16<40:09,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  10%|▉         | 382/4000 [04:17<40:10,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  10%|▉         | 383/4000 [04:18<40:17,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  10%|▉         | 384/4000 [04:18<40:06,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  10%|▉         | 385/4000 [04:19<40:00,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  10%|▉         | 386/4000 [04:20<39:49,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  10%|▉         | 387/4000 [04:20<39:39,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  10%|▉         | 388/4000 [04:21<39:38,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  10%|▉         | 389/4000 [04:22<39:45,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  10%|▉         | 390/4000 [04:22<39:38,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  10%|▉         | 391/4000 [04:23<39:32,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  10%|▉         | 392/4000 [04:24<39:30,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  10%|▉         | 393/4000 [04:24<39:25,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  10%|▉         | 394/4000 [04:25<39:16,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:  10%|▉         | 395/4000 [04:26<39:42,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  10%|▉         | 396/4000 [04:26<39:51,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  10%|▉         | 397/4000 [04:27<39:40,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  10%|▉         | 398/4000 [04:28<39:36,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  10%|▉         | 399/4000 [04:28<39:23,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  10%|█         | 400/4000 [04:29<39:28,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  10%|█         | 401/4000 [04:29<39:31,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  10%|█         | 402/4000 [04:30<39:26,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  10%|█         | 403/4000 [04:31<39:23,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  10%|█         | 404/4000 [04:31<39:24,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  10%|█         | 405/4000 [04:32<39:30,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  10%|█         | 406/4000 [04:33<39:28,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  10%|█         | 407/4000 [04:33<38:02,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.536956787109375
train acc: 0.2240000069141388
train loss: 2.5359432697296143
train acc: 0.19300000369548798
train loss: 2.5069172382354736
train acc: 0.2329999953508377


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  10%|█         | 408/4000 [04:35<53:33,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.37s/it]
overall:  10%|█         | 409/4000 [04:36<49:12,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  10%|█         | 410/4000 [04:36<46:04,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  10%|█         | 411/4000 [04:37<43:46,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  10%|█         | 412/4000 [04:37<42:19,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:  10%|█         | 413/4000 [04:38<41:11,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  10%|█         | 414/4000 [04:39<40:21,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  10%|█         | 415/4000 [04:39<39:58,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  10%|█         | 416/4000 [04:40<39:42,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  10%|█         | 417/4000 [04:41<39:37,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  10%|█         | 418/4000 [04:41<39:32,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  10%|█         | 419/4000 [04:42<39:31,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  10%|█         | 420/4000 [04:43<39:54,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  11%|█         | 421/4000 [04:43<39:44,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  11%|█         | 422/4000 [04:44<39:33,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  11%|█         | 423/4000 [04:45<39:25,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  11%|█         | 424/4000 [04:45<39:23,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  11%|█         | 425/4000 [04:46<39:15,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  11%|█         | 426/4000 [04:47<39:08,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  11%|█         | 427/4000 [04:47<39:10,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  11%|█         | 428/4000 [04:48<39:20,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  11%|█         | 429/4000 [04:49<39:20,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  11%|█         | 430/4000 [04:49<39:18,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  11%|█         | 431/4000 [04:50<39:17,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  11%|█         | 432/4000 [04:51<39:43,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  11%|█         | 433/4000 [04:51<39:27,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  11%|█         | 434/4000 [04:52<39:12,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  11%|█         | 435/4000 [04:53<39:06,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  11%|█         | 436/4000 [04:53<39:02,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  11%|█         | 437/4000 [04:54<39:14,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  11%|█         | 438/4000 [04:55<39:24,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  11%|█         | 439/4000 [04:55<39:18,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  11%|█         | 440/4000 [04:56<39:14,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  11%|█         | 441/4000 [04:57<39:14,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  11%|█         | 442/4000 [04:57<39:00,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  11%|█         | 443/4000 [04:58<38:47,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  11%|█         | 444/4000 [04:58<37:22,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.520322322845459
train acc: 0.2368421107530594
train loss: 2.5066049098968506
train acc: 0.22100000083446503
train loss: 2.5455586910247803
train acc: 0.210999995470047
train loss: 2.4689431190490723
train acc: 0.23899999260902405


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  11%|█         | 445/4000 [05:00<53:21,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.39s/it]
overall:  11%|█         | 446/4000 [05:01<49:26,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  11%|█         | 447/4000 [05:01<45:58,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  11%|█         | 448/4000 [05:02<43:28,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  11%|█         | 449/4000 [05:03<41:56,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  11%|█▏        | 450/4000 [05:03<40:55,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  11%|█▏        | 451/4000 [05:04<40:13,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  11%|█▏        | 452/4000 [05:05<39:34,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  11%|█▏        | 453/4000 [05:05<39:13,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  11%|█▏        | 454/4000 [05:06<39:06,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  11%|█▏        | 455/4000 [05:07<39:12,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  11%|█▏        | 456/4000 [05:07<39:01,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  11%|█▏        | 457/4000 [05:08<39:08,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  11%|█▏        | 458/4000 [05:08<39:07,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  11%|█▏        | 459/4000 [05:09<38:51,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  12%|█▏        | 460/4000 [05:10<38:47,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  12%|█▏        | 461/4000 [05:10<38:43,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  12%|█▏        | 462/4000 [05:11<38:43,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  12%|█▏        | 463/4000 [05:12<38:46,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  12%|█▏        | 464/4000 [05:12<38:50,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  12%|█▏        | 465/4000 [05:13<38:52,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  12%|█▏        | 466/4000 [05:14<38:54,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  12%|█▏        | 467/4000 [05:14<38:54,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  12%|█▏        | 468/4000 [05:15<38:45,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  12%|█▏        | 469/4000 [05:16<38:59,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  12%|█▏        | 470/4000 [05:16<38:52,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  12%|█▏        | 471/4000 [05:17<38:42,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  12%|█▏        | 472/4000 [05:18<38:43,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  12%|█▏        | 473/4000 [05:18<38:37,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  12%|█▏        | 474/4000 [05:19<38:45,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  12%|█▏        | 475/4000 [05:20<38:37,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  12%|█▏        | 476/4000 [05:20<38:36,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  12%|█▏        | 477/4000 [05:21<38:34,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  12%|█▏        | 478/4000 [05:22<38:30,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  12%|█▏        | 479/4000 [05:22<38:38,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  12%|█▏        | 480/4000 [05:23<38:34,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  12%|█▏        | 481/4000 [05:24<37:09,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.48it/s]
train loss: 2.50535249710083
train acc: 0.2277327924966812
train loss: 2.501303195953369
train acc: 0.21299999952316284
train loss: 2.517825126647949
train acc: 0.23899999260902405
train loss: 2.469881057739258
train acc: 0.23000000417232513


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  12%|█▏        | 482/4000 [05:25<52:37,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.39s/it]
overall:  12%|█▏        | 483/4000 [05:26<48:15,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  12%|█▏        | 484/4000 [05:26<45:00,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  12%|█▏        | 485/4000 [05:27<42:44,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.35it/s]
overall:  12%|█▏        | 486/4000 [05:28<41:07,  1.42it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.42it/s]
overall:  12%|█▏        | 487/4000 [05:28<40:01,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:  12%|█▏        | 488/4000 [05:29<39:15,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:  12%|█▏        | 489/4000 [05:30<38:43,  1.51it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:  12%|█▏        | 490/4000 [05:30<38:18,  1.53it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.53it/s]
overall:  12%|█▏        | 491/4000 [05:31<38:11,  1.53it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.53it/s]
overall:  12%|█▏        | 492/4000 [05:31<38:07,  1.53it/s]

train:  30%|██▉       | 11/37 [00:07<00:16,  1.53it/s]
overall:  12%|█▏        | 493/4000 [05:32<38:15,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:  12%|█▏        | 494/4000 [05:33<39:01,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  12%|█▏        | 495/4000 [05:33<38:44,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  12%|█▏        | 496/4000 [05:34<38:37,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  12%|█▏        | 497/4000 [05:35<38:24,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  12%|█▏        | 498/4000 [05:35<38:08,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:  12%|█▏        | 499/4000 [05:36<38:01,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:  12%|█▎        | 500/4000 [05:37<38:07,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  13%|█▎        | 501/4000 [05:37<38:07,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  13%|█▎        | 502/4000 [05:38<37:48,  1.54it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.54it/s]
overall:  13%|█▎        | 503/4000 [05:39<40:49,  1.43it/s]

train:  59%|█████▉    | 22/37 [00:15<00:10,  1.43it/s]
overall:  13%|█▎        | 504/4000 [05:40<39:51,  1.46it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.46it/s]
overall:  13%|█▎        | 505/4000 [05:40<39:19,  1.48it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.48it/s]
overall:  13%|█▎        | 506/4000 [05:41<39:22,  1.48it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.48it/s]
overall:  13%|█▎        | 507/4000 [05:41<39:00,  1.49it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.49it/s]
overall:  13%|█▎        | 508/4000 [05:42<38:40,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  13%|█▎        | 509/4000 [05:43<38:34,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  13%|█▎        | 510/4000 [05:43<38:45,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  13%|█▎        | 511/4000 [05:44<38:41,  1.50it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.50it/s]
overall:  13%|█▎        | 512/4000 [05:45<38:38,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  13%|█▎        | 513/4000 [05:45<38:18,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  13%|█▎        | 514/4000 [05:46<38:08,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  13%|█▎        | 515/4000 [05:47<38:13,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  13%|█▎        | 516/4000 [05:47<38:06,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  13%|█▎        | 517/4000 [05:48<38:05,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  13%|█▎        | 518/4000 [05:49<36:43,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.4779281616210938
train acc: 0.22064776718616486
train loss: 2.476693630218506
train acc: 0.2280000001192093
train loss: 2.4746153354644775
train acc: 0.23999999463558197


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  13%|█▎        | 519/4000 [05:50<52:03,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.39s/it]
overall:  13%|█▎        | 520/4000 [05:51<48:05,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.03it/s]
overall:  13%|█▎        | 521/4000 [05:51<45:02,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  13%|█▎        | 522/4000 [05:52<43:32,  1.33it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.30it/s]
overall:  13%|█▎        | 523/4000 [05:53<41:59,  1.38it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.37it/s]
overall:  13%|█▎        | 524/4000 [05:54<40:44,  1.42it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  13%|█▎        | 525/4000 [05:54<39:59,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  13%|█▎        | 526/4000 [05:55<39:32,  1.46it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.46it/s]
overall:  13%|█▎        | 527/4000 [05:55<39:11,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  13%|█▎        | 528/4000 [05:56<38:46,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  13%|█▎        | 529/4000 [05:57<38:40,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  13%|█▎        | 530/4000 [05:57<38:29,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  13%|█▎        | 531/4000 [05:58<38:31,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  13%|█▎        | 532/4000 [05:59<38:12,  1.51it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.51it/s]
overall:  13%|█▎        | 533/4000 [05:59<38:04,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  13%|█▎        | 534/4000 [06:00<38:11,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  13%|█▎        | 535/4000 [06:01<38:05,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  13%|█▎        | 536/4000 [06:01<37:58,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  13%|█▎        | 537/4000 [06:02<37:59,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  13%|█▎        | 538/4000 [06:03<37:50,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  13%|█▎        | 539/4000 [06:03<37:48,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  14%|█▎        | 540/4000 [06:04<37:47,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:  14%|█▎        | 541/4000 [06:05<37:34,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  14%|█▎        | 542/4000 [06:05<37:45,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:  14%|█▎        | 543/4000 [06:06<37:51,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  14%|█▎        | 544/4000 [06:07<37:46,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  14%|█▎        | 545/4000 [06:07<37:42,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:  14%|█▎        | 546/4000 [06:08<37:56,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  14%|█▎        | 547/4000 [06:09<38:07,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  14%|█▎        | 548/4000 [06:09<38:02,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  14%|█▎        | 549/4000 [06:10<37:58,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  14%|█▍        | 550/4000 [06:11<38:03,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  14%|█▍        | 551/4000 [06:11<38:08,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  14%|█▍        | 552/4000 [06:12<38:05,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  14%|█▍        | 553/4000 [06:13<38:01,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  14%|█▍        | 554/4000 [06:13<37:53,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  14%|█▍        | 555/4000 [06:14<36:25,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.4797186851501465
train acc: 0.2388664036989212
train loss: 2.4702165126800537
train acc: 0.24400000274181366
train loss: 2.4801106452941895
train acc: 0.22499999403953552
train loss: 2.4402642250061035
train acc: 0.24899999797344208


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  14%|█▍        | 556/4000 [06:15<51:38,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  14%|█▍        | 557/4000 [06:16<47:38,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  14%|█▍        | 558/4000 [06:17<44:44,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  14%|█▍        | 559/4000 [06:17<42:37,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:  14%|█▍        | 560/4000 [06:18<41:10,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  14%|█▍        | 561/4000 [06:19<40:13,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  14%|█▍        | 562/4000 [06:19<39:26,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  14%|█▍        | 563/4000 [06:20<39:11,  1.46it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.46it/s]
overall:  14%|█▍        | 564/4000 [06:21<38:52,  1.47it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.47it/s]
overall:  14%|█▍        | 565/4000 [06:21<38:27,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  14%|█▍        | 566/4000 [06:22<38:13,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  14%|█▍        | 567/4000 [06:23<38:05,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  14%|█▍        | 568/4000 [06:23<38:02,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  14%|█▍        | 569/4000 [06:24<37:59,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  14%|█▍        | 570/4000 [06:25<37:54,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  14%|█▍        | 571/4000 [06:25<37:46,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  14%|█▍        | 572/4000 [06:26<37:39,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  14%|█▍        | 573/4000 [06:27<37:31,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  14%|█▍        | 574/4000 [06:27<37:28,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  14%|█▍        | 575/4000 [06:28<37:33,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  14%|█▍        | 576/4000 [06:29<37:28,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  14%|█▍        | 577/4000 [06:29<37:19,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:  14%|█▍        | 578/4000 [06:30<37:14,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  14%|█▍        | 579/4000 [06:31<37:28,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  14%|█▍        | 580/4000 [06:31<37:34,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  15%|█▍        | 581/4000 [06:32<37:45,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  15%|█▍        | 582/4000 [06:33<37:39,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  15%|█▍        | 583/4000 [06:33<37:46,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  15%|█▍        | 584/4000 [06:34<37:38,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  15%|█▍        | 585/4000 [06:35<37:32,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  15%|█▍        | 586/4000 [06:35<37:21,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  15%|█▍        | 587/4000 [06:36<37:21,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  15%|█▍        | 588/4000 [06:36<37:26,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  15%|█▍        | 589/4000 [06:37<37:22,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  15%|█▍        | 590/4000 [06:38<37:27,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  15%|█▍        | 591/4000 [06:38<37:25,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  15%|█▍        | 592/4000 [06:39<36:09,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.440040111541748
train acc: 0.25809717178344727
train loss: 2.444303035736084
train acc: 0.25600001215934753
train loss: 2.441707134246826
train acc: 0.2529999911785126
train loss: 2.438831329345703
train acc: 0.22499999403953552


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  15%|█▍        | 593/4000 [06:41<50:17,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  15%|█▍        | 594/4000 [06:41<46:26,  1.22it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.06it/s]
overall:  15%|█▍        | 595/4000 [06:42<43:23,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.25it/s]
overall:  15%|█▍        | 596/4000 [06:42<41:33,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  15%|█▍        | 597/4000 [06:43<40:25,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  15%|█▍        | 598/4000 [06:44<39:27,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  15%|█▍        | 599/4000 [06:44<38:50,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  15%|█▌        | 600/4000 [06:45<38:13,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  15%|█▌        | 601/4000 [06:46<37:51,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  15%|█▌        | 602/4000 [06:46<37:38,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  15%|█▌        | 603/4000 [06:47<37:35,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  15%|█▌        | 604/4000 [06:48<37:28,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  15%|█▌        | 605/4000 [06:48<37:32,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  15%|█▌        | 606/4000 [06:49<37:23,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  15%|█▌        | 607/4000 [06:50<37:07,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  15%|█▌        | 608/4000 [06:50<36:54,  1.53it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.53it/s]
overall:  15%|█▌        | 609/4000 [06:51<37:01,  1.53it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.53it/s]
overall:  15%|█▌        | 610/4000 [06:52<36:56,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:  15%|█▌        | 611/4000 [06:52<37:04,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  15%|█▌        | 612/4000 [06:53<37:00,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  15%|█▌        | 613/4000 [06:54<37:00,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  15%|█▌        | 614/4000 [06:54<37:02,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  15%|█▌        | 615/4000 [06:55<37:01,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  15%|█▌        | 616/4000 [06:56<37:03,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  15%|█▌        | 617/4000 [06:56<37:12,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  15%|█▌        | 618/4000 [06:57<37:03,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  15%|█▌        | 619/4000 [06:58<37:05,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  16%|█▌        | 620/4000 [06:58<37:25,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  16%|█▌        | 621/4000 [06:59<37:10,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  16%|█▌        | 622/4000 [07:00<37:01,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  16%|█▌        | 623/4000 [07:00<37:00,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  16%|█▌        | 624/4000 [07:01<36:58,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  16%|█▌        | 625/4000 [07:02<36:58,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  16%|█▌        | 626/4000 [07:02<36:56,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  16%|█▌        | 627/4000 [07:03<36:58,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  16%|█▌        | 628/4000 [07:03<36:56,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  16%|█▌        | 629/4000 [07:04<35:24,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.426826000213623
train acc: 0.22874493896961212
train loss: 2.4300694465637207
train acc: 0.25999999046325684
train loss: 2.439246654510498
train acc: 0.24199999868869781


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  16%|█▌        | 630/4000 [07:06<49:45,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.37s/it]
overall:  16%|█▌        | 631/4000 [07:06<45:54,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  16%|█▌        | 632/4000 [07:07<43:13,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  16%|█▌        | 633/4000 [07:08<41:22,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  16%|█▌        | 634/4000 [07:08<40:03,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  16%|█▌        | 635/4000 [07:09<39:16,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  16%|█▌        | 636/4000 [07:10<38:42,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  16%|█▌        | 637/4000 [07:10<38:11,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  16%|█▌        | 638/4000 [07:11<38:07,  1.47it/s]

train:  24%|██▍       | 9/37 [00:06<00:19,  1.47it/s]
overall:  16%|█▌        | 639/4000 [07:12<37:39,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  16%|█▌        | 640/4000 [07:12<37:08,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  16%|█▌        | 641/4000 [07:13<36:51,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  16%|█▌        | 642/4000 [07:13<37:08,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  16%|█▌        | 643/4000 [07:14<36:58,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  16%|█▌        | 644/4000 [07:15<37:09,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  16%|█▌        | 645/4000 [07:15<37:04,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  16%|█▌        | 646/4000 [07:16<36:50,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  16%|█▌        | 647/4000 [07:17<36:49,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  16%|█▌        | 648/4000 [07:17<36:52,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  16%|█▌        | 649/4000 [07:18<36:48,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  16%|█▋        | 650/4000 [07:19<36:54,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  16%|█▋        | 651/4000 [07:19<36:48,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  16%|█▋        | 652/4000 [07:20<36:37,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  16%|█▋        | 653/4000 [07:21<36:59,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  16%|█▋        | 654/4000 [07:21<37:02,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  16%|█▋        | 655/4000 [07:22<36:59,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  16%|█▋        | 656/4000 [07:23<37:09,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  16%|█▋        | 657/4000 [07:23<36:53,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  16%|█▋        | 658/4000 [07:24<36:44,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  16%|█▋        | 659/4000 [07:25<36:46,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  16%|█▋        | 660/4000 [07:25<36:49,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  17%|█▋        | 661/4000 [07:26<36:44,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  17%|█▋        | 662/4000 [07:27<37:00,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  17%|█▋        | 663/4000 [07:27<36:55,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  17%|█▋        | 664/4000 [07:28<36:52,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  17%|█▋        | 665/4000 [07:29<36:48,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  17%|█▋        | 666/4000 [07:29<35:23,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.4427757263183594
train acc: 0.2510121464729309
train loss: 2.407170295715332
train acc: 0.26499998569488525
train loss: 2.422412633895874
train acc: 0.27000001072883606
train loss: 2.438751697540283
train acc: 0.2540000081062317


