/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")
2023-10-04 02:52:15 | 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] - Take a list of 13 features and weighted sum them.
[Featurizer] - The selected feature hidden_states's downsample rate is 960
[Runner] - Start a new experiment
mert_25hz_2nd_iter_varmask {'model_config': None, 'refresh': False}
Loading model from Local mert_25hz_2nd_iter_varmask
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][LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.


word -> phonemes:   0%|          | 0/3515 [00:00<?, ?it/s]

word -> phonemes:   6%|▋         | 223/3515 [00:00<00:01, 2222.73it/s]

word -> phonemes:  13%|█▎        | 466/3515 [00:00<00:01, 2341.87it/s]

word -> phonemes:  20%|█▉        | 701/3515 [00:00<00:01, 2236.14it/s]

word -> phonemes:  27%|██▋       | 951/3515 [00:00<00:01, 2332.19it/s]

word -> phonemes:  34%|███▎      | 1185/3515 [00:00<00:01, 2320.41it/s]

word -> phonemes:  40%|████      | 1418/3515 [00:00<00:00, 2312.38it/s]

word -> phonemes:  47%|████▋     | 1665/3515 [00:00<00:00, 2361.37it/s]

word -> phonemes:  55%|█████▌    | 1934/3515 [00:00<00:00, 2462.17it/s]

word -> phonemes:  62%|██████▏   | 2181/3515 [00:00<00:00, 2248.79it/s]

word -> phonemes:  69%|██████▊   | 2410/3515 [00:01<00:00, 2229.02it/s]

word -> phonemes:  75%|███████▌  | 2653/3515 [00:01<00:00, 2285.73it/s]

word -> phonemes:  82%|████████▏ | 2884/3515 [00:01<00:00, 2181.82it/s]

word -> phonemes:  90%|████████▉ | 3152/3515 [00:01<00:00, 2321.16it/s]

word -> phonemes:  97%|█████████▋| 3394/3515 [00:01<00:00, 2347.87it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:01<00:00, 2280.02it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:   0%|          | 1/4000 [00:03<3:53:52,  3.51s/it]

train:   0%|          | 1/3515 [00:00<43:59,  1.33it/s]
overall:   0%|          | 2/4000 [00:03<1:48:16,  1.62s/it]

train:   0%|          | 2/3515 [00:01<28:38,  2.04it/s]
overall:   0%|          | 4/4000 [00:04<45:35,  1.46it/s]  

train:   0%|          | 4/3515 [00:01<15:15,  3.83it/s]
overall:   0%|          | 5/4000 [00:04<37:06,  1.79it/s]

train:   0%|          | 5/3515 [00:01<15:29,  3.78it/s]
overall:   0%|          | 6/4000 [00:04<30:47,  2.16it/s]

train:   0%|          | 6/3515 [00:01<15:11,  3.85it/s]
overall:   0%|          | 7/4000 [00:04<25:50,  2.58it/s]

train:   0%|          | 7/3515 [00:02<14:26,  4.05it/s]
overall:   0%|          | 8/4000 [00:04<20:55,  3.18it/s]

train:   0%|          | 8/3515 [00:02<12:38,  4.62it/s]
overall:   0%|          | 9/4000 [00:05<21:01,  3.16it/s]

train:   0%|          | 9/3515 [00:02<14:27,  4.04it/s]
overall:   0%|          | 10/4000 [00:05<19:54,  3.34it/s]

train:   0%|          | 10/3515 [00:02<14:41,  3.98it/s]
overall:   0%|          | 11/4000 [00:05<18:44,  3.55it/s]

train:   0%|          | 11/3515 [00:03<14:30,  4.03it/s]
overall:   0%|          | 12/4000 [00:05<16:35,  4.01it/s]

train:   0%|          | 12/3515 [00:03<13:12,  4.42it/s]
overall:   0%|          | 13/4000 [00:06<16:23,  4.05it/s]

train:   0%|          | 13/3515 [00:03<13:26,  4.34it/s]
overall:   0%|          | 14/4000 [00:06<13:59,  4.75it/s]

train:   0%|          | 14/3515 [00:03<11:37,  5.02it/s]
overall:   0%|          | 15/4000 [00:06<13:59,  4.75it/s]

train:   0%|          | 15/3515 [00:03<11:49,  4.94it/s]
overall:   0%|          | 16/4000 [00:06<14:28,  4.59it/s]

train:   0%|          | 16/3515 [00:04<12:23,  4.71it/s]
overall:   0%|          | 17/4000 [00:06<14:45,  4.50it/s]

train:   0%|          | 17/3515 [00:04<12:43,  4.58it/s]
overall:   0%|          | 18/4000 [00:07<14:17,  4.64it/s]

train:   1%|          | 18/3515 [00:04<12:23,  4.70it/s]
overall:   0%|          | 19/4000 [00:07<13:23,  4.95it/s]

train:   1%|          | 19/3515 [00:04<11:38,  5.00it/s]
overall:   0%|          | 20/4000 [00:07<12:59,  5.10it/s]

train:   1%|          | 20/3515 [00:04<11:19,  5.14it/s]
overall:   1%|          | 21/4000 [00:07<12:48,  5.18it/s]

train:   1%|          | 21/3515 [00:04<11:11,  5.20it/s]
overall:   1%|          | 22/4000 [00:07<13:12,  5.02it/s]

train:   1%|          | 22/3515 [00:05<11:33,  5.04it/s]
overall:   1%|          | 23/4000 [00:08<13:23,  4.95it/s]

train:   1%|          | 23/3515 [00:05<11:44,  4.96it/s]
overall:   1%|          | 24/4000 [00:08<13:33,  4.89it/s]

train:   1%|          | 24/3515 [00:05<11:53,  4.90it/s]
overall:   1%|          | 25/4000 [00:08<14:35,  4.54it/s]

train:   1%|          | 25/3515 [00:05<12:47,  4.54it/s]
overall:   1%|          | 26/4000 [00:08<16:02,  4.13it/s]

train:   1%|          | 26/3515 [00:06<14:04,  4.13it/s]
overall:   1%|          | 27/4000 [00:09<15:23,  4.30it/s]

train:   1%|          | 27/3515 [00:06<13:30,  4.30it/s]
overall:   1%|          | 28/4000 [00:09<15:23,  4.30it/s]

train:   1%|          | 28/3515 [00:06<13:30,  4.30it/s]
overall:   1%|          | 29/4000 [00:09<15:51,  4.17it/s]

train:   1%|          | 29/3515 [00:06<13:55,  4.17it/s]
overall:   1%|          | 30/4000 [00:09<15:27,  4.28it/s]

train:   1%|          | 30/3515 [00:07<13:33,  4.28it/s]
overall:   1%|          | 31/4000 [00:10<14:25,  4.59it/s]

train:   1%|          | 31/3515 [00:07<12:39,  4.59it/s]
overall:   1%|          | 32/4000 [00:10<14:10,  4.66it/s]

train:   1%|          | 32/3515 [00:07<12:26,  4.66it/s]
overall:   1%|          | 33/4000 [00:10<15:30,  4.26it/s]

train:   1%|          | 33/3515 [00:07<13:36,  4.26it/s]
overall:   1%|          | 34/4000 [00:10<14:06,  4.69it/s]

train:   1%|          | 34/3515 [00:07<12:22,  4.69it/s]
overall:   1%|          | 35/4000 [00:10<14:21,  4.60it/s]

train:   1%|          | 35/3515 [00:08<12:35,  4.60it/s]
overall:   1%|          | 36/4000 [00:11<14:23,  4.59it/s]

train:   1%|          | 36/3515 [00:08<12:37,  4.59it/s]
overall:   1%|          | 37/4000 [00:11<12:04,  5.47it/s]

train:   1%|          | 37/3515 [00:08<10:35,  5.47it/s]
overall:   1%|          | 38/4000 [00:11<12:55,  5.11it/s]

train:   1%|          | 38/3515 [00:08<11:20,  5.11it/s]
overall:   1%|          | 39/4000 [00:11<13:27,  4.91it/s]

train:   1%|          | 39/3515 [00:08<11:48,  4.91it/s]
overall:   1%|          | 40/4000 [00:11<13:58,  4.72it/s]

train:   1%|          | 40/3515 [00:09<12:15,  4.72it/s]
overall:   1%|          | 41/4000 [00:12<14:03,  4.69it/s]

train:   1%|          | 41/3515 [00:09<12:20,  4.69it/s]
overall:   1%|          | 43/4000 [00:12<12:19,  5.35it/s]

train:   1%|          | 43/3515 [00:09<10:48,  5.35it/s]
overall:   1%|          | 44/4000 [00:12<12:47,  5.15it/s]

train:   1%|▏         | 44/3515 [00:09<11:13,  5.15it/s]
overall:   1%|          | 45/4000 [00:12<13:10,  5.00it/s]

train:   1%|▏         | 45/3515 [00:10<11:33,  5.00it/s]
overall:   1%|          | 46/4000 [00:13<13:20,  4.94it/s]

train:   1%|▏         | 46/3515 [00:10<11:41,  4.94it/s]
overall:   1%|          | 47/4000 [00:13<13:42,  4.81it/s]

train:   1%|▏         | 47/3515 [00:10<12:01,  4.81it/s]
overall:   1%|          | 48/4000 [00:13<13:34,  4.85it/s]

train:   1%|▏         | 48/3515 [00:10<11:54,  4.85it/s]
overall:   1%|          | 49/4000 [00:13<14:32,  4.53it/s]

train:   1%|▏         | 49/3515 [00:10<12:45,  4.53it/s]
overall:   1%|▏         | 50/4000 [00:13<13:40,  4.81it/s]

train:   1%|▏         | 50/3515 [00:11<11:59,  4.81it/s]
overall:   1%|▏         | 51/4000 [00:14<11:50,  5.55it/s]

train:   1%|▏         | 51/3515 [00:11<10:23,  5.55it/s]
overall:   1%|▏         | 52/4000 [00:14<10:42,  6.15it/s]

train:   1%|▏         | 52/3515 [00:11<09:23,  6.15it/s]
overall:   1%|▏         | 53/4000 [00:14<13:29,  4.88it/s]

train:   2%|▏         | 53/3515 [00:11<11:49,  4.88it/s]
overall:   1%|▏         | 54/4000 [00:14<14:03,  4.68it/s]

train:   2%|▏         | 54/3515 [00:11<12:20,  4.68it/s]
overall:   1%|▏         | 55/4000 [00:14<13:51,  4.75it/s]

train:   2%|▏         | 55/3515 [00:12<12:08,  4.75it/s]
overall:   1%|▏         | 56/4000 [00:15<14:10,  4.64it/s]

train:   2%|▏         | 56/3515 [00:12<12:25,  4.64it/s]
overall:   1%|▏         | 57/4000 [00:15<15:27,  4.25it/s]

train:   2%|▏         | 57/3515 [00:12<13:33,  4.25it/s]
overall:   1%|▏         | 58/4000 [00:15<15:12,  4.32it/s]

train:   2%|▏         | 58/3515 [00:12<13:20,  4.32it/s]
overall:   2%|▏         | 60/4000 [00:15<11:23,  5.76it/s]

train:   2%|▏         | 60/3515 [00:13<09:59,  5.76it/s]
overall:   2%|▏         | 61/4000 [00:16<12:47,  5.13it/s]

train:   2%|▏         | 61/3515 [00:13<11:13,  5.13it/s]
overall:   2%|▏         | 62/4000 [00:16<12:54,  5.08it/s]

train:   2%|▏         | 62/3515 [00:13<11:19,  5.08it/s]
overall:   2%|▏         | 63/4000 [00:16<13:20,  4.92it/s]

train:   2%|▏         | 63/3515 [00:13<11:41,  4.92it/s]
overall:   2%|▏         | 64/4000 [00:16<12:41,  5.17it/s]

train:   2%|▏         | 64/3515 [00:13<11:07,  5.17it/s]
overall:   2%|▏         | 65/4000 [00:16<12:59,  5.05it/s]

train:   2%|▏         | 65/3515 [00:14<11:23,  5.05it/s]
overall:   2%|▏         | 66/4000 [00:17<13:21,  4.91it/s]

train:   2%|▏         | 66/3515 [00:14<11:42,  4.91it/s]
overall:   2%|▏         | 67/4000 [00:17<13:09,  4.98it/s]

train:   2%|▏         | 67/3515 [00:14<11:31,  4.98it/s]
overall:   2%|▏         | 68/4000 [00:17<13:29,  4.86it/s]

train:   2%|▏         | 68/3515 [00:14<11:49,  4.86it/s]
overall:   2%|▏         | 69/4000 [00:17<13:20,  4.91it/s]

train:   2%|▏         | 69/3515 [00:14<11:41,  4.91it/s]
overall:   2%|▏         | 70/4000 [00:17<13:31,  4.84it/s]

train:   2%|▏         | 70/3515 [00:15<11:51,  4.84it/s]
overall:   2%|▏         | 71/4000 [00:18<13:38,  4.80it/s]

train:   2%|▏         | 71/3515 [00:15<11:57,  4.80it/s]
overall:   2%|▏         | 72/4000 [00:18<11:40,  5.61it/s]

train:   2%|▏         | 72/3515 [00:15<10:13,  5.61it/s]
overall:   2%|▏         | 73/4000 [00:18<13:04,  5.01it/s]

train:   2%|▏         | 73/3515 [00:15<11:27,  5.01it/s]
overall:   2%|▏         | 74/4000 [00:18<14:44,  4.44it/s]

train:   2%|▏         | 74/3515 [00:16<12:55,  4.44it/s]
overall:   2%|▏         | 75/4000 [00:18<13:56,  4.69it/s]

train:   2%|▏         | 75/3515 [00:16<12:13,  4.69it/s]
overall:   2%|▏         | 76/4000 [00:19<14:05,  4.64it/s]

train:   2%|▏         | 76/3515 [00:16<12:20,  4.64it/s]
overall:   2%|▏         | 77/4000 [00:19<15:38,  4.18it/s]

train:   2%|▏         | 77/3515 [00:16<13:42,  4.18it/s]
overall:   2%|▏         | 78/4000 [00:19<15:18,  4.27it/s]

train:   2%|▏         | 78/3515 [00:16<13:24,  4.27it/s]
overall:   2%|▏         | 79/4000 [00:19<14:00,  4.66it/s]

train:   2%|▏         | 79/3515 [00:17<12:16,  4.66it/s]
overall:   2%|▏         | 80/4000 [00:19<11:47,  5.54it/s]

train:   2%|▏         | 80/3515 [00:17<10:20,  5.54it/s]
overall:   2%|▏         | 81/4000 [00:20<11:11,  5.83it/s]

train:   2%|▏         | 81/3515 [00:17<09:48,  5.83it/s]
overall:   2%|▏         | 82/4000 [00:20<10:12,  6.40it/s]

train:   2%|▏         | 82/3515 [00:17<08:56,  6.40it/s]
overall:   2%|▏         | 83/4000 [00:20<11:24,  5.72it/s]

train:   2%|▏         | 83/3515 [00:17<09:59,  5.72it/s]
overall:   2%|▏         | 84/4000 [00:20<12:13,  5.34it/s]

train:   2%|▏         | 84/3515 [00:17<10:42,  5.34it/s]
overall:   2%|▏         | 85/4000 [00:20<13:46,  4.74it/s]

train:   2%|▏         | 85/3515 [00:18<12:03,  4.74it/s]
overall:   2%|▏         | 86/4000 [00:21<14:20,  4.55it/s]

train:   2%|▏         | 86/3515 [00:18<12:33,  4.55it/s]
overall:   2%|▏         | 87/4000 [00:21<14:14,  4.58it/s]

train:   2%|▏         | 87/3515 [00:18<12:28,  4.58it/s]
overall:   2%|▏         | 88/4000 [00:21<13:59,  4.66it/s]

train:   3%|▎         | 88/3515 [00:18<12:15,  4.66it/s]
overall:   2%|▏         | 89/4000 [00:21<13:21,  4.88it/s]

train:   3%|▎         | 89/3515 [00:19<11:42,  4.88it/s]
overall:   2%|▏         | 90/4000 [00:22<13:35,  4.80it/s]

train:   3%|▎         | 90/3515 [00:19<11:54,  4.80it/s]
overall:   2%|▏         | 91/4000 [00:22<13:50,  4.71it/s]

train:   3%|▎         | 91/3515 [00:19<12:07,  4.71it/s]
overall:   2%|▏         | 92/4000 [00:22<13:55,  4.68it/s]

train:   3%|▎         | 92/3515 [00:19<12:11,  4.68it/s]
overall:   2%|▏         | 93/4000 [00:22<13:58,  4.66it/s]

train:   3%|▎         | 93/3515 [00:19<12:14,  4.66it/s]
overall:   2%|▏         | 94/4000 [00:22<13:41,  4.75it/s]

train:   3%|▎         | 94/3515 [00:20<11:59,  4.75it/s]
overall:   2%|▏         | 95/4000 [00:23<13:30,  4.82it/s]

train:   3%|▎         | 95/3515 [00:20<11:49,  4.82it/s]
overall:   2%|▏         | 96/4000 [00:23<13:37,  4.77it/s]

train:   3%|▎         | 96/3515 [00:20<11:56,  4.77it/s]
overall:   2%|▏         | 97/4000 [00:23<14:20,  4.53it/s]

train:   3%|▎         | 97/3515 [00:20<12:34,  4.53it/s]
overall:   2%|▏         | 98/4000 [00:23<15:29,  4.20it/s]

train:   3%|▎         | 98/3515 [00:21<13:33,  4.20it/s]
overall:   2%|▏         | 99/4000 [00:24<15:05,  4.31it/s]

train:   3%|▎         | 99/3515 [00:21<13:12,  4.31it/s]
overall:   2%|▎         | 100/4000 [00:24<14:47,  4.39it/s]

train:   3%|▎         | 100/3515 [00:21<12:57,  4.39it/s]
overall:   3%|▎         | 101/4000 [00:24<16:09,  4.02it/s]

train:   3%|▎         | 101/3515 [00:21<14:09,  4.02it/s]
overall:   3%|▎         | 103/4000 [00:24<12:50,  5.06it/s]

train:   3%|▎         | 103/3515 [00:22<11:14,  5.06it/s]
overall:   3%|▎         | 104/4000 [00:25<13:05,  4.96it/s]

train:   3%|▎         | 104/3515 [00:22<11:27,  4.96it/s]
overall:   3%|▎         | 105/4000 [00:25<14:11,  4.57it/s]

train:   3%|▎         | 105/3515 [00:22<12:25,  4.57it/s]
overall:   3%|▎         | 107/4000 [00:25<11:40,  5.56it/s]

train:   3%|▎         | 107/3515 [00:22<10:13,  5.56it/s]
overall:   3%|▎         | 109/4000 [00:25<11:07,  5.83it/s]

train:   3%|▎         | 109/3515 [00:23<09:44,  5.83it/s]
overall:   3%|▎         | 110/4000 [00:26<11:42,  5.54it/s]

train:   3%|▎         | 110/3515 [00:23<10:15,  5.54it/s]
overall:   3%|▎         | 111/4000 [00:26<11:49,  5.48it/s]

train:   3%|▎         | 111/3515 [00:23<10:21,  5.48it/s]
overall:   3%|▎         | 112/4000 [00:26<12:10,  5.32it/s]

train:   3%|▎         | 112/3515 [00:23<10:39,  5.32it/s]
overall:   3%|▎         | 113/4000 [00:26<12:41,  5.11it/s]

train:   3%|▎         | 113/3515 [00:23<11:06,  5.11it/s]
overall:   3%|▎         | 114/4000 [00:26<12:42,  5.09it/s]

train:   3%|▎         | 114/3515 [00:24<11:07,  5.09it/s]
overall:   3%|▎         | 115/4000 [00:27<12:51,  5.04it/s]

train:   3%|▎         | 115/3515 [00:24<11:15,  5.04it/s]
overall:   3%|▎         | 116/4000 [00:27<13:11,  4.91it/s]

train:   3%|▎         | 116/3515 [00:24<11:32,  4.91it/s]
overall:   3%|▎         | 117/4000 [00:27<12:56,  5.00it/s]

train:   3%|▎         | 117/3515 [00:24<11:19,  5.00it/s]
overall:   3%|▎         | 118/4000 [00:27<13:21,  4.84it/s]

train:   3%|▎         | 118/3515 [00:24<11:41,  4.84it/s]
overall:   3%|▎         | 119/4000 [00:27<13:36,  4.76it/s]

train:   3%|▎         | 119/3515 [00:25<11:54,  4.76it/s]
overall:   3%|▎         | 120/4000 [00:28<13:49,  4.68it/s]

train:   3%|▎         | 120/3515 [00:25<12:05,  4.68it/s]
overall:   3%|▎         | 121/4000 [00:28<14:28,  4.47it/s]

train:   3%|▎         | 121/3515 [00:25<12:39,  4.47it/s]
overall:   3%|▎         | 122/4000 [00:28<15:27,  4.18it/s]

train:   3%|▎         | 122/3515 [00:25<13:31,  4.18it/s]
overall:   3%|▎         | 123/4000 [00:28<15:02,  4.29it/s]

train:   3%|▎         | 123/3515 [00:26<13:09,  4.29it/s]
overall:   3%|▎         | 124/4000 [00:29<14:42,  4.39it/s]

train:   4%|▎         | 124/3515 [00:26<12:52,  4.39it/s]
overall:   3%|▎         | 125/4000 [00:29<15:54,  4.06it/s]

train:   4%|▎         | 125/3515 [00:26<13:55,  4.06it/s]
overall:   3%|▎         | 126/4000 [00:29<15:28,  4.17it/s]

train:   4%|▎         | 126/3515 [00:26<13:32,  4.17it/s]
overall:   3%|▎         | 127/4000 [00:29<14:34,  4.43it/s]

train:   4%|▎         | 127/3515 [00:27<12:45,  4.43it/s]
overall:   3%|▎         | 128/4000 [00:30<14:22,  4.49it/s]

train:   4%|▎         | 128/3515 [00:27<12:34,  4.49it/s]
overall:   3%|▎         | 129/4000 [00:30<15:01,  4.29it/s]

train:   4%|▎         | 129/3515 [00:27<13:08,  4.29it/s]
overall:   3%|▎         | 130/4000 [00:30<13:50,  4.66it/s]

train:   4%|▎         | 130/3515 [00:27<12:06,  4.66it/s]
overall:   3%|▎         | 131/4000 [00:30<13:36,  4.74it/s]

train:   4%|▎         | 131/3515 [00:27<11:53,  4.74it/s]
overall:   3%|▎         | 132/4000 [00:30<13:03,  4.93it/s]

train:   4%|▍         | 132/3515 [00:28<11:25,  4.93it/s]
overall:   3%|▎         | 133/4000 [00:31<14:11,  4.54it/s]

train:   4%|▍         | 133/3515 [00:28<12:24,  4.54it/s]
overall:   3%|▎         | 134/4000 [00:31<14:05,  4.57it/s]

train:   4%|▍         | 134/3515 [00:28<12:19,  4.57it/s]
overall:   3%|▎         | 135/4000 [00:31<13:30,  4.77it/s]

train:   4%|▍         | 135/3515 [00:28<11:48,  4.77it/s]
overall:   3%|▎         | 136/4000 [00:31<13:09,  4.90it/s]

train:   4%|▍         | 136/3515 [00:28<11:30,  4.90it/s]
overall:   3%|▎         | 137/4000 [00:31<13:08,  4.90it/s]

train:   4%|▍         | 137/3515 [00:29<11:29,  4.90it/s]
overall:   3%|▎         | 138/4000 [00:32<12:37,  5.10it/s]

train:   4%|▍         | 138/3515 [00:29<11:02,  5.10it/s]
overall:   3%|▎         | 139/4000 [00:32<12:21,  5.20it/s]

train:   4%|▍         | 139/3515 [00:29<10:48,  5.20it/s]
overall:   4%|▎         | 140/4000 [00:32<12:43,  5.05it/s]

train:   4%|▍         | 140/3515 [00:29<11:07,  5.05it/s]
overall:   4%|▎         | 141/4000 [00:32<10:58,  5.86it/s]

train:   4%|▍         | 141/3515 [00:29<09:35,  5.86it/s]
overall:   4%|▎         | 142/4000 [00:32<12:19,  5.22it/s]

train:   4%|▍         | 142/3515 [00:30<10:46,  5.22it/s]
overall:   4%|▎         | 143/4000 [00:33<12:44,  5.04it/s]

train:   4%|▍         | 143/3515 [00:30<11:08,  5.04it/s]
overall:   4%|▎         | 144/4000 [00:33<13:02,  4.93it/s]

train:   4%|▍         | 144/3515 [00:30<11:24,  4.93it/s]
overall:   4%|▎         | 146/4000 [00:33<12:02,  5.33it/s]

train:   4%|▍         | 146/3515 [00:30<10:31,  5.33it/s]
overall:   4%|▎         | 147/4000 [00:33<11:39,  5.51it/s]

train:   4%|▍         | 147/3515 [00:31<10:11,  5.51it/s]
overall:   4%|▎         | 148/4000 [00:33<11:37,  5.52it/s]

train:   4%|▍         | 148/3515 [00:31<10:09,  5.52it/s]
overall:   4%|▎         | 149/4000 [00:34<13:42,  4.68it/s]

train:   4%|▍         | 149/3515 [00:31<11:59,  4.68it/s]
overall:   4%|▍         | 151/4000 [00:34<11:45,  5.46it/s]

train:   4%|▍         | 151/3515 [00:31<10:16,  5.46it/s]
overall:   4%|▍         | 152/4000 [00:34<11:52,  5.40it/s]

train:   4%|▍         | 152/3515 [00:31<10:22,  5.40it/s]
overall:   4%|▍         | 153/4000 [00:35<13:10,  4.87it/s]

train:   4%|▍         | 153/3515 [00:32<11:31,  4.87it/s]
overall:   4%|▍         | 154/4000 [00:35<13:19,  4.81it/s]

train:   4%|▍         | 154/3515 [00:32<11:38,  4.81it/s]
overall:   4%|▍         | 155/4000 [00:35<13:17,  4.82it/s]

train:   4%|▍         | 155/3515 [00:32<11:36,  4.82it/s]
overall:   4%|▍         | 157/4000 [00:35<12:12,  5.25it/s]

train:   4%|▍         | 157/3515 [00:33<10:40,  5.25it/s]
overall:   4%|▍         | 158/4000 [00:35<12:28,  5.13it/s]

train:   4%|▍         | 158/3515 [00:33<10:53,  5.13it/s]
overall:   4%|▍         | 159/4000 [00:36<12:53,  4.97it/s]

train:   5%|▍         | 159/3515 [00:33<11:15,  4.97it/s]
overall:   4%|▍         | 160/4000 [00:36<13:01,  4.91it/s]

train:   5%|▍         | 160/3515 [00:33<11:23,  4.91it/s]
overall:   4%|▍         | 161/4000 [00:36<13:09,  4.86it/s]

train:   5%|▍         | 161/3515 [00:33<11:30,  4.86it/s]
overall:   4%|▍         | 162/4000 [00:36<13:05,  4.89it/s]

train:   5%|▍         | 162/3515 [00:34<11:25,  4.89it/s]
overall:   4%|▍         | 163/4000 [00:37<13:11,  4.85it/s]

train:   5%|▍         | 163/3515 [00:34<11:31,  4.85it/s]
overall:   4%|▍         | 164/4000 [00:37<13:16,  4.82it/s]

train:   5%|▍         | 164/3515 [00:34<11:35,  4.82it/s]
overall:   4%|▍         | 165/4000 [00:37<13:08,  4.87it/s]

train:   5%|▍         | 165/3515 [00:34<11:28,  4.87it/s]
overall:   4%|▍         | 166/4000 [00:37<13:17,  4.81it/s]

train:   5%|▍         | 166/3515 [00:34<11:36,  4.81it/s]
overall:   4%|▍         | 167/4000 [00:37<13:17,  4.81it/s]

train:   5%|▍         | 167/3515 [00:35<11:36,  4.81it/s]
overall:   4%|▍         | 168/4000 [00:38<13:10,  4.85it/s]

train:   5%|▍         | 168/3515 [00:35<11:30,  4.85it/s]
overall:   4%|▍         | 169/4000 [00:38<14:00,  4.56it/s]

train:   5%|▍         | 169/3515 [00:35<12:14,  4.56it/s]
overall:   4%|▍         | 170/4000 [00:38<15:03,  4.24it/s]

train:   5%|▍         | 170/3515 [00:35<13:08,  4.24it/s]
overall:   4%|▍         | 171/4000 [00:38<14:11,  4.49it/s]

train:   5%|▍         | 171/3515 [00:36<12:24,  4.49it/s]
overall:   4%|▍         | 173/4000 [00:39<11:58,  5.33it/s]

train:   5%|▍         | 173/3515 [00:36<10:27,  5.33it/s]
overall:   4%|▍         | 174/4000 [00:39<12:31,  5.09it/s]

train:   5%|▍         | 174/3515 [00:36<10:55,  5.09it/s]
overall:   4%|▍         | 175/4000 [00:39<12:46,  4.99it/s]

train:   5%|▍         | 175/3515 [00:36<11:08,  4.99it/s]
overall:   4%|▍         | 176/4000 [00:39<12:57,  4.92it/s]

train:   5%|▌         | 176/3515 [00:36<11:19,  4.92it/s]
overall:   4%|▍         | 177/4000 [00:39<14:12,  4.48it/s]

train:   5%|▌         | 177/3515 [00:37<12:24,  4.48it/s]
overall:   4%|▍         | 178/4000 [00:40<14:35,  4.36it/s]

train:   5%|▌         | 178/3515 [00:37<12:44,  4.36it/s]
overall:   4%|▍         | 179/4000 [00:40<14:15,  4.47it/s]

train:   5%|▌         | 179/3515 [00:37<12:27,  4.47it/s]
overall:   4%|▍         | 180/4000 [00:40<13:46,  4.62it/s]

train:   5%|▌         | 180/3515 [00:37<12:02,  4.62it/s]
overall:   5%|▍         | 181/4000 [00:40<14:17,  4.45it/s]

train:   5%|▌         | 181/3515 [00:38<12:28,  4.45it/s]
overall:   5%|▍         | 182/4000 [00:41<13:50,  4.60it/s]

train:   5%|▌         | 182/3515 [00:38<12:05,  4.60it/s]
overall:   5%|▍         | 183/4000 [00:41<13:46,  4.62it/s]

train:   5%|▌         | 183/3515 [00:38<12:01,  4.62it/s]
overall:   5%|▍         | 184/4000 [00:41<12:02,  5.28it/s]

train:   5%|▌         | 184/3515 [00:38<10:30,  5.28it/s]
overall:   5%|▍         | 185/4000 [00:41<12:19,  5.16it/s]

train:   5%|▌         | 185/3515 [00:38<10:45,  5.16it/s]
overall:   5%|▍         | 186/4000 [00:41<12:48,  4.97it/s]

train:   5%|▌         | 186/3515 [00:39<11:10,  4.97it/s]
overall:   5%|▍         | 187/4000 [00:42<12:47,  4.97it/s]

train:   5%|▌         | 187/3515 [00:39<11:10,  4.97it/s]
overall:   5%|▍         | 188/4000 [00:42<12:45,  4.98it/s]

train:   5%|▌         | 188/3515 [00:39<11:08,  4.98it/s]
overall:   5%|▍         | 189/4000 [00:42<12:47,  4.96it/s]

train:   5%|▌         | 189/3515 [00:39<11:10,  4.96it/s]
overall:   5%|▍         | 190/4000 [00:42<13:44,  4.62it/s]

train:   5%|▌         | 190/3515 [00:39<11:59,  4.62it/s]
overall:   5%|▍         | 191/4000 [00:42<13:26,  4.72it/s]

train:   5%|▌         | 191/3515 [00:40<11:43,  4.72it/s]
overall:   5%|▍         | 192/4000 [00:43<13:25,  4.73it/s]

train:   5%|▌         | 192/3515 [00:40<11:42,  4.73it/s]
overall:   5%|▍         | 193/4000 [00:43<14:13,  4.46it/s]

train:   5%|▌         | 193/3515 [00:40<12:24,  4.46it/s]
overall:   5%|▍         | 194/4000 [00:43<15:09,  4.18it/s]

train:   6%|▌         | 194/3515 [00:40<13:13,  4.18it/s]
overall:   5%|▍         | 195/4000 [00:43<13:53,  4.57it/s]

train:   6%|▌         | 195/3515 [00:41<12:07,  4.57it/s]
overall:   5%|▍         | 197/4000 [00:44<12:29,  5.08it/s]

train:   6%|▌         | 197/3515 [00:41<10:53,  5.08it/s]
overall:   5%|▍         | 198/4000 [00:44<12:50,  4.93it/s]

train:   6%|▌         | 198/3515 [00:41<11:12,  4.93it/s]
overall:   5%|▌         | 200/4000 [00:44<11:08,  5.68it/s]

train:   6%|▌         | 200/3515 [00:41<09:43,  5.68it/s]
overall:   5%|▌         | 201/4000 [00:44<12:30,  5.06it/s]

train:   6%|▌         | 201/3515 [00:42<10:54,  5.06it/s]
overall:   5%|▌         | 202/4000 [00:45<13:12,  4.79it/s]

train:   6%|▌         | 202/3515 [00:42<11:31,  4.79it/s]
overall:   5%|▌         | 203/4000 [00:45<13:19,  4.75it/s]

train:   6%|▌         | 203/3515 [00:42<11:37,  4.75it/s]
overall:   5%|▌         | 205/4000 [00:45<11:29,  5.51it/s]

train:   6%|▌         | 205/3515 [00:42<10:01,  5.51it/s]
overall:   5%|▌         | 206/4000 [00:45<11:51,  5.33it/s]

train:   6%|▌         | 206/3515 [00:43<10:20,  5.33it/s]
overall:   5%|▌         | 207/4000 [00:46<11:54,  5.31it/s]

train:   6%|▌         | 207/3515 [00:43<10:22,  5.31it/s]
overall:   5%|▌         | 208/4000 [00:46<12:11,  5.19it/s]

train:   6%|▌         | 208/3515 [00:43<10:37,  5.19it/s]
overall:   5%|▌         | 209/4000 [00:46<12:24,  5.09it/s]

train:   6%|▌         | 209/3515 [00:43<10:49,  5.09it/s]
overall:   5%|▌         | 210/4000 [00:46<12:38,  5.00it/s]

train:   6%|▌         | 210/3515 [00:43<11:01,  5.00it/s]
overall:   5%|▌         | 211/4000 [00:46<12:56,  4.88it/s]

train:   6%|▌         | 211/3515 [00:44<11:17,  4.88it/s]
overall:   5%|▌         | 212/4000 [00:47<13:06,  4.81it/s]

train:   6%|▌         | 212/3515 [00:44<11:26,  4.81it/s]
overall:   5%|▌         | 213/4000 [00:47<13:15,  4.76it/s]

train:   6%|▌         | 213/3515 [00:44<11:33,  4.76it/s]
overall:   5%|▌         | 214/4000 [00:47<12:04,  5.22it/s]

train:   6%|▌         | 214/3515 [00:44<10:32,  5.22it/s]
overall:   5%|▌         | 215/4000 [00:47<12:34,  5.01it/s]

train:   6%|▌         | 215/3515 [00:44<10:58,  5.01it/s]
overall:   5%|▌         | 216/4000 [00:47<12:50,  4.91it/s]

train:   6%|▌         | 216/3515 [00:45<11:11,  4.91it/s]
overall:   5%|▌         | 218/4000 [00:48<11:43,  5.38it/s]

train:   6%|▌         | 218/3515 [00:45<10:13,  5.38it/s]
overall:   5%|▌         | 219/4000 [00:48<11:55,  5.29it/s]

train:   6%|▌         | 219/3515 [00:45<10:23,  5.29it/s]
overall:   6%|▌         | 220/4000 [00:48<12:00,  5.24it/s]

train:   6%|▋         | 220/3515 [00:45<10:28,  5.24it/s]
overall:   6%|▌         | 221/4000 [00:48<11:17,  5.58it/s]

train:   6%|▋         | 221/3515 [00:46<09:50,  5.58it/s]
overall:   6%|▌         | 222/4000 [00:49<12:01,  5.24it/s]

train:   6%|▋         | 222/3515 [00:46<10:28,  5.24it/s]
overall:   6%|▌         | 223/4000 [00:49<12:15,  5.14it/s]

train:   6%|▋         | 223/3515 [00:46<10:40,  5.14it/s]
overall:   6%|▌         | 224/4000 [00:49<12:43,  4.95it/s]

train:   6%|▋         | 224/3515 [00:46<11:05,  4.95it/s]
overall:   6%|▌         | 225/4000 [00:49<14:01,  4.49it/s]

train:   6%|▋         | 225/3515 [00:46<12:13,  4.49it/s]
overall:   6%|▌         | 226/4000 [00:49<14:18,  4.40it/s]

train:   6%|▋         | 226/3515 [00:47<12:28,  4.40it/s]
overall:   6%|▌         | 227/4000 [00:50<13:52,  4.53it/s]

train:   6%|▋         | 227/3515 [00:47<12:05,  4.53it/s]
overall:   6%|▌         | 228/4000 [00:50<13:38,  4.61it/s]

train:   6%|▋         | 228/3515 [00:47<11:53,  4.61it/s]
overall:   6%|▌         | 229/4000 [00:50<13:55,  4.51it/s]

train:   7%|▋         | 229/3515 [00:47<12:08,  4.51it/s]
overall:   6%|▌         | 230/4000 [00:50<12:54,  4.87it/s]

train:   7%|▋         | 230/3515 [00:47<11:14,  4.87it/s]
overall:   6%|▌         | 231/4000 [00:50<12:17,  5.11it/s]

train:   7%|▋         | 231/3515 [00:48<10:42,  5.11it/s]
overall:   6%|▌         | 232/4000 [00:51<12:31,  5.01it/s]

train:   7%|▋         | 232/3515 [00:48<10:55,  5.01it/s]
overall:   6%|▌         | 233/4000 [00:51<11:56,  5.26it/s]

train:   7%|▋         | 233/3515 [00:48<10:23,  5.26it/s]
overall:   6%|▌         | 234/4000 [00:51<12:03,  5.20it/s]

train:   7%|▋         | 234/3515 [00:48<10:30,  5.20it/s]
overall:   6%|▌         | 235/4000 [00:51<12:23,  5.06it/s]

train:   7%|▋         | 235/3515 [00:48<10:47,  5.06it/s]
overall:   6%|▌         | 236/4000 [00:51<10:49,  5.79it/s]

train:   7%|▋         | 236/3515 [00:49<09:26,  5.79it/s]
overall:   6%|▌         | 237/4000 [00:52<11:50,  5.30it/s]

train:   7%|▋         | 237/3515 [00:49<10:18,  5.30it/s]
overall:   6%|▌         | 238/4000 [00:52<12:23,  5.06it/s]

train:   7%|▋         | 238/3515 [00:49<10:48,  5.06it/s]
overall:   6%|▌         | 239/4000 [00:52<12:34,  4.98it/s]

train:   7%|▋         | 239/3515 [00:49<10:57,  4.98it/s]
overall:   6%|▌         | 240/4000 [00:52<12:51,  4.88it/s]

train:   7%|▋         | 240/3515 [00:49<11:11,  4.88it/s]
overall:   6%|▌         | 241/4000 [00:52<13:35,  4.61it/s]

train:   7%|▋         | 241/3515 [00:50<11:50,  4.61it/s]
overall:   6%|▌         | 242/4000 [00:53<13:02,  4.80it/s]

train:   7%|▋         | 242/3515 [00:50<11:21,  4.80it/s]
overall:   6%|▌         | 243/4000 [00:53<13:13,  4.74it/s]

train:   7%|▋         | 243/3515 [00:50<11:30,  4.74it/s]
overall:   6%|▌         | 244/4000 [00:53<13:10,  4.75it/s]

train:   7%|▋         | 244/3515 [00:50<11:28,  4.75it/s]
overall:   6%|▌         | 245/4000 [00:53<14:39,  4.27it/s]

train:   7%|▋         | 245/3515 [00:51<12:45,  4.27it/s]
overall:   6%|▌         | 246/4000 [00:54<14:23,  4.35it/s]