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  17%|█▋        | 667/4000 [07:31<50:09,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  17%|█▋        | 668/4000 [07:31<46:00,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  17%|█▋        | 669/4000 [07:32<43:12,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  17%|█▋        | 670/4000 [07:33<41:11,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:  17%|█▋        | 671/4000 [07:33<39:55,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  17%|█▋        | 672/4000 [07:34<39:06,  1.42it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.41it/s]
overall:  17%|█▋        | 673/4000 [07:35<38:17,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  17%|█▋        | 674/4000 [07:35<37:54,  1.46it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.46it/s]
overall:  17%|█▋        | 675/4000 [07:36<37:33,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  17%|█▋        | 676/4000 [07:37<37:17,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  17%|█▋        | 677/4000 [07:37<37:07,  1.49it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.49it/s]
overall:  17%|█▋        | 678/4000 [07:38<36:53,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  17%|█▋        | 679/4000 [07:39<37:00,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  17%|█▋        | 680/4000 [07:39<36:59,  1.50it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.50it/s]
overall:  17%|█▋        | 681/4000 [07:40<37:04,  1.49it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.49it/s]
overall:  17%|█▋        | 682/4000 [07:41<36:51,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  17%|█▋        | 683/4000 [07:41<36:48,  1.50it/s]

train:  46%|████▌     | 17/37 [00:12<00:13,  1.50it/s]
overall:  17%|█▋        | 684/4000 [07:42<36:40,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  17%|█▋        | 685/4000 [07:43<36:53,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:12,  1.50it/s]
overall:  17%|█▋        | 686/4000 [07:43<36:44,  1.50it/s]

train:  54%|█████▍    | 20/37 [00:14<00:11,  1.50it/s]
overall:  17%|█▋        | 687/4000 [07:44<36:41,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  17%|█▋        | 688/4000 [07:45<36:33,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  17%|█▋        | 689/4000 [07:45<36:22,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  17%|█▋        | 690/4000 [07:46<36:25,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  17%|█▋        | 691/4000 [07:47<36:28,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  17%|█▋        | 692/4000 [07:47<36:29,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  17%|█▋        | 693/4000 [07:48<36:31,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  17%|█▋        | 694/4000 [07:49<36:19,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  17%|█▋        | 695/4000 [07:49<36:18,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  17%|█▋        | 696/4000 [07:50<36:17,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  17%|█▋        | 697/4000 [07:51<36:34,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  17%|█▋        | 698/4000 [07:51<36:20,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  17%|█▋        | 699/4000 [07:52<36:17,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  18%|█▊        | 700/4000 [07:53<36:14,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  18%|█▊        | 701/4000 [07:53<36:21,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  18%|█▊        | 702/4000 [07:54<36:06,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  18%|█▊        | 703/4000 [07:55<34:49,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.410128593444824
train acc: 0.26923078298568726
train loss: 2.376646041870117
train acc: 0.2590000033378601
train loss: 2.4144973754882812
train acc: 0.2409999966621399
train loss: 2.442295789718628
train acc: 0.2619999945163727


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  18%|█▊        | 704/4000 [07:56<49:47,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.42s/it]
overall:  18%|█▊        | 705/4000 [07:57<45:41,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.03it/s]
overall:  18%|█▊        | 706/4000 [07:57<42:35,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  18%|█▊        | 707/4000 [07:58<40:38,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  18%|█▊        | 708/4000 [07:59<39:21,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  18%|█▊        | 709/4000 [07:59<38:23,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  18%|█▊        | 710/4000 [08:00<37:36,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  18%|█▊        | 711/4000 [08:01<37:18,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  18%|█▊        | 712/4000 [08:01<36:51,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  18%|█▊        | 713/4000 [08:02<36:44,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  18%|█▊        | 714/4000 [08:03<36:26,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  18%|█▊        | 715/4000 [08:03<36:18,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  18%|█▊        | 716/4000 [08:04<36:19,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  18%|█▊        | 717/4000 [08:05<36:09,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  18%|█▊        | 718/4000 [08:05<36:04,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  18%|█▊        | 719/4000 [08:06<35:55,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  18%|█▊        | 720/4000 [08:07<35:58,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  18%|█▊        | 721/4000 [08:07<35:59,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  18%|█▊        | 722/4000 [08:08<35:47,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  18%|█▊        | 723/4000 [08:09<35:40,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  18%|█▊        | 724/4000 [08:09<35:47,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  18%|█▊        | 725/4000 [08:10<36:01,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  18%|█▊        | 726/4000 [08:11<36:03,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  18%|█▊        | 727/4000 [08:11<36:09,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  18%|█▊        | 728/4000 [08:12<36:20,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  18%|█▊        | 729/4000 [08:13<36:34,  1.49it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.49it/s]
overall:  18%|█▊        | 730/4000 [08:13<36:25,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  18%|█▊        | 731/4000 [08:14<36:15,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.50it/s]
overall:  18%|█▊        | 732/4000 [08:15<36:14,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  18%|█▊        | 733/4000 [08:15<36:16,  1.50it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.50it/s]
overall:  18%|█▊        | 734/4000 [08:16<36:13,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  18%|█▊        | 735/4000 [08:17<36:11,  1.50it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.50it/s]
overall:  18%|█▊        | 736/4000 [08:17<36:25,  1.49it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.49it/s]
overall:  18%|█▊        | 737/4000 [08:18<36:32,  1.49it/s]

train:  92%|█████████▏| 34/37 [00:23<00:02,  1.49it/s]
overall:  18%|█▊        | 738/4000 [08:19<36:37,  1.48it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.48it/s]
overall:  18%|█▊        | 739/4000 [08:19<36:25,  1.49it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.49it/s]
overall:  18%|█▊        | 740/4000 [08:20<35:09,  1.55it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.55it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.4115333557128906
train acc: 0.2520242929458618
train loss: 2.394524097442627
train acc: 0.2529999911785126
train loss: 2.383481740951538
train acc: 0.2750000059604645
train loss: 2.401395320892334
train acc: 0.26923078298568726


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  19%|█▊        | 741/4000 [08:21<48:15,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.33s/it]
overall:  19%|█▊        | 742/4000 [08:22<44:29,  1.22it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.07it/s]
overall:  19%|█▊        | 743/4000 [08:23<41:33,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.25it/s]
overall:  19%|█▊        | 744/4000 [08:23<39:46,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  19%|█▊        | 745/4000 [08:24<38:29,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  19%|█▊        | 746/4000 [08:25<37:37,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  19%|█▊        | 747/4000 [08:25<37:02,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  19%|█▊        | 748/4000 [08:26<36:51,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.47it/s]
overall:  19%|█▊        | 749/4000 [08:27<36:16,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  19%|█▉        | 750/4000 [08:27<35:56,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  19%|█▉        | 751/4000 [08:28<35:48,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  19%|█▉        | 752/4000 [08:29<35:52,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  19%|█▉        | 753/4000 [08:29<36:07,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  19%|█▉        | 754/4000 [08:30<35:58,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  19%|█▉        | 755/4000 [08:31<35:49,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  19%|█▉        | 756/4000 [08:31<35:45,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  19%|█▉        | 757/4000 [08:32<35:40,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  19%|█▉        | 758/4000 [08:32<35:36,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  19%|█▉        | 759/4000 [08:33<35:29,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  19%|█▉        | 760/4000 [08:34<35:45,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  19%|█▉        | 761/4000 [08:34<35:37,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  19%|█▉        | 762/4000 [08:35<35:35,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  19%|█▉        | 763/4000 [08:36<35:35,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  19%|█▉        | 764/4000 [08:36<35:26,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  19%|█▉        | 765/4000 [08:37<35:52,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  19%|█▉        | 766/4000 [08:38<35:45,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  19%|█▉        | 767/4000 [08:38<35:34,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  19%|█▉        | 768/4000 [08:39<35:37,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  19%|█▉        | 769/4000 [08:40<35:29,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  19%|█▉        | 770/4000 [08:40<35:26,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  19%|█▉        | 771/4000 [08:41<35:21,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  19%|█▉        | 772/4000 [08:42<35:35,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  19%|█▉        | 773/4000 [08:42<35:31,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  19%|█▉        | 774/4000 [08:43<35:24,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  19%|█▉        | 775/4000 [08:44<35:15,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  19%|█▉        | 776/4000 [08:44<35:14,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  19%|█▉        | 777/4000 [08:45<34:05,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.48it/s]
train loss: 2.3585636615753174
train acc: 0.2529999911785126
train loss: 2.3977527618408203
train acc: 0.2680000066757202
train loss: 2.3865408897399902
train acc: 0.28999999165534973


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  19%|█▉        | 778/4000 [08:46<48:23,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  19%|█▉        | 779/4000 [08:47<44:32,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.03it/s]
overall:  20%|█▉        | 780/4000 [08:48<41:59,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.20it/s]
overall:  20%|█▉        | 781/4000 [08:48<39:47,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:  20%|█▉        | 782/4000 [08:49<38:22,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  20%|█▉        | 783/4000 [08:50<37:16,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  20%|█▉        | 784/4000 [08:50<36:30,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  20%|█▉        | 785/4000 [08:51<36:02,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  20%|█▉        | 786/4000 [08:52<35:35,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  20%|█▉        | 787/4000 [08:52<35:37,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  20%|█▉        | 788/4000 [08:53<35:28,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  20%|█▉        | 789/4000 [08:54<35:21,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  20%|█▉        | 790/4000 [08:54<35:32,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  20%|█▉        | 791/4000 [08:55<35:21,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  20%|█▉        | 792/4000 [08:56<35:33,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  20%|█▉        | 793/4000 [08:56<35:21,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  20%|█▉        | 794/4000 [08:57<35:17,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  20%|█▉        | 795/4000 [08:58<35:04,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  20%|█▉        | 796/4000 [08:58<35:06,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  20%|█▉        | 797/4000 [08:59<35:07,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  20%|█▉        | 798/4000 [09:00<35:09,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  20%|█▉        | 799/4000 [09:00<35:09,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  20%|██        | 800/4000 [09:01<35:10,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  20%|██        | 801/4000 [09:02<35:13,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  20%|██        | 802/4000 [09:02<35:11,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  20%|██        | 803/4000 [09:03<35:02,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  20%|██        | 804/4000 [09:04<35:21,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  20%|██        | 805/4000 [09:04<35:10,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  20%|██        | 806/4000 [09:05<35:08,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  20%|██        | 807/4000 [09:06<35:12,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  20%|██        | 808/4000 [09:06<34:59,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  20%|██        | 809/4000 [09:07<35:04,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  20%|██        | 810/4000 [09:08<34:58,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  20%|██        | 811/4000 [09:08<34:59,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  20%|██        | 812/4000 [09:09<35:04,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  20%|██        | 813/4000 [09:10<34:57,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  20%|██        | 814/4000 [09:10<33:44,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.389498233795166
train acc: 0.2722671926021576
train loss: 2.3933379650115967
train acc: 0.2639999985694885
train loss: 2.3815855979919434
train acc: 0.27300000190734863
train loss: 2.3516414165496826
train acc: 0.2750000059604645


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  20%|██        | 815/4000 [09:12<48:25,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.43s/it]
overall:  20%|██        | 816/4000 [09:12<44:18,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  20%|██        | 817/4000 [09:13<41:11,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  20%|██        | 818/4000 [09:14<39:08,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  20%|██        | 819/4000 [09:14<37:45,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  20%|██        | 820/4000 [09:15<36:44,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  21%|██        | 821/4000 [09:16<35:55,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  21%|██        | 822/4000 [09:16<35:19,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  21%|██        | 823/4000 [09:17<34:53,  1.52it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.52it/s]
overall:  21%|██        | 824/4000 [09:17<34:40,  1.53it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.53it/s]
overall:  21%|██        | 825/4000 [09:18<34:23,  1.54it/s]

train:  30%|██▉       | 11/37 [00:07<00:16,  1.54it/s]
overall:  21%|██        | 826/4000 [09:19<34:22,  1.54it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.54it/s]
overall:  21%|██        | 827/4000 [09:19<35:12,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  21%|██        | 828/4000 [09:20<35:01,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  21%|██        | 829/4000 [09:21<34:56,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  21%|██        | 830/4000 [09:21<34:56,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  21%|██        | 831/4000 [09:22<34:49,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  21%|██        | 832/4000 [09:23<34:46,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  21%|██        | 833/4000 [09:23<34:53,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  21%|██        | 834/4000 [09:24<34:47,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  21%|██        | 835/4000 [09:25<34:45,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  21%|██        | 836/4000 [09:25<34:43,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  21%|██        | 837/4000 [09:26<34:50,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  21%|██        | 838/4000 [09:27<34:52,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  21%|██        | 839/4000 [09:27<35:20,  1.49it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.49it/s]
overall:  21%|██        | 840/4000 [09:28<35:12,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  21%|██        | 841/4000 [09:29<35:04,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  21%|██        | 842/4000 [09:29<35:02,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.50it/s]
overall:  21%|██        | 843/4000 [09:30<34:52,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  21%|██        | 844/4000 [09:31<34:46,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  21%|██        | 845/4000 [09:31<34:43,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  21%|██        | 846/4000 [09:32<34:43,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  21%|██        | 847/4000 [09:33<34:40,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  21%|██        | 848/4000 [09:33<34:43,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  21%|██        | 849/4000 [09:34<34:40,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  21%|██▏       | 850/4000 [09:35<34:42,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  21%|██▏       | 851/4000 [09:35<33:28,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.3759400844573975
train acc: 0.26619434356689453
train loss: 2.3900561332702637
train acc: 0.29499998688697815
train loss: 2.353576183319092
train acc: 0.28700000047683716
train loss: 2.3545002937316895
train acc: 0.2680000066757202


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  21%|██▏       | 852/4000 [09:37<47:27,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  21%|██▏       | 853/4000 [09:37<43:26,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  21%|██▏       | 854/4000 [09:38<40:49,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  21%|██▏       | 855/4000 [09:39<38:50,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  21%|██▏       | 856/4000 [09:39<37:30,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  21%|██▏       | 857/4000 [09:40<36:34,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  21%|██▏       | 858/4000 [09:41<35:48,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  21%|██▏       | 859/4000 [09:41<35:22,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  22%|██▏       | 860/4000 [09:42<35:12,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  22%|██▏       | 861/4000 [09:43<34:55,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  22%|██▏       | 862/4000 [09:43<34:42,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  22%|██▏       | 863/4000 [09:44<34:39,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  22%|██▏       | 864/4000 [09:45<34:37,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  22%|██▏       | 865/4000 [09:45<34:31,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  22%|██▏       | 866/4000 [09:46<34:32,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  22%|██▏       | 867/4000 [09:47<34:33,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  22%|██▏       | 868/4000 [09:47<34:25,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  22%|██▏       | 869/4000 [09:48<34:20,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  22%|██▏       | 870/4000 [09:49<34:21,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  22%|██▏       | 871/4000 [09:49<34:13,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  22%|██▏       | 872/4000 [09:50<34:27,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  22%|██▏       | 873/4000 [09:51<34:22,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  22%|██▏       | 874/4000 [09:51<34:31,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  22%|██▏       | 875/4000 [09:52<34:21,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  22%|██▏       | 876/4000 [09:53<34:19,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  22%|██▏       | 877/4000 [09:53<34:17,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  22%|██▏       | 878/4000 [09:54<34:21,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  22%|██▏       | 879/4000 [09:55<34:15,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  22%|██▏       | 880/4000 [09:55<34:10,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  22%|██▏       | 881/4000 [09:56<34:06,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  22%|██▏       | 882/4000 [09:57<34:09,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  22%|██▏       | 883/4000 [09:57<34:00,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  22%|██▏       | 884/4000 [09:58<34:10,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  22%|██▏       | 885/4000 [09:58<34:05,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  22%|██▏       | 886/4000 [09:59<34:03,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  22%|██▏       | 887/4000 [10:00<33:58,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  22%|██▏       | 888/4000 [10:00<32:56,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.3309147357940674
train acc: 0.2621457576751709
train loss: 2.392639636993408
train acc: 0.27300000190734863
train loss: 2.3483541011810303
train acc: 0.28299999237060547


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  22%|██▏       | 889/4000 [10:02<47:29,  1.09it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.44s/it]
overall:  22%|██▏       | 890/4000 [10:03<43:32,  1.19it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.02it/s]
overall:  22%|██▏       | 891/4000 [10:03<40:25,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  22%|██▏       | 892/4000 [10:04<38:18,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  22%|██▏       | 893/4000 [10:05<36:45,  1.41it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  22%|██▏       | 894/4000 [10:05<35:39,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  22%|██▏       | 895/4000 [10:06<35:05,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  22%|██▏       | 896/4000 [10:06<34:44,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  22%|██▏       | 897/4000 [10:07<34:19,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  22%|██▏       | 898/4000 [10:08<34:00,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:  22%|██▏       | 899/4000 [10:08<33:50,  1.53it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.53it/s]
overall:  22%|██▎       | 900/4000 [10:09<33:44,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:  23%|██▎       | 901/4000 [10:10<34:30,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  23%|██▎       | 902/4000 [10:10<34:11,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  23%|██▎       | 903/4000 [10:11<33:56,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  23%|██▎       | 904/4000 [10:12<33:54,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  23%|██▎       | 905/4000 [10:12<33:55,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  23%|██▎       | 906/4000 [10:13<33:56,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  23%|██▎       | 907/4000 [10:14<33:56,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  23%|██▎       | 908/4000 [10:14<33:55,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  23%|██▎       | 909/4000 [10:15<33:38,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  23%|██▎       | 910/4000 [10:16<34:03,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  23%|██▎       | 911/4000 [10:16<34:07,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  23%|██▎       | 912/4000 [10:17<34:06,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  23%|██▎       | 913/4000 [10:18<34:56,  1.47it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.47it/s]
overall:  23%|██▎       | 914/4000 [10:18<34:38,  1.48it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.48it/s]
overall:  23%|██▎       | 915/4000 [10:19<34:28,  1.49it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.49it/s]
overall:  23%|██▎       | 916/4000 [10:20<34:24,  1.49it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.49it/s]
overall:  23%|██▎       | 917/4000 [10:20<34:18,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  23%|██▎       | 918/4000 [10:21<34:13,  1.50it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.50it/s]
overall:  23%|██▎       | 919/4000 [10:22<34:08,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  23%|██▎       | 920/4000 [10:22<34:11,  1.50it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.50it/s]
overall:  23%|██▎       | 921/4000 [10:23<34:05,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  23%|██▎       | 922/4000 [10:24<34:03,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  23%|██▎       | 923/4000 [10:24<33:49,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  23%|██▎       | 924/4000 [10:25<33:54,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  23%|██▎       | 925/4000 [10:26<32:46,  1.56it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.56it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.340487241744995
train acc: 0.3076923191547394
train loss: 2.332428455352783
train acc: 0.2930000126361847
train loss: 2.3404736518859863
train acc: 0.3050000071525574
train loss: 2.374237060546875
train acc: 0.257999986410141