train:   7%|▋         | 246/3515 [00:51<12:31,  4.35it/s]
overall:   6%|▌         | 247/4000 [00:54<13:22,  4.68it/s]

train:   7%|▋         | 247/3515 [00:51<11:38,  4.68it/s]
overall:   6%|▌         | 248/4000 [00:54<13:17,  4.70it/s]

train:   7%|▋         | 248/3515 [00:51<11:34,  4.70it/s]
overall:   6%|▌         | 249/4000 [00:54<12:10,  5.14it/s]

train:   7%|▋         | 249/3515 [00:51<10:35,  5.14it/s]
overall:   6%|▋         | 250/4000 [00:54<13:09,  4.75it/s]

train:   7%|▋         | 250/3515 [00:52<11:27,  4.75it/s]
overall:   6%|▋         | 251/4000 [00:55<13:19,  4.69it/s]

train:   7%|▋         | 251/3515 [00:52<11:35,  4.69it/s]
overall:   6%|▋         | 252/4000 [00:55<13:20,  4.68it/s]

train:   7%|▋         | 252/3515 [00:52<11:36,  4.68it/s]
overall:   6%|▋         | 253/4000 [00:55<13:46,  4.53it/s]

train:   7%|▋         | 253/3515 [00:52<11:59,  4.53it/s]
overall:   6%|▋         | 254/4000 [00:55<13:25,  4.65it/s]

train:   7%|▋         | 254/3515 [00:52<11:41,  4.65it/s]
overall:   6%|▋         | 255/4000 [00:55<13:16,  4.70it/s]

train:   7%|▋         | 255/3515 [00:53<11:33,  4.70it/s]
overall:   6%|▋         | 256/4000 [00:56<17:00,  3.67it/s]

train:   7%|▋         | 256/3515 [00:53<14:48,  3.67it/s]
overall:   6%|▋         | 257/4000 [00:56<16:34,  3.76it/s]

train:   7%|▋         | 257/3515 [00:53<14:25,  3.76it/s]
overall:   6%|▋         | 258/4000 [00:56<15:32,  4.01it/s]

train:   7%|▋         | 258/3515 [00:54<13:31,  4.01it/s]
overall:   6%|▋         | 259/4000 [00:56<13:54,  4.48it/s]

train:   7%|▋         | 259/3515 [00:54<12:06,  4.48it/s]
overall:   6%|▋         | 260/4000 [00:57<13:52,  4.49it/s]

train:   7%|▋         | 260/3515 [00:54<12:04,  4.49it/s]
overall:   7%|▋         | 261/4000 [00:57<13:43,  4.54it/s]

train:   7%|▋         | 261/3515 [00:54<11:56,  4.54it/s]
overall:   7%|▋         | 262/4000 [00:57<13:27,  4.63it/s]

train:   7%|▋         | 262/3515 [00:54<11:43,  4.63it/s]
overall:   7%|▋         | 263/4000 [00:57<13:24,  4.65it/s]

train:   7%|▋         | 263/3515 [00:55<11:39,  4.65it/s]
overall:   7%|▋         | 264/4000 [00:58<13:47,  4.51it/s]

train:   8%|▊         | 264/3515 [00:55<12:00,  4.51it/s]
overall:   7%|▋         | 265/4000 [00:58<14:22,  4.33it/s]

train:   8%|▊         | 265/3515 [00:55<12:30,  4.33it/s]
overall:   7%|▋         | 266/4000 [00:58<15:45,  3.95it/s]

train:   8%|▊         | 266/3515 [00:55<13:42,  3.95it/s]
overall:   7%|▋         | 267/4000 [00:58<14:53,  4.18it/s]

train:   8%|▊         | 267/3515 [00:56<12:57,  4.18it/s]
overall:   7%|▋         | 268/4000 [00:59<14:30,  4.29it/s]

train:   8%|▊         | 268/3515 [00:56<12:37,  4.29it/s]
overall:   7%|▋         | 269/4000 [00:59<15:44,  3.95it/s]

train:   8%|▊         | 269/3515 [00:56<13:41,  3.95it/s]
overall:   7%|▋         | 270/4000 [00:59<15:10,  4.09it/s]

train:   8%|▊         | 270/3515 [00:56<13:12,  4.09it/s]
overall:   7%|▋         | 271/4000 [00:59<14:28,  4.29it/s]

train:   8%|▊         | 271/3515 [00:57<12:35,  4.29it/s]
overall:   7%|▋         | 272/4000 [00:59<13:50,  4.49it/s]

train:   8%|▊         | 272/3515 [00:57<12:02,  4.49it/s]
overall:   7%|▋         | 273/4000 [01:00<14:31,  4.27it/s]

train:   8%|▊         | 273/3515 [00:57<12:38,  4.27it/s]
overall:   7%|▋         | 274/4000 [01:00<14:41,  4.23it/s]

train:   8%|▊         | 274/3515 [00:57<12:46,  4.23it/s]
overall:   7%|▋         | 275/4000 [01:00<13:27,  4.61it/s]

train:   8%|▊         | 275/3515 [00:57<11:42,  4.61it/s]
overall:   7%|▋         | 276/4000 [01:00<13:12,  4.70it/s]

train:   8%|▊         | 276/3515 [00:58<11:29,  4.70it/s]
overall:   7%|▋         | 277/4000 [01:01<13:44,  4.51it/s]

train:   8%|▊         | 277/3515 [00:58<11:57,  4.51it/s]
overall:   7%|▋         | 278/4000 [01:01<13:18,  4.66it/s]

train:   8%|▊         | 278/3515 [00:58<11:34,  4.66it/s]
overall:   7%|▋         | 279/4000 [01:01<13:00,  4.77it/s]

train:   8%|▊         | 279/3515 [00:58<11:18,  4.77it/s]
overall:   7%|▋         | 280/4000 [01:01<13:12,  4.69it/s]

train:   8%|▊         | 280/3515 [00:58<11:29,  4.69it/s]
overall:   7%|▋         | 281/4000 [01:01<13:18,  4.66it/s]

train:   8%|▊         | 281/3515 [00:59<11:34,  4.66it/s]
overall:   7%|▋         | 282/4000 [01:02<12:31,  4.95it/s]

train:   8%|▊         | 282/3515 [00:59<10:53,  4.95it/s]
overall:   7%|▋         | 283/4000 [01:02<12:20,  5.02it/s]

train:   8%|▊         | 283/3515 [00:59<10:44,  5.02it/s]
overall:   7%|▋         | 284/4000 [01:02<12:37,  4.91it/s]

train:   8%|▊         | 284/3515 [00:59<10:58,  4.91it/s]
overall:   7%|▋         | 285/4000 [01:02<12:46,  4.84it/s]

train:   8%|▊         | 285/3515 [00:59<11:06,  4.84it/s]
overall:   7%|▋         | 286/4000 [01:02<13:13,  4.68it/s]

train:   8%|▊         | 286/3515 [01:00<11:29,  4.68it/s]
overall:   7%|▋         | 287/4000 [01:03<13:08,  4.71it/s]

train:   8%|▊         | 287/3515 [01:00<11:25,  4.71it/s]
overall:   7%|▋         | 288/4000 [01:03<13:19,  4.64it/s]

train:   8%|▊         | 288/3515 [01:00<11:35,  4.64it/s]
overall:   7%|▋         | 289/4000 [01:03<13:58,  4.42it/s]

train:   8%|▊         | 289/3515 [01:00<12:09,  4.42it/s]
overall:   7%|▋         | 290/4000 [01:03<15:07,  4.09it/s]

train:   8%|▊         | 290/3515 [01:01<13:08,  4.09it/s]
overall:   7%|▋         | 291/4000 [01:04<14:47,  4.18it/s]

train:   8%|▊         | 291/3515 [01:01<12:51,  4.18it/s]
overall:   7%|▋         | 292/4000 [01:04<14:00,  4.41it/s]

train:   8%|▊         | 292/3515 [01:01<12:10,  4.41it/s]
overall:   7%|▋         | 293/4000 [01:04<15:07,  4.08it/s]

train:   8%|▊         | 293/3515 [01:01<13:08,  4.08it/s]
overall:   7%|▋         | 294/4000 [01:04<14:28,  4.27it/s]

train:   8%|▊         | 294/3515 [01:02<12:34,  4.27it/s]
overall:   7%|▋         | 295/4000 [01:05<14:09,  4.36it/s]

train:   8%|▊         | 295/3515 [01:02<12:17,  4.36it/s]
overall:   7%|▋         | 296/4000 [01:05<13:42,  4.50it/s]

train:   8%|▊         | 296/3515 [01:02<11:54,  4.50it/s]
overall:   7%|▋         | 297/4000 [01:05<14:37,  4.22it/s]

train:   8%|▊         | 297/3515 [01:02<12:42,  4.22it/s]
overall:   7%|▋         | 298/4000 [01:05<14:08,  4.36it/s]

train:   8%|▊         | 298/3515 [01:02<12:17,  4.36it/s]
overall:   7%|▋         | 299/4000 [01:05<13:53,  4.44it/s]

train:   9%|▊         | 299/3515 [01:03<12:04,  4.44it/s]
overall:   8%|▊         | 300/4000 [01:06<13:35,  4.54it/s]

train:   9%|▊         | 300/3515 [01:03<11:48,  4.54it/s]
overall:   8%|▊         | 301/4000 [01:06<13:47,  4.47it/s]

train:   9%|▊         | 301/3515 [01:03<11:58,  4.47it/s]
overall:   8%|▊         | 302/4000 [01:06<13:35,  4.53it/s]

train:   9%|▊         | 302/3515 [01:03<11:48,  4.53it/s]
overall:   8%|▊         | 303/4000 [01:06<13:32,  4.55it/s]

train:   9%|▊         | 303/3515 [01:04<11:46,  4.55it/s]
overall:   8%|▊         | 304/4000 [01:07<13:04,  4.71it/s]

train:   9%|▊         | 304/3515 [01:04<11:21,  4.71it/s]
overall:   8%|▊         | 305/4000 [01:07<12:07,  5.08it/s]

train:   9%|▊         | 305/3515 [01:04<10:32,  5.08it/s]
overall:   8%|▊         | 306/4000 [01:07<12:04,  5.10it/s]

train:   9%|▊         | 306/3515 [01:04<10:29,  5.10it/s]
overall:   8%|▊         | 307/4000 [01:07<12:12,  5.04it/s]

train:   9%|▊         | 307/3515 [01:04<10:36,  5.04it/s]
overall:   8%|▊         | 308/4000 [01:07<12:18,  5.00it/s]

train:   9%|▉         | 308/3515 [01:05<10:41,  5.00it/s]
overall:   8%|▊         | 309/4000 [01:07<12:21,  4.98it/s]

train:   9%|▉         | 309/3515 [01:05<10:44,  4.98it/s]
overall:   8%|▊         | 310/4000 [01:08<12:45,  4.82it/s]

train:   9%|▉         | 310/3515 [01:05<11:04,  4.82it/s]
overall:   8%|▊         | 311/4000 [01:08<12:45,  4.82it/s]

train:   9%|▉         | 311/3515 [01:05<11:05,  4.82it/s]
overall:   8%|▊         | 312/4000 [01:08<13:01,  4.72it/s]

train:   9%|▉         | 312/3515 [01:05<11:18,  4.72it/s]
overall:   8%|▊         | 313/4000 [01:08<13:34,  4.53it/s]

train:   9%|▉         | 313/3515 [01:06<11:46,  4.53it/s]
overall:   8%|▊         | 314/4000 [01:09<14:52,  4.13it/s]

train:   9%|▉         | 314/3515 [01:06<12:54,  4.13it/s]
overall:   8%|▊         | 315/4000 [01:09<14:07,  4.35it/s]

train:   9%|▉         | 315/3515 [01:06<12:16,  4.35it/s]
overall:   8%|▊         | 316/4000 [01:09<13:38,  4.50it/s]

train:   9%|▉         | 316/3515 [01:06<11:51,  4.50it/s]
overall:   8%|▊         | 317/4000 [01:09<14:51,  4.13it/s]

train:   9%|▉         | 317/3515 [01:07<12:53,  4.13it/s]
overall:   8%|▊         | 318/4000 [01:10<14:33,  4.22it/s]

train:   9%|▉         | 318/3515 [01:07<12:38,  4.22it/s]
overall:   8%|▊         | 319/4000 [01:10<13:58,  4.39it/s]

train:   9%|▉         | 319/3515 [01:07<12:08,  4.39it/s]
overall:   8%|▊         | 320/4000 [01:10<13:18,  4.61it/s]

train:   9%|▉         | 320/3515 [01:07<11:33,  4.61it/s]
overall:   8%|▊         | 321/4000 [01:10<14:16,  4.30it/s]

train:   9%|▉         | 321/3515 [01:08<12:23,  4.30it/s]
overall:   8%|▊         | 322/4000 [01:11<14:16,  4.30it/s]

train:   9%|▉         | 322/3515 [01:08<12:23,  4.30it/s]
overall:   8%|▊         | 323/4000 [01:11<13:53,  4.41it/s]

train:   9%|▉         | 323/3515 [01:08<12:03,  4.41it/s]
overall:   8%|▊         | 324/4000 [01:11<13:09,  4.66it/s]

train:   9%|▉         | 324/3515 [01:08<11:25,  4.66it/s]
overall:   8%|▊         | 325/4000 [01:11<13:40,  4.48it/s]

train:   9%|▉         | 325/3515 [01:08<11:51,  4.48it/s]
overall:   8%|▊         | 326/4000 [01:11<13:27,  4.55it/s]

train:   9%|▉         | 326/3515 [01:09<11:40,  4.55it/s]
overall:   8%|▊         | 327/4000 [01:12<13:02,  4.69it/s]

train:   9%|▉         | 327/3515 [01:09<11:19,  4.69it/s]
overall:   8%|▊         | 328/4000 [01:12<13:05,  4.68it/s]

train:   9%|▉         | 328/3515 [01:09<11:21,  4.68it/s]
overall:   8%|▊         | 329/4000 [01:12<12:33,  4.87it/s]

train:   9%|▉         | 329/3515 [01:09<10:54,  4.87it/s]
overall:   8%|▊         | 330/4000 [01:12<10:46,  5.67it/s]

train:   9%|▉         | 330/3515 [01:09<09:21,  5.67it/s]
overall:   8%|▊         | 331/4000 [01:12<11:16,  5.42it/s]

train:   9%|▉         | 331/3515 [01:10<09:47,  5.42it/s]
overall:   8%|▊         | 332/4000 [01:12<11:51,  5.15it/s]

train:   9%|▉         | 332/3515 [01:10<10:17,  5.15it/s]
overall:   8%|▊         | 333/4000 [01:13<12:01,  5.08it/s]

train:   9%|▉         | 333/3515 [01:10<10:26,  5.08it/s]
overall:   8%|▊         | 334/4000 [01:13<12:21,  4.94it/s]

train:  10%|▉         | 334/3515 [01:10<10:43,  4.94it/s]
overall:   8%|▊         | 335/4000 [01:13<12:27,  4.91it/s]

train:  10%|▉         | 335/3515 [01:10<10:48,  4.91it/s]
overall:   8%|▊         | 336/4000 [01:13<12:39,  4.83it/s]

train:  10%|▉         | 336/3515 [01:11<10:58,  4.83it/s]
overall:   8%|▊         | 337/4000 [01:14<12:32,  4.87it/s]

train:  10%|▉         | 337/3515 [01:11<10:52,  4.87it/s]
overall:   8%|▊         | 338/4000 [01:14<13:52,  4.40it/s]

train:  10%|▉         | 338/3515 [01:11<12:01,  4.40it/s]
overall:   8%|▊         | 339/4000 [01:14<13:24,  4.55it/s]

train:  10%|▉         | 339/3515 [01:11<11:37,  4.55it/s]
overall:   8%|▊         | 340/4000 [01:14<13:23,  4.56it/s]

train:  10%|▉         | 340/3515 [01:11<11:36,  4.56it/s]
overall:   9%|▊         | 341/4000 [01:14<14:21,  4.25it/s]

train:  10%|▉         | 341/3515 [01:12<12:27,  4.25it/s]
overall:   9%|▊         | 342/4000 [01:15<13:21,  4.56it/s]

train:  10%|▉         | 342/3515 [01:12<11:35,  4.56it/s]
overall:   9%|▊         | 343/4000 [01:15<13:23,  4.55it/s]

train:  10%|▉         | 343/3515 [01:12<11:36,  4.55it/s]
overall:   9%|▊         | 344/4000 [01:15<13:06,  4.65it/s]

train:  10%|▉         | 344/3515 [01:12<11:22,  4.65it/s]
overall:   9%|▊         | 345/4000 [01:15<13:35,  4.48it/s]

train:  10%|▉         | 345/3515 [01:13<11:47,  4.48it/s]
overall:   9%|▊         | 347/4000 [01:16<11:07,  5.47it/s]

train:  10%|▉         | 347/3515 [01:13<09:39,  5.47it/s]
overall:   9%|▊         | 348/4000 [01:16<11:32,  5.28it/s]

train:  10%|▉         | 348/3515 [01:13<10:00,  5.28it/s]
overall:   9%|▊         | 349/4000 [01:16<12:03,  5.04it/s]

train:  10%|▉         | 349/3515 [01:13<10:27,  5.04it/s]
overall:   9%|▉         | 351/4000 [01:16<10:30,  5.79it/s]

train:  10%|▉         | 351/3515 [01:14<09:06,  5.79it/s]
overall:   9%|▉         | 352/4000 [01:17<10:55,  5.56it/s]

train:  10%|█         | 352/3515 [01:14<09:28,  5.56it/s]
overall:   9%|▉         | 353/4000 [01:17<11:20,  5.36it/s]

train:  10%|█         | 353/3515 [01:14<09:49,  5.36it/s]
overall:   9%|▉         | 354/4000 [01:17<10:22,  5.85it/s]

train:  10%|█         | 354/3515 [01:14<09:00,  5.85it/s]
overall:   9%|▉         | 355/4000 [01:17<10:54,  5.57it/s]

train:  10%|█         | 355/3515 [01:14<09:27,  5.57it/s]
overall:   9%|▉         | 356/4000 [01:17<11:31,  5.27it/s]

train:  10%|█         | 356/3515 [01:15<09:59,  5.27it/s]
overall:   9%|▉         | 357/4000 [01:17<11:54,  5.10it/s]

train:  10%|█         | 357/3515 [01:15<10:19,  5.10it/s]
overall:   9%|▉         | 358/4000 [01:18<11:30,  5.28it/s]

train:  10%|█         | 358/3515 [01:15<09:58,  5.28it/s]
overall:   9%|▉         | 359/4000 [01:18<11:44,  5.17it/s]

train:  10%|█         | 359/3515 [01:15<10:10,  5.17it/s]
overall:   9%|▉         | 360/4000 [01:18<12:04,  5.02it/s]

train:  10%|█         | 360/3515 [01:15<10:28,  5.02it/s]
overall:   9%|▉         | 361/4000 [01:18<12:53,  4.70it/s]

train:  10%|█         | 361/3515 [01:16<11:10,  4.70it/s]
overall:   9%|▉         | 362/4000 [01:19<14:06,  4.30it/s]

train:  10%|█         | 362/3515 [01:16<12:14,  4.30it/s]
overall:   9%|▉         | 364/4000 [01:19<11:42,  5.18it/s]

train:  10%|█         | 364/3515 [01:16<10:08,  5.18it/s]
overall:   9%|▉         | 365/4000 [01:19<12:24,  4.88it/s]

train:  10%|█         | 365/3515 [01:16<10:45,  4.88it/s]
overall:   9%|▉         | 366/4000 [01:19<12:39,  4.78it/s]

train:  10%|█         | 366/3515 [01:17<10:58,  4.78it/s]
overall:   9%|▉         | 367/4000 [01:19<11:16,  5.37it/s]

train:  10%|█         | 367/3515 [01:17<09:46,  5.37it/s]
overall:   9%|▉         | 368/4000 [01:20<11:49,  5.12it/s]

train:  10%|█         | 368/3515 [01:17<10:14,  5.12it/s]
overall:   9%|▉         | 369/4000 [01:20<12:51,  4.71it/s]

train:  10%|█         | 369/3515 [01:17<11:08,  4.71it/s]
overall:   9%|▉         | 370/4000 [01:20<13:13,  4.58it/s]

train:  11%|█         | 370/3515 [01:17<11:27,  4.58it/s]
overall:   9%|▉         | 371/4000 [01:20<13:19,  4.54it/s]

train:  11%|█         | 371/3515 [01:18<11:32,  4.54it/s]
overall:   9%|▉         | 372/4000 [01:21<12:46,  4.73it/s]

train:  11%|█         | 372/3515 [01:18<11:04,  4.73it/s]
overall:   9%|▉         | 373/4000 [01:21<13:09,  4.60it/s]

train:  11%|█         | 373/3515 [01:18<11:23,  4.60it/s]
overall:   9%|▉         | 374/4000 [01:21<12:21,  4.89it/s]

train:  11%|█         | 374/3515 [01:18<10:42,  4.89it/s]
overall:   9%|▉         | 375/4000 [01:21<10:42,  5.64it/s]

train:  11%|█         | 375/3515 [01:18<09:16,  5.64it/s]
overall:   9%|▉         | 377/4000 [01:21<09:18,  6.49it/s]

train:  11%|█         | 377/3515 [01:19<08:03,  6.49it/s]
overall:   9%|▉         | 378/4000 [01:22<10:10,  5.94it/s]

train:  11%|█         | 378/3515 [01:19<08:48,  5.94it/s]
overall:   9%|▉         | 379/4000 [01:22<10:55,  5.52it/s]

train:  11%|█         | 379/3515 [01:19<09:27,  5.52it/s]
overall:  10%|▉         | 380/4000 [01:22<11:32,  5.23it/s]

train:  11%|█         | 380/3515 [01:19<09:59,  5.23it/s]
overall:  10%|▉         | 381/4000 [01:22<11:46,  5.12it/s]

train:  11%|█         | 381/3515 [01:19<10:11,  5.12it/s]
overall:  10%|▉         | 382/4000 [01:22<12:02,  5.01it/s]

train:  11%|█         | 382/3515 [01:20<10:25,  5.01it/s]
overall:  10%|▉         | 383/4000 [01:23<12:01,  5.02it/s]

train:  11%|█         | 383/3515 [01:20<10:24,  5.02it/s]
overall:  10%|▉         | 384/4000 [01:23<12:43,  4.73it/s]

train:  11%|█         | 384/3515 [01:20<11:01,  4.73it/s]
overall:  10%|▉         | 385/4000 [01:23<13:13,  4.55it/s]

train:  11%|█         | 385/3515 [01:20<11:27,  4.55it/s]
overall:  10%|▉         | 386/4000 [01:23<14:13,  4.24it/s]

train:  11%|█         | 386/3515 [01:21<12:18,  4.24it/s]
overall:  10%|▉         | 387/4000 [01:24<13:17,  4.53it/s]

train:  11%|█         | 387/3515 [01:21<11:30,  4.53it/s]
overall:  10%|▉         | 388/4000 [01:24<12:52,  4.67it/s]

train:  11%|█         | 388/3515 [01:21<11:08,  4.67it/s]
overall:  10%|▉         | 389/4000 [01:24<14:27,  4.16it/s]

train:  11%|█         | 389/3515 [01:21<12:31,  4.16it/s]
overall:  10%|▉         | 390/4000 [01:24<13:38,  4.41it/s]

train:  11%|█         | 390/3515 [01:22<11:48,  4.41it/s]
overall:  10%|▉         | 391/4000 [01:24<13:12,  4.55it/s]

train:  11%|█         | 391/3515 [01:22<11:26,  4.55it/s]
overall:  10%|▉         | 392/4000 [01:25<13:16,  4.53it/s]

train:  11%|█         | 392/3515 [01:22<11:29,  4.53it/s]
overall:  10%|▉         | 393/4000 [01:25<13:54,  4.32it/s]

train:  11%|█         | 393/3515 [01:22<12:02,  4.32it/s]
overall:  10%|▉         | 394/4000 [01:25<14:12,  4.23it/s]

train:  11%|█         | 394/3515 [01:22<12:17,  4.23it/s]
overall:  10%|▉         | 395/4000 [01:25<13:45,  4.37it/s]

train:  11%|█         | 395/3515 [01:23<11:54,  4.37it/s]
overall:  10%|▉         | 396/4000 [01:26<13:21,  4.50it/s]

train:  11%|█▏        | 396/3515 [01:23<11:33,  4.50it/s]
overall:  10%|▉         | 397/4000 [01:26<13:44,  4.37it/s]

train:  11%|█▏        | 397/3515 [01:23<11:53,  4.37it/s]
overall:  10%|▉         | 398/4000 [01:26<13:43,  4.37it/s]

train:  11%|█▏        | 398/3515 [01:23<11:52,  4.37it/s]
overall:  10%|█         | 400/4000 [01:26<11:09,  5.38it/s]

train:  11%|█▏        | 400/3515 [01:24<09:39,  5.38it/s]
overall:  10%|█         | 401/4000 [01:27<11:24,  5.26it/s]

train:  11%|█▏        | 401/3515 [01:24<09:52,  5.26it/s]
overall:  10%|█         | 402/4000 [01:27<11:51,  5.06it/s]

train:  11%|█▏        | 402/3515 [01:24<10:15,  5.06it/s]
overall:  10%|█         | 403/4000 [01:27<11:50,  5.06it/s]

train:  11%|█▏        | 403/3515 [01:24<10:14,  5.06it/s]
overall:  10%|█         | 404/4000 [01:27<12:06,  4.95it/s]

train:  11%|█▏        | 404/3515 [01:24<10:28,  4.95it/s]
overall:  10%|█         | 405/4000 [01:27<12:08,  4.94it/s]

train:  12%|█▏        | 405/3515 [01:25<10:30,  4.94it/s]
overall:  10%|█         | 406/4000 [01:28<12:38,  4.74it/s]

train:  12%|█▏        | 406/3515 [01:25<10:56,  4.74it/s]
overall:  10%|█         | 407/4000 [01:28<12:30,  4.79it/s]

train:  12%|█▏        | 407/3515 [01:25<10:49,  4.79it/s]
overall:  10%|█         | 408/4000 [01:28<12:41,  4.71it/s]

train:  12%|█▏        | 408/3515 [01:25<10:59,  4.71it/s]
overall:  10%|█         | 409/4000 [01:28<13:14,  4.52it/s]

train:  12%|█▏        | 409/3515 [01:26<11:27,  4.52it/s]
overall:  10%|█         | 410/4000 [01:29<14:13,  4.21it/s]

train:  12%|█▏        | 410/3515 [01:26<12:17,  4.21it/s]
overall:  10%|█         | 411/4000 [01:29<13:08,  4.55it/s]

train:  12%|█▏        | 411/3515 [01:26<11:22,  4.55it/s]
overall:  10%|█         | 412/4000 [01:29<13:23,  4.47it/s]

train:  12%|█▏        | 412/3515 [01:26<11:34,  4.47it/s]
overall:  10%|█         | 413/4000 [01:29<14:11,  4.21it/s]

train:  12%|█▏        | 413/3515 [01:27<12:16,  4.21it/s]
overall:  10%|█         | 414/4000 [01:29<13:57,  4.28it/s]

train:  12%|█▏        | 414/3515 [01:27<12:04,  4.28it/s]
overall:  10%|█         | 415/4000 [01:30<12:53,  4.64it/s]

train:  12%|█▏        | 415/3515 [01:27<11:08,  4.64it/s]
overall:  10%|█         | 417/4000 [01:30<12:06,  4.93it/s]

train:  12%|█▏        | 417/3515 [01:27<10:28,  4.93it/s]
overall:  10%|█         | 418/4000 [01:30<12:36,  4.73it/s]

train:  12%|█▏        | 418/3515 [01:28<10:54,  4.73it/s]
overall:  10%|█         | 419/4000 [01:30<12:34,  4.75it/s]

train:  12%|█▏        | 419/3515 [01:28<10:52,  4.75it/s]
overall:  10%|█         | 420/4000 [01:31<12:41,  4.70it/s]

train:  12%|█▏        | 420/3515 [01:28<10:58,  4.70it/s]
overall:  11%|█         | 421/4000 [01:31<13:03,  4.57it/s]

train:  12%|█▏        | 421/3515 [01:28<11:17,  4.57it/s]
overall:  11%|█         | 422/4000 [01:31<13:04,  4.56it/s]

train:  12%|█▏        | 422/3515 [01:28<11:17,  4.56it/s]
overall:  11%|█         | 423/4000 [01:31<12:54,  4.62it/s]

train:  12%|█▏        | 423/3515 [01:29<11:09,  4.62it/s]
overall:  11%|█         | 424/4000 [01:32<11:35,  5.14it/s]

train:  12%|█▏        | 424/3515 [01:29<10:00,  5.14it/s]
overall:  11%|█         | 425/4000 [01:32<11:51,  5.02it/s]

train:  12%|█▏        | 425/3515 [01:29<10:15,  5.02it/s]
overall:  11%|█         | 426/4000 [01:32<11:49,  5.04it/s]

train:  12%|█▏        | 426/3515 [01:29<10:13,  5.04it/s]
overall:  11%|█         | 428/4000 [01:32<10:27,  5.69it/s]

train:  12%|█▏        | 428/3515 [01:29<09:02,  5.69it/s]
overall:  11%|█         | 429/4000 [01:32<10:50,  5.49it/s]

train:  12%|█▏        | 429/3515 [01:30<09:22,  5.49it/s]
overall:  11%|█         | 430/4000 [01:33<11:35,  5.13it/s]

train:  12%|█▏        | 430/3515 [01:30<10:00,  5.13it/s]
overall:  11%|█         | 431/4000 [01:33<11:56,  4.98it/s]

train:  12%|█▏        | 431/3515 [01:30<10:18,  4.98it/s]
overall:  11%|█         | 432/4000 [01:33<12:32,  4.74it/s]

train:  12%|█▏        | 432/3515 [01:30<10:50,  4.74it/s]
overall:  11%|█         | 433/4000 [01:33<13:13,  4.50it/s]

train:  12%|█▏        | 433/3515 [01:31<11:25,  4.50it/s]
overall:  11%|█         | 434/4000 [01:34<14:21,  4.14it/s]

train:  12%|█▏        | 434/3515 [01:31<12:23,  4.14it/s]
overall:  11%|█         | 435/4000 [01:34<13:42,  4.33it/s]

train:  12%|█▏        | 435/3515 [01:31<11:50,  4.33it/s]
overall:  11%|█         | 436/4000 [01:34<13:04,  4.54it/s]

train:  12%|█▏        | 436/3515 [01:31<11:18,  4.54it/s]
overall:  11%|█         | 437/4000 [01:34<14:38,  4.06it/s]

train:  12%|█▏        | 437/3515 [01:32<12:38,  4.06it/s]
overall:  11%|█         | 438/4000 [01:35<14:16,  4.16it/s]

train:  12%|█▏        | 438/3515 [01:32<12:19,  4.16it/s]
overall:  11%|█         | 439/4000 [01:35<13:44,  4.32it/s]

train:  12%|█▏        | 439/3515 [01:32<11:52,  4.32it/s]
overall:  11%|█         | 440/4000 [01:35<12:17,  4.83it/s]

train:  13%|█▎        | 440/3515 [01:32<10:37,  4.83it/s]
overall:  11%|█         | 441/4000 [01:35<13:18,  4.46it/s]

train:  13%|█▎        | 441/3515 [01:32<11:29,  4.46it/s]
overall:  11%|█         | 442/4000 [01:35<13:07,  4.52it/s]

train:  13%|█▎        | 442/3515 [01:33<11:20,  4.52it/s]
overall:  11%|█         | 443/4000 [01:36<12:36,  4.70it/s]

train:  13%|█▎        | 443/3515 [01:33<10:53,  4.70it/s]
overall:  11%|█         | 444/4000 [01:36<12:40,  4.68it/s]

train:  13%|█▎        | 444/3515 [01:33<10:56,  4.68it/s]
overall:  11%|█         | 445/4000 [01:36<13:00,  4.56it/s]

train:  13%|█▎        | 445/3515 [01:33<11:13,  4.56it/s]
overall:  11%|█         | 446/4000 [01:36<13:00,  4.55it/s]

train:  13%|█▎        | 446/3515 [01:34<11:14,  4.55it/s]
overall:  11%|█         | 447/4000 [01:37<13:17,  4.45it/s]

train:  13%|█▎        | 447/3515 [01:34<11:28,  4.45it/s]
overall:  11%|█         | 448/4000 [01:37<13:13,  4.48it/s]

train:  13%|█▎        | 448/3515 [01:34<11:25,  4.48it/s]
overall:  11%|█         | 449/4000 [01:37<13:10,  4.49it/s]

train:  13%|█▎        | 449/3515 [01:34<11:22,  4.49it/s]
overall:  11%|█▏        | 450/4000 [01:37<12:35,  4.70it/s]

train:  13%|█▎        | 450/3515 [01:34<10:52,  4.70it/s]
overall:  11%|█▏        | 451/4000 [01:37<12:25,  4.76it/s]

train:  13%|█▎        | 451/3515 [01:35<10:43,  4.76it/s]
overall:  11%|█▏        | 452/4000 [01:38<12:23,  4.77it/s]

train:  13%|█▎        | 452/3515 [01:35<10:42,  4.77it/s]
overall:  11%|█▏        | 453/4000 [01:38<12:17,  4.81it/s]

train:  13%|█▎        | 453/3515 [01:35<10:36,  4.81it/s]
overall:  11%|█▏        | 454/4000 [01:38<12:48,  4.61it/s]

train:  13%|█▎        | 454/3515 [01:35<11:03,  4.61it/s]
overall:  11%|█▏        | 455/4000 [01:38<12:51,  4.59it/s]

train:  13%|█▎        | 455/3515 [01:35<11:06,  4.59it/s]
overall:  11%|█▏        | 456/4000 [01:38<13:18,  4.44it/s]

train:  13%|█▎        | 456/3515 [01:36<11:29,  4.44it/s]
overall:  11%|█▏        | 457/4000 [01:39<13:29,  4.38it/s]

train:  13%|█▎        | 457/3515 [01:36<11:38,  4.38it/s]
overall:  11%|█▏        | 458/4000 [01:39<14:30,  4.07it/s]

train:  13%|█▎        | 458/3515 [01:36<12:31,  4.07it/s]
overall:  11%|█▏        | 459/4000 [01:39<13:34,  4.35it/s]

train:  13%|█▎        | 459/3515 [01:36<11:42,  4.35it/s]
overall:  12%|█▏        | 460/4000 [01:39<13:21,  4.42it/s]

train:  13%|█▎        | 460/3515 [01:37<11:31,  4.41it/s]
overall:  12%|█▏        | 461/4000 [01:40<14:35,  4.04it/s]

train:  13%|█▎        | 461/3515 [01:37<12:35,  4.04it/s]
overall:  12%|█▏        | 462/4000 [01:40<13:48,  4.27it/s]

train:  13%|█▎        | 462/3515 [01:37<11:55,  4.27it/s]
overall:  12%|█▏        | 463/4000 [01:40<13:09,  4.48it/s]

train:  13%|█▎        | 463/3515 [01:37<11:21,  4.48it/s]
overall:  12%|█▏        | 465/4000 [01:40<11:47,  4.99it/s]

train:  13%|█▎        | 465/3515 [01:38<10:10,  4.99it/s]
overall:  12%|█▏        | 467/4000 [01:41<10:39,  5.52it/s]

train:  13%|█▎        | 467/3515 [01:38<09:12,  5.52it/s]
overall:  12%|█▏        | 468/4000 [01:41<11:09,  5.27it/s]

train:  13%|█▎        | 468/3515 [01:38<09:37,  5.27it/s]
overall:  12%|█▏        | 469/4000 [01:41<11:48,  4.98it/s]

train:  13%|█▎        | 469/3515 [01:38<10:11,  4.98it/s]
overall:  12%|█▏        | 470/4000 [01:41<12:06,  4.86it/s]

train:  13%|█▎        | 470/3515 [01:39<10:26,  4.86it/s]
overall:  12%|█▏        | 471/4000 [01:42<12:08,  4.84it/s]

train:  13%|█▎        | 471/3515 [01:39<10:28,  4.84it/s]
overall:  12%|█▏        | 472/4000 [01:42<12:18,  4.77it/s]

train:  13%|█▎        | 472/3515 [01:39<10:37,  4.77it/s]
overall:  12%|█▏        | 473/4000 [01:42<12:39,  4.64it/s]

train:  13%|█▎        | 473/3515 [01:39<10:55,  4.64it/s]
overall:  12%|█▏        | 474/4000 [01:42<12:44,  4.61it/s]

train:  13%|█▎        | 474/3515 [01:40<10:59,  4.61it/s]
overall:  12%|█▏        | 475/4000 [01:43<12:47,  4.59it/s]

train:  14%|█▎        | 475/3515 [01:40<11:01,  4.59it/s]
overall:  12%|█▏        | 476/4000 [01:43<12:30,  4.70it/s]

train:  14%|█▎        | 476/3515 [01:40<10:47,  4.70it/s]
overall:  12%|█▏        | 477/4000 [01:43<12:36,  4.65it/s]

train:  14%|█▎        | 477/3515 [01:40<10:52,  4.65it/s]
overall:  12%|█▏        | 478/4000 [01:43<12:45,  4.60it/s]

train:  14%|█▎        | 478/3515 [01:40<11:00,  4.60it/s]
overall:  12%|█▏        | 479/4000 [01:43<12:30,  4.69it/s]

train:  14%|█▎        | 479/3515 [01:41<10:47,  4.69it/s]
overall:  12%|█▏        | 480/4000 [01:44<12:47,  4.58it/s]

train:  14%|█▎        | 480/3515 [01:41<11:02,  4.58it/s]
overall:  12%|█▏        | 481/4000 [01:44<13:17,  4.41it/s]

train:  14%|█▎        | 481/3515 [01:41<11:27,  4.41it/s]
overall:  12%|█▏        | 482/4000 [01:44<14:26,  4.06it/s]

train:  14%|█▎        | 482/3515 [01:41<12:27,  4.06it/s]
overall:  12%|█▏        | 483/4000 [01:44<13:50,  4.24it/s]

train:  14%|█▎        | 483/3515 [01:42<11:55,  4.24it/s]
overall:  12%|█▏        | 484/4000 [01:45<13:09,  4.45it/s]

train:  14%|█▍        | 484/3515 [01:42<11:20,  4.45it/s]
overall:  12%|█▏        | 485/4000 [01:45<14:17,  4.10it/s]

train:  14%|█▍        | 485/3515 [01:42<12:19,  4.10it/s]
overall:  12%|█▏        | 486/4000 [01:45<13:57,  4.20it/s]

train:  14%|█▍        | 486/3515 [01:42<12:01,  4.20it/s]
overall:  12%|█▏        | 487/4000 [01:45<13:32,  4.32it/s]

train:  14%|█▍        | 487/3515 [01:43<11:40,  4.32it/s]
overall:  12%|█▏        | 488/4000 [01:45<13:02,  4.49it/s]

train:  14%|█▍        | 488/3515 [01:43<11:14,  4.49it/s]
overall:  12%|█▏        | 489/4000 [01:46<11:05,  5.28it/s]

train:  14%|█▍        | 489/3515 [01:43<09:33,  5.28it/s]
overall:  12%|█▏        | 490/4000 [01:46<12:02,  4.86it/s]

train:  14%|█▍        | 490/3515 [01:43<10:22,  4.86it/s]
overall:  12%|█▏        | 491/4000 [01:46<11:56,  4.90it/s]

train:  14%|█▍        | 491/3515 [01:43<10:17,  4.90it/s]
overall:  12%|█▏        | 492/4000 [01:46<11:57,  4.89it/s]

train:  14%|█▍        | 492/3515 [01:43<10:18,  4.89it/s]
overall:  12%|█▏        | 493/4000 [01:46<12:20,  4.73it/s]

train:  14%|█▍        | 493/3515 [01:44<10:38,  4.73it/s]
overall:  12%|█▏        | 494/4000 [01:47<12:14,  4.77it/s]