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  23%|██▎       | 926/4000 [10:27<46:26,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.41s/it]
overall:  23%|██▎       | 927/4000 [10:28<42:35,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  23%|██▎       | 928/4000 [10:28<39:49,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  23%|██▎       | 929/4000 [10:29<37:53,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  23%|██▎       | 930/4000 [10:30<36:43,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  23%|██▎       | 931/4000 [10:30<35:44,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  23%|██▎       | 932/4000 [10:31<35:04,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  23%|██▎       | 933/4000 [10:32<34:43,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  23%|██▎       | 934/4000 [10:32<34:17,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  23%|██▎       | 935/4000 [10:33<34:03,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  23%|██▎       | 936/4000 [10:34<33:58,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  23%|██▎       | 937/4000 [10:34<33:52,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  23%|██▎       | 938/4000 [10:35<33:50,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  23%|██▎       | 939/4000 [10:36<33:45,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  24%|██▎       | 940/4000 [10:36<33:43,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  24%|██▎       | 941/4000 [10:37<33:32,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  24%|██▎       | 942/4000 [10:38<33:35,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  24%|██▎       | 943/4000 [10:38<33:31,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  24%|██▎       | 944/4000 [10:39<33:31,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  24%|██▎       | 945/4000 [10:40<33:37,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  24%|██▎       | 946/4000 [10:40<33:45,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  24%|██▎       | 947/4000 [10:41<33:47,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  24%|██▎       | 948/4000 [10:42<33:45,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  24%|██▎       | 949/4000 [10:42<33:38,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  24%|██▍       | 950/4000 [10:43<33:45,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  24%|██▍       | 951/4000 [10:44<33:52,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  24%|██▍       | 952/4000 [10:44<33:53,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  24%|██▍       | 953/4000 [10:45<33:40,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  24%|██▍       | 954/4000 [10:46<33:38,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  24%|██▍       | 955/4000 [10:46<33:32,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  24%|██▍       | 956/4000 [10:47<33:30,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  24%|██▍       | 957/4000 [10:48<33:37,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  24%|██▍       | 958/4000 [10:48<33:33,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  24%|██▍       | 959/4000 [10:49<33:33,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  24%|██▍       | 960/4000 [10:50<33:35,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  24%|██▍       | 961/4000 [10:50<33:30,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  24%|██▍       | 962/4000 [10:51<32:12,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.3408589363098145
train acc: 0.25404858589172363
train loss: 2.323087453842163
train acc: 0.27900001406669617
train loss: 2.3500120639801025
train acc: 0.2849999964237213
train loss: 2.3133444786071777
train acc: 0.29899999499320984


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  24%|██▍       | 963/4000 [10:52<45:39,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  24%|██▍       | 964/4000 [10:53<42:02,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.03it/s]
overall:  24%|██▍       | 965/4000 [10:54<39:11,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  24%|██▍       | 966/4000 [10:54<37:21,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  24%|██▍       | 967/4000 [10:55<35:57,  1.41it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  24%|██▍       | 968/4000 [10:56<34:48,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  24%|██▍       | 969/4000 [10:56<34:06,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  24%|██▍       | 970/4000 [10:57<33:46,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  24%|██▍       | 971/4000 [10:58<33:32,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  24%|██▍       | 972/4000 [10:58<33:28,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  24%|██▍       | 973/4000 [10:59<33:28,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  24%|██▍       | 974/4000 [11:00<33:17,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  24%|██▍       | 975/4000 [11:00<33:22,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  24%|██▍       | 976/4000 [11:01<33:36,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  24%|██▍       | 977/4000 [11:02<33:29,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  24%|██▍       | 978/4000 [11:02<33:25,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  24%|██▍       | 979/4000 [11:03<33:23,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  24%|██▍       | 980/4000 [11:04<33:19,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  25%|██▍       | 981/4000 [11:04<33:15,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  25%|██▍       | 982/4000 [11:05<33:33,  1.50it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.50it/s]
overall:  25%|██▍       | 983/4000 [11:06<33:49,  1.49it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.49it/s]
overall:  25%|██▍       | 984/4000 [11:06<33:42,  1.49it/s]

train:  59%|█████▉    | 22/37 [00:15<00:10,  1.49it/s]
overall:  25%|██▍       | 985/4000 [11:07<33:39,  1.49it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.49it/s]
overall:  25%|██▍       | 986/4000 [11:08<33:28,  1.50it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.50it/s]
overall:  25%|██▍       | 987/4000 [11:08<33:43,  1.49it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.49it/s]
overall:  25%|██▍       | 988/4000 [11:09<33:57,  1.48it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.48it/s]
overall:  25%|██▍       | 989/4000 [11:10<33:45,  1.49it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.49it/s]
overall:  25%|██▍       | 990/4000 [11:10<33:39,  1.49it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.49it/s]
overall:  25%|██▍       | 991/4000 [11:11<33:41,  1.49it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.49it/s]
overall:  25%|██▍       | 992/4000 [11:12<33:32,  1.49it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.49it/s]
overall:  25%|██▍       | 993/4000 [11:12<33:43,  1.49it/s]

train:  84%|████████▍ | 31/37 [00:21<00:04,  1.49it/s]
overall:  25%|██▍       | 994/4000 [11:13<34:06,  1.47it/s]

train:  86%|████████▋ | 32/37 [00:22<00:03,  1.47it/s]
overall:  25%|██▍       | 995/4000 [11:14<33:50,  1.48it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.48it/s]
overall:  25%|██▍       | 996/4000 [11:14<33:44,  1.48it/s]

train:  92%|█████████▏| 34/37 [00:23<00:02,  1.48it/s]
overall:  25%|██▍       | 997/4000 [11:15<33:40,  1.49it/s]

train:  95%|█████████▍| 35/37 [00:24<00:01,  1.49it/s]
overall:  25%|██▍       | 998/4000 [11:16<33:27,  1.50it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.50it/s]
overall:  25%|██▍       | 999/4000 [11:16<32:09,  1.56it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.56it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.3355112075805664
train acc: 0.2753036320209503
train loss: 2.313859462738037
train acc: 0.2919999957084656
train loss: 2.336808443069458
train acc: 0.2750000059604645


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  25%|██▌       | 1000/4000 [11:18<45:42,  1.09it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.41s/it]
overall:  25%|██▌       | 1001/4000 [11:18<41:58,  1.19it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  25%|██▌       | 1002/4000 [11:19<39:01,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.21it/s]
overall:  25%|██▌       | 1003/4000 [11:20<36:54,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  25%|██▌       | 1004/4000 [11:20<35:28,  1.41it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  25%|██▌       | 1005/4000 [11:21<34:29,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  25%|██▌       | 1006/4000 [11:22<33:46,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  25%|██▌       | 1007/4000 [11:22<33:13,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:  25%|██▌       | 1008/4000 [11:23<33:02,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  25%|██▌       | 1009/4000 [11:24<33:03,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  25%|██▌       | 1010/4000 [11:24<32:58,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  25%|██▌       | 1011/4000 [11:25<32:53,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  25%|██▌       | 1012/4000 [11:26<32:52,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:  25%|██▌       | 1013/4000 [11:26<33:02,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  25%|██▌       | 1014/4000 [11:27<32:56,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  25%|██▌       | 1015/4000 [11:28<32:52,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  25%|██▌       | 1016/4000 [11:28<32:52,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  25%|██▌       | 1017/4000 [11:29<32:45,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  25%|██▌       | 1018/4000 [11:30<32:44,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  25%|██▌       | 1019/4000 [11:30<32:54,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  26%|██▌       | 1020/4000 [11:31<32:56,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  26%|██▌       | 1021/4000 [11:32<32:47,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  26%|██▌       | 1022/4000 [11:32<32:41,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  26%|██▌       | 1023/4000 [11:33<32:38,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  26%|██▌       | 1024/4000 [11:33<32:37,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  26%|██▌       | 1025/4000 [11:34<32:55,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  26%|██▌       | 1026/4000 [11:35<32:49,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  26%|██▌       | 1027/4000 [11:35<32:47,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  26%|██▌       | 1028/4000 [11:36<32:43,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  26%|██▌       | 1029/4000 [11:37<32:39,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  26%|██▌       | 1030/4000 [11:37<32:41,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  26%|██▌       | 1031/4000 [11:38<32:40,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  26%|██▌       | 1032/4000 [11:39<32:39,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  26%|██▌       | 1033/4000 [11:39<32:31,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  26%|██▌       | 1034/4000 [11:40<32:33,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  26%|██▌       | 1035/4000 [11:41<32:23,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  26%|██▌       | 1036/4000 [11:41<31:14,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.3610923290252686
train acc: 0.2621457576751709
train loss: 2.2992568016052246
train acc: 0.28999999165534973
train loss: 2.300386905670166
train acc: 0.32100000977516174
train loss: 2.358259677886963
train acc: 0.2669999897480011


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  26%|██▌       | 1037/4000 [11:43<44:55,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.43s/it]
overall:  26%|██▌       | 1038/4000 [11:44<41:04,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  26%|██▌       | 1039/4000 [11:44<38:12,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  26%|██▌       | 1040/4000 [11:45<36:06,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  26%|██▌       | 1041/4000 [11:45<34:48,  1.42it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.41it/s]
overall:  26%|██▌       | 1042/4000 [11:46<33:44,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:  26%|██▌       | 1043/4000 [11:47<33:06,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:  26%|██▌       | 1044/4000 [11:47<32:36,  1.51it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:  26%|██▌       | 1045/4000 [11:48<32:30,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.52it/s]
overall:  26%|██▌       | 1046/4000 [11:49<32:13,  1.53it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.53it/s]
overall:  26%|██▌       | 1047/4000 [11:49<32:15,  1.53it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.53it/s]
overall:  26%|██▌       | 1048/4000 [11:50<32:16,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:  26%|██▌       | 1049/4000 [11:51<32:52,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  26%|██▋       | 1050/4000 [11:51<32:50,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  26%|██▋       | 1051/4000 [11:52<32:45,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  26%|██▋       | 1052/4000 [11:53<32:42,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  26%|██▋       | 1053/4000 [11:53<32:29,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  26%|██▋       | 1054/4000 [11:54<32:34,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  26%|██▋       | 1055/4000 [11:55<32:38,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.50it/s]
overall:  26%|██▋       | 1056/4000 [11:55<32:26,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  26%|██▋       | 1057/4000 [11:56<32:24,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  26%|██▋       | 1058/4000 [11:57<32:17,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  26%|██▋       | 1059/4000 [11:57<32:26,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  26%|██▋       | 1060/4000 [11:58<32:19,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  27%|██▋       | 1061/4000 [11:59<32:47,  1.49it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.49it/s]
overall:  27%|██▋       | 1062/4000 [11:59<32:41,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  27%|██▋       | 1063/4000 [12:00<32:35,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  27%|██▋       | 1064/4000 [12:01<32:29,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  27%|██▋       | 1065/4000 [12:01<32:21,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  27%|██▋       | 1066/4000 [12:02<32:23,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  27%|██▋       | 1067/4000 [12:03<32:20,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  27%|██▋       | 1068/4000 [12:03<32:13,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  27%|██▋       | 1069/4000 [12:04<32:14,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  27%|██▋       | 1070/4000 [12:05<32:13,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  27%|██▋       | 1071/4000 [12:05<32:15,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  27%|██▋       | 1072/4000 [12:06<32:14,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  27%|██▋       | 1073/4000 [12:06<31:06,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.3192050457000732
train acc: 0.2763157784938812
train loss: 2.328848123550415
train acc: 0.28999999165534973
train loss: 2.314768075942993
train acc: 0.2759999930858612
train loss: 2.2960124015808105
train acc: 0.289000004529953


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  27%|██▋       | 1074/4000 [12:08<45:41,  1.07it/s]

train:   3%|▎         | 1/37 [00:01<00:54,  1.51s/it]
overall:  27%|██▋       | 1075/4000 [12:09<42:06,  1.16it/s]

train:   5%|▌         | 2/37 [00:02<00:35,  1.03s/it]
overall:  27%|██▋       | 1076/4000 [12:09<39:03,  1.25it/s]

train:   8%|▊         | 3/37 [00:02<00:29,  1.16it/s]
overall:  27%|██▋       | 1077/4000 [12:10<36:57,  1.32it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.28it/s]
overall:  27%|██▋       | 1078/4000 [12:11<35:24,  1.38it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.36it/s]
overall:  27%|██▋       | 1079/4000 [12:11<34:18,  1.42it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  27%|██▋       | 1080/4000 [12:12<33:39,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  27%|██▋       | 1081/4000 [12:13<32:57,  1.48it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.48it/s]
overall:  27%|██▋       | 1082/4000 [12:13<32:33,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  27%|██▋       | 1083/4000 [12:14<32:41,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  27%|██▋       | 1084/4000 [12:15<32:25,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  27%|██▋       | 1085/4000 [12:15<32:23,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  27%|██▋       | 1086/4000 [12:16<32:34,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  27%|██▋       | 1087/4000 [12:17<32:29,  1.49it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.49it/s]
overall:  27%|██▋       | 1088/4000 [12:17<32:20,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  27%|██▋       | 1089/4000 [12:18<32:15,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  27%|██▋       | 1090/4000 [12:19<32:12,  1.51it/s]

train:  46%|████▌     | 17/37 [00:12<00:13,  1.51it/s]
overall:  27%|██▋       | 1091/4000 [12:19<32:17,  1.50it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.50it/s]
overall:  27%|██▋       | 1092/4000 [12:20<32:13,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.50it/s]
overall:  27%|██▋       | 1093/4000 [12:21<32:07,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:14<00:11,  1.51it/s]
overall:  27%|██▋       | 1094/4000 [12:21<32:07,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  27%|██▋       | 1095/4000 [12:22<32:14,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  27%|██▋       | 1096/4000 [12:23<32:13,  1.50it/s]

train:  62%|██████▏   | 23/37 [00:16<00:09,  1.50it/s]
overall:  27%|██▋       | 1097/4000 [12:23<32:04,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  27%|██▋       | 1098/4000 [12:24<32:10,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  27%|██▋       | 1099/4000 [12:25<32:12,  1.50it/s]

train:  70%|███████   | 26/37 [00:18<00:07,  1.50it/s]
overall:  28%|██▊       | 1100/4000 [12:25<32:05,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  28%|██▊       | 1101/4000 [12:26<32:03,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  28%|██▊       | 1102/4000 [12:27<32:01,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:20<00:05,  1.51it/s]
overall:  28%|██▊       | 1103/4000 [12:27<31:56,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  28%|██▊       | 1104/4000 [12:28<31:56,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  28%|██▊       | 1105/4000 [12:29<31:53,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:22<00:03,  1.51it/s]
overall:  28%|██▊       | 1106/4000 [12:29<31:47,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  28%|██▊       | 1107/4000 [12:30<31:54,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  28%|██▊       | 1108/4000 [12:31<31:55,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:24<00:01,  1.51it/s]
overall:  28%|██▊       | 1109/4000 [12:31<31:50,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  28%|██▊       | 1110/4000 [12:32<30:38,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.284175395965576
train acc: 0.3178137540817261
train loss: 2.337841510772705
train acc: 0.28700000047683716
train loss: 2.2909562587738037
train acc: 0.2849999964237213
train loss: 2.316458225250244
train acc: 0.28947368264198303


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  28%|██▊       | 1111/4000 [12:33<42:42,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:47,  1.33s/it]
overall:  28%|██▊       | 1112/4000 [12:34<39:23,  1.22it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.07it/s]
overall:  28%|██▊       | 1113/4000 [12:35<36:54,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.24it/s]
overall:  28%|██▊       | 1114/4000 [12:35<35:20,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  28%|██▊       | 1115/4000 [12:36<34:13,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  28%|██▊       | 1116/4000 [12:37<33:25,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  28%|██▊       | 1117/4000 [12:37<33:00,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  28%|██▊       | 1118/4000 [12:38<32:30,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  28%|██▊       | 1119/4000 [12:39<32:13,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  28%|██▊       | 1120/4000 [12:39<32:00,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  28%|██▊       | 1121/4000 [12:40<31:49,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  28%|██▊       | 1122/4000 [12:41<31:48,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  28%|██▊       | 1123/4000 [12:41<32:11,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  28%|██▊       | 1124/4000 [12:42<31:56,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  28%|██▊       | 1125/4000 [12:43<31:45,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  28%|██▊       | 1126/4000 [12:43<31:34,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  28%|██▊       | 1127/4000 [12:44<31:32,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  28%|██▊       | 1128/4000 [12:45<31:29,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  28%|██▊       | 1129/4000 [12:45<31:41,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  28%|██▊       | 1130/4000 [12:46<31:35,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  28%|██▊       | 1131/4000 [12:47<31:34,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  28%|██▊       | 1132/4000 [12:47<31:46,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  28%|██▊       | 1133/4000 [12:48<31:43,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  28%|██▊       | 1134/4000 [12:49<31:36,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  28%|██▊       | 1135/4000 [12:49<31:52,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  28%|██▊       | 1136/4000 [12:50<31:46,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  28%|██▊       | 1137/4000 [12:51<31:45,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  28%|██▊       | 1138/4000 [12:51<31:38,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  28%|██▊       | 1139/4000 [12:52<31:33,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  28%|██▊       | 1140/4000 [12:53<31:39,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  29%|██▊       | 1141/4000 [12:53<32:04,  1.49it/s]

train:  84%|████████▍ | 31/37 [00:21<00:04,  1.49it/s]
overall:  29%|██▊       | 1142/4000 [12:54<32:01,  1.49it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.49it/s]
overall:  29%|██▊       | 1143/4000 [12:55<31:48,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  29%|██▊       | 1144/4000 [12:55<31:41,  1.50it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.50it/s]
overall:  29%|██▊       | 1145/4000 [12:56<31:39,  1.50it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.50it/s]
overall:  29%|██▊       | 1146/4000 [12:57<31:38,  1.50it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.50it/s]
overall:  29%|██▊       | 1147/4000 [12:57<30:26,  1.56it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.56it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.261965274810791
train acc: 0.3179999887943268
train loss: 2.3102545738220215
train acc: 0.27900001406669617
train loss: 2.3035175800323486
train acc: 0.29100000858306885


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  29%|██▊       | 1148/4000 [12:59<43:24,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.44s/it]
overall:  29%|██▊       | 1149/4000 [12:59<39:42,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.02it/s]
overall:  29%|██▉       | 1150/4000 [13:00<37:09,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.20it/s]
overall:  29%|██▉       | 1151/4000 [13:01<35:18,  1.34it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.31it/s]
overall:  29%|██▉       | 1152/4000 [13:01<33:58,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  29%|██▉       | 1153/4000 [13:02<32:58,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  29%|██▉       | 1154/4000 [13:03<32:19,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  29%|██▉       | 1155/4000 [13:03<31:44,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  29%|██▉       | 1156/4000 [13:04<31:25,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  29%|██▉       | 1157/4000 [13:05<31:11,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:  29%|██▉       | 1158/4000 [13:05<31:14,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:  29%|██▉       | 1159/4000 [13:06<31:17,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  29%|██▉       | 1160/4000 [13:07<31:35,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  29%|██▉       | 1161/4000 [13:07<31:31,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  29%|██▉       | 1162/4000 [13:08<31:22,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  29%|██▉       | 1163/4000 [13:09<31:14,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  29%|██▉       | 1164/4000 [13:09<31:20,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  29%|██▉       | 1165/4000 [13:10<31:14,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  29%|██▉       | 1166/4000 [13:10<31:11,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  29%|██▉       | 1167/4000 [13:11<31:10,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  29%|██▉       | 1168/4000 [13:12<31:20,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  29%|██▉       | 1169/4000 [13:12<31:16,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  29%|██▉       | 1170/4000 [13:13<31:12,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  29%|██▉       | 1171/4000 [13:14<31:10,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  29%|██▉       | 1172/4000 [13:14<31:22,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  29%|██▉       | 1173/4000 [13:15<31:15,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  29%|██▉       | 1174/4000 [13:16<31:05,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  29%|██▉       | 1175/4000 [13:16<31:15,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  29%|██▉       | 1176/4000 [13:17<31:10,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  29%|██▉       | 1177/4000 [13:18<31:07,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  29%|██▉       | 1178/4000 [13:18<31:06,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  29%|██▉       | 1179/4000 [13:19<31:06,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  30%|██▉       | 1180/4000 [13:20<31:07,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  30%|██▉       | 1181/4000 [13:20<31:04,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  30%|██▉       | 1182/4000 [13:21<30:56,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  30%|██▉       | 1183/4000 [13:22<30:52,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  30%|██▉       | 1184/4000 [13:22<29:47,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.327301263809204
train acc: 0.2742914855480194
train loss: 2.3041539192199707
train acc: 0.28600001335144043
train loss: 2.2710790634155273
train acc: 0.3160000145435333
train loss: 2.265742540359497
train acc: 0.32499998807907104