train:  14%|█▍        | 494/3515 [01:44<10:33,  4.77it/s]
overall:  12%|█▏        | 495/4000 [01:47<12:36,  4.63it/s]

train:  14%|█▍        | 495/3515 [01:44<10:51,  4.63it/s]
overall:  12%|█▏        | 496/4000 [01:47<12:24,  4.70it/s]

train:  14%|█▍        | 496/3515 [01:44<10:41,  4.70it/s]
overall:  12%|█▏        | 497/4000 [01:47<12:14,  4.77it/s]

train:  14%|█▍        | 497/3515 [01:45<10:32,  4.77it/s]
overall:  12%|█▏        | 498/4000 [01:47<11:50,  4.93it/s]

train:  14%|█▍        | 498/3515 [01:45<10:12,  4.93it/s]
overall:  12%|█▏        | 499/4000 [01:48<12:04,  4.83it/s]

train:  14%|█▍        | 499/3515 [01:45<10:24,  4.83it/s]
overall:  12%|█▎        | 500/4000 [01:48<12:17,  4.74it/s]

train:  14%|█▍        | 500/3515 [01:45<10:35,  4.74it/s]
overall:  13%|█▎        | 501/4000 [01:48<12:21,  4.72it/s]

train:  14%|█▍        | 501/3515 [01:45<10:38,  4.72it/s]
overall:  13%|█▎        | 502/4000 [01:48<12:12,  4.78it/s]

train:  14%|█▍        | 502/3515 [01:46<10:30,  4.78it/s]
overall:  13%|█▎        | 503/4000 [01:49<12:11,  4.78it/s]

train:  14%|█▍        | 503/3515 [01:46<10:30,  4.78it/s]
overall:  13%|█▎        | 505/4000 [01:49<10:46,  5.40it/s]

train:  14%|█▍        | 505/3515 [01:46<09:17,  5.40it/s]
overall:  13%|█▎        | 506/4000 [01:49<12:10,  4.78it/s]

train:  14%|█▍        | 506/3515 [01:46<10:29,  4.78it/s]
overall:  13%|█▎        | 507/4000 [01:49<12:12,  4.77it/s]

train:  14%|█▍        | 507/3515 [01:47<10:30,  4.77it/s]
overall:  13%|█▎        | 508/4000 [01:50<11:07,  5.23it/s]

train:  14%|█▍        | 508/3515 [01:47<09:35,  5.23it/s]
overall:  13%|█▎        | 509/4000 [01:50<12:29,  4.66it/s]

train:  14%|█▍        | 509/3515 [01:47<10:44,  4.66it/s]
overall:  13%|█▎        | 510/4000 [01:50<12:37,  4.61it/s]

train:  15%|█▍        | 510/3515 [01:47<10:51,  4.61it/s]
overall:  13%|█▎        | 511/4000 [01:50<12:22,  4.70it/s]

train:  15%|█▍        | 511/3515 [01:47<10:39,  4.70it/s]
overall:  13%|█▎        | 512/4000 [01:50<12:15,  4.74it/s]

train:  15%|█▍        | 512/3515 [01:48<10:33,  4.74it/s]
overall:  13%|█▎        | 513/4000 [01:51<12:51,  4.52it/s]

train:  15%|█▍        | 513/3515 [01:48<11:03,  4.52it/s]
overall:  13%|█▎        | 514/4000 [01:51<13:04,  4.44it/s]

train:  15%|█▍        | 514/3515 [01:48<11:15,  4.44it/s]
overall:  13%|█▎        | 515/4000 [01:51<12:43,  4.56it/s]

train:  15%|█▍        | 515/3515 [01:48<10:57,  4.56it/s]
overall:  13%|█▎        | 516/4000 [01:51<12:30,  4.64it/s]

train:  15%|█▍        | 516/3515 [01:49<10:46,  4.64it/s]
overall:  13%|█▎        | 517/4000 [01:51<11:11,  5.19it/s]

train:  15%|█▍        | 517/3515 [01:49<09:37,  5.19it/s]
overall:  13%|█▎        | 518/4000 [01:52<11:34,  5.01it/s]

train:  15%|█▍        | 518/3515 [01:49<09:57,  5.01it/s]
overall:  13%|█▎        | 519/4000 [01:52<12:06,  4.79it/s]

train:  15%|█▍        | 519/3515 [01:49<10:25,  4.79it/s]
overall:  13%|█▎        | 520/4000 [01:52<12:21,  4.69it/s]

train:  15%|█▍        | 520/3515 [01:49<10:38,  4.69it/s]
overall:  13%|█▎        | 521/4000 [01:52<12:22,  4.69it/s]

train:  15%|█▍        | 521/3515 [01:50<10:38,  4.69it/s]
overall:  13%|█▎        | 522/4000 [01:53<12:19,  4.70it/s]

train:  15%|█▍        | 522/3515 [01:50<10:36,  4.70it/s]
overall:  13%|█▎        | 523/4000 [01:53<11:27,  5.05it/s]

train:  15%|█▍        | 523/3515 [01:50<09:51,  5.05it/s]
overall:  13%|█▎        | 524/4000 [01:53<11:40,  4.96it/s]

train:  15%|█▍        | 524/3515 [01:50<10:02,  4.96it/s]
overall:  13%|█▎        | 525/4000 [01:53<11:43,  4.94it/s]

train:  15%|█▍        | 525/3515 [01:50<10:05,  4.94it/s]
overall:  13%|█▎        | 526/4000 [01:53<12:10,  4.76it/s]

train:  15%|█▍        | 526/3515 [01:51<10:28,  4.76it/s]
overall:  13%|█▎        | 527/4000 [01:54<11:49,  4.89it/s]

train:  15%|█▍        | 527/3515 [01:51<10:10,  4.89it/s]
overall:  13%|█▎        | 528/4000 [01:54<11:58,  4.83it/s]

train:  15%|█▌        | 528/3515 [01:51<10:18,  4.83it/s]
overall:  13%|█▎        | 529/4000 [01:54<12:36,  4.59it/s]

train:  15%|█▌        | 529/3515 [01:51<10:50,  4.59it/s]
overall:  13%|█▎        | 530/4000 [01:54<14:05,  4.10it/s]

train:  15%|█▌        | 530/3515 [01:52<12:07,  4.10it/s]
overall:  13%|█▎        | 531/4000 [01:54<13:26,  4.30it/s]

train:  15%|█▌        | 531/3515 [01:52<11:33,  4.30it/s]
overall:  13%|█▎        | 532/4000 [01:55<13:05,  4.41it/s]

train:  15%|█▌        | 532/3515 [01:52<11:16,  4.41it/s]
overall:  13%|█▎        | 533/4000 [01:55<14:14,  4.06it/s]

train:  15%|█▌        | 533/3515 [01:52<12:15,  4.06it/s]
overall:  13%|█▎        | 534/4000 [01:55<12:36,  4.58it/s]

train:  15%|█▌        | 534/3515 [01:52<10:50,  4.58it/s]
overall:  13%|█▎        | 535/4000 [01:55<12:25,  4.65it/s]

train:  15%|█▌        | 535/3515 [01:53<10:41,  4.65it/s]
overall:  13%|█▎        | 536/4000 [01:56<11:38,  4.96it/s]

train:  15%|█▌        | 536/3515 [01:53<10:00,  4.96it/s]
overall:  13%|█▎        | 537/4000 [01:56<12:49,  4.50it/s]

train:  15%|█▌        | 537/3515 [01:53<11:01,  4.50it/s]
overall:  13%|█▎        | 538/4000 [01:56<11:30,  5.01it/s]

train:  15%|█▌        | 538/3515 [01:53<09:53,  5.01it/s]
overall:  13%|█▎        | 539/4000 [01:56<11:41,  4.94it/s]

train:  15%|█▌        | 539/3515 [01:53<10:02,  4.94it/s]
overall:  14%|█▎        | 540/4000 [01:56<12:01,  4.80it/s]

train:  15%|█▌        | 540/3515 [01:54<10:20,  4.80it/s]
overall:  14%|█▎        | 541/4000 [01:57<12:14,  4.71it/s]

train:  15%|█▌        | 541/3515 [01:54<10:31,  4.71it/s]
overall:  14%|█▎        | 542/4000 [01:57<12:23,  4.65it/s]

train:  15%|█▌        | 542/3515 [01:54<10:39,  4.65it/s]
overall:  14%|█▎        | 543/4000 [01:57<12:30,  4.61it/s]

train:  15%|█▌        | 543/3515 [01:54<10:44,  4.61it/s]
overall:  14%|█▎        | 544/4000 [01:57<12:31,  4.60it/s]

train:  15%|█▌        | 544/3515 [01:55<10:46,  4.60it/s]
overall:  14%|█▎        | 545/4000 [01:57<12:27,  4.62it/s]

train:  16%|█▌        | 545/3515 [01:55<10:42,  4.62it/s]
overall:  14%|█▎        | 546/4000 [01:58<12:25,  4.63it/s]

train:  16%|█▌        | 546/3515 [01:55<10:41,  4.63it/s]
overall:  14%|█▎        | 547/4000 [01:58<12:03,  4.77it/s]

train:  16%|█▌        | 547/3515 [01:55<10:21,  4.77it/s]
overall:  14%|█▎        | 548/4000 [01:58<11:56,  4.82it/s]

train:  16%|█▌        | 548/3515 [01:55<10:15,  4.82it/s]
overall:  14%|█▎        | 549/4000 [01:58<12:00,  4.79it/s]

train:  16%|█▌        | 549/3515 [01:56<10:19,  4.79it/s]
overall:  14%|█▍        | 550/4000 [01:59<11:59,  4.80it/s]

train:  16%|█▌        | 550/3515 [01:56<10:17,  4.80it/s]
overall:  14%|█▍        | 551/4000 [01:59<12:14,  4.70it/s]

train:  16%|█▌        | 551/3515 [01:56<10:31,  4.70it/s]
overall:  14%|█▍        | 552/4000 [01:59<12:31,  4.59it/s]

train:  16%|█▌        | 552/3515 [01:56<10:45,  4.59it/s]
overall:  14%|█▍        | 553/4000 [01:59<13:08,  4.37it/s]

train:  16%|█▌        | 553/3515 [01:56<11:17,  4.37it/s]
overall:  14%|█▍        | 554/4000 [02:00<14:16,  4.02it/s]

train:  16%|█▌        | 554/3515 [01:57<12:16,  4.02it/s]
overall:  14%|█▍        | 555/4000 [02:00<13:49,  4.15it/s]

train:  16%|█▌        | 555/3515 [01:57<11:52,  4.15it/s]
overall:  14%|█▍        | 556/4000 [02:00<13:20,  4.30it/s]

train:  16%|█▌        | 556/3515 [01:57<11:27,  4.30it/s]
overall:  14%|█▍        | 557/4000 [02:00<13:16,  4.32it/s]

train:  16%|█▌        | 557/3515 [01:57<11:23,  4.32it/s]
overall:  14%|█▍        | 558/4000 [02:00<13:13,  4.34it/s]

train:  16%|█▌        | 558/3515 [01:58<11:21,  4.34it/s]
overall:  14%|█▍        | 559/4000 [02:01<12:33,  4.56it/s]

train:  16%|█▌        | 559/3515 [01:58<10:47,  4.56it/s]
overall:  14%|█▍        | 560/4000 [02:01<12:47,  4.48it/s]

train:  16%|█▌        | 560/3515 [01:58<10:59,  4.48it/s]
overall:  14%|█▍        | 561/4000 [02:01<13:44,  4.17it/s]

train:  16%|█▌        | 561/3515 [01:58<11:48,  4.17it/s]
overall:  14%|█▍        | 562/4000 [02:01<13:35,  4.21it/s]

train:  16%|█▌        | 562/3515 [01:59<11:40,  4.21it/s]
overall:  14%|█▍        | 563/4000 [02:02<13:05,  4.37it/s]

train:  16%|█▌        | 563/3515 [01:59<11:14,  4.37it/s]
overall:  14%|█▍        | 564/4000 [02:02<12:44,  4.49it/s]

train:  16%|█▌        | 564/3515 [01:59<10:56,  4.49it/s]
overall:  14%|█▍        | 565/4000 [02:02<12:49,  4.46it/s]

train:  16%|█▌        | 565/3515 [01:59<11:00,  4.46it/s]
overall:  14%|█▍        | 566/4000 [02:02<12:38,  4.53it/s]

train:  16%|█▌        | 566/3515 [01:59<10:51,  4.53it/s]
overall:  14%|█▍        | 567/4000 [02:02<11:18,  5.06it/s]

train:  16%|█▌        | 567/3515 [02:00<09:42,  5.06it/s]
overall:  14%|█▍        | 568/4000 [02:03<11:38,  4.91it/s]

train:  16%|█▌        | 568/3515 [02:00<10:00,  4.91it/s]
overall:  14%|█▍        | 569/4000 [02:03<11:45,  4.86it/s]

train:  16%|█▌        | 569/3515 [02:00<10:06,  4.86it/s]
overall:  14%|█▍        | 571/4000 [02:03<09:04,  6.30it/s]

train:  16%|█▌        | 571/3515 [02:00<07:47,  6.30it/s]
overall:  14%|█▍        | 572/4000 [02:03<10:06,  5.66it/s]

train:  16%|█▋        | 572/3515 [02:00<08:40,  5.65it/s]
overall:  14%|█▍        | 573/4000 [02:03<10:22,  5.51it/s]

train:  16%|█▋        | 573/3515 [02:01<08:54,  5.51it/s]
overall:  14%|█▍        | 574/4000 [02:04<11:02,  5.17it/s]

train:  16%|█▋        | 574/3515 [02:01<09:28,  5.17it/s]
overall:  14%|█▍        | 575/4000 [02:04<10:11,  5.60it/s]

train:  16%|█▋        | 575/3515 [02:01<08:44,  5.60it/s]
overall:  14%|█▍        | 576/4000 [02:04<11:08,  5.12it/s]

train:  16%|█▋        | 576/3515 [02:01<09:33,  5.12it/s]
overall:  14%|█▍        | 577/4000 [02:04<10:13,  5.58it/s]

train:  16%|█▋        | 577/3515 [02:01<08:46,  5.58it/s]
overall:  14%|█▍        | 578/4000 [02:04<12:12,  4.67it/s]

train:  16%|█▋        | 578/3515 [02:02<10:28,  4.67it/s]
overall:  14%|█▍        | 579/4000 [02:05<12:11,  4.68it/s]

train:  16%|█▋        | 579/3515 [02:02<10:27,  4.68it/s]
overall:  14%|█▍        | 580/4000 [02:05<11:50,  4.81it/s]

train:  17%|█▋        | 580/3515 [02:02<10:10,  4.81it/s]
overall:  15%|█▍        | 581/4000 [02:05<13:12,  4.32it/s]

train:  17%|█▋        | 581/3515 [02:02<11:19,  4.32it/s]
overall:  15%|█▍        | 582/4000 [02:05<12:59,  4.38it/s]

train:  17%|█▋        | 582/3515 [02:03<11:09,  4.38it/s]
overall:  15%|█▍        | 583/4000 [02:06<12:46,  4.46it/s]

train:  17%|█▋        | 583/3515 [02:03<10:57,  4.46it/s]
overall:  15%|█▍        | 584/4000 [02:06<12:05,  4.71it/s]

train:  17%|█▋        | 584/3515 [02:03<10:22,  4.71it/s]
overall:  15%|█▍        | 585/4000 [02:06<13:14,  4.30it/s]

train:  17%|█▋        | 585/3515 [02:03<11:21,  4.30it/s]
overall:  15%|█▍        | 586/4000 [02:06<13:09,  4.32it/s]

train:  17%|█▋        | 586/3515 [02:04<11:17,  4.32it/s]
overall:  15%|█▍        | 587/4000 [02:06<12:48,  4.44it/s]

train:  17%|█▋        | 587/3515 [02:04<10:59,  4.44it/s]
overall:  15%|█▍        | 588/4000 [02:07<12:32,  4.53it/s]

train:  17%|█▋        | 588/3515 [02:04<10:45,  4.53it/s]
overall:  15%|█▍        | 589/4000 [02:07<12:40,  4.49it/s]

train:  17%|█▋        | 589/3515 [02:04<10:52,  4.49it/s]
overall:  15%|█▍        | 590/4000 [02:07<12:42,  4.47it/s]

train:  17%|█▋        | 590/3515 [02:04<10:54,  4.47it/s]
overall:  15%|█▍        | 591/4000 [02:07<13:02,  4.36it/s]

train:  17%|█▋        | 591/3515 [02:05<11:10,  4.36it/s]
overall:  15%|█▍        | 592/4000 [02:08<12:30,  4.54it/s]

train:  17%|█▋        | 592/3515 [02:05<10:43,  4.54it/s]
overall:  15%|█▍        | 593/4000 [02:08<11:39,  4.87it/s]

train:  17%|█▋        | 593/3515 [02:05<10:00,  4.87it/s]
overall:  15%|█▍        | 594/4000 [02:08<11:44,  4.83it/s]

train:  17%|█▋        | 594/3515 [02:05<10:04,  4.83it/s]
overall:  15%|█▍        | 595/4000 [02:08<11:54,  4.76it/s]

train:  17%|█▋        | 595/3515 [02:05<10:13,  4.76it/s]
overall:  15%|█▍        | 596/4000 [02:08<11:47,  4.81it/s]

train:  17%|█▋        | 596/3515 [02:06<10:06,  4.81it/s]
overall:  15%|█▍        | 597/4000 [02:09<11:52,  4.78it/s]

train:  17%|█▋        | 597/3515 [02:06<10:10,  4.78it/s]
overall:  15%|█▍        | 598/4000 [02:09<11:48,  4.80it/s]

train:  17%|█▋        | 598/3515 [02:06<10:07,  4.80it/s]
overall:  15%|█▍        | 599/4000 [02:09<11:57,  4.74it/s]

train:  17%|█▋        | 599/3515 [02:06<10:15,  4.74it/s]
overall:  15%|█▌        | 600/4000 [02:09<12:05,  4.69it/s]

train:  17%|█▋        | 600/3515 [02:06<10:21,  4.69it/s]
overall:  15%|█▌        | 601/4000 [02:09<12:30,  4.53it/s]

train:  17%|█▋        | 601/3515 [02:07<10:43,  4.53it/s]
overall:  15%|█▌        | 602/4000 [02:10<13:42,  4.13it/s]

train:  17%|█▋        | 602/3515 [02:07<11:45,  4.13it/s]
overall:  15%|█▌        | 603/4000 [02:10<12:27,  4.54it/s]

train:  17%|█▋        | 603/3515 [02:07<10:40,  4.54it/s]
overall:  15%|█▌        | 604/4000 [02:10<12:09,  4.66it/s]

train:  17%|█▋        | 604/3515 [02:07<10:25,  4.66it/s]
overall:  15%|█▌        | 605/4000 [02:10<13:42,  4.13it/s]

train:  17%|█▋        | 605/3515 [02:08<11:45,  4.13it/s]
overall:  15%|█▌        | 606/4000 [02:11<13:03,  4.33it/s]

train:  17%|█▋        | 606/3515 [02:08<11:11,  4.33it/s]
overall:  15%|█▌        | 607/4000 [02:11<12:43,  4.45it/s]

train:  17%|█▋        | 607/3515 [02:08<10:54,  4.45it/s]
overall:  15%|█▌        | 608/4000 [02:11<12:04,  4.68it/s]

train:  17%|█▋        | 608/3515 [02:08<10:20,  4.68it/s]
overall:  15%|█▌        | 609/4000 [02:11<13:22,  4.23it/s]

train:  17%|█▋        | 609/3515 [02:09<11:27,  4.23it/s]
overall:  15%|█▌        | 610/4000 [02:12<13:31,  4.18it/s]

train:  17%|█▋        | 610/3515 [02:09<11:35,  4.18it/s]
overall:  15%|█▌        | 611/4000 [02:12<13:06,  4.31it/s]

train:  17%|█▋        | 611/3515 [02:09<11:13,  4.31it/s]
overall:  15%|█▌        | 612/4000 [02:12<11:44,  4.81it/s]

train:  17%|█▋        | 612/3515 [02:09<10:03,  4.81it/s]
overall:  15%|█▌        | 613/4000 [02:12<12:03,  4.68it/s]

train:  17%|█▋        | 613/3515 [02:09<10:19,  4.68it/s]
overall:  15%|█▌        | 614/4000 [02:12<11:42,  4.82it/s]

train:  17%|█▋        | 614/3515 [02:10<10:02,  4.82it/s]
overall:  15%|█▌        | 615/4000 [02:13<11:25,  4.94it/s]

train:  17%|█▋        | 615/3515 [02:10<09:47,  4.94it/s]
overall:  15%|█▌        | 616/4000 [02:13<11:25,  4.93it/s]

train:  18%|█▊        | 616/3515 [02:10<09:47,  4.93it/s]
overall:  15%|█▌        | 617/4000 [02:13<11:40,  4.83it/s]

train:  18%|█▊        | 617/3515 [02:10<09:59,  4.83it/s]
overall:  15%|█▌        | 618/4000 [02:13<11:43,  4.81it/s]

train:  18%|█▊        | 618/3515 [02:10<10:02,  4.81it/s]
overall:  15%|█▌        | 619/4000 [02:13<11:38,  4.84it/s]

train:  18%|█▊        | 619/3515 [02:11<09:58,  4.84it/s]
overall:  16%|█▌        | 620/4000 [02:14<11:45,  4.79it/s]

train:  18%|█▊        | 620/3515 [02:11<10:04,  4.79it/s]
overall:  16%|█▌        | 621/4000 [02:14<11:49,  4.76it/s]

train:  18%|█▊        | 621/3515 [02:11<10:07,  4.76it/s]
overall:  16%|█▌        | 622/4000 [02:14<12:16,  4.59it/s]

train:  18%|█▊        | 622/3515 [02:11<10:30,  4.59it/s]
overall:  16%|█▌        | 623/4000 [02:14<12:09,  4.63it/s]

train:  18%|█▊        | 623/3515 [02:12<10:24,  4.63it/s]
overall:  16%|█▌        | 624/4000 [02:15<12:28,  4.51it/s]

train:  18%|█▊        | 624/3515 [02:12<10:40,  4.51it/s]
overall:  16%|█▌        | 625/4000 [02:15<12:53,  4.36it/s]

train:  18%|█▊        | 625/3515 [02:12<11:02,  4.36it/s]
overall:  16%|█▌        | 626/4000 [02:15<14:07,  3.98it/s]

train:  18%|█▊        | 626/3515 [02:12<12:05,  3.98it/s]
overall:  16%|█▌        | 627/4000 [02:15<13:22,  4.20it/s]

train:  18%|█▊        | 627/3515 [02:13<11:26,  4.20it/s]
overall:  16%|█▌        | 628/4000 [02:15<12:46,  4.40it/s]

train:  18%|█▊        | 628/3515 [02:13<10:56,  4.40it/s]
overall:  16%|█▌        | 629/4000 [02:16<13:25,  4.19it/s]

train:  18%|█▊        | 629/3515 [02:13<11:29,  4.19it/s]
overall:  16%|█▌        | 630/4000 [02:16<13:02,  4.31it/s]

train:  18%|█▊        | 630/3515 [02:13<11:09,  4.31it/s]
overall:  16%|█▌        | 631/4000 [02:16<12:24,  4.53it/s]

train:  18%|█▊        | 631/3515 [02:13<10:37,  4.53it/s]
overall:  16%|█▌        | 632/4000 [02:16<12:05,  4.64it/s]

train:  18%|█▊        | 632/3515 [02:14<10:20,  4.64it/s]
overall:  16%|█▌        | 633/4000 [02:17<11:45,  4.77it/s]

train:  18%|█▊        | 633/3515 [02:14<10:04,  4.77it/s]
overall:  16%|█▌        | 634/4000 [02:17<11:59,  4.68it/s]

train:  18%|█▊        | 634/3515 [02:14<10:15,  4.68it/s]
overall:  16%|█▌        | 635/4000 [02:17<11:06,  5.05it/s]

train:  18%|█▊        | 635/3515 [02:14<09:30,  5.05it/s]
overall:  16%|█▌        | 636/4000 [02:17<11:13,  5.00it/s]

train:  18%|█▊        | 636/3515 [02:14<09:36,  5.00it/s]
overall:  16%|█▌        | 637/4000 [02:17<11:31,  4.87it/s]

train:  18%|█▊        | 637/3515 [02:15<09:51,  4.87it/s]
overall:  16%|█▌        | 638/4000 [02:18<11:33,  4.85it/s]

train:  18%|█▊        | 638/3515 [02:15<09:53,  4.85it/s]
overall:  16%|█▌        | 639/4000 [02:18<11:38,  4.81it/s]

train:  18%|█▊        | 639/3515 [02:15<09:57,  4.81it/s]
overall:  16%|█▌        | 640/4000 [02:18<10:28,  5.35it/s]

train:  18%|█▊        | 640/3515 [02:15<08:57,  5.35it/s]
overall:  16%|█▌        | 641/4000 [02:18<10:44,  5.21it/s]

train:  18%|█▊        | 641/3515 [02:15<09:11,  5.21it/s]
overall:  16%|█▌        | 642/4000 [02:18<10:50,  5.16it/s]

train:  18%|█▊        | 642/3515 [02:16<09:16,  5.16it/s]
overall:  16%|█▌        | 643/4000 [02:19<11:07,  5.03it/s]

train:  18%|█▊        | 643/3515 [02:16<09:31,  5.03it/s]
overall:  16%|█▌        | 644/4000 [02:19<11:25,  4.90it/s]

train:  18%|█▊        | 644/3515 [02:16<09:46,  4.90it/s]
overall:  16%|█▌        | 645/4000 [02:19<11:27,  4.88it/s]

train:  18%|█▊        | 645/3515 [02:16<09:48,  4.88it/s]
overall:  16%|█▌        | 646/4000 [02:19<11:57,  4.67it/s]

train:  18%|█▊        | 646/3515 [02:16<10:13,  4.67it/s]
overall:  16%|█▌        | 647/4000 [02:19<12:03,  4.64it/s]

train:  18%|█▊        | 647/3515 [02:17<10:18,  4.64it/s]
overall:  16%|█▌        | 648/4000 [02:20<12:25,  4.50it/s]

train:  18%|█▊        | 648/3515 [02:17<10:37,  4.50it/s]
overall:  16%|█▌        | 649/4000 [02:20<12:47,  4.37it/s]

train:  18%|█▊        | 649/3515 [02:17<10:56,  4.37it/s]
overall:  16%|█▋        | 650/4000 [02:20<13:49,  4.04it/s]

train:  18%|█▊        | 650/3515 [02:17<11:49,  4.04it/s]
overall:  16%|█▋        | 651/4000 [02:20<13:13,  4.22it/s]

train:  19%|█▊        | 651/3515 [02:18<11:18,  4.22it/s]
overall:  16%|█▋        | 652/4000 [02:21<12:50,  4.35it/s]

train:  19%|█▊        | 652/3515 [02:18<10:58,  4.35it/s]
overall:  16%|█▋        | 653/4000 [02:21<13:09,  4.24it/s]

train:  19%|█▊        | 653/3515 [02:18<11:14,  4.24it/s]
overall:  16%|█▋        | 654/4000 [02:21<12:59,  4.29it/s]

train:  19%|█▊        | 654/3515 [02:18<11:06,  4.29it/s]
overall:  16%|█▋        | 655/4000 [02:21<11:56,  4.67it/s]

train:  19%|█▊        | 655/3515 [02:18<10:12,  4.67it/s]
overall:  16%|█▋        | 656/4000 [02:21<11:54,  4.68it/s]

train:  19%|█▊        | 656/3515 [02:19<10:11,  4.68it/s]
overall:  16%|█▋        | 657/4000 [02:22<12:49,  4.34it/s]

train:  19%|█▊        | 657/3515 [02:19<10:58,  4.34it/s]
overall:  16%|█▋        | 658/4000 [02:22<12:48,  4.35it/s]

train:  19%|█▊        | 658/3515 [02:19<10:57,  4.35it/s]
overall:  16%|█▋        | 659/4000 [02:22<12:19,  4.52it/s]

train:  19%|█▊        | 659/3515 [02:19<10:31,  4.52it/s]
overall:  16%|█▋        | 660/4000 [02:22<12:12,  4.56it/s]

train:  19%|█▉        | 660/3515 [02:20<10:26,  4.56it/s]
overall:  17%|█▋        | 661/4000 [02:23<11:31,  4.83it/s]

train:  19%|█▉        | 661/3515 [02:20<09:50,  4.83it/s]
overall:  17%|█▋        | 662/4000 [02:23<11:40,  4.77it/s]

train:  19%|█▉        | 662/3515 [02:20<09:58,  4.77it/s]
overall:  17%|█▋        | 663/4000 [02:23<11:40,  4.76it/s]

train:  19%|█▉        | 663/3515 [02:20<09:58,  4.76it/s]
overall:  17%|█▋        | 664/4000 [02:23<11:22,  4.89it/s]

train:  19%|█▉        | 664/3515 [02:20<09:43,  4.89it/s]
overall:  17%|█▋        | 665/4000 [02:23<11:26,  4.86it/s]

train:  19%|█▉        | 665/3515 [02:21<09:46,  4.86it/s]
overall:  17%|█▋        | 666/4000 [02:24<11:20,  4.90it/s]

train:  19%|█▉        | 666/3515 [02:21<09:41,  4.90it/s]
overall:  17%|█▋        | 667/4000 [02:24<11:20,  4.90it/s]

train:  19%|█▉        | 667/3515 [02:21<09:41,  4.90it/s]
overall:  17%|█▋        | 668/4000 [02:24<10:19,  5.38it/s]

train:  19%|█▉        | 668/3515 [02:21<08:49,  5.38it/s]
overall:  17%|█▋        | 670/4000 [02:24<09:37,  5.77it/s]

train:  19%|█▉        | 670/3515 [02:21<08:13,  5.77it/s]
overall:  17%|█▋        | 671/4000 [02:24<10:13,  5.42it/s]

train:  19%|█▉        | 671/3515 [02:22<08:44,  5.42it/s]
overall:  17%|█▋        | 672/4000 [02:25<10:43,  5.17it/s]

train:  19%|█▉        | 672/3515 [02:22<09:09,  5.17it/s]
overall:  17%|█▋        | 673/4000 [02:25<11:18,  4.90it/s]

train:  19%|█▉        | 673/3515 [02:22<09:39,  4.90it/s]
overall:  17%|█▋        | 674/4000 [02:25<12:24,  4.47it/s]

train:  19%|█▉        | 674/3515 [02:22<10:35,  4.47it/s]
overall:  17%|█▋        | 675/4000 [02:25<12:16,  4.52it/s]

train:  19%|█▉        | 675/3515 [02:23<10:28,  4.52it/s]
overall:  17%|█▋        | 676/4000 [02:26<11:02,  5.02it/s]

train:  19%|█▉        | 676/3515 [02:23<09:25,  5.02it/s]
overall:  17%|█▋        | 677/4000 [02:26<12:09,  4.55it/s]

train:  19%|█▉        | 677/3515 [02:23<10:23,  4.55it/s]
overall:  17%|█▋        | 678/4000 [02:26<12:08,  4.56it/s]

train:  19%|█▉        | 678/3515 [02:23<10:22,  4.56it/s]
overall:  17%|█▋        | 679/4000 [02:26<11:21,  4.87it/s]

train:  19%|█▉        | 679/3515 [02:23<09:42,  4.87it/s]
overall:  17%|█▋        | 680/4000 [02:26<11:38,  4.75it/s]

train:  19%|█▉        | 680/3515 [02:24<09:56,  4.75it/s]
overall:  17%|█▋        | 681/4000 [02:27<12:25,  4.45it/s]

train:  19%|█▉        | 681/3515 [02:24<10:36,  4.45it/s]
overall:  17%|█▋        | 682/4000 [02:27<12:32,  4.41it/s]

train:  19%|█▉        | 682/3515 [02:24<10:42,  4.41it/s]
overall:  17%|█▋        | 683/4000 [02:27<11:44,  4.71it/s]

train:  19%|█▉        | 683/3515 [02:24<10:01,  4.71it/s]
overall:  17%|█▋        | 684/4000 [02:27<11:36,  4.76it/s]

train:  19%|█▉        | 684/3515 [02:25<09:54,  4.76it/s]
overall:  17%|█▋        | 685/4000 [02:28<11:52,  4.65it/s]

train:  19%|█▉        | 685/3515 [02:25<10:08,  4.65it/s]
overall:  17%|█▋        | 686/4000 [02:28<11:39,  4.74it/s]

train:  20%|█▉        | 686/3515 [02:25<09:56,  4.74it/s]
overall:  17%|█▋        | 687/4000 [02:28<11:39,  4.73it/s]

train:  20%|█▉        | 687/3515 [02:25<09:57,  4.73it/s]
overall:  17%|█▋        | 688/4000 [02:28<11:18,  4.88it/s]

train:  20%|█▉        | 688/3515 [02:25<09:38,  4.88it/s]
overall:  17%|█▋        | 689/4000 [02:28<11:22,  4.85it/s]

train:  20%|█▉        | 689/3515 [02:26<09:42,  4.85it/s]
overall:  17%|█▋        | 690/4000 [02:28<09:42,  5.68it/s]

train:  20%|█▉        | 690/3515 [02:26<08:17,  5.68it/s]
overall:  17%|█▋        | 691/4000 [02:29<10:18,  5.35it/s]

train:  20%|█▉        | 691/3515 [02:26<08:47,  5.35it/s]
overall:  17%|█▋        | 692/4000 [02:29<10:22,  5.31it/s]

train:  20%|█▉        | 692/3515 [02:26<08:51,  5.31it/s]
overall:  17%|█▋        | 693/4000 [02:29<10:45,  5.12it/s]

train:  20%|█▉        | 693/3515 [02:26<09:10,  5.12it/s]
overall:  17%|█▋        | 694/4000 [02:29<11:20,  4.86it/s]

train:  20%|█▉        | 694/3515 [02:27<09:40,  4.86it/s]
overall:  17%|█▋        | 695/4000 [02:29<10:45,  5.12it/s]

train:  20%|█▉        | 695/3515 [02:27<09:11,  5.12it/s]
overall:  17%|█▋        | 697/4000 [02:30<08:22,  6.57it/s]

train:  20%|█▉        | 697/3515 [02:27<07:08,  6.57it/s]
overall:  17%|█▋        | 698/4000 [02:30<09:51,  5.58it/s]

train:  20%|█▉        | 698/3515 [02:27<08:24,  5.58it/s]
overall:  17%|█▋        | 699/4000 [02:30<10:17,  5.34it/s]

train:  20%|█▉        | 699/3515 [02:27<08:47,  5.34it/s]
overall:  18%|█▊        | 700/4000 [02:30<10:17,  5.34it/s]

train:  20%|█▉        | 700/3515 [02:28<08:46,  5.34it/s]
overall:  18%|█▊        | 701/4000 [02:31<11:48,  4.65it/s]

train:  20%|█▉        | 701/3515 [02:28<10:04,  4.65it/s]
overall:  18%|█▊        | 702/4000 [02:31<11:25,  4.81it/s]

train:  20%|█▉        | 702/3515 [02:28<09:44,  4.81it/s]
overall:  18%|█▊        | 703/4000 [02:31<11:33,  4.76it/s]

train:  20%|██        | 703/3515 [02:28<09:51,  4.76it/s]
overall:  18%|█▊        | 705/4000 [02:31<11:00,  4.99it/s]

train:  20%|██        | 705/3515 [02:29<09:23,  4.99it/s]
overall:  18%|█▊        | 706/4000 [02:32<11:19,  4.85it/s]

train:  20%|██        | 706/3515 [02:29<09:39,  4.85it/s]
overall:  18%|█▊        | 707/4000 [02:32<11:24,  4.81it/s]

train:  20%|██        | 707/3515 [02:29<09:43,  4.81it/s]
overall:  18%|█▊        | 708/4000 [02:32<11:07,  4.93it/s]

train:  20%|██        | 708/3515 [02:29<09:28,  4.93it/s]
overall:  18%|█▊        | 710/4000 [02:32<09:51,  5.56it/s]

train:  20%|██        | 710/3515 [02:30<08:24,  5.56it/s]
overall:  18%|█▊        | 711/4000 [02:32<09:11,  5.96it/s]

train:  20%|██        | 711/3515 [02:30<07:50,  5.96it/s]
overall:  18%|█▊        | 712/4000 [02:33<09:45,  5.62it/s]

train:  20%|██        | 712/3515 [02:30<08:18,  5.62it/s]
overall:  18%|█▊        | 714/4000 [02:33<09:07,  6.00it/s]

train:  20%|██        | 714/3515 [02:30<07:47,  6.00it/s]
overall:  18%|█▊        | 715/4000 [02:33<09:44,  5.62it/s]

train:  20%|██        | 715/3515 [02:30<08:17,  5.62it/s]
overall:  18%|█▊        | 717/4000 [02:33<08:39,  6.31it/s]

train:  20%|██        | 717/3515 [02:31<07:23,  6.31it/s]
overall:  18%|█▊        | 718/4000 [02:34<09:22,  5.84it/s]

train:  20%|██        | 718/3515 [02:31<07:59,  5.84it/s]
overall:  18%|█▊        | 719/4000 [02:34<09:46,  5.59it/s]

train:  20%|██        | 719/3515 [02:31<08:20,  5.59it/s]
overall:  18%|█▊        | 720/4000 [02:34<10:10,  5.37it/s]

train:  20%|██        | 720/3515 [02:31<08:40,  5.37it/s]
overall:  18%|█▊        | 721/4000 [02:34<10:58,  4.98it/s]

train:  21%|██        | 721/3515 [02:32<09:21,  4.98it/s]
overall:  18%|█▊        | 722/4000 [02:35<12:07,  4.51it/s]

train:  21%|██        | 722/3515 [02:32<10:19,  4.51it/s]
overall:  18%|█▊        | 723/4000 [02:35<12:00,  4.55it/s]

train:  21%|██        | 723/3515 [02:32<10:13,  4.55it/s]
overall:  18%|█▊        | 724/4000 [02:35<11:52,  4.60it/s]

train:  21%|██        | 724/3515 [02:32<10:07,  4.60it/s]
overall:  18%|█▊        | 725/4000 [02:35<12:58,  4.20it/s]

train:  21%|██        | 725/3515 [02:33<11:03,  4.20it/s]
overall:  18%|█▊        | 726/4000 [02:36<12:48,  4.26it/s]

train:  21%|██        | 726/3515 [02:33<10:54,  4.26it/s]
overall:  18%|█▊        | 727/4000 [02:36<11:01,  4.95it/s]

train:  21%|██        | 727/3515 [02:33<09:23,  4.95it/s]
overall:  18%|█▊        | 728/4000 [02:36<11:01,  4.94it/s]

train:  21%|██        | 728/3515 [02:33<09:23,  4.94it/s]
overall:  18%|█▊        | 729/4000 [02:36<12:26,  4.38it/s]

train:  21%|██        | 729/3515 [02:33<10:35,  4.38it/s]
overall:  18%|█▊        | 730/4000 [02:36<12:19,  4.42it/s]

train:  21%|██        | 730/3515 [02:34<10:29,  4.42it/s]
overall:  18%|█▊        | 731/4000 [02:37<12:09,  4.48it/s]

train:  21%|██        | 731/3515 [02:34<10:21,  4.48it/s]
overall:  18%|█▊        | 732/4000 [02:37<11:49,  4.60it/s]

train:  21%|██        | 732/3515 [02:34<10:04,  4.60it/s]
overall:  18%|█▊        | 733/4000 [02:37<11:02,  4.93it/s]

train:  21%|██        | 733/3515 [02:34<09:24,  4.93it/s]
overall:  18%|█▊        | 734/4000 [02:37<11:17,  4.82it/s]

train:  21%|██        | 734/3515 [02:34<09:37,  4.82it/s]
overall:  18%|█▊        | 735/4000 [02:37<11:40,  4.66it/s]

train:  21%|██        | 735/3515 [02:35<09:56,  4.66it/s]
overall:  18%|█▊        | 736/4000 [02:38<11:45,  4.63it/s]