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  30%|██▉       | 1185/4000 [13:24<42:25,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.39s/it]
overall:  30%|██▉       | 1186/4000 [13:25<39:06,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  30%|██▉       | 1187/4000 [13:25<36:21,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  30%|██▉       | 1188/4000 [13:26<34:48,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  30%|██▉       | 1189/4000 [13:26<33:23,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  30%|██▉       | 1190/4000 [13:27<34:21,  1.36it/s]

train:  16%|█▌        | 6/37 [00:04<00:22,  1.35it/s]
overall:  30%|██▉       | 1191/4000 [13:28<33:12,  1.41it/s]

train:  19%|█▉        | 7/37 [00:05<00:21,  1.41it/s]
overall:  30%|██▉       | 1192/4000 [13:29<32:27,  1.44it/s]

train:  22%|██▏       | 8/37 [00:06<00:20,  1.44it/s]
overall:  30%|██▉       | 1193/4000 [13:29<31:56,  1.46it/s]

train:  24%|██▍       | 9/37 [00:06<00:19,  1.47it/s]
overall:  30%|██▉       | 1194/4000 [13:30<31:33,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  30%|██▉       | 1195/4000 [13:31<31:13,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  30%|██▉       | 1196/4000 [13:31<31:00,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  30%|██▉       | 1197/4000 [13:32<31:02,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  30%|██▉       | 1198/4000 [13:32<30:52,  1.51it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.51it/s]
overall:  30%|██▉       | 1199/4000 [13:33<30:47,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  30%|███       | 1200/4000 [13:34<30:59,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  30%|███       | 1201/4000 [13:34<30:57,  1.51it/s]

train:  46%|████▌     | 17/37 [00:12<00:13,  1.51it/s]
overall:  30%|███       | 1202/4000 [13:35<30:47,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  30%|███       | 1203/4000 [13:36<30:38,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  30%|███       | 1204/4000 [13:36<30:29,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  30%|███       | 1205/4000 [13:37<30:29,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  30%|███       | 1206/4000 [13:38<30:34,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  30%|███       | 1207/4000 [13:38<30:34,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  30%|███       | 1208/4000 [13:39<30:38,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  30%|███       | 1209/4000 [13:40<30:45,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  30%|███       | 1210/4000 [13:40<30:41,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  30%|███       | 1211/4000 [13:41<30:42,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  30%|███       | 1212/4000 [13:42<30:52,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  30%|███       | 1213/4000 [13:42<30:51,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  30%|███       | 1214/4000 [13:43<30:58,  1.50it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.50it/s]
overall:  30%|███       | 1215/4000 [13:44<30:50,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  30%|███       | 1216/4000 [13:44<30:46,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  30%|███       | 1217/4000 [13:45<30:52,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  30%|███       | 1218/4000 [13:46<30:48,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  30%|███       | 1219/4000 [13:46<30:32,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  30%|███       | 1220/4000 [13:47<30:36,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  31%|███       | 1221/4000 [13:48<29:34,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.3209452629089355
train acc: 0.2854250967502594
train loss: 2.2826290130615234
train acc: 0.3089999854564667
train loss: 2.279026746749878
train acc: 0.2980000078678131
train loss: 2.281219005584717
train acc: 0.2930000126361847


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  31%|███       | 1222/4000 [13:49<41:32,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  31%|███       | 1223/4000 [13:50<38:07,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  31%|███       | 1224/4000 [13:50<35:43,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  31%|███       | 1225/4000 [13:51<34:15,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  31%|███       | 1226/4000 [13:52<32:53,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  31%|███       | 1227/4000 [13:52<32:09,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  31%|███       | 1228/4000 [13:53<31:35,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  31%|███       | 1229/4000 [13:54<31:09,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  31%|███       | 1230/4000 [13:54<30:53,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  31%|███       | 1231/4000 [13:55<30:31,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  31%|███       | 1232/4000 [13:56<30:38,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  31%|███       | 1233/4000 [13:56<30:29,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  31%|███       | 1234/4000 [13:57<30:40,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  31%|███       | 1235/4000 [13:58<30:50,  1.49it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.49it/s]
overall:  31%|███       | 1236/4000 [13:58<30:34,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  31%|███       | 1237/4000 [13:59<30:41,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  31%|███       | 1238/4000 [14:00<30:25,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  31%|███       | 1239/4000 [14:00<30:30,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  31%|███       | 1240/4000 [14:01<30:22,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  31%|███       | 1241/4000 [14:02<30:20,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  31%|███       | 1242/4000 [14:02<30:21,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  31%|███       | 1243/4000 [14:03<30:15,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  31%|███       | 1244/4000 [14:04<30:12,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  31%|███       | 1245/4000 [14:04<30:11,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  31%|███       | 1246/4000 [14:05<30:26,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  31%|███       | 1247/4000 [14:06<30:14,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  31%|███       | 1248/4000 [14:06<30:08,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  31%|███       | 1249/4000 [14:07<30:08,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  31%|███▏      | 1250/4000 [14:08<30:06,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  31%|███▏      | 1251/4000 [14:08<30:22,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  31%|███▏      | 1252/4000 [14:09<30:10,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  31%|███▏      | 1253/4000 [14:10<30:19,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  31%|███▏      | 1254/4000 [14:10<30:12,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  31%|███▏      | 1255/4000 [14:11<30:11,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  31%|███▏      | 1256/4000 [14:12<30:08,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  31%|███▏      | 1257/4000 [14:12<30:10,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  31%|███▏      | 1258/4000 [14:13<29:08,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.266836404800415
train acc: 0.3076923191547394
train loss: 2.2996163368225098
train acc: 0.2809999883174896
train loss: 2.267512083053589
train acc: 0.3230000138282776


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  31%|███▏      | 1259/4000 [14:14<40:45,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  32%|███▏      | 1260/4000 [14:15<37:29,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  32%|███▏      | 1261/4000 [14:16<35:05,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  32%|███▏      | 1262/4000 [14:16<33:46,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:  32%|███▏      | 1263/4000 [14:17<32:50,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  32%|███▏      | 1264/4000 [14:18<31:58,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  32%|███▏      | 1265/4000 [14:18<31:27,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  32%|███▏      | 1266/4000 [14:19<31:03,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  32%|███▏      | 1267/4000 [14:20<30:35,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  32%|███▏      | 1268/4000 [14:20<30:25,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  32%|███▏      | 1269/4000 [14:21<30:17,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  32%|███▏      | 1270/4000 [14:22<30:12,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  32%|███▏      | 1271/4000 [14:22<30:08,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  32%|███▏      | 1272/4000 [14:23<30:12,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  32%|███▏      | 1273/4000 [14:24<30:17,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  32%|███▏      | 1274/4000 [14:24<30:23,  1.49it/s]

train:  43%|████▎     | 16/37 [00:11<00:14,  1.49it/s]
overall:  32%|███▏      | 1275/4000 [14:25<30:18,  1.50it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.50it/s]
overall:  32%|███▏      | 1276/4000 [14:25<29:57,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  32%|███▏      | 1277/4000 [14:26<29:56,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  32%|███▏      | 1278/4000 [14:27<29:38,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  32%|███▏      | 1279/4000 [14:27<29:43,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  32%|███▏      | 1280/4000 [14:28<29:50,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  32%|███▏      | 1281/4000 [14:29<29:49,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  32%|███▏      | 1282/4000 [14:29<29:46,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  32%|███▏      | 1283/4000 [14:30<29:55,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  32%|███▏      | 1284/4000 [14:31<29:46,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  32%|███▏      | 1285/4000 [14:31<29:34,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:  32%|███▏      | 1286/4000 [14:32<29:54,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  32%|███▏      | 1287/4000 [14:33<29:46,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  32%|███▏      | 1288/4000 [14:33<29:40,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  32%|███▏      | 1289/4000 [14:34<29:26,  1.54it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.54it/s]
overall:  32%|███▏      | 1290/4000 [14:35<29:30,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  32%|███▏      | 1291/4000 [14:35<29:22,  1.54it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.54it/s]
overall:  32%|███▏      | 1292/4000 [14:36<29:28,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.53it/s]
overall:  32%|███▏      | 1293/4000 [14:37<29:29,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.53it/s]
overall:  32%|███▏      | 1294/4000 [14:37<29:30,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  32%|███▏      | 1295/4000 [14:38<28:23,  1.59it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.2660863399505615
train acc: 0.3087044656276703
train loss: 2.2947583198547363
train acc: 0.3009999990463257
train loss: 2.2697434425354004
train acc: 0.30300000309944153
train loss: 2.248673915863037
train acc: 0.3100000023841858


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  32%|███▏      | 1296/4000 [14:39<40:04,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  32%|███▏      | 1297/4000 [14:40<36:53,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  32%|███▏      | 1298/4000 [14:41<34:30,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  32%|███▏      | 1299/4000 [14:41<32:58,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  32%|███▎      | 1300/4000 [14:42<32:01,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  33%|███▎      | 1301/4000 [14:43<31:01,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  33%|███▎      | 1302/4000 [14:43<30:22,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  33%|███▎      | 1303/4000 [14:44<30:01,  1.50it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.50it/s]
overall:  33%|███▎      | 1304/4000 [14:45<30:04,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  33%|███▎      | 1305/4000 [14:45<29:56,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  33%|███▎      | 1306/4000 [14:46<29:51,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  33%|███▎      | 1307/4000 [14:47<29:43,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  33%|███▎      | 1308/4000 [14:47<29:58,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  33%|███▎      | 1309/4000 [14:48<29:47,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  33%|███▎      | 1310/4000 [14:49<29:52,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  33%|███▎      | 1311/4000 [14:49<29:38,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  33%|███▎      | 1312/4000 [14:50<29:30,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  33%|███▎      | 1313/4000 [14:51<29:17,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:  33%|███▎      | 1314/4000 [14:51<29:10,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  33%|███▎      | 1315/4000 [14:52<29:13,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  33%|███▎      | 1316/4000 [14:52<29:33,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  33%|███▎      | 1317/4000 [14:53<29:28,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  33%|███▎      | 1318/4000 [14:54<29:22,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  33%|███▎      | 1319/4000 [14:54<29:26,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  33%|███▎      | 1320/4000 [14:55<29:52,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.49it/s]
overall:  33%|███▎      | 1321/4000 [14:56<29:58,  1.49it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.49it/s]
overall:  33%|███▎      | 1322/4000 [14:56<29:49,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  33%|███▎      | 1323/4000 [14:57<29:54,  1.49it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.49it/s]
overall:  33%|███▎      | 1324/4000 [14:58<29:57,  1.49it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.49it/s]
overall:  33%|███▎      | 1325/4000 [14:59<29:53,  1.49it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.49it/s]
overall:  33%|███▎      | 1326/4000 [14:59<29:42,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  33%|███▎      | 1327/4000 [15:00<29:40,  1.50it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.50it/s]
overall:  33%|███▎      | 1328/4000 [15:00<29:38,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  33%|███▎      | 1329/4000 [15:01<29:28,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  33%|███▎      | 1330/4000 [15:02<29:21,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  33%|███▎      | 1331/4000 [15:02<29:20,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  33%|███▎      | 1332/4000 [15:03<28:25,  1.56it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.56it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.2609641551971436
train acc: 0.29251012206077576
train loss: 2.2642416954040527
train acc: 0.31200000643730164
train loss: 2.284627676010132
train acc: 0.31299999356269836
train loss: 2.2609517574310303
train acc: 0.3050000071525574


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  33%|███▎      | 1333/4000 [15:05<39:59,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.39s/it]
overall:  33%|███▎      | 1334/4000 [15:05<36:43,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  33%|███▎      | 1335/4000 [15:06<34:19,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  33%|███▎      | 1336/4000 [15:07<32:45,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  33%|███▎      | 1337/4000 [15:07<31:38,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.39it/s]
overall:  33%|███▎      | 1338/4000 [15:08<30:48,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  33%|███▎      | 1339/4000 [15:08<30:25,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  34%|███▎      | 1340/4000 [15:09<29:59,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  34%|███▎      | 1341/4000 [15:10<29:41,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  34%|███▎      | 1342/4000 [15:10<29:31,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  34%|███▎      | 1343/4000 [15:11<29:25,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  34%|███▎      | 1344/4000 [15:12<29:20,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  34%|███▎      | 1345/4000 [15:12<29:24,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  34%|███▎      | 1346/4000 [15:13<29:29,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  34%|███▎      | 1347/4000 [15:14<29:22,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  34%|███▎      | 1348/4000 [15:14<29:09,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  34%|███▎      | 1349/4000 [15:15<29:08,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  34%|███▍      | 1350/4000 [15:16<29:01,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  34%|███▍      | 1351/4000 [15:16<29:08,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  34%|███▍      | 1352/4000 [15:17<29:02,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  34%|███▍      | 1353/4000 [15:18<28:54,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  34%|███▍      | 1354/4000 [15:18<28:51,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:  34%|███▍      | 1355/4000 [15:19<28:52,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  34%|███▍      | 1356/4000 [15:20<28:57,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  34%|███▍      | 1357/4000 [15:20<29:00,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  34%|███▍      | 1358/4000 [15:21<28:51,  1.53it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.53it/s]
overall:  34%|███▍      | 1359/4000 [15:22<28:51,  1.53it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.53it/s]
overall:  34%|███▍      | 1360/4000 [15:22<28:44,  1.53it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.53it/s]
overall:  34%|███▍      | 1361/4000 [15:23<28:38,  1.54it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.54it/s]
overall:  34%|███▍      | 1362/4000 [15:24<28:40,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:  34%|███▍      | 1363/4000 [15:24<28:50,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  34%|███▍      | 1364/4000 [15:25<28:52,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  34%|███▍      | 1365/4000 [15:26<28:53,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  34%|███▍      | 1366/4000 [15:26<28:53,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  34%|███▍      | 1367/4000 [15:27<28:46,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  34%|███▍      | 1368/4000 [15:28<28:49,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  34%|███▍      | 1369/4000 [15:28<27:49,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.288100481033325
train acc: 0.3107287585735321
train loss: 2.2523484230041504
train acc: 0.2930000126361847
train loss: 2.2561469078063965
train acc: 0.3059999942779541


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  34%|███▍      | 1370/4000 [15:30<39:01,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  34%|███▍      | 1371/4000 [15:30<36:02,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:32,  1.06it/s]
overall:  34%|███▍      | 1372/4000 [15:31<34:04,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  34%|███▍      | 1373/4000 [15:32<32:32,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  34%|███▍      | 1374/4000 [15:32<31:24,  1.39it/s]

train:  14%|█▎        | 5/37 [00:03<00:23,  1.39it/s]
overall:  34%|███▍      | 1375/4000 [15:33<30:39,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  34%|███▍      | 1376/4000 [15:34<30:03,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  34%|███▍      | 1377/4000 [15:34<29:41,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  34%|███▍      | 1378/4000 [15:35<29:22,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  34%|███▍      | 1379/4000 [15:36<29:06,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  34%|███▍      | 1380/4000 [15:36<29:04,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  35%|███▍      | 1381/4000 [15:37<28:57,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  35%|███▍      | 1382/4000 [15:38<29:02,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  35%|███▍      | 1383/4000 [15:38<29:03,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  35%|███▍      | 1384/4000 [15:39<29:13,  1.49it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.49it/s]
overall:  35%|███▍      | 1385/4000 [15:40<28:59,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  35%|███▍      | 1386/4000 [15:40<28:49,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  35%|███▍      | 1387/4000 [15:41<28:39,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  35%|███▍      | 1388/4000 [15:42<28:34,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  35%|███▍      | 1389/4000 [15:42<28:34,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  35%|███▍      | 1390/4000 [15:43<28:30,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  35%|███▍      | 1391/4000 [15:43<28:27,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:  35%|███▍      | 1392/4000 [15:44<28:30,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  35%|███▍      | 1393/4000 [15:45<28:33,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  35%|███▍      | 1394/4000 [15:45<28:30,  1.52it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.52it/s]
overall:  35%|███▍      | 1395/4000 [15:46<28:25,  1.53it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.53it/s]
overall:  35%|███▍      | 1396/4000 [15:47<28:53,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  35%|███▍      | 1397/4000 [15:47<28:47,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  35%|███▍      | 1398/4000 [15:48<28:35,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  35%|███▍      | 1399/4000 [15:49<28:28,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  35%|███▌      | 1400/4000 [15:49<28:24,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.53it/s]
overall:  35%|███▌      | 1401/4000 [15:50<28:23,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  35%|███▌      | 1402/4000 [15:51<28:20,  1.53it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.53it/s]
overall:  35%|███▌      | 1403/4000 [15:51<28:28,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  35%|███▌      | 1404/4000 [15:52<28:23,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  35%|███▌      | 1405/4000 [15:53<28:25,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  35%|███▌      | 1406/4000 [15:53<27:33,  1.57it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.242039680480957
train acc: 0.318825900554657
train loss: 2.2743444442749023
train acc: 0.32199999690055847
train loss: 2.2672107219696045
train acc: 0.31200000643730164
train loss: 2.236886501312256
train acc: 0.3109999895095825


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  35%|███▌      | 1407/4000 [15:55<39:22,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.42s/it]
overall:  35%|███▌      | 1408/4000 [15:55<36:08,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.02it/s]
overall:  35%|███▌      | 1409/4000 [15:56<33:34,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  35%|███▌      | 1410/4000 [15:57<32:20,  1.33it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.30it/s]
overall:  35%|███▌      | 1411/4000 [15:57<30:57,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  35%|███▌      | 1412/4000 [15:58<30:04,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  35%|███▌      | 1413/4000 [15:59<29:34,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  35%|███▌      | 1414/4000 [15:59<29:23,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  35%|███▌      | 1415/4000 [16:00<29:12,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  35%|███▌      | 1416/4000 [16:01<29:07,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  35%|███▌      | 1417/4000 [16:01<28:51,  1.49it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.49it/s]
overall:  35%|███▌      | 1418/4000 [16:02<28:44,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  35%|███▌      | 1419/4000 [16:03<28:51,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  36%|███▌      | 1420/4000 [16:03<28:35,  1.50it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.50it/s]
overall:  36%|███▌      | 1421/4000 [16:04<28:22,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  36%|███▌      | 1422/4000 [16:05<28:25,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  36%|███▌      | 1423/4000 [16:05<28:18,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  36%|███▌      | 1424/4000 [16:06<28:25,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  36%|███▌      | 1425/4000 [16:07<28:26,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  36%|███▌      | 1426/4000 [16:07<28:22,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  36%|███▌      | 1427/4000 [16:08<28:33,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  36%|███▌      | 1428/4000 [16:09<28:30,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  36%|███▌      | 1429/4000 [16:09<28:23,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  36%|███▌      | 1430/4000 [16:10<28:24,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  36%|███▌      | 1431/4000 [16:11<28:29,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  36%|███▌      | 1432/4000 [16:11<28:23,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  36%|███▌      | 1433/4000 [16:12<28:10,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  36%|███▌      | 1434/4000 [16:13<28:07,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  36%|███▌      | 1435/4000 [16:13<28:01,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:  36%|███▌      | 1436/4000 [16:14<28:07,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  36%|███▌      | 1437/4000 [16:15<27:56,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.53it/s]
overall:  36%|███▌      | 1438/4000 [16:15<27:53,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  36%|███▌      | 1439/4000 [16:16<27:58,  1.53it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.53it/s]
overall:  36%|███▌      | 1440/4000 [16:17<27:59,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  36%|███▌      | 1441/4000 [16:17<27:44,  1.54it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.54it/s]
overall:  36%|███▌      | 1442/4000 [16:18<27:52,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  36%|███▌      | 1443/4000 [16:18<26:55,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.2317683696746826
train acc: 0.3107287585735321
train loss: 2.2728211879730225
train acc: 0.30799999833106995
train loss: 2.225796699523926
train acc: 0.33799999952316284
train loss: 2.2571091651916504
train acc: 0.31200000643730164


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  36%|███▌      | 1444/4000 [16:20<38:14,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.39s/it]
overall:  36%|███▌      | 1445/4000 [16:21<35:14,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  36%|███▌      | 1446/4000 [16:21<32:58,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  36%|███▌      | 1447/4000 [16:22<31:17,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  36%|███▌      | 1448/4000 [16:23<30:07,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  36%|███▌      | 1449/4000 [16:23<29:22,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  36%|███▋      | 1450/4000 [16:24<28:45,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  36%|███▋      | 1451/4000 [16:25<28:27,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  36%|███▋      | 1452/4000 [16:25<28:07,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  36%|███▋      | 1453/4000 [16:26<27:50,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.53it/s]
overall:  36%|███▋      | 1454/4000 [16:27<27:53,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:  36%|███▋      | 1455/4000 [16:27<27:57,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  36%|███▋      | 1456/4000 [16:28<28:02,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  36%|███▋      | 1457/4000 [16:28<27:57,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:  36%|███▋      | 1458/4000 [16:29<27:52,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  36%|███▋      | 1459/4000 [16:30<27:58,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  36%|███▋      | 1460/4000 [16:30<27:51,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  37%|███▋      | 1461/4000 [16:31<27:50,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  37%|███▋      | 1462/4000 [16:32<27:47,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  37%|███▋      | 1463/4000 [16:32<27:54,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  37%|███▋      | 1464/4000 [16:33<27:54,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  37%|███▋      | 1465/4000 [16:34<27:48,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  37%|███▋      | 1466/4000 [16:34<27:47,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  37%|███▋      | 1467/4000 [16:35<27:42,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  37%|███▋      | 1468/4000 [16:36<27:52,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  37%|███▋      | 1469/4000 [16:36<27:49,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  37%|███▋      | 1470/4000 [16:37<27:48,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  37%|███▋      | 1471/4000 [16:38<27:48,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  37%|███▋      | 1472/4000 [16:38<27:49,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  37%|███▋      | 1473/4000 [16:39<27:46,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  37%|███▋      | 1474/4000 [16:40<27:39,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  37%|███▋      | 1475/4000 [16:40<27:52,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  37%|███▋      | 1476/4000 [16:41<27:51,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  37%|███▋      | 1477/4000 [16:42<28:05,  1.50it/s]

train:  92%|█████████▏| 34/37 [00:23<00:02,  1.50it/s]
overall:  37%|███▋      | 1478/4000 [16:42<27:57,  1.50it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.50it/s]
overall:  37%|███▋      | 1479/4000 [16:43<27:49,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  37%|███▋      | 1480/4000 [16:44<26:44,  1.57it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.48it/s]
train loss: 2.234830379486084
train acc: 0.2985830008983612
train loss: 2.244288206100464
train acc: 0.2919999957084656
train loss: 2.2510225772857666
train acc: 0.29499998688697815
train loss: 2.2401366233825684
train acc: 0.318825900554657


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  37%|███▋      | 1481/4000 [16:45<37:28,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  37%|███▋      | 1482/4000 [16:46<34:29,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  37%|███▋      | 1483/4000 [16:46<32:18,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  37%|███▋      | 1484/4000 [16:47<30:55,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  37%|███▋      | 1485/4000 [16:48<29:55,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  37%|███▋      | 1486/4000 [16:48<29:32,  1.42it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.41it/s]
overall:  37%|███▋      | 1487/4000 [16:49<28:55,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  37%|███▋      | 1488/4000 [16:50<28:29,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  37%|███▋      | 1489/4000 [16:50<28:13,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  37%|███▋      | 1490/4000 [16:51<28:06,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  37%|███▋      | 1491/4000 [16:52<28:00,  1.49it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.49it/s]
overall:  37%|███▋      | 1492/4000 [16:52<27:49,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  37%|███▋      | 1493/4000 [16:53<27:57,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  37%|███▋      | 1494/4000 [16:54<27:50,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  37%|███▋      | 1495/4000 [16:54<27:51,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  37%|███▋      | 1496/4000 [16:55<27:41,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  37%|███▋      | 1497/4000 [16:56<27:38,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  37%|███▋      | 1498/4000 [16:56<27:34,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  37%|███▋      | 1499/4000 [16:57<27:29,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  38%|███▊      | 1500/4000 [16:58<27:29,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  38%|███▊      | 1501/4000 [16:58<27:34,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  38%|███▊      | 1502/4000 [16:59<27:24,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  38%|███▊      | 1503/4000 [17:00<27:26,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  38%|███▊      | 1504/4000 [17:00<27:30,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  38%|███▊      | 1505/4000 [17:01<27:33,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  38%|███▊      | 1506/4000 [17:02<27:26,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  38%|███▊      | 1507/4000 [17:02<27:24,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  38%|███▊      | 1508/4000 [17:03<27:20,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  38%|███▊      | 1509/4000 [17:04<27:21,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  38%|███▊      | 1510/4000 [17:04<27:20,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  38%|███▊      | 1511/4000 [17:05<27:25,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  38%|███▊      | 1512/4000 [17:06<27:23,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  38%|███▊      | 1513/4000 [17:06<27:17,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  38%|███▊      | 1514/4000 [17:07<27:15,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  38%|███▊      | 1515/4000 [17:08<27:10,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  38%|███▊      | 1516/4000 [17:08<27:06,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  38%|███▊      | 1517/4000 [17:09<26:06,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.2772767543792725
train acc: 0.3199999928474426
train loss: 2.2307610511779785
train acc: 0.3140000104904175
train loss: 2.2130494117736816
train acc: 0.3199999928474426


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  38%|███▊      | 1518/4000 [17:10<36:58,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  38%|███▊      | 1519/4000 [17:11<33:58,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  38%|███▊      | 1520/4000 [17:12<31:47,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  38%|███▊      | 1521/4000 [17:12<30:11,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  38%|███▊      | 1522/4000 [17:13<29:01,  1.42it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:  38%|███▊      | 1523/4000 [17:13<28:13,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:  38%|███▊      | 1524/4000 [17:14<27:40,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:  38%|███▊      | 1525/4000 [17:15<27:19,  1.51it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:  38%|███▊      | 1526/4000 [17:15<27:24,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.51it/s]
overall:  38%|███▊      | 1527/4000 [17:16<27:14,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  38%|███▊      | 1528/4000 [17:17<27:07,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.52it/s]
overall:  38%|███▊      | 1529/4000 [17:17<27:01,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  38%|███▊      | 1530/4000 [17:18<27:22,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  38%|███▊      | 1531/4000 [17:19<27:14,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  38%|███▊      | 1532/4000 [17:19<27:11,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  38%|███▊      | 1533/4000 [17:20<27:06,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  38%|███▊      | 1534/4000 [17:21<27:03,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  38%|███▊      | 1535/4000 [17:21<27:03,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  38%|███▊      | 1536/4000 [17:22<27:02,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  38%|███▊      | 1537/4000 [17:23<27:00,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  38%|███▊      | 1538/4000 [17:23<27:15,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  38%|███▊      | 1539/4000 [17:24<27:11,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  38%|███▊      | 1540/4000 [17:25<27:07,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  39%|███▊      | 1541/4000 [17:25<27:04,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  39%|███▊      | 1542/4000 [17:26<27:19,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  39%|███▊      | 1543/4000 [17:27<27:09,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  39%|███▊      | 1544/4000 [17:27<27:04,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  39%|███▊      | 1545/4000 [17:28<26:59,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  39%|███▊      | 1546/4000 [17:29<26:57,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  39%|███▊      | 1547/4000 [17:29<26:52,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  39%|███▊      | 1548/4000 [17:30<26:53,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  39%|███▊      | 1549/4000 [17:31<26:55,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  39%|███▉      | 1550/4000 [17:31<26:57,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  39%|███▉      | 1551/4000 [17:32<26:55,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  39%|███▉      | 1552/4000 [17:33<26:52,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  39%|███▉      | 1553/4000 [17:33<26:46,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  39%|███▉      | 1554/4000 [17:34<25:49,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.48it/s]
train loss: 2.2157516479492188
train acc: 0.31275302171707153
train loss: 2.2535815238952637
train acc: 0.3100000023841858
train loss: 2.2367167472839355
train acc: 0.3109999895095825
train loss: 2.2013731002807617
train acc: 0.3400000035762787


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  39%|███▉      | 1555/4000 [17:35<37:04,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.43s/it]
overall:  39%|███▉      | 1556/4000 [17:36<34:02,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.02it/s]
overall:  39%|███▉      | 1557/4000 [17:37<32:29,  1.25it/s]

train:   8%|▊         | 3/37 [00:02<00:29,  1.17it/s]
overall:  39%|███▉      | 1558/4000 [17:37<30:37,  1.33it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.29it/s]
overall:  39%|███▉      | 1559/4000 [17:38<29:23,  1.38it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.37it/s]
overall:  39%|███▉      | 1560/4000 [17:39<28:27,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  39%|███▉      | 1561/4000 [17:39<27:53,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  39%|███▉      | 1562/4000 [17:40<27:38,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  39%|███▉      | 1563/4000 [17:41<27:19,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  39%|███▉      | 1564/4000 [17:41<27:13,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  39%|███▉      | 1565/4000 [17:42<27:04,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  39%|███▉      | 1566/4000 [17:43<26:58,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  39%|███▉      | 1567/4000 [17:43<26:56,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  39%|███▉      | 1568/4000 [17:44<26:56,  1.50it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.50it/s]
overall:  39%|███▉      | 1569/4000 [17:45<26:58,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  39%|███▉      | 1570/4000 [17:45<26:52,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  39%|███▉      | 1571/4000 [17:46<26:48,  1.51it/s]

train:  46%|████▌     | 17/37 [00:12<00:13,  1.51it/s]
overall:  39%|███▉      | 1572/4000 [17:47<26:43,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  39%|███▉      | 1573/4000 [17:47<26:45,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  39%|███▉      | 1574/4000 [17:48<26:39,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  39%|███▉      | 1575/4000 [17:49<26:32,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  39%|███▉      | 1576/4000 [17:49<26:38,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  39%|███▉      | 1577/4000 [17:50<26:40,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  39%|███▉      | 1578/4000 [17:51<26:39,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  39%|███▉      | 1579/4000 [17:51<26:38,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  40%|███▉      | 1580/4000 [17:52<26:42,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  40%|███▉      | 1581/4000 [17:53<26:52,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  40%|███▉      | 1582/4000 [17:53<26:43,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  40%|███▉      | 1583/4000 [17:54<26:41,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  40%|███▉      | 1584/4000 [17:55<26:44,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  40%|███▉      | 1585/4000 [17:55<26:37,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  40%|███▉      | 1586/4000 [17:56<26:35,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  40%|███▉      | 1587/4000 [17:57<26:35,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  40%|███▉      | 1588/4000 [17:57<26:32,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  40%|███▉      | 1589/4000 [17:58<26:34,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  40%|███▉      | 1590/4000 [17:59<26:29,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  40%|███▉      | 1591/4000 [17:59<25:29,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.2586164474487305
train acc: 0.30668017268180847
train loss: 2.230447292327881
train acc: 0.29100000858306885
train loss: 2.240830421447754
train acc: 0.3479999899864197
train loss: 2.193969249725342
train acc: 0.31299999356269836


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  40%|███▉      | 1592/4000 [18:01<35:30,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  40%|███▉      | 1593/4000 [18:01<33:10,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  40%|███▉      | 1594/4000 [18:02<31:00,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  40%|███▉      | 1595/4000 [18:03<29:37,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  40%|███▉      | 1596/4000 [18:03<28:33,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  40%|███▉      | 1597/4000 [18:04<27:41,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  40%|███▉      | 1598/4000 [18:05<27:15,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  40%|███▉      | 1599/4000 [18:05<26:58,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  40%|████      | 1600/4000 [18:06<26:55,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  40%|████      | 1601/4000 [18:07<26:51,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  40%|████      | 1602/4000 [18:07<26:40,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  40%|████      | 1603/4000 [18:08<26:36,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  40%|████      | 1604/4000 [18:09<26:37,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  40%|████      | 1605/4000 [18:09<26:32,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  40%|████      | 1606/4000 [18:10<26:23,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  40%|████      | 1607/4000 [18:10<26:26,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  40%|████      | 1608/4000 [18:11<26:17,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  40%|████      | 1609/4000 [18:12<26:17,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  40%|████      | 1610/4000 [18:12<26:15,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  40%|████      | 1611/4000 [18:13<26:13,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  40%|████      | 1612/4000 [18:14<26:19,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  40%|████      | 1613/4000 [18:14<26:26,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  40%|████      | 1614/4000 [18:15<26:19,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  40%|████      | 1615/4000 [18:16<26:13,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  40%|████      | 1616/4000 [18:16<26:20,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  40%|████      | 1617/4000 [18:17<26:18,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  40%|████      | 1618/4000 [18:18<26:17,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  40%|████      | 1619/4000 [18:18<26:22,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.50it/s]
overall:  40%|████      | 1620/4000 [18:19<26:15,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  41%|████      | 1621/4000 [18:20<26:14,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  41%|████      | 1622/4000 [18:20<26:17,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  41%|████      | 1623/4000 [18:21<26:19,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  41%|████      | 1624/4000 [18:22<26:18,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  41%|████      | 1625/4000 [18:22<26:15,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  41%|████      | 1626/4000 [18:23<26:05,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  41%|████      | 1627/4000 [18:24<26:07,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  41%|████      | 1628/4000 [18:24<25:12,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.230534791946411
train acc: 0.30465587973594666
train loss: 2.2531979084014893
train acc: 0.335999995470047
train loss: 2.1854217052459717
train acc: 0.3370000123977661


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  41%|████      | 1629/4000 [18:26<35:25,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  41%|████      | 1630/4000 [18:26<32:46,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  41%|████      | 1631/4000 [18:27<30:25,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  41%|████      | 1632/4000 [18:28<28:54,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.34it/s]
overall:  41%|████      | 1633/4000 [18:28<27:54,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:  41%|████      | 1634/4000 [18:29<27:33,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  41%|████      | 1635/4000 [18:30<27:01,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  41%|████      | 1636/4000 [18:30<26:38,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  41%|████      | 1637/4000 [18:31<26:46,  1.47it/s]

train:  24%|██▍       | 9/37 [00:06<00:19,  1.47it/s]
overall:  41%|████      | 1638/4000 [18:32<26:32,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  41%|████      | 1639/4000 [18:32<26:21,  1.49it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.49it/s]
overall:  41%|████      | 1640/4000 [18:33<26:15,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  41%|████      | 1641/4000 [18:34<26:03,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  41%|████      | 1642/4000 [18:34<26:01,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  41%|████      | 1643/4000 [18:35<26:00,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  41%|████      | 1644/4000 [18:36<25:55,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  41%|████      | 1645/4000 [18:36<25:53,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  41%|████      | 1646/4000 [18:37<25:58,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  41%|████      | 1647/4000 [18:38<25:53,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  41%|████      | 1648/4000 [18:38<25:50,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  41%|████      | 1649/4000 [18:39<25:58,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  41%|████▏     | 1650/4000 [18:40<25:52,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  41%|████▏     | 1651/4000 [18:40<25:52,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  41%|████▏     | 1652/4000 [18:41<25:52,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  41%|████▏     | 1653/4000 [18:42<25:52,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  41%|████▏     | 1654/4000 [18:42<25:45,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  41%|████▏     | 1655/4000 [18:43<25:42,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  41%|████▏     | 1656/4000 [18:44<25:45,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  41%|████▏     | 1657/4000 [18:44<25:44,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  41%|████▏     | 1658/4000 [18:45<25:48,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  41%|████▏     | 1659/4000 [18:46<25:44,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  42%|████▏     | 1660/4000 [18:46<25:39,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  42%|████▏     | 1661/4000 [18:47<25:38,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  42%|████▏     | 1662/4000 [18:48<25:33,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  42%|████▏     | 1663/4000 [18:48<25:28,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.53it/s]
overall:  42%|████▏     | 1664/4000 [18:49<25:29,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  42%|████▏     | 1665/4000 [18:49<24:32,  1.59it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.59it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.218259572982788
train acc: 0.31275302171707153
train loss: 2.2185540199279785
train acc: 0.3109999895095825
train loss: 2.212533950805664
train acc: 0.3310000002384186
train loss: 2.207104444503784
train acc: 0.335999995470047


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  42%|████▏     | 1666/4000 [18:51<34:17,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.35s/it]
overall:  42%|████▏     | 1667/4000 [18:52<31:48,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  42%|████▏     | 1668/4000 [18:52<29:54,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  42%|████▏     | 1669/4000 [18:53<28:32,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  42%|████▏     | 1670/4000 [18:54<27:39,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  42%|████▏     | 1671/4000 [18:54<27:01,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  42%|████▏     | 1672/4000 [18:55<26:27,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.47it/s]
overall:  42%|████▏     | 1673/4000 [18:56<25:58,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  42%|████▏     | 1674/4000 [18:56<25:50,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  42%|████▏     | 1675/4000 [18:57<25:38,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  42%|████▏     | 1676/4000 [18:57<25:36,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  42%|████▏     | 1677/4000 [18:58<25:34,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  42%|████▏     | 1678/4000 [18:59<25:47,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  42%|████▏     | 1679/4000 [18:59<25:44,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  42%|████▏     | 1680/4000 [19:00<25:42,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  42%|████▏     | 1681/4000 [19:01<25:36,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  42%|████▏     | 1682/4000 [19:01<25:31,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  42%|████▏     | 1683/4000 [19:02<25:29,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  42%|████▏     | 1684/4000 [19:03<25:30,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  42%|████▏     | 1685/4000 [19:03<25:33,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  42%|████▏     | 1686/4000 [19:04<25:29,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  42%|████▏     | 1687/4000 [19:05<25:30,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  42%|████▏     | 1688/4000 [19:05<25:36,  1.50it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.50it/s]
overall:  42%|████▏     | 1689/4000 [19:06<25:32,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  42%|████▏     | 1690/4000 [19:07<25:42,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  42%|████▏     | 1691/4000 [19:07<25:44,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  42%|████▏     | 1692/4000 [19:08<25:47,  1.49it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.49it/s]
overall:  42%|████▏     | 1693/4000 [19:09<25:39,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.50it/s]
overall:  42%|████▏     | 1694/4000 [19:09<25:32,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  42%|████▏     | 1695/4000 [19:10<25:26,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  42%|████▏     | 1696/4000 [19:11<25:23,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  42%|████▏     | 1697/4000 [19:11<25:24,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  42%|████▏     | 1698/4000 [19:12<25:24,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  42%|████▏     | 1699/4000 [19:13<25:23,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  42%|████▎     | 1700/4000 [19:13<25:19,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  43%|████▎     | 1701/4000 [19:14<25:19,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  43%|████▎     | 1702/4000 [19:15<24:18,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.2470450401306152
train acc: 0.2823886573314667
train loss: 2.203517436981201
train acc: 0.32600000500679016
train loss: 2.2167859077453613
train acc: 0.3240000009536743
train loss: 2.219373941421509
train acc: 0.32199999690055847