train:  21%|██        | 736/3515 [02:35<10:00,  4.63it/s]
overall:  18%|█▊        | 738/4000 [02:38<09:17,  5.86it/s]

train:  21%|██        | 738/3515 [02:35<07:54,  5.86it/s]
overall:  18%|█▊        | 739/4000 [02:38<09:51,  5.51it/s]

train:  21%|██        | 739/3515 [02:35<08:23,  5.51it/s]
overall:  18%|█▊        | 740/4000 [02:38<10:19,  5.26it/s]

train:  21%|██        | 740/3515 [02:36<08:47,  5.26it/s]
overall:  19%|█▊        | 741/4000 [02:38<10:33,  5.15it/s]

train:  21%|██        | 741/3515 [02:36<08:58,  5.15it/s]
overall:  19%|█▊        | 742/4000 [02:39<10:59,  4.94it/s]

train:  21%|██        | 742/3515 [02:36<09:21,  4.94it/s]
overall:  19%|█▊        | 743/4000 [02:39<10:29,  5.18it/s]

train:  21%|██        | 743/3515 [02:36<08:55,  5.18it/s]
overall:  19%|█▊        | 744/4000 [02:39<10:58,  4.94it/s]

train:  21%|██        | 744/3515 [02:36<09:20,  4.94it/s]
overall:  19%|█▊        | 745/4000 [02:39<11:26,  4.74it/s]

train:  21%|██        | 745/3515 [02:37<09:44,  4.74it/s]
overall:  19%|█▊        | 746/4000 [02:40<12:21,  4.39it/s]

train:  21%|██        | 746/3515 [02:37<10:30,  4.39it/s]
overall:  19%|█▊        | 747/4000 [02:40<12:01,  4.51it/s]

train:  21%|██▏       | 747/3515 [02:37<10:14,  4.51it/s]
overall:  19%|█▊        | 748/4000 [02:40<11:36,  4.67it/s]

train:  21%|██▏       | 748/3515 [02:37<09:52,  4.67it/s]
overall:  19%|█▊        | 749/4000 [02:40<12:14,  4.43it/s]

train:  21%|██▏       | 749/3515 [02:37<10:24,  4.43it/s]
overall:  19%|█▉        | 750/4000 [02:40<12:22,  4.38it/s]

train:  21%|██▏       | 750/3515 [02:38<10:31,  4.38it/s]
overall:  19%|█▉        | 751/4000 [02:41<11:55,  4.54it/s]

train:  21%|██▏       | 751/3515 [02:38<10:08,  4.54it/s]
overall:  19%|█▉        | 752/4000 [02:41<11:28,  4.72it/s]

train:  21%|██▏       | 752/3515 [02:38<09:45,  4.72it/s]
overall:  19%|█▉        | 753/4000 [02:41<12:43,  4.25it/s]

train:  21%|██▏       | 753/3515 [02:38<10:49,  4.25it/s]
overall:  19%|█▉        | 754/4000 [02:41<13:01,  4.15it/s]

train:  21%|██▏       | 754/3515 [02:39<11:04,  4.15it/s]
overall:  19%|█▉        | 755/4000 [02:42<12:26,  4.35it/s]

train:  21%|██▏       | 755/3515 [02:39<10:34,  4.35it/s]
overall:  19%|█▉        | 756/4000 [02:42<11:56,  4.52it/s]

train:  22%|██▏       | 756/3515 [02:39<10:09,  4.52it/s]
overall:  19%|█▉        | 757/4000 [02:42<11:54,  4.54it/s]

train:  22%|██▏       | 757/3515 [02:39<10:07,  4.54it/s]
overall:  19%|█▉        | 758/4000 [02:42<10:26,  5.17it/s]

train:  22%|██▏       | 758/3515 [02:39<08:53,  5.17it/s]
overall:  19%|█▉        | 759/4000 [02:42<11:05,  4.87it/s]

train:  22%|██▏       | 759/3515 [02:40<09:25,  4.87it/s]
overall:  19%|█▉        | 760/4000 [02:43<11:12,  4.82it/s]

train:  22%|██▏       | 760/3515 [02:40<09:31,  4.82it/s]
overall:  19%|█▉        | 761/4000 [02:43<11:05,  4.87it/s]

train:  22%|██▏       | 761/3515 [02:40<09:25,  4.87it/s]
overall:  19%|█▉        | 763/4000 [02:43<09:39,  5.59it/s]

train:  22%|██▏       | 763/3515 [02:40<08:12,  5.59it/s]
overall:  19%|█▉        | 764/4000 [02:43<09:58,  5.41it/s]

train:  22%|██▏       | 764/3515 [02:41<08:28,  5.41it/s]
overall:  19%|█▉        | 765/4000 [02:44<10:16,  5.25it/s]

train:  22%|██▏       | 765/3515 [02:41<08:44,  5.25it/s]
overall:  19%|█▉        | 766/4000 [02:44<10:50,  4.97it/s]

train:  22%|██▏       | 766/3515 [02:41<09:13,  4.97it/s]
overall:  19%|█▉        | 767/4000 [02:44<11:03,  4.87it/s]

train:  22%|██▏       | 767/3515 [02:41<09:23,  4.87it/s]
overall:  19%|█▉        | 768/4000 [02:44<10:56,  4.92it/s]

train:  22%|██▏       | 768/3515 [02:41<09:18,  4.92it/s]
overall:  19%|█▉        | 769/4000 [02:44<11:13,  4.80it/s]

train:  22%|██▏       | 769/3515 [02:42<09:32,  4.80it/s]
overall:  19%|█▉        | 770/4000 [02:45<12:33,  4.28it/s]

train:  22%|██▏       | 770/3515 [02:42<10:40,  4.28it/s]
overall:  19%|█▉        | 771/4000 [02:45<12:20,  4.36it/s]

train:  22%|██▏       | 771/3515 [02:42<10:28,  4.36it/s]
overall:  19%|█▉        | 772/4000 [02:45<12:05,  4.45it/s]

train:  22%|██▏       | 772/3515 [02:42<10:16,  4.45it/s]
overall:  19%|█▉        | 773/4000 [02:45<13:07,  4.10it/s]

train:  22%|██▏       | 773/3515 [02:43<11:08,  4.10it/s]
overall:  19%|█▉        | 774/4000 [02:46<12:43,  4.23it/s]

train:  22%|██▏       | 774/3515 [02:43<10:48,  4.23it/s]
overall:  19%|█▉        | 776/4000 [02:46<10:42,  5.02it/s]

train:  22%|██▏       | 776/3515 [02:43<09:05,  5.02it/s]
overall:  19%|█▉        | 777/4000 [02:46<11:50,  4.54it/s]

train:  22%|██▏       | 777/3515 [02:43<10:03,  4.54it/s]
overall:  19%|█▉        | 778/4000 [02:46<11:34,  4.64it/s]

train:  22%|██▏       | 778/3515 [02:44<09:50,  4.64it/s]
overall:  19%|█▉        | 779/4000 [02:47<11:37,  4.62it/s]

train:  22%|██▏       | 779/3515 [02:44<09:52,  4.62it/s]
overall:  20%|█▉        | 780/4000 [02:47<11:44,  4.57it/s]

train:  22%|██▏       | 780/3515 [02:44<09:58,  4.57it/s]
overall:  20%|█▉        | 781/4000 [02:47<11:58,  4.48it/s]

train:  22%|██▏       | 781/3515 [02:44<10:10,  4.48it/s]
overall:  20%|█▉        | 782/4000 [02:47<11:42,  4.58it/s]

train:  22%|██▏       | 782/3515 [02:45<09:56,  4.58it/s]
overall:  20%|█▉        | 783/4000 [02:48<11:27,  4.68it/s]

train:  22%|██▏       | 783/3515 [02:45<09:43,  4.68it/s]
overall:  20%|█▉        | 784/4000 [02:48<11:27,  4.68it/s]

train:  22%|██▏       | 784/3515 [02:45<09:43,  4.68it/s]
overall:  20%|█▉        | 785/4000 [02:48<09:50,  5.45it/s]

train:  22%|██▏       | 785/3515 [02:45<08:21,  5.45it/s]
overall:  20%|█▉        | 786/4000 [02:48<10:21,  5.17it/s]

train:  22%|██▏       | 786/3515 [02:45<08:47,  5.17it/s]
overall:  20%|█▉        | 787/4000 [02:48<10:42,  5.00it/s]

train:  22%|██▏       | 787/3515 [02:46<09:05,  5.00it/s]
overall:  20%|█▉        | 788/4000 [02:49<11:11,  4.79it/s]

train:  22%|██▏       | 788/3515 [02:46<09:29,  4.79it/s]
overall:  20%|█▉        | 789/4000 [02:49<11:23,  4.70it/s]

train:  22%|██▏       | 789/3515 [02:46<09:40,  4.70it/s]
overall:  20%|█▉        | 790/4000 [02:49<11:29,  4.66it/s]

train:  22%|██▏       | 790/3515 [02:46<09:44,  4.66it/s]
overall:  20%|█▉        | 791/4000 [02:49<11:33,  4.63it/s]

train:  23%|██▎       | 791/3515 [02:46<09:48,  4.63it/s]
overall:  20%|█▉        | 792/4000 [02:49<11:32,  4.63it/s]

train:  23%|██▎       | 792/3515 [02:47<09:47,  4.63it/s]
overall:  20%|█▉        | 793/4000 [02:50<11:59,  4.46it/s]

train:  23%|██▎       | 793/3515 [02:47<10:10,  4.46it/s]
overall:  20%|█▉        | 794/4000 [02:50<12:58,  4.12it/s]

train:  23%|██▎       | 794/3515 [02:47<11:00,  4.12it/s]
overall:  20%|█▉        | 795/4000 [02:50<12:35,  4.24it/s]

train:  23%|██▎       | 795/3515 [02:47<10:40,  4.24it/s]
overall:  20%|█▉        | 796/4000 [02:50<12:05,  4.41it/s]

train:  23%|██▎       | 796/3515 [02:48<10:16,  4.41it/s]
overall:  20%|█▉        | 797/4000 [02:51<13:04,  4.08it/s]

train:  23%|██▎       | 797/3515 [02:48<11:06,  4.08it/s]
overall:  20%|█▉        | 798/4000 [02:51<12:29,  4.27it/s]

train:  23%|██▎       | 798/3515 [02:48<10:35,  4.27it/s]
overall:  20%|█▉        | 799/4000 [02:51<12:00,  4.44it/s]

train:  23%|██▎       | 799/3515 [02:48<10:11,  4.44it/s]
overall:  20%|██        | 800/4000 [02:51<11:51,  4.50it/s]

train:  23%|██▎       | 800/3515 [02:48<10:03,  4.50it/s]
overall:  20%|██        | 801/4000 [02:51<10:11,  5.23it/s]

train:  23%|██▎       | 801/3515 [02:49<08:39,  5.23it/s]
overall:  20%|██        | 802/4000 [02:52<10:49,  4.93it/s]

train:  23%|██▎       | 802/3515 [02:49<09:10,  4.93it/s]
overall:  20%|██        | 803/4000 [02:52<10:55,  4.88it/s]

train:  23%|██▎       | 803/3515 [02:49<09:15,  4.88it/s]
overall:  20%|██        | 804/4000 [02:52<10:56,  4.87it/s]

train:  23%|██▎       | 804/3515 [02:49<09:17,  4.87it/s]
overall:  20%|██        | 805/4000 [02:52<11:18,  4.71it/s]

train:  23%|██▎       | 805/3515 [02:49<09:35,  4.71it/s]
overall:  20%|██        | 806/4000 [02:52<11:24,  4.66it/s]

train:  23%|██▎       | 806/3515 [02:50<09:40,  4.66it/s]
overall:  20%|██        | 807/4000 [02:53<11:44,  4.53it/s]

train:  23%|██▎       | 807/3515 [02:50<09:57,  4.53it/s]
overall:  20%|██        | 808/4000 [02:53<11:27,  4.64it/s]

train:  23%|██▎       | 808/3515 [02:50<09:43,  4.64it/s]
overall:  20%|██        | 810/4000 [02:53<09:33,  5.57it/s]

train:  23%|██▎       | 810/3515 [02:50<08:06,  5.57it/s]
overall:  20%|██        | 811/4000 [02:53<09:59,  5.32it/s]

train:  23%|██▎       | 811/3515 [02:51<08:28,  5.32it/s]
overall:  20%|██        | 812/4000 [02:54<10:03,  5.28it/s]

train:  23%|██▎       | 812/3515 [02:51<08:31,  5.28it/s]
overall:  20%|██        | 813/4000 [02:54<10:21,  5.13it/s]

train:  23%|██▎       | 813/3515 [02:51<08:46,  5.13it/s]
overall:  20%|██        | 814/4000 [02:54<10:34,  5.02it/s]

train:  23%|██▎       | 814/3515 [02:51<08:58,  5.02it/s]
overall:  20%|██        | 815/4000 [02:54<10:06,  5.25it/s]

train:  23%|██▎       | 815/3515 [02:51<08:34,  5.25it/s]
overall:  20%|██        | 816/4000 [02:54<09:50,  5.39it/s]

train:  23%|██▎       | 816/3515 [02:52<08:20,  5.39it/s]
overall:  20%|██        | 817/4000 [02:55<10:29,  5.06it/s]

train:  23%|██▎       | 817/3515 [02:52<08:53,  5.06it/s]
overall:  20%|██        | 818/4000 [02:55<11:46,  4.50it/s]

train:  23%|██▎       | 818/3515 [02:52<09:58,  4.50it/s]
overall:  20%|██        | 819/4000 [02:55<11:01,  4.81it/s]

train:  23%|██▎       | 819/3515 [02:52<09:20,  4.81it/s]
overall:  20%|██        | 820/4000 [02:55<11:10,  4.74it/s]

train:  23%|██▎       | 820/3515 [02:52<09:27,  4.74it/s]
overall:  21%|██        | 821/4000 [02:56<12:05,  4.38it/s]

train:  23%|██▎       | 821/3515 [02:53<10:14,  4.38it/s]
overall:  21%|██        | 822/4000 [02:56<11:48,  4.49it/s]

train:  23%|██▎       | 822/3515 [02:53<10:00,  4.49it/s]
overall:  21%|██        | 823/4000 [02:56<11:21,  4.66it/s]

train:  23%|██▎       | 823/3515 [02:53<09:37,  4.66it/s]
overall:  21%|██        | 824/4000 [02:56<11:29,  4.61it/s]

train:  23%|██▎       | 824/3515 [02:53<09:44,  4.61it/s]
overall:  21%|██        | 825/4000 [02:56<10:53,  4.86it/s]

train:  23%|██▎       | 825/3515 [02:54<09:13,  4.86it/s]
overall:  21%|██        | 827/4000 [02:57<09:30,  5.56it/s]

train:  24%|██▎       | 827/3515 [02:54<08:03,  5.56it/s]
overall:  21%|██        | 828/4000 [02:57<09:47,  5.40it/s]

train:  24%|██▎       | 828/3515 [02:54<08:17,  5.40it/s]
overall:  21%|██        | 829/4000 [02:57<10:13,  5.17it/s]

train:  24%|██▎       | 829/3515 [02:54<08:39,  5.17it/s]
overall:  21%|██        | 830/4000 [02:57<09:49,  5.37it/s]

train:  24%|██▎       | 830/3515 [02:54<08:19,  5.37it/s]
overall:  21%|██        | 831/4000 [02:57<10:27,  5.05it/s]

train:  24%|██▎       | 831/3515 [02:55<08:51,  5.05it/s]
overall:  21%|██        | 832/4000 [02:58<10:43,  4.93it/s]

train:  24%|██▎       | 832/3515 [02:55<09:04,  4.93it/s]
overall:  21%|██        | 833/4000 [02:58<09:28,  5.57it/s]

train:  24%|██▎       | 833/3515 [02:55<08:01,  5.57it/s]
overall:  21%|██        | 835/4000 [02:58<08:30,  6.20it/s]

train:  24%|██▍       | 835/3515 [02:55<07:12,  6.20it/s]
overall:  21%|██        | 836/4000 [02:58<09:12,  5.73it/s]

train:  24%|██▍       | 836/3515 [02:56<07:47,  5.73it/s]
overall:  21%|██        | 837/4000 [02:58<09:45,  5.40it/s]

train:  24%|██▍       | 837/3515 [02:56<08:15,  5.40it/s]
overall:  21%|██        | 838/4000 [02:59<10:30,  5.02it/s]

train:  24%|██▍       | 838/3515 [02:56<08:53,  5.02it/s]
overall:  21%|██        | 839/4000 [02:59<10:33,  4.99it/s]

train:  24%|██▍       | 839/3515 [02:56<08:56,  4.99it/s]
overall:  21%|██        | 840/4000 [02:59<11:04,  4.76it/s]

train:  24%|██▍       | 840/3515 [02:56<09:22,  4.76it/s]
overall:  21%|██        | 841/4000 [02:59<11:35,  4.54it/s]

train:  24%|██▍       | 841/3515 [02:57<09:48,  4.54it/s]
overall:  21%|██        | 842/4000 [03:00<11:39,  4.52it/s]

train:  24%|██▍       | 842/3515 [02:57<09:51,  4.52it/s]
overall:  21%|██        | 843/4000 [03:00<10:59,  4.78it/s]

train:  24%|██▍       | 843/3515 [02:57<09:18,  4.78it/s]
overall:  21%|██        | 844/4000 [03:00<11:11,  4.70it/s]

train:  24%|██▍       | 844/3515 [02:57<09:27,  4.70it/s]
overall:  21%|██        | 845/4000 [03:00<12:16,  4.28it/s]

train:  24%|██▍       | 845/3515 [02:58<10:23,  4.28it/s]
overall:  21%|██        | 846/4000 [03:01<12:17,  4.27it/s]

train:  24%|██▍       | 846/3515 [02:58<10:24,  4.27it/s]
overall:  21%|██        | 847/4000 [03:01<11:42,  4.49it/s]

train:  24%|██▍       | 847/3515 [02:58<09:54,  4.49it/s]
overall:  21%|██        | 848/4000 [03:01<11:10,  4.70it/s]

train:  24%|██▍       | 848/3515 [02:58<09:27,  4.70it/s]
overall:  21%|██        | 849/4000 [03:01<12:20,  4.26it/s]

train:  24%|██▍       | 849/3515 [02:58<10:26,  4.26it/s]
overall:  21%|██▏       | 850/4000 [03:01<12:16,  4.28it/s]

train:  24%|██▍       | 850/3515 [02:59<10:22,  4.28it/s]
overall:  21%|██▏       | 851/4000 [03:02<12:04,  4.35it/s]

train:  24%|██▍       | 851/3515 [02:59<10:12,  4.35it/s]
overall:  21%|██▏       | 852/4000 [03:02<11:45,  4.46it/s]

train:  24%|██▍       | 852/3515 [02:59<09:56,  4.46it/s]
overall:  21%|██▏       | 853/4000 [03:02<11:16,  4.65it/s]

train:  24%|██▍       | 853/3515 [02:59<09:32,  4.65it/s]
overall:  21%|██▏       | 854/4000 [03:02<09:59,  5.25it/s]

train:  24%|██▍       | 854/3515 [02:59<08:27,  5.25it/s]
overall:  21%|██▏       | 855/4000 [03:02<10:48,  4.85it/s]

train:  24%|██▍       | 855/3515 [03:00<09:08,  4.85it/s]
overall:  21%|██▏       | 856/4000 [03:03<10:53,  4.81it/s]

train:  24%|██▍       | 856/3515 [03:00<09:12,  4.81it/s]
overall:  21%|██▏       | 858/4000 [03:03<09:17,  5.64it/s]

train:  24%|██▍       | 858/3515 [03:00<07:51,  5.64it/s]
overall:  21%|██▏       | 859/4000 [03:03<08:51,  5.92it/s]

train:  24%|██▍       | 859/3515 [03:00<07:29,  5.92it/s]
overall:  22%|██▏       | 860/4000 [03:03<09:40,  5.40it/s]

train:  24%|██▍       | 860/3515 [03:01<08:11,  5.40it/s]
overall:  22%|██▏       | 861/4000 [03:04<09:40,  5.40it/s]