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  43%|████▎     | 1703/4000 [19:16<33:59,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.36s/it]
overall:  43%|████▎     | 1704/4000 [19:17<31:22,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  43%|████▎     | 1705/4000 [19:17<29:19,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.24it/s]
overall:  43%|████▎     | 1706/4000 [19:18<27:54,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.35it/s]
overall:  43%|████▎     | 1707/4000 [19:19<27:12,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  43%|████▎     | 1708/4000 [19:19<26:24,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  43%|████▎     | 1709/4000 [19:20<25:54,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  43%|████▎     | 1710/4000 [19:21<25:40,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  43%|████▎     | 1711/4000 [19:21<25:35,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  43%|████▎     | 1712/4000 [19:22<25:16,  1.51it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.51it/s]
overall:  43%|████▎     | 1713/4000 [19:23<25:13,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  43%|████▎     | 1714/4000 [19:23<25:08,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  43%|████▎     | 1715/4000 [19:24<25:07,  1.52it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.52it/s]
overall:  43%|████▎     | 1716/4000 [19:25<25:26,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  43%|████▎     | 1717/4000 [19:25<25:16,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  43%|████▎     | 1718/4000 [19:26<25:18,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  43%|████▎     | 1719/4000 [19:27<25:10,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  43%|████▎     | 1720/4000 [19:27<25:07,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  43%|████▎     | 1721/4000 [19:28<25:09,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  43%|████▎     | 1722/4000 [19:29<25:07,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  43%|████▎     | 1723/4000 [19:29<25:13,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  43%|████▎     | 1724/4000 [19:30<25:12,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  43%|████▎     | 1725/4000 [19:31<25:08,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  43%|████▎     | 1726/4000 [19:31<25:05,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  43%|████▎     | 1727/4000 [19:32<25:05,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  43%|████▎     | 1728/4000 [19:33<25:18,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  43%|████▎     | 1729/4000 [19:33<25:12,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  43%|████▎     | 1730/4000 [19:34<25:15,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.50it/s]
overall:  43%|████▎     | 1731/4000 [19:35<25:10,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  43%|████▎     | 1732/4000 [19:35<25:17,  1.49it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.49it/s]
overall:  43%|████▎     | 1733/4000 [19:36<25:09,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.50it/s]
overall:  43%|████▎     | 1734/4000 [19:37<24:59,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  43%|████▎     | 1735/4000 [19:37<24:56,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  43%|████▎     | 1736/4000 [19:38<24:50,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  43%|████▎     | 1737/4000 [19:39<24:47,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  43%|████▎     | 1738/4000 [19:39<24:39,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  43%|████▎     | 1739/4000 [19:40<23:52,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.228654146194458
train acc: 0.31275302171707153
train loss: 2.207279920578003
train acc: 0.3319999873638153
train loss: 2.192033052444458
train acc: 0.335999995470047


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  44%|████▎     | 1740/4000 [19:41<32:40,  1.15it/s]

train:   3%|▎         | 1/37 [00:01<00:46,  1.29s/it]
overall:  44%|████▎     | 1741/4000 [19:42<30:14,  1.25it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.09it/s]
overall:  44%|████▎     | 1742/4000 [19:43<28:28,  1.32it/s]

train:   8%|▊         | 3/37 [00:02<00:26,  1.26it/s]
overall:  44%|████▎     | 1743/4000 [19:43<27:07,  1.39it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.37it/s]
overall:  44%|████▎     | 1744/4000 [19:44<26:11,  1.44it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.43it/s]
overall:  44%|████▎     | 1745/4000 [19:44<25:35,  1.47it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.47it/s]
overall:  44%|████▎     | 1746/4000 [19:45<25:28,  1.47it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  44%|████▎     | 1747/4000 [19:46<25:14,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  44%|████▎     | 1748/4000 [19:46<25:12,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  44%|████▎     | 1749/4000 [19:47<25:03,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  44%|████▍     | 1750/4000 [19:48<24:59,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  44%|████▍     | 1751/4000 [19:48<24:54,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  44%|████▍     | 1752/4000 [19:49<25:01,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  44%|████▍     | 1753/4000 [19:50<24:49,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  44%|████▍     | 1754/4000 [19:50<24:44,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  44%|████▍     | 1755/4000 [19:51<24:47,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  44%|████▍     | 1756/4000 [19:52<24:45,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  44%|████▍     | 1757/4000 [19:52<24:47,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  44%|████▍     | 1758/4000 [19:53<24:49,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  44%|████▍     | 1759/4000 [19:54<24:39,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  44%|████▍     | 1760/4000 [19:54<24:47,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  44%|████▍     | 1761/4000 [19:55<24:40,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  44%|████▍     | 1762/4000 [19:56<24:34,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  44%|████▍     | 1763/4000 [19:56<24:29,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  44%|████▍     | 1764/4000 [19:57<24:39,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  44%|████▍     | 1765/4000 [19:58<24:32,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  44%|████▍     | 1766/4000 [19:58<24:26,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  44%|████▍     | 1767/4000 [19:59<24:15,  1.53it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.53it/s]
overall:  44%|████▍     | 1768/4000 [20:00<24:18,  1.53it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.53it/s]
overall:  44%|████▍     | 1769/4000 [20:00<24:18,  1.53it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.53it/s]
overall:  44%|████▍     | 1770/4000 [20:01<24:18,  1.53it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.53it/s]
overall:  44%|████▍     | 1771/4000 [20:02<24:17,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  44%|████▍     | 1772/4000 [20:02<24:21,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  44%|████▍     | 1773/4000 [20:03<24:17,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:22<00:01,  1.53it/s]
overall:  44%|████▍     | 1774/4000 [20:04<24:19,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.53it/s]
overall:  44%|████▍     | 1775/4000 [20:04<24:17,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  44%|████▍     | 1776/4000 [20:05<23:31,  1.58it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:24<00:00,  1.48it/s]
train loss: 2.224494218826294
train acc: 0.31477731466293335
train loss: 2.230980396270752
train acc: 0.3019999861717224
train loss: 2.2141520977020264
train acc: 0.3269999921321869
train loss: 2.1774742603302
train acc: 0.3449999988079071


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  44%|████▍     | 1777/4000 [20:06<33:16,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  44%|████▍     | 1778/4000 [20:07<30:45,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  44%|████▍     | 1779/4000 [20:08<28:39,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  44%|████▍     | 1780/4000 [20:08<27:13,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  45%|████▍     | 1781/4000 [20:09<26:24,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  45%|████▍     | 1782/4000 [20:10<25:44,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  45%|████▍     | 1783/4000 [20:10<25:15,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  45%|████▍     | 1784/4000 [20:11<24:56,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  45%|████▍     | 1785/4000 [20:12<24:43,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  45%|████▍     | 1786/4000 [20:12<24:36,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  45%|████▍     | 1787/4000 [20:13<24:30,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  45%|████▍     | 1788/4000 [20:14<24:24,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  45%|████▍     | 1789/4000 [20:14<24:22,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  45%|████▍     | 1790/4000 [20:15<24:22,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  45%|████▍     | 1791/4000 [20:15<24:15,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  45%|████▍     | 1792/4000 [20:16<24:09,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  45%|████▍     | 1793/4000 [20:17<24:13,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  45%|████▍     | 1794/4000 [20:17<24:04,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:  45%|████▍     | 1795/4000 [20:18<24:02,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  45%|████▍     | 1796/4000 [20:19<24:04,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  45%|████▍     | 1797/4000 [20:19<24:08,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  45%|████▍     | 1798/4000 [20:20<24:07,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  45%|████▍     | 1799/4000 [20:21<24:10,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  45%|████▌     | 1800/4000 [20:21<24:15,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  45%|████▌     | 1801/4000 [20:22<24:12,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  45%|████▌     | 1802/4000 [20:23<24:18,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  45%|████▌     | 1803/4000 [20:23<24:10,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  45%|████▌     | 1804/4000 [20:24<24:06,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  45%|████▌     | 1805/4000 [20:25<24:06,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  45%|████▌     | 1806/4000 [20:25<24:05,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  45%|████▌     | 1807/4000 [20:26<24:07,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  45%|████▌     | 1808/4000 [20:27<24:11,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  45%|████▌     | 1809/4000 [20:27<24:08,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  45%|████▌     | 1810/4000 [20:28<24:04,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  45%|████▌     | 1811/4000 [20:29<24:12,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  45%|████▌     | 1812/4000 [20:29<24:06,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  45%|████▌     | 1813/4000 [20:30<23:13,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.1871800422668457
train acc: 0.34109312295913696
train loss: 2.2148282527923584
train acc: 0.3089999854564667
train loss: 2.206524610519409
train acc: 0.29499998688697815
train loss: 2.1863129138946533
train acc: 0.35499998927116394


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  45%|████▌     | 1814/4000 [20:31<32:02,  1.14it/s]

train:   3%|▎         | 1/37 [00:01<00:47,  1.33s/it]
overall:  45%|████▌     | 1815/4000 [20:32<29:35,  1.23it/s]

train:   5%|▌         | 2/37 [00:01<00:32,  1.07it/s]
overall:  45%|████▌     | 1816/4000 [20:33<27:45,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.25it/s]
overall:  45%|████▌     | 1817/4000 [20:33<26:27,  1.37it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.35it/s]
overall:  45%|████▌     | 1818/4000 [20:34<25:34,  1.42it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.42it/s]
overall:  45%|████▌     | 1819/4000 [20:35<25:07,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  46%|████▌     | 1820/4000 [20:35<24:57,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  46%|████▌     | 1821/4000 [20:36<24:36,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  46%|████▌     | 1822/4000 [20:37<24:26,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  46%|████▌     | 1823/4000 [20:37<24:13,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  46%|████▌     | 1824/4000 [20:38<24:05,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  46%|████▌     | 1825/4000 [20:39<24:01,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  46%|████▌     | 1826/4000 [20:39<23:57,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  46%|████▌     | 1827/4000 [20:40<23:51,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:  46%|████▌     | 1828/4000 [20:41<23:49,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  46%|████▌     | 1829/4000 [20:41<23:50,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  46%|████▌     | 1830/4000 [20:42<23:54,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  46%|████▌     | 1831/4000 [20:43<23:53,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  46%|████▌     | 1832/4000 [20:43<24:04,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.50it/s]
overall:  46%|████▌     | 1833/4000 [20:44<24:00,  1.50it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.50it/s]
overall:  46%|████▌     | 1834/4000 [20:45<23:57,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  46%|████▌     | 1835/4000 [20:45<23:56,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  46%|████▌     | 1836/4000 [20:46<23:51,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  46%|████▌     | 1837/4000 [20:47<23:53,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  46%|████▌     | 1838/4000 [20:47<23:54,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  46%|████▌     | 1839/4000 [20:48<23:50,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  46%|████▌     | 1840/4000 [20:49<23:55,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  46%|████▌     | 1841/4000 [20:49<24:00,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.50it/s]
overall:  46%|████▌     | 1842/4000 [20:50<23:52,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  46%|████▌     | 1843/4000 [20:51<23:54,  1.50it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.50it/s]
overall:  46%|████▌     | 1844/4000 [20:51<23:59,  1.50it/s]

train:  84%|████████▍ | 31/37 [00:21<00:04,  1.50it/s]
overall:  46%|████▌     | 1845/4000 [20:52<23:50,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  46%|████▌     | 1846/4000 [20:53<23:41,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  46%|████▌     | 1847/4000 [20:53<23:34,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  46%|████▌     | 1848/4000 [20:54<23:32,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  46%|████▌     | 1849/4000 [20:54<23:27,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  46%|████▋     | 1850/4000 [20:55<22:45,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.219477891921997
train acc: 0.3350202441215515
train loss: 2.2035419940948486
train acc: 0.32199999690055847
train loss: 2.180989980697632
train acc: 0.32100000977516174
train loss: 2.188812017440796
train acc: 0.3309716582298279


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  46%|████▋     | 1851/4000 [20:57<31:46,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.37s/it]
overall:  46%|████▋     | 1852/4000 [20:57<29:23,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  46%|████▋     | 1853/4000 [20:58<27:42,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  46%|████▋     | 1854/4000 [20:59<26:21,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  46%|████▋     | 1855/4000 [20:59<25:30,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  46%|████▋     | 1856/4000 [21:00<25:01,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  46%|████▋     | 1857/4000 [21:00<24:34,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  46%|████▋     | 1858/4000 [21:01<24:15,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.47it/s]
overall:  46%|████▋     | 1859/4000 [21:02<24:02,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  46%|████▋     | 1860/4000 [21:02<23:52,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  47%|████▋     | 1861/4000 [21:03<23:38,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  47%|████▋     | 1862/4000 [21:04<23:30,  1.52it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.52it/s]
overall:  47%|████▋     | 1863/4000 [21:04<23:39,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  47%|████▋     | 1864/4000 [21:05<23:31,  1.51it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  47%|████▋     | 1865/4000 [21:06<23:27,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  47%|████▋     | 1866/4000 [21:06<23:27,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  47%|████▋     | 1867/4000 [21:07<23:24,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  47%|████▋     | 1868/4000 [21:08<23:24,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  47%|████▋     | 1869/4000 [21:08<23:29,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  47%|████▋     | 1870/4000 [21:09<23:35,  1.50it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.50it/s]
overall:  47%|████▋     | 1871/4000 [21:10<23:38,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  47%|████▋     | 1872/4000 [21:10<23:35,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  47%|████▋     | 1873/4000 [21:11<23:28,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  47%|████▋     | 1874/4000 [21:12<23:26,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  47%|████▋     | 1875/4000 [21:12<23:32,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  47%|████▋     | 1876/4000 [21:13<23:32,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  47%|████▋     | 1877/4000 [21:14<23:29,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  47%|████▋     | 1878/4000 [21:14<23:26,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  47%|████▋     | 1879/4000 [21:15<23:23,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  47%|████▋     | 1880/4000 [21:16<23:26,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  47%|████▋     | 1881/4000 [21:16<23:26,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  47%|████▋     | 1882/4000 [21:17<23:24,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  47%|████▋     | 1883/4000 [21:18<23:22,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  47%|████▋     | 1884/4000 [21:18<23:19,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  47%|████▋     | 1885/4000 [21:19<23:20,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  47%|████▋     | 1886/4000 [21:20<23:14,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  47%|████▋     | 1887/4000 [21:20<22:27,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.1666617393493652
train acc: 0.3449999988079071
train loss: 2.219907760620117
train acc: 0.32899999618530273
train loss: 2.1535227298736572
train acc: 0.33000001311302185


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  47%|████▋     | 1888/4000 [21:22<31:36,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.38s/it]
overall:  47%|████▋     | 1889/4000 [21:22<29:11,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  47%|████▋     | 1890/4000 [21:23<27:20,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  47%|████▋     | 1891/4000 [21:24<25:54,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  47%|████▋     | 1892/4000 [21:24<24:59,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  47%|████▋     | 1893/4000 [21:25<24:13,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  47%|████▋     | 1894/4000 [21:26<23:37,  1.49it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.49it/s]
overall:  47%|████▋     | 1895/4000 [21:26<23:14,  1.51it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.51it/s]
overall:  47%|████▋     | 1896/4000 [21:27<23:10,  1.51it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.52it/s]
overall:  47%|████▋     | 1897/4000 [21:28<23:05,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:  47%|████▋     | 1898/4000 [21:28<22:59,  1.52it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.53it/s]
overall:  47%|████▋     | 1899/4000 [21:29<22:56,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:  48%|████▊     | 1900/4000 [21:30<24:29,  1.43it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.43it/s]
overall:  48%|████▊     | 1901/4000 [21:30<24:00,  1.46it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.46it/s]
overall:  48%|████▊     | 1902/4000 [21:31<23:48,  1.47it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.47it/s]
overall:  48%|████▊     | 1903/4000 [21:32<23:31,  1.49it/s]

train:  43%|████▎     | 16/37 [00:11<00:14,  1.49it/s]
overall:  48%|████▊     | 1904/4000 [21:32<23:19,  1.50it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.50it/s]
overall:  48%|████▊     | 1905/4000 [21:33<23:23,  1.49it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.49it/s]
overall:  48%|████▊     | 1906/4000 [21:34<23:21,  1.49it/s]

train:  51%|█████▏    | 19/37 [00:13<00:12,  1.49it/s]
overall:  48%|████▊     | 1907/4000 [21:34<23:13,  1.50it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.50it/s]
overall:  48%|████▊     | 1908/4000 [21:35<23:12,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  48%|████▊     | 1909/4000 [21:36<23:08,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  48%|████▊     | 1910/4000 [21:36<23:02,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  48%|████▊     | 1911/4000 [21:37<23:03,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  48%|████▊     | 1912/4000 [21:38<23:09,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  48%|████▊     | 1913/4000 [21:38<23:08,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  48%|████▊     | 1914/4000 [21:39<23:08,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  48%|████▊     | 1915/4000 [21:40<23:08,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.50it/s]
overall:  48%|████▊     | 1916/4000 [21:40<23:09,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  48%|████▊     | 1917/4000 [21:41<23:23,  1.48it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.48it/s]
overall:  48%|████▊     | 1918/4000 [21:42<23:14,  1.49it/s]

train:  84%|████████▍ | 31/37 [00:21<00:04,  1.49it/s]
overall:  48%|████▊     | 1919/4000 [21:42<23:10,  1.50it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.50it/s]
overall:  48%|████▊     | 1920/4000 [21:43<23:06,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  48%|████▊     | 1921/4000 [21:44<23:04,  1.50it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.50it/s]
overall:  48%|████▊     | 1922/4000 [21:44<23:02,  1.50it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.50it/s]
overall:  48%|████▊     | 1923/4000 [21:45<22:59,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  48%|████▊     | 1924/4000 [21:46<22:03,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.2269644737243652
train acc: 0.31275302171707153
train loss: 2.2034847736358643
train acc: 0.31299999356269836
train loss: 2.1861183643341064
train acc: 0.3230000138282776
train loss: 2.186366558074951
train acc: 0.34299999475479126


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  48%|████▊     | 1925/4000 [21:47<30:41,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  48%|████▊     | 1926/4000 [21:48<28:27,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  48%|████▊     | 1927/4000 [21:48<26:35,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  48%|████▊     | 1928/4000 [21:49<25:27,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  48%|████▊     | 1929/4000 [21:50<24:34,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.40it/s]
overall:  48%|████▊     | 1930/4000 [21:50<23:56,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  48%|████▊     | 1931/4000 [21:51<23:37,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  48%|████▊     | 1932/4000 [21:52<23:25,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.47it/s]
overall:  48%|████▊     | 1933/4000 [21:52<23:15,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  48%|████▊     | 1934/4000 [21:53<23:14,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  48%|████▊     | 1935/4000 [21:54<23:03,  1.49it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.49it/s]
overall:  48%|████▊     | 1936/4000 [21:54<23:00,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  48%|████▊     | 1937/4000 [21:55<23:02,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  48%|████▊     | 1938/4000 [21:56<22:54,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  48%|████▊     | 1939/4000 [21:56<22:46,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  48%|████▊     | 1940/4000 [21:57<22:46,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  49%|████▊     | 1941/4000 [21:58<22:46,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  49%|████▊     | 1942/4000 [21:58<22:41,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  49%|████▊     | 1943/4000 [21:59<22:39,  1.51it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.51it/s]
overall:  49%|████▊     | 1944/4000 [22:00<22:38,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  49%|████▊     | 1945/4000 [22:00<22:39,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  49%|████▊     | 1946/4000 [22:01<22:47,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  49%|████▊     | 1947/4000 [22:02<22:43,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  49%|████▊     | 1948/4000 [22:02<22:42,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  49%|████▊     | 1949/4000 [22:03<22:49,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  49%|████▉     | 1950/4000 [22:04<22:43,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  49%|████▉     | 1951/4000 [22:04<22:36,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  49%|████▉     | 1952/4000 [22:05<22:33,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  49%|████▉     | 1953/4000 [22:06<22:30,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  49%|████▉     | 1954/4000 [22:06<22:27,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  49%|████▉     | 1955/4000 [22:07<22:26,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  49%|████▉     | 1956/4000 [22:08<22:25,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  49%|████▉     | 1957/4000 [22:08<22:24,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  49%|████▉     | 1958/4000 [22:09<22:29,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  49%|████▉     | 1959/4000 [22:10<22:25,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  49%|████▉     | 1960/4000 [22:10<22:28,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  49%|████▉     | 1961/4000 [22:11<21:40,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.1578831672668457
train acc: 0.3350202441215515
train loss: 2.194404363632202
train acc: 0.3269999921321869
train loss: 2.18753981590271
train acc: 0.3400000035762787
train loss: 2.1929309368133545
train acc: 0.3199999928474426


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  49%|████▉     | 1962/4000 [22:12<30:43,  1.11it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.40s/it]
overall:  49%|████▉     | 1963/4000 [22:13<28:13,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  49%|████▉     | 1964/4000 [22:14<26:24,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  49%|████▉     | 1965/4000 [22:14<25:10,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:25,  1.32it/s]
overall:  49%|████▉     | 1966/4000 [22:15<24:09,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  49%|████▉     | 1967/4000 [22:16<23:27,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.44it/s]
overall:  49%|████▉     | 1968/4000 [22:16<23:18,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  49%|████▉     | 1969/4000 [22:17<23:01,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.47it/s]
overall:  49%|████▉     | 1970/4000 [22:18<22:47,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  49%|████▉     | 1971/4000 [22:18<22:38,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  49%|████▉     | 1972/4000 [22:19<22:35,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.50it/s]
overall:  49%|████▉     | 1973/4000 [22:20<22:26,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  49%|████▉     | 1974/4000 [22:20<22:35,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  49%|████▉     | 1975/4000 [22:21<22:27,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  49%|████▉     | 1976/4000 [22:22<22:17,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  49%|████▉     | 1977/4000 [22:22<22:11,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  49%|████▉     | 1978/4000 [22:23<22:10,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  49%|████▉     | 1979/4000 [22:24<22:09,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  50%|████▉     | 1980/4000 [22:24<22:10,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  50%|████▉     | 1981/4000 [22:25<22:19,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  50%|████▉     | 1982/4000 [22:26<22:22,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  50%|████▉     | 1983/4000 [22:26<22:16,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  50%|████▉     | 1984/4000 [22:27<22:15,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  50%|████▉     | 1985/4000 [22:27<22:15,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  50%|████▉     | 1986/4000 [22:28<22:24,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.50it/s]
overall:  50%|████▉     | 1987/4000 [22:29<22:16,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  50%|████▉     | 1988/4000 [22:29<22:17,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  50%|████▉     | 1989/4000 [22:30<22:10,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  50%|████▉     | 1990/4000 [22:31<22:08,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  50%|████▉     | 1991/4000 [22:31<22:06,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  50%|████▉     | 1992/4000 [22:32<21:58,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  50%|████▉     | 1993/4000 [22:33<22:04,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  50%|████▉     | 1994/4000 [22:33<22:04,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  50%|████▉     | 1995/4000 [22:34<21:59,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  50%|████▉     | 1996/4000 [22:35<22:01,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  50%|████▉     | 1997/4000 [22:35<22:00,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  50%|████▉     | 1998/4000 [22:36<21:12,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.197401523590088
train acc: 0.318825900554657
train loss: 2.1849777698516846
train acc: 0.3240000009536743
train loss: 2.169039249420166
train acc: 0.3580000102519989


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  50%|████▉     | 1999/4000 [22:38<30:30,  1.09it/s]

train:   3%|▎         | 1/37 [00:01<00:50,  1.41s/it]train loss: 2.191321849822998
train acc: 0.3309716582298279



test:   0%|          | 0/15 [00:00<?, ?it/s]


test:   7%|▋         | 1/15 [00:01<00:20,  1.45s/it]


test:  13%|█▎        | 2/15 [00:02<00:12,  1.02it/s]


test:  20%|██        | 3/15 [00:02<00:10,  1.19it/s]


test:  27%|██▋       | 4/15 [00:03<00:08,  1.31it/s]


test:  33%|███▎      | 5/15 [00:04<00:07,  1.38it/s]


test:  40%|████      | 6/15 [00:04<00:06,  1.44it/s]


test:  47%|████▋     | 7/15 [00:05<00:05,  1.47it/s]


test:  53%|█████▎    | 8/15 [00:06<00:04,  1.50it/s]


test:  60%|██████    | 9/15 [00:06<00:03,  1.52it/s]


test:  67%|██████▋   | 10/15 [00:07<00:03,  1.53it/s]


test:  73%|███████▎  | 11/15 [00:07<00:02,  1.54it/s]


test:  80%|████████  | 12/15 [00:08<00:01,  1.54it/s]


test:  87%|████████▋ | 13/15 [00:09<00:01,  1.55it/s]


test:  93%|█████████▎| 14/15 [00:09<00:00,  1.55it/s]
test: 100%|██████████| 15/15 [00:10<00:00,  1.49it/s]

overall:  50%|█████     | 2000/4000 [22:48<2:09:19,  3.88s/it]

train:   5%|▌         | 2/37 [00:12<04:02,  6.93s/it]
overall:  50%|█████     | 2001/4000 [22:49<1:38:51,  2.97s/it]

train:   8%|▊         | 3/37 [00:13<02:21,  4.15s/it]
overall:  50%|█████     | 2002/4000 [22:50<1:15:47,  2.28s/it]

train:  11%|█         | 4/37 [00:13<01:31,  2.77s/it]
overall:  50%|█████     | 2003/4000 [22:51<59:33,  1.79s/it]  

train:  14%|█▎        | 5/37 [00:14<01:04,  2.01s/it]
overall:  50%|█████     | 2004/4000 [22:51<48:10,  1.45s/it]

train:  16%|█▌        | 6/37 [00:15<00:47,  1.55s/it]
overall:  50%|█████     | 2005/4000 [22:52<40:19,  1.21s/it]

train:  19%|█▉        | 7/37 [00:15<00:37,  1.26s/it]
overall:  50%|█████     | 2006/4000 [22:52<34:46,  1.05s/it]

train:  22%|██▏       | 8/37 [00:16<00:30,  1.07s/it]
overall:  50%|█████     | 2007/4000 [22:53<30:52,  1.08it/s]

train:  24%|██▍       | 9/37 [00:16<00:26,  1.07it/s]
overall:  50%|█████     | 2008/4000 [22:54<28:05,  1.18it/s]

train:  27%|██▋       | 10/37 [00:17<00:22,  1.18it/s]
overall:  50%|█████     | 2009/4000 [22:54<26:06,  1.27it/s]

train:  30%|██▉       | 11/37 [00:18<00:20,  1.27it/s]
overall:  50%|█████     | 2010/4000 [22:55<24:49,  1.34it/s]

train:  32%|███▏      | 12/37 [00:18<00:18,  1.33it/s]
overall:  50%|█████     | 2011/4000 [22:56<24:00,  1.38it/s]

train:  35%|███▌      | 13/37 [00:19<00:17,  1.38it/s]
overall:  50%|█████     | 2012/4000 [22:56<23:16,  1.42it/s]

train:  38%|███▊      | 14/37 [00:20<00:16,  1.42it/s]
overall:  50%|█████     | 2013/4000 [22:57<22:51,  1.45it/s]

train:  41%|████      | 15/37 [00:20<00:15,  1.45it/s]
overall:  50%|█████     | 2014/4000 [22:58<22:31,  1.47it/s]

train:  43%|████▎     | 16/37 [00:21<00:14,  1.47it/s]
overall:  50%|█████     | 2015/4000 [22:58<22:15,  1.49it/s]

train:  46%|████▌     | 17/37 [00:22<00:13,  1.49it/s]
overall:  50%|█████     | 2016/4000 [22:59<22:03,  1.50it/s]

train:  49%|████▊     | 18/37 [00:22<00:12,  1.50it/s]
overall:  50%|█████     | 2017/4000 [23:00<22:00,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:23<00:11,  1.50it/s]
overall:  50%|█████     | 2018/4000 [23:00<21:51,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:24<00:11,  1.51it/s]
overall:  50%|█████     | 2019/4000 [23:01<21:45,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:24<00:10,  1.52it/s]
overall:  50%|█████     | 2020/4000 [23:02<21:40,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:25<00:09,  1.52it/s]
overall:  51%|█████     | 2021/4000 [23:02<21:47,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:26<00:09,  1.51it/s]
overall:  51%|█████     | 2022/4000 [23:03<21:47,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:26<00:08,  1.51it/s]
overall:  51%|█████     | 2023/4000 [23:04<21:46,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:27<00:07,  1.51it/s]
overall:  51%|█████     | 2024/4000 [23:04<21:40,  1.52it/s]

train:  70%|███████   | 26/37 [00:28<00:07,  1.52it/s]
overall:  51%|█████     | 2025/4000 [23:05<21:44,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:28<00:06,  1.51it/s]
overall:  51%|█████     | 2026/4000 [23:06<21:49,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:29<00:05,  1.51it/s]
overall:  51%|█████     | 2027/4000 [23:06<21:42,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:30<00:05,  1.52it/s]
overall:  51%|█████     | 2028/4000 [23:07<21:37,  1.52it/s]

train:  81%|████████  | 30/37 [00:30<00:04,  1.52it/s]
overall:  51%|█████     | 2029/4000 [23:08<21:42,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:31<00:03,  1.51it/s]
overall:  51%|█████     | 2030/4000 [23:08<21:36,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:32<00:03,  1.52it/s]
overall:  51%|█████     | 2031/4000 [23:09<21:39,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:32<00:02,  1.52it/s]
overall:  51%|█████     | 2032/4000 [23:10<21:34,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:33<00:01,  1.52it/s]
overall:  51%|█████     | 2033/4000 [23:10<21:29,  1.53it/s]

train:  95%|█████████▍| 35/37 [00:34<00:01,  1.53it/s]
overall:  51%|█████     | 2034/4000 [23:11<21:29,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:34<00:00,  1.53it/s]
overall:  51%|█████     | 2035/4000 [23:11<20:46,  1.58it/s]

train: 100%|██████████| 37/37 [00:35<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:35<00:00,  1.04it/s]
test loss: 2.296325206756592
test acc: 0.3088968098163605
train loss: 2.212556838989258
train acc: 0.3230000138282776
train loss: 2.173943281173706
train acc: 0.33899998664855957
train loss: 2.142411708831787
train acc: 0.35600000619888306


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  51%|█████     | 2036/4000 [23:13<29:05,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:49,  1.36s/it]
overall:  51%|█████     | 2037/4000 [23:14<26:55,  1.22it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  51%|█████     | 2038/4000 [23:14<25:14,  1.30it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  51%|█████     | 2039/4000 [23:15<24:00,  1.36it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  51%|█████     | 2040/4000 [23:16<23:05,  1.41it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.41it/s]
overall:  51%|█████     | 2041/4000 [23:16<22:24,  1.46it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.46it/s]
overall:  51%|█████     | 2042/4000 [23:17<22:00,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  51%|█████     | 2043/4000 [23:18<21:53,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  51%|█████     | 2044/4000 [23:18<21:47,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  51%|█████     | 2045/4000 [23:19<21:41,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.50it/s]
overall:  51%|█████     | 2046/4000 [23:20<21:38,  1.51it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  51%|█████     | 2047/4000 [23:20<21:36,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  51%|█████     | 2048/4000 [23:21<21:51,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  51%|█████     | 2049/4000 [23:22<21:36,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.51it/s]
overall:  51%|█████▏    | 2050/4000 [23:22<21:34,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  51%|█████▏    | 2051/4000 [23:23<21:32,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  51%|█████▏    | 2052/4000 [23:23<21:31,  1.51it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.51it/s]
overall:  51%|█████▏    | 2053/4000 [23:24<21:28,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  51%|█████▏    | 2054/4000 [23:25<21:18,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  51%|█████▏    | 2055/4000 [23:25<21:25,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  51%|█████▏    | 2056/4000 [23:26<21:29,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  51%|█████▏    | 2057/4000 [23:27<21:22,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  51%|█████▏    | 2058/4000 [23:27<21:19,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  51%|█████▏    | 2059/4000 [23:28<21:20,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  52%|█████▏    | 2060/4000 [23:29<21:38,  1.49it/s]

train:  68%|██████▊   | 25/37 [00:17<00:08,  1.49it/s]
overall:  52%|█████▏    | 2061/4000 [23:29<21:30,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  52%|█████▏    | 2062/4000 [23:30<21:24,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  52%|█████▏    | 2063/4000 [23:31<21:27,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.50it/s]
overall:  52%|█████▏    | 2064/4000 [23:31<21:26,  1.50it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.50it/s]
overall:  52%|█████▏    | 2065/4000 [23:32<21:21,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  52%|█████▏    | 2066/4000 [23:33<21:18,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  52%|█████▏    | 2067/4000 [23:33<21:18,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  52%|█████▏    | 2068/4000 [23:34<21:15,  1.51it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.51it/s]
overall:  52%|█████▏    | 2069/4000 [23:35<21:18,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  52%|█████▏    | 2070/4000 [23:35<21:09,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  52%|█████▏    | 2071/4000 [23:36<21:10,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  52%|█████▏    | 2072/4000 [23:37<20:22,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.1706578731536865
train acc: 0.33805668354034424
train loss: 2.162344217300415
train acc: 0.33500000834465027
train loss: 2.1467041969299316
train acc: 0.335999995470047
train loss: 2.207092761993408
train acc: 0.2980000078678131


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  52%|█████▏    | 2073/4000 [23:38<28:23,  1.13it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  52%|█████▏    | 2074/4000 [23:39<26:35,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.04it/s]
overall:  52%|█████▏    | 2075/4000 [23:39<24:52,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.22it/s]
overall:  52%|█████▏    | 2076/4000 [23:40<23:44,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  52%|█████▏    | 2077/4000 [23:41<22:52,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.39it/s]
overall:  52%|█████▏    | 2078/4000 [23:41<22:18,  1.44it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  52%|█████▏    | 2079/4000 [23:42<21:53,  1.46it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  52%|█████▏    | 2080/4000 [23:43<21:35,  1.48it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.48it/s]
overall:  52%|█████▏    | 2081/4000 [23:43<21:28,  1.49it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  52%|█████▏    | 2082/4000 [23:44<21:20,  1.50it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.50it/s]
overall:  52%|█████▏    | 2083/4000 [23:45<21:14,  1.50it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.51it/s]
overall:  52%|█████▏    | 2084/4000 [23:45<21:08,  1.51it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.51it/s]
overall:  52%|█████▏    | 2085/4000 [23:46<21:09,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  52%|█████▏    | 2086/4000 [23:47<21:12,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  52%|█████▏    | 2087/4000 [23:47<21:10,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  52%|█████▏    | 2088/4000 [23:48<21:06,  1.51it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.51it/s]
overall:  52%|█████▏    | 2089/4000 [23:49<20:59,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  52%|█████▏    | 2090/4000 [23:49<20:54,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  52%|█████▏    | 2091/4000 [23:50<20:53,  1.52it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.52it/s]
overall:  52%|█████▏    | 2092/4000 [23:51<20:55,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  52%|█████▏    | 2093/4000 [23:51<21:06,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  52%|█████▏    | 2094/4000 [23:52<21:08,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.50it/s]
overall:  52%|█████▏    | 2095/4000 [23:53<21:04,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  52%|█████▏    | 2096/4000 [23:53<21:02,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  52%|█████▏    | 2097/4000 [23:54<21:06,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  52%|█████▏    | 2098/4000 [23:55<21:06,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  52%|█████▏    | 2099/4000 [23:55<20:59,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  52%|█████▎    | 2100/4000 [23:56<20:53,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  53%|█████▎    | 2101/4000 [23:57<20:46,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  53%|█████▎    | 2102/4000 [23:57<20:49,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  53%|█████▎    | 2103/4000 [23:58<20:49,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  53%|█████▎    | 2104/4000 [23:59<20:42,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  53%|█████▎    | 2105/4000 [23:59<20:40,  1.53it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.53it/s]
overall:  53%|█████▎    | 2106/4000 [24:00<20:39,  1.53it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.53it/s]
overall:  53%|█████▎    | 2107/4000 [24:01<20:43,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  53%|█████▎    | 2108/4000 [24:01<20:39,  1.53it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.53it/s]
overall:  53%|█████▎    | 2109/4000 [24:02<19:54,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.148179054260254
train acc: 0.34210526943206787
train loss: 2.1948471069335938
train acc: 0.32600000500679016
train loss: 2.168504238128662
train acc: 0.3409999907016754


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  53%|█████▎    | 2110/4000 [24:03<28:33,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.43s/it]
overall:  53%|█████▎    | 2111/4000 [24:04<26:12,  1.20it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.03it/s]
overall:  53%|█████▎    | 2112/4000 [24:05<24:32,  1.28it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  53%|█████▎    | 2113/4000 [24:05<23:15,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  53%|█████▎    | 2114/4000 [24:06<22:18,  1.41it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  53%|█████▎    | 2115/4000 [24:07<21:40,  1.45it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.45it/s]
overall:  53%|█████▎    | 2116/4000 [24:07<21:16,  1.48it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.48it/s]
overall:  53%|█████▎    | 2117/4000 [24:08<21:01,  1.49it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.49it/s]
overall:  53%|█████▎    | 2118/4000 [24:09<20:52,  1.50it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.50it/s]
overall:  53%|█████▎    | 2119/4000 [24:09<20:35,  1.52it/s]

train:  27%|██▋       | 10/37 [00:07<00:17,  1.52it/s]
overall:  53%|█████▎    | 2120/4000 [24:10<20:28,  1.53it/s]

train:  30%|██▉       | 11/37 [00:07<00:16,  1.53it/s]
overall:  53%|█████▎    | 2121/4000 [24:10<20:30,  1.53it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.53it/s]
overall:  53%|█████▎    | 2122/4000 [24:11<20:44,  1.51it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.51it/s]
overall:  53%|█████▎    | 2123/4000 [24:12<20:38,  1.52it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.52it/s]
overall:  53%|█████▎    | 2124/4000 [24:12<20:41,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  53%|█████▎    | 2125/4000 [24:13<20:32,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  53%|█████▎    | 2126/4000 [24:14<20:29,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  53%|█████▎    | 2127/4000 [24:14<20:25,  1.53it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.53it/s]
overall:  53%|█████▎    | 2128/4000 [24:15<20:22,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  53%|█████▎    | 2129/4000 [24:16<20:23,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  53%|█████▎    | 2130/4000 [24:16<20:24,  1.53it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.53it/s]
overall:  53%|█████▎    | 2131/4000 [24:17<20:23,  1.53it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.53it/s]
overall:  53%|█████▎    | 2132/4000 [24:18<20:21,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  53%|█████▎    | 2133/4000 [24:18<20:23,  1.53it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.53it/s]
overall:  53%|█████▎    | 2134/4000 [24:19<20:36,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  53%|█████▎    | 2135/4000 [24:20<20:27,  1.52it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.52it/s]
overall:  53%|█████▎    | 2136/4000 [24:20<20:25,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  53%|█████▎    | 2137/4000 [24:21<20:23,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  53%|█████▎    | 2138/4000 [24:22<20:21,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  53%|█████▎    | 2139/4000 [24:22<20:24,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  54%|█████▎    | 2140/4000 [24:23<20:23,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  54%|█████▎    | 2141/4000 [24:24<20:18,  1.53it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.53it/s]
overall:  54%|█████▎    | 2142/4000 [24:24<20:24,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  54%|█████▎    | 2143/4000 [24:25<20:19,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  54%|█████▎    | 2144/4000 [24:26<20:20,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  54%|█████▎    | 2145/4000 [24:26<20:20,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  54%|█████▎    | 2146/4000 [24:27<19:37,  1.57it/s]

train: 100%|██████████| 37/37 [00:24<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.48it/s]
train loss: 2.18052077293396
train acc: 0.3218623399734497
train loss: 2.1604371070861816
train acc: 0.3440000116825104
train loss: 2.146210193634033
train acc: 0.35499998927116394
train loss: 2.1933627128601074
train acc: 0.32899999618530273


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  54%|█████▎    | 2147/4000 [24:28<27:29,  1.12it/s]

train:   3%|▎         | 1/37 [00:01<00:47,  1.33s/it]
overall:  54%|█████▎    | 2148/4000 [24:29<25:32,  1.21it/s]

train:   5%|▌         | 2/37 [00:02<00:33,  1.05it/s]
overall:  54%|█████▎    | 2149/4000 [24:30<23:52,  1.29it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  54%|█████▍    | 2150/4000 [24:30<22:49,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.33it/s]
overall:  54%|█████▍    | 2151/4000 [24:31<22:02,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:22,  1.39it/s]
overall:  54%|█████▍    | 2152/4000 [24:32<21:34,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.43it/s]
overall:  54%|█████▍    | 2153/4000 [24:32<21:17,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  54%|█████▍    | 2154/4000 [24:33<21:03,  1.46it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.46it/s]
overall:  54%|█████▍    | 2155/4000 [24:34<21:01,  1.46it/s]

train:  24%|██▍       | 9/37 [00:06<00:19,  1.46it/s]
overall:  54%|█████▍    | 2156/4000 [24:34<20:49,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  54%|█████▍    | 2157/4000 [24:35<20:42,  1.48it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.48it/s]
overall:  54%|█████▍    | 2158/4000 [24:36<20:30,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  54%|█████▍    | 2159/4000 [24:36<20:34,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  54%|█████▍    | 2160/4000 [24:37<20:30,  1.49it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  54%|█████▍    | 2161/4000 [24:38<20:26,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  54%|█████▍    | 2162/4000 [24:38<20:23,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.50it/s]
overall:  54%|█████▍    | 2163/4000 [24:39<20:22,  1.50it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.50it/s]
overall:  54%|█████▍    | 2164/4000 [24:40<20:19,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  54%|█████▍    | 2165/4000 [24:40<20:20,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.50it/s]
overall:  54%|█████▍    | 2166/4000 [24:41<20:17,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  54%|█████▍    | 2167/4000 [24:42<20:23,  1.50it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.50it/s]
overall:  54%|█████▍    | 2168/4000 [24:42<20:21,  1.50it/s]

train:  59%|█████▉    | 22/37 [00:15<00:10,  1.50it/s]
overall:  54%|█████▍    | 2169/4000 [24:43<20:17,  1.50it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.50it/s]
overall:  54%|█████▍    | 2170/4000 [24:44<20:16,  1.50it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.50it/s]
overall:  54%|█████▍    | 2171/4000 [24:44<20:18,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  54%|█████▍    | 2172/4000 [24:45<20:16,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  54%|█████▍    | 2173/4000 [24:46<20:12,  1.51it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.51it/s]
overall:  54%|█████▍    | 2174/4000 [24:46<20:10,  1.51it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  54%|█████▍    | 2175/4000 [24:47<20:07,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  54%|█████▍    | 2176/4000 [24:48<20:04,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  54%|█████▍    | 2177/4000 [24:48<20:05,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  54%|█████▍    | 2178/4000 [24:49<20:03,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  54%|█████▍    | 2179/4000 [24:50<20:10,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  55%|█████▍    | 2180/4000 [24:50<20:08,  1.51it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.51it/s]
overall:  55%|█████▍    | 2181/4000 [24:51<20:04,  1.51it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.51it/s]
overall:  55%|█████▍    | 2182/4000 [24:52<20:03,  1.51it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.51it/s]
overall:  55%|█████▍    | 2183/4000 [24:52<19:18,  1.57it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.57it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.187889575958252
train acc: 0.3178137540817261
train loss: 2.145193099975586
train acc: 0.3409999907016754
train loss: 2.1751065254211426
train acc: 0.34200000762939453
train loss: 2.1807422637939453
train acc: 0.3269999921321869


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  55%|█████▍    | 2184/4000 [24:54<27:35,  1.10it/s]

train:   3%|▎         | 1/37 [00:01<00:51,  1.42s/it]
overall:  55%|█████▍    | 2185/4000 [24:54<25:24,  1.19it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.02it/s]
overall:  55%|█████▍    | 2186/4000 [24:55<23:43,  1.27it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.20it/s]
overall:  55%|█████▍    | 2187/4000 [24:56<22:24,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  55%|█████▍    | 2188/4000 [24:56<21:42,  1.39it/s]

train:  14%|█▎        | 5/37 [00:04<00:23,  1.38it/s]
overall:  55%|█████▍    | 2189/4000 [24:57<21:09,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  55%|█████▍    | 2190/4000 [24:58<20:45,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.45it/s]
overall:  55%|█████▍    | 2191/4000 [24:58<20:32,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  55%|█████▍    | 2192/4000 [24:59<20:24,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  55%|█████▍    | 2193/4000 [25:00<20:13,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  55%|█████▍    | 2194/4000 [25:00<20:08,  1.49it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  55%|█████▍    | 2195/4000 [25:01<20:01,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  55%|█████▍    | 2196/4000 [25:02<20:02,  1.50it/s]

train:  35%|███▌      | 13/37 [00:09<00:15,  1.50it/s]
overall:  55%|█████▍    | 2197/4000 [25:02<19:57,  1.51it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.51it/s]
overall:  55%|█████▍    | 2198/4000 [25:03<19:48,  1.52it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.52it/s]
overall:  55%|█████▍    | 2199/4000 [25:04<19:44,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  55%|█████▌    | 2200/4000 [25:04<19:44,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  55%|█████▌    | 2201/4000 [25:05<19:41,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  55%|█████▌    | 2202/4000 [25:06<19:38,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  55%|█████▌    | 2203/4000 [25:06<19:40,  1.52it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.52it/s]
overall:  55%|█████▌    | 2204/4000 [25:07<19:38,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  55%|█████▌    | 2205/4000 [25:08<19:38,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  55%|█████▌    | 2206/4000 [25:08<19:40,  1.52it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.52it/s]
overall:  55%|█████▌    | 2207/4000 [25:09<19:37,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  55%|█████▌    | 2208/4000 [25:10<19:50,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  55%|█████▌    | 2209/4000 [25:10<19:52,  1.50it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.50it/s]
overall:  55%|█████▌    | 2210/4000 [25:11<19:51,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  55%|█████▌    | 2211/4000 [25:12<19:48,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.51it/s]
overall:  55%|█████▌    | 2212/4000 [25:12<19:44,  1.51it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.51it/s]
overall:  55%|█████▌    | 2213/4000 [25:13<19:42,  1.51it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.51it/s]
overall:  55%|█████▌    | 2214/4000 [25:13<19:40,  1.51it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.51it/s]
overall:  55%|█████▌    | 2215/4000 [25:14<19:43,  1.51it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.51it/s]
overall:  55%|█████▌    | 2216/4000 [25:15<19:47,  1.50it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.50it/s]
overall:  55%|█████▌    | 2217/4000 [25:16<19:55,  1.49it/s]

train:  92%|█████████▏| 34/37 [00:23<00:02,  1.49it/s]
overall:  55%|█████▌    | 2218/4000 [25:16<19:55,  1.49it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.49it/s]
overall:  55%|█████▌    | 2219/4000 [25:17<19:57,  1.49it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.49it/s]
overall:  56%|█████▌    | 2220/4000 [25:17<19:17,  1.54it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.54it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.46it/s]
train loss: 2.189222574234009
train acc: 0.318825900554657
train loss: 2.1614599227905273
train acc: 0.3479999899864197
train loss: 2.1772348880767822
train acc: 0.335999995470047
train loss: 2.121704578399658
train acc: 0.36437246203422546


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  56%|█████▌    | 2221/4000 [25:19<28:00,  1.06it/s]

train:   3%|▎         | 1/37 [00:01<00:53,  1.49s/it]
overall:  56%|█████▌    | 2222/4000 [25:20<25:20,  1.17it/s]

train:   5%|▌         | 2/37 [00:02<00:34,  1.01it/s]
overall:  56%|█████▌    | 2223/4000 [25:20<23:23,  1.27it/s]

train:   8%|▊         | 3/37 [00:02<00:28,  1.21it/s]
overall:  56%|█████▌    | 2224/4000 [25:21<22:05,  1.34it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  56%|█████▌    | 2225/4000 [25:22<21:07,  1.40it/s]

train:  14%|█▎        | 5/37 [00:04<00:22,  1.40it/s]
overall:  56%|█████▌    | 2226/4000 [25:22<20:47,  1.42it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  56%|█████▌    | 2227/4000 [25:23<20:20,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.46it/s]
overall:  56%|█████▌    | 2228/4000 [25:24<20:05,  1.47it/s]

train:  22%|██▏       | 8/37 [00:06<00:19,  1.47it/s]
overall:  56%|█████▌    | 2229/4000 [25:24<19:55,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.49it/s]
overall:  56%|█████▌    | 2230/4000 [25:25<19:46,  1.49it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.49it/s]
overall:  56%|█████▌    | 2231/4000 [25:26<19:38,  1.50it/s]

train:  30%|██▉       | 11/37 [00:08<00:17,  1.50it/s]
overall:  56%|█████▌    | 2232/4000 [25:26<19:39,  1.50it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.50it/s]
overall:  56%|█████▌    | 2233/4000 [25:27<19:42,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.50it/s]
overall:  56%|█████▌    | 2234/4000 [25:28<19:32,  1.51it/s]

train:  38%|███▊      | 14/37 [00:10<00:15,  1.51it/s]
overall:  56%|█████▌    | 2235/4000 [25:28<19:29,  1.51it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.51it/s]
overall:  56%|█████▌    | 2236/4000 [25:29<19:23,  1.52it/s]

train:  43%|████▎     | 16/37 [00:11<00:13,  1.52it/s]
overall:  56%|█████▌    | 2237/4000 [25:30<19:19,  1.52it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.52it/s]
overall:  56%|█████▌    | 2238/4000 [25:30<19:19,  1.52it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.52it/s]
overall:  56%|█████▌    | 2239/4000 [25:31<19:13,  1.53it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.53it/s]
overall:  56%|█████▌    | 2240/4000 [25:32<19:12,  1.53it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.53it/s]
overall:  56%|█████▌    | 2241/4000 [25:32<19:15,  1.52it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.52it/s]
overall:  56%|█████▌    | 2242/4000 [25:33<19:12,  1.52it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.52it/s]
overall:  56%|█████▌    | 2243/4000 [25:34<19:11,  1.53it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.53it/s]
overall:  56%|█████▌    | 2244/4000 [25:34<19:14,  1.52it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.52it/s]
overall:  56%|█████▌    | 2245/4000 [25:35<19:20,  1.51it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.51it/s]
overall:  56%|█████▌    | 2246/4000 [25:36<19:18,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  56%|█████▌    | 2247/4000 [25:36<19:11,  1.52it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.52it/s]
overall:  56%|█████▌    | 2248/4000 [25:37<19:13,  1.52it/s]

train:  76%|███████▌  | 28/37 [00:19<00:05,  1.52it/s]
overall:  56%|█████▌    | 2249/4000 [25:37<19:12,  1.52it/s]

train:  78%|███████▊  | 29/37 [00:19<00:05,  1.52it/s]
overall:  56%|█████▋    | 2250/4000 [25:38<19:14,  1.52it/s]

train:  81%|████████  | 30/37 [00:20<00:04,  1.52it/s]
overall:  56%|█████▋    | 2251/4000 [25:39<19:14,  1.52it/s]

train:  84%|████████▍ | 31/37 [00:21<00:03,  1.52it/s]
overall:  56%|█████▋    | 2252/4000 [25:39<19:10,  1.52it/s]

train:  86%|████████▋ | 32/37 [00:21<00:03,  1.52it/s]
overall:  56%|█████▋    | 2253/4000 [25:40<19:10,  1.52it/s]

train:  89%|████████▉ | 33/37 [00:22<00:02,  1.52it/s]
overall:  56%|█████▋    | 2254/4000 [25:41<19:08,  1.52it/s]

train:  92%|█████████▏| 34/37 [00:23<00:01,  1.52it/s]
overall:  56%|█████▋    | 2255/4000 [25:41<19:06,  1.52it/s]

train:  95%|█████████▍| 35/37 [00:23<00:01,  1.52it/s]
overall:  56%|█████▋    | 2256/4000 [25:42<19:06,  1.52it/s]

train:  97%|█████████▋| 36/37 [00:24<00:00,  1.52it/s]
overall:  56%|█████▋    | 2257/4000 [25:43<18:25,  1.58it/s]

train: 100%|██████████| 37/37 [00:25<00:00,  1.58it/s]
train: 100%|██████████| 37/37 [00:25<00:00,  1.47it/s]
train loss: 2.150496006011963
train acc: 0.3269999921321869
train loss: 2.1769320964813232
train acc: 0.3310000002384186
train loss: 2.160647392272949
train acc: 0.3160000145435333


train:   0%|          | 0/37 [00:00<?, ?it/s]
overall:  56%|█████▋    | 2258/4000 [25:44<25:30,  1.14it/s]

train:   3%|▎         | 1/37 [00:01<00:48,  1.34s/it]
overall:  56%|█████▋    | 2259/4000 [25:45<23:36,  1.23it/s]

train:   5%|▌         | 2/37 [00:02<00:32,  1.06it/s]
overall:  56%|█████▋    | 2260/4000 [25:45<22:11,  1.31it/s]

train:   8%|▊         | 3/37 [00:02<00:27,  1.23it/s]
overall:  57%|█████▋    | 2261/4000 [25:46<21:23,  1.35it/s]

train:  11%|█         | 4/37 [00:03<00:24,  1.32it/s]
overall:  57%|█████▋    | 2262/4000 [25:47<20:43,  1.40it/s]

train:  14%|█▎        | 5/37 [00:03<00:23,  1.38it/s]
overall:  57%|█████▋    | 2263/4000 [25:47<20:15,  1.43it/s]

train:  16%|█▌        | 6/37 [00:04<00:21,  1.42it/s]
overall:  57%|█████▋    | 2264/4000 [25:48<19:59,  1.45it/s]

train:  19%|█▉        | 7/37 [00:05<00:20,  1.44it/s]
overall:  57%|█████▋    | 2265/4000 [25:49<19:44,  1.47it/s]

train:  22%|██▏       | 8/37 [00:05<00:19,  1.46it/s]
overall:  57%|█████▋    | 2266/4000 [25:49<19:35,  1.48it/s]

train:  24%|██▍       | 9/37 [00:06<00:18,  1.48it/s]
overall:  57%|█████▋    | 2267/4000 [25:50<19:31,  1.48it/s]

train:  27%|██▋       | 10/37 [00:07<00:18,  1.48it/s]
overall:  57%|█████▋    | 2268/4000 [25:51<19:24,  1.49it/s]

train:  30%|██▉       | 11/37 [00:07<00:17,  1.49it/s]
overall:  57%|█████▋    | 2269/4000 [25:51<19:18,  1.49it/s]

train:  32%|███▏      | 12/37 [00:08<00:16,  1.49it/s]
overall:  57%|█████▋    | 2270/4000 [25:52<19:19,  1.49it/s]

train:  35%|███▌      | 13/37 [00:09<00:16,  1.49it/s]
overall:  57%|█████▋    | 2271/4000 [25:53<19:13,  1.50it/s]

train:  38%|███▊      | 14/37 [00:09<00:15,  1.50it/s]
overall:  57%|█████▋    | 2272/4000 [25:53<19:12,  1.50it/s]

train:  41%|████      | 15/37 [00:10<00:14,  1.50it/s]
overall:  57%|█████▋    | 2273/4000 [25:54<19:14,  1.50it/s]

train:  43%|████▎     | 16/37 [00:11<00:14,  1.50it/s]
overall:  57%|█████▋    | 2274/4000 [25:55<19:08,  1.50it/s]

train:  46%|████▌     | 17/37 [00:11<00:13,  1.50it/s]
overall:  57%|█████▋    | 2275/4000 [25:55<19:05,  1.51it/s]

train:  49%|████▊     | 18/37 [00:12<00:12,  1.51it/s]
overall:  57%|█████▋    | 2276/4000 [25:56<19:08,  1.50it/s]

train:  51%|█████▏    | 19/37 [00:13<00:11,  1.50it/s]
overall:  57%|█████▋    | 2277/4000 [25:57<19:03,  1.51it/s]

train:  54%|█████▍    | 20/37 [00:13<00:11,  1.51it/s]
overall:  57%|█████▋    | 2278/4000 [25:57<19:00,  1.51it/s]

train:  57%|█████▋    | 21/37 [00:14<00:10,  1.51it/s]
overall:  57%|█████▋    | 2279/4000 [25:58<19:00,  1.51it/s]

train:  59%|█████▉    | 22/37 [00:15<00:09,  1.51it/s]
overall:  57%|█████▋    | 2280/4000 [25:59<18:59,  1.51it/s]

train:  62%|██████▏   | 23/37 [00:15<00:09,  1.51it/s]
overall:  57%|█████▋    | 2281/4000 [25:59<18:59,  1.51it/s]

train:  65%|██████▍   | 24/37 [00:16<00:08,  1.51it/s]
overall:  57%|█████▋    | 2282/4000 [26:00<19:02,  1.50it/s]

train:  68%|██████▊   | 25/37 [00:17<00:07,  1.50it/s]
overall:  57%|█████▋    | 2283/4000 [26:01<18:59,  1.51it/s]

train:  70%|███████   | 26/37 [00:17<00:07,  1.51it/s]
overall:  57%|█████▋    | 2284/4000 [26:01<19:01,  1.50it/s]

train:  73%|███████▎  | 27/37 [00:18<00:06,  1.50it/s]
overall:  57%|█████▋    | 2285/4000 [26:02<19:04,  1.50it/s]

train:  76%|███████▌  | 28/37 [00:19<00:06,  1.50it/s]
train:  76%|███████▌  | 28/37 [00:19<00:06,  1.42it/s]
train loss: 2.143653392791748
train acc: 0.35020244121551514
train loss: 2.1598541736602783
train acc: 0.3540000021457672
train loss: 2.160818338394165
train acc: 0.33500000834465027
Traceback (most recent call last):
  File "/home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py", line 219, in <module>
    main()
  File "/home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py", line 215, in main
    eval(f'runner.{args.mode}')()
  File "/home/tony/Work/glockenspiel/s3prl/s3prl/downstream/runner.py", line 292, in train
    features = self.upstream.model(wavs)
  File "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
  File "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
  File "/home/tony/Work/glockenspiel/s3prl/s3prl/upstream/mert/expert.py", line 185, in forward
    output_values = self.model(**input_values, output_hidden_states=True)
  File "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
  File "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
  File "/home/tony/Work/glockenspiel/suno_utils/suno_utils/models/mert/modeling_MERT.py", line 173, in forward
    attention_mask = self._get_feature_vector_attention_mask(
  File "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/transformers/models/hubert/modeling_hubert.py", line 926, in _get_feature_vector_attention_mask
    attention_mask = attention_mask.flip([-1]).cumsum(-1).flip([-1]).bool()
KeyboardInterrupt

overall:  57%|█████▋    | 2285/4000 [26:03<19:33,  1.46it/s]