train:  24%|██▍       | 861/3515 [03:01<08:11,  5.40it/s]
overall:  22%|██▏       | 862/4000 [03:04<10:29,  4.99it/s]

train:  25%|██▍       | 862/3515 [03:01<08:52,  4.99it/s]
overall:  22%|██▏       | 863/4000 [03:04<10:51,  4.82it/s]

train:  25%|██▍       | 863/3515 [03:01<09:10,  4.82it/s]
overall:  22%|██▏       | 864/4000 [03:04<11:13,  4.65it/s]

train:  25%|██▍       | 864/3515 [03:01<09:29,  4.65it/s]
overall:  22%|██▏       | 865/4000 [03:04<11:30,  4.54it/s]

train:  25%|██▍       | 865/3515 [03:02<09:43,  4.54it/s]
overall:  22%|██▏       | 866/4000 [03:05<12:15,  4.26it/s]

train:  25%|██▍       | 866/3515 [03:02<10:22,  4.26it/s]
overall:  22%|██▏       | 867/4000 [03:05<11:50,  4.41it/s]

train:  25%|██▍       | 867/3515 [03:02<10:00,  4.41it/s]
overall:  22%|██▏       | 869/4000 [03:05<09:30,  5.49it/s]

train:  25%|██▍       | 869/3515 [03:02<08:01,  5.49it/s]
overall:  22%|██▏       | 870/4000 [03:05<10:03,  5.19it/s]

train:  25%|██▍       | 870/3515 [03:03<08:29,  5.19it/s]
overall:  22%|██▏       | 871/4000 [03:06<09:54,  5.26it/s]

train:  25%|██▍       | 871/3515 [03:03<08:22,  5.26it/s]
overall:  22%|██▏       | 872/4000 [03:06<10:17,  5.06it/s]

train:  25%|██▍       | 872/3515 [03:03<08:41,  5.06it/s]
overall:  22%|██▏       | 873/4000 [03:06<11:38,  4.48it/s]

train:  25%|██▍       | 873/3515 [03:03<09:49,  4.48it/s]
overall:  22%|██▏       | 874/4000 [03:06<12:00,  4.34it/s]

train:  25%|██▍       | 874/3515 [03:04<10:08,  4.34it/s]
overall:  22%|██▏       | 875/4000 [03:07<11:56,  4.36it/s]

train:  25%|██▍       | 875/3515 [03:04<10:05,  4.36it/s]
overall:  22%|██▏       | 876/4000 [03:07<11:48,  4.41it/s]

train:  25%|██▍       | 876/3515 [03:04<09:58,  4.41it/s]
overall:  22%|██▏       | 877/4000 [03:07<11:08,  4.67it/s]

train:  25%|██▍       | 877/3515 [03:04<09:24,  4.67it/s]
overall:  22%|██▏       | 878/4000 [03:07<10:59,  4.73it/s]

train:  25%|██▍       | 878/3515 [03:04<09:17,  4.73it/s]
overall:  22%|██▏       | 879/4000 [03:07<10:34,  4.92it/s]

train:  25%|██▌       | 879/3515 [03:05<08:55,  4.92it/s]
overall:  22%|██▏       | 880/4000 [03:08<10:38,  4.89it/s]

train:  25%|██▌       | 880/3515 [03:05<08:59,  4.88it/s]
overall:  22%|██▏       | 881/4000 [03:08<10:44,  4.84it/s]

train:  25%|██▌       | 881/3515 [03:05<09:03,  4.84it/s]
overall:  22%|██▏       | 882/4000 [03:08<10:43,  4.85it/s]

train:  25%|██▌       | 882/3515 [03:05<09:03,  4.85it/s]
overall:  22%|██▏       | 883/4000 [03:08<10:39,  4.88it/s]

train:  25%|██▌       | 883/3515 [03:05<08:59,  4.88it/s]
overall:  22%|██▏       | 884/4000 [03:08<10:49,  4.80it/s]

train:  25%|██▌       | 884/3515 [03:06<09:08,  4.80it/s]
overall:  22%|██▏       | 885/4000 [03:09<10:51,  4.78it/s]

train:  25%|██▌       | 885/3515 [03:06<09:10,  4.78it/s]
overall:  22%|██▏       | 886/4000 [03:09<11:25,  4.54it/s]

train:  25%|██▌       | 886/3515 [03:06<09:39,  4.54it/s]
overall:  22%|██▏       | 887/4000 [03:09<11:29,  4.52it/s]

train:  25%|██▌       | 887/3515 [03:06<09:41,  4.52it/s]
overall:  22%|██▏       | 888/4000 [03:09<11:45,  4.41it/s]

train:  25%|██▌       | 888/3515 [03:07<09:55,  4.41it/s]
overall:  22%|██▏       | 889/4000 [03:10<11:49,  4.38it/s]

train:  25%|██▌       | 889/3515 [03:07<09:58,  4.38it/s]
overall:  22%|██▏       | 890/4000 [03:10<11:50,  4.38it/s]

train:  25%|██▌       | 890/3515 [03:07<09:59,  4.38it/s]
overall:  22%|██▏       | 891/4000 [03:10<11:37,  4.46it/s]

train:  25%|██▌       | 891/3515 [03:07<09:48,  4.46it/s]
overall:  22%|██▏       | 892/4000 [03:10<09:50,  5.26it/s]

train:  25%|██▌       | 892/3515 [03:07<08:18,  5.26it/s]
overall:  22%|██▏       | 893/4000 [03:10<11:07,  4.66it/s]

train:  25%|██▌       | 893/3515 [03:08<09:22,  4.66it/s]
overall:  22%|██▏       | 894/4000 [03:11<11:15,  4.60it/s]

train:  25%|██▌       | 894/3515 [03:08<09:30,  4.60it/s]
overall:  22%|██▏       | 895/4000 [03:11<10:08,  5.10it/s]

train:  25%|██▌       | 895/3515 [03:08<08:33,  5.10it/s]
overall:  22%|██▏       | 896/4000 [03:11<10:14,  5.05it/s]

train:  25%|██▌       | 896/3515 [03:08<08:38,  5.05it/s]
overall:  22%|██▏       | 897/4000 [03:11<11:27,  4.51it/s]

train:  26%|██▌       | 897/3515 [03:08<09:40,  4.51it/s]
overall:  22%|██▏       | 898/4000 [03:11<11:45,  4.39it/s]

train:  26%|██▌       | 898/3515 [03:09<09:55,  4.39it/s]
overall:  22%|██▏       | 899/4000 [03:12<11:23,  4.54it/s]

train:  26%|██▌       | 899/3515 [03:09<09:36,  4.54it/s]
overall:  22%|██▎       | 900/4000 [03:12<10:51,  4.76it/s]

train:  26%|██▌       | 900/3515 [03:09<09:09,  4.76it/s]
overall:  23%|██▎       | 901/4000 [03:12<10:58,  4.71it/s]

train:  26%|██▌       | 901/3515 [03:09<09:15,  4.71it/s]
overall:  23%|██▎       | 902/4000 [03:12<10:53,  4.74it/s]

train:  26%|██▌       | 902/3515 [03:10<09:11,  4.74it/s]
overall:  23%|██▎       | 903/4000 [03:13<10:56,  4.71it/s]

train:  26%|██▌       | 903/3515 [03:10<09:14,  4.71it/s]
overall:  23%|██▎       | 904/4000 [03:13<11:01,  4.68it/s]

train:  26%|██▌       | 904/3515 [03:10<09:18,  4.68it/s]
overall:  23%|██▎       | 905/4000 [03:13<11:04,  4.66it/s]

train:  26%|██▌       | 905/3515 [03:10<09:20,  4.66it/s]
overall:  23%|██▎       | 906/4000 [03:13<11:02,  4.67it/s]

train:  26%|██▌       | 906/3515 [03:10<09:18,  4.67it/s]
overall:  23%|██▎       | 907/4000 [03:13<11:06,  4.64it/s]

train:  26%|██▌       | 907/3515 [03:11<09:21,  4.64it/s]
overall:  23%|██▎       | 908/4000 [03:14<11:02,  4.67it/s]

train:  26%|██▌       | 908/3515 [03:11<09:18,  4.67it/s]
overall:  23%|██▎       | 909/4000 [03:14<11:04,  4.65it/s]

train:  26%|██▌       | 909/3515 [03:11<09:19,  4.65it/s]
overall:  23%|██▎       | 910/4000 [03:14<10:53,  4.73it/s]

train:  26%|██▌       | 910/3515 [03:11<09:11,  4.73it/s]
overall:  23%|██▎       | 911/4000 [03:14<10:59,  4.69it/s]

train:  26%|██▌       | 911/3515 [03:11<09:15,  4.69it/s]
overall:  23%|██▎       | 913/4000 [03:15<09:30,  5.41it/s]

train:  26%|██▌       | 913/3515 [03:12<08:00,  5.41it/s]
overall:  23%|██▎       | 914/4000 [03:15<10:58,  4.69it/s]

train:  26%|██▌       | 914/3515 [03:12<09:15,  4.69it/s]
overall:  23%|██▎       | 915/4000 [03:15<10:43,  4.79it/s]

train:  26%|██▌       | 915/3515 [03:12<09:02,  4.79it/s]
overall:  23%|██▎       | 916/4000 [03:15<10:43,  4.79it/s]

train:  26%|██▌       | 916/3515 [03:12<09:02,  4.79it/s]
overall:  23%|██▎       | 917/4000 [03:16<12:17,  4.18it/s]

train:  26%|██▌       | 917/3515 [03:13<10:21,  4.18it/s]
overall:  23%|██▎       | 918/4000 [03:16<11:48,  4.35it/s]

train:  26%|██▌       | 918/3515 [03:13<09:56,  4.35it/s]
overall:  23%|██▎       | 919/4000 [03:16<11:39,  4.40it/s]

train:  26%|██▌       | 919/3515 [03:13<09:49,  4.40it/s]
overall:  23%|██▎       | 920/4000 [03:16<11:36,  4.42it/s]

train:  26%|██▌       | 920/3515 [03:13<09:46,  4.42it/s]
overall:  23%|██▎       | 921/4000 [03:16<12:05,  4.24it/s]

train:  26%|██▌       | 921/3515 [03:14<10:11,  4.24it/s]
overall:  23%|██▎       | 922/4000 [03:17<11:53,  4.31it/s]

train:  26%|██▌       | 922/3515 [03:14<10:01,  4.31it/s]
overall:  23%|██▎       | 923/4000 [03:17<11:33,  4.44it/s]

train:  26%|██▋       | 923/3515 [03:14<09:43,  4.44it/s]
overall:  23%|██▎       | 924/4000 [03:17<11:31,  4.45it/s]

train:  26%|██▋       | 924/3515 [03:14<09:42,  4.45it/s]
overall:  23%|██▎       | 925/4000 [03:17<11:39,  4.40it/s]

train:  26%|██▋       | 925/3515 [03:15<09:49,  4.40it/s]
overall:  23%|██▎       | 926/4000 [03:18<11:27,  4.47it/s]

train:  26%|██▋       | 926/3515 [03:15<09:38,  4.47it/s]
overall:  23%|██▎       | 927/4000 [03:18<11:25,  4.48it/s]

train:  26%|██▋       | 927/3515 [03:15<09:37,  4.48it/s]
overall:  23%|██▎       | 928/4000 [03:18<11:17,  4.54it/s]

train:  26%|██▋       | 928/3515 [03:15<09:30,  4.54it/s]
overall:  23%|██▎       | 930/4000 [03:18<09:24,  5.44it/s]

train:  26%|██▋       | 930/3515 [03:16<07:54,  5.44it/s]
overall:  23%|██▎       | 931/4000 [03:18<09:22,  5.45it/s]

train:  26%|██▋       | 931/3515 [03:16<07:53,  5.45it/s]
overall:  23%|██▎       | 933/4000 [03:19<06:58,  7.32it/s]

train:  27%|██▋       | 933/3515 [03:16<05:52,  7.32it/s]
overall:  23%|██▎       | 934/4000 [03:19<08:06,  6.31it/s]

train:  27%|██▋       | 934/3515 [03:16<06:49,  6.31it/s]
overall:  23%|██▎       | 935/4000 [03:19<08:43,  5.86it/s]

train:  27%|██▋       | 935/3515 [03:16<07:20,  5.86it/s]
overall:  23%|██▎       | 936/4000 [03:19<09:15,  5.52it/s]

train:  27%|██▋       | 936/3515 [03:16<07:47,  5.52it/s]
overall:  23%|██▎       | 937/4000 [03:19<10:14,  4.98it/s]

train:  27%|██▋       | 937/3515 [03:17<08:37,  4.98it/s]
overall:  23%|██▎       | 938/4000 [03:20<11:13,  4.54it/s]

train:  27%|██▋       | 938/3515 [03:17<09:27,  4.54it/s]
overall:  23%|██▎       | 939/4000 [03:20<11:05,  4.60it/s]

train:  27%|██▋       | 939/3515 [03:17<09:19,  4.60it/s]
overall:  24%|██▎       | 940/4000 [03:20<11:09,  4.57it/s]

train:  27%|██▋       | 940/3515 [03:17<09:23,  4.57it/s]
overall:  24%|██▎       | 941/4000 [03:20<11:58,  4.26it/s]

train:  27%|██▋       | 941/3515 [03:18<10:04,  4.26it/s]
overall:  24%|██▎       | 942/4000 [03:21<11:48,  4.31it/s]

train:  27%|██▋       | 942/3515 [03:18<09:56,  4.31it/s]
overall:  24%|██▎       | 943/4000 [03:21<11:34,  4.40it/s]

train:  27%|██▋       | 943/3515 [03:18<09:44,  4.40it/s]
overall:  24%|██▎       | 944/4000 [03:21<11:38,  4.38it/s]

train:  27%|██▋       | 944/3515 [03:18<09:47,  4.38it/s]
overall:  24%|██▎       | 945/4000 [03:21<10:20,  4.92it/s]

train:  27%|██▋       | 945/3515 [03:19<08:42,  4.92it/s]
overall:  24%|██▎       | 946/4000 [03:22<10:58,  4.64it/s]

train:  27%|██▋       | 946/3515 [03:19<09:13,  4.64it/s]
overall:  24%|██▎       | 947/4000 [03:22<09:18,  5.47it/s]

train:  27%|██▋       | 947/3515 [03:19<07:49,  5.47it/s]
overall:  24%|██▎       | 948/4000 [03:22<09:47,  5.19it/s]

train:  27%|██▋       | 948/3515 [03:19<08:14,  5.19it/s]
overall:  24%|██▎       | 949/4000 [03:22<10:00,  5.08it/s]

train:  27%|██▋       | 949/3515 [03:19<08:25,  5.08it/s]
overall:  24%|██▍       | 950/4000 [03:22<09:34,  5.30it/s]

train:  27%|██▋       | 950/3515 [03:19<08:03,  5.31it/s]
overall:  24%|██▍       | 951/4000 [03:22<10:11,  4.99it/s]

train:  27%|██▋       | 951/3515 [03:20<08:34,  4.99it/s]
overall:  24%|██▍       | 952/4000 [03:23<09:05,  5.58it/s]

train:  27%|██▋       | 952/3515 [03:20<07:38,  5.58it/s]
overall:  24%|██▍       | 953/4000 [03:23<09:28,  5.36it/s]

train:  27%|██▋       | 953/3515 [03:20<07:58,  5.36it/s]
overall:  24%|██▍       | 954/4000 [03:23<09:56,  5.10it/s]

train:  27%|██▋       | 954/3515 [03:20<08:21,  5.10it/s]
overall:  24%|██▍       | 955/4000 [03:23<08:40,  5.85it/s]

train:  27%|██▋       | 955/3515 [03:20<07:17,  5.85it/s]
overall:  24%|██▍       | 956/4000 [03:23<09:19,  5.44it/s]

train:  27%|██▋       | 956/3515 [03:21<07:50,  5.44it/s]
overall:  24%|██▍       | 957/4000 [03:24<09:41,  5.23it/s]

train:  27%|██▋       | 957/3515 [03:21<08:08,  5.23it/s]
overall:  24%|██▍       | 958/4000 [03:24<10:20,  4.90it/s]

train:  27%|██▋       | 958/3515 [03:21<08:41,  4.90it/s]
overall:  24%|██▍       | 959/4000 [03:24<10:15,  4.94it/s]

train:  27%|██▋       | 959/3515 [03:21<08:37,  4.94it/s]
overall:  24%|██▍       | 960/4000 [03:24<10:39,  4.76it/s]

train:  27%|██▋       | 960/3515 [03:21<08:57,  4.76it/s]
overall:  24%|██▍       | 961/4000 [03:24<10:52,  4.66it/s]

train:  27%|██▋       | 961/3515 [03:22<09:08,  4.66it/s]
overall:  24%|██▍       | 962/4000 [03:25<11:57,  4.24it/s]

train:  27%|██▋       | 962/3515 [03:22<10:02,  4.24it/s]
overall:  24%|██▍       | 963/4000 [03:25<11:37,  4.35it/s]

train:  27%|██▋       | 963/3515 [03:22<09:46,  4.35it/s]
overall:  24%|██▍       | 964/4000 [03:25<11:06,  4.56it/s]

train:  27%|██▋       | 964/3515 [03:22<09:19,  4.56it/s]
overall:  24%|██▍       | 965/4000 [03:25<12:05,  4.18it/s]

train:  27%|██▋       | 965/3515 [03:23<10:09,  4.18it/s]
overall:  24%|██▍       | 966/4000 [03:26<11:54,  4.25it/s]

train:  27%|██▋       | 966/3515 [03:23<10:00,  4.25it/s]
overall:  24%|██▍       | 967/4000 [03:26<11:18,  4.47it/s]

train:  28%|██▊       | 967/3515 [03:23<09:30,  4.47it/s]
overall:  24%|██▍       | 968/4000 [03:26<11:05,  4.55it/s]

train:  28%|██▊       | 968/3515 [03:23<09:19,  4.55it/s]
overall:  24%|██▍       | 969/4000 [03:26<11:54,  4.24it/s]

train:  28%|██▊       | 969/3515 [03:24<10:00,  4.24it/s]
overall:  24%|██▍       | 970/4000 [03:27<12:05,  4.18it/s]

train:  28%|██▊       | 970/3515 [03:24<10:09,  4.17it/s]
overall:  24%|██▍       | 971/4000 [03:27<11:14,  4.49it/s]

train:  28%|██▊       | 971/3515 [03:24<09:26,  4.49it/s]
overall:  24%|██▍       | 972/4000 [03:27<10:58,  4.60it/s]

train:  28%|██▊       | 972/3515 [03:24<09:13,  4.60it/s]
overall:  24%|██▍       | 973/4000 [03:27<11:16,  4.48it/s]

train:  28%|██▊       | 973/3515 [03:24<09:27,  4.48it/s]
overall:  24%|██▍       | 974/4000 [03:27<11:15,  4.48it/s]

train:  28%|██▊       | 974/3515 [03:25<09:27,  4.48it/s]
overall:  24%|██▍       | 975/4000 [03:28<11:22,  4.43it/s]

train:  28%|██▊       | 975/3515 [03:25<09:32,  4.43it/s]
overall:  24%|██▍       | 976/4000 [03:28<11:07,  4.53it/s]

train:  28%|██▊       | 976/3515 [03:25<09:20,  4.53it/s]
overall:  24%|██▍       | 977/4000 [03:28<10:38,  4.73it/s]

train:  28%|██▊       | 977/3515 [03:25<08:56,  4.73it/s]
overall:  24%|██▍       | 978/4000 [03:28<10:23,  4.85it/s]

train:  28%|██▊       | 978/3515 [03:25<08:43,  4.85it/s]
overall:  24%|██▍       | 979/4000 [03:28<10:30,  4.79it/s]

train:  28%|██▊       | 979/3515 [03:26<08:49,  4.79it/s]
overall:  24%|██▍       | 980/4000 [03:29<10:46,  4.67it/s]

train:  28%|██▊       | 980/3515 [03:26<09:02,  4.67it/s]
overall:  25%|██▍       | 981/4000 [03:29<10:39,  4.72it/s]

train:  28%|██▊       | 981/3515 [03:26<08:56,  4.72it/s]
overall:  25%|██▍       | 982/4000 [03:29<10:46,  4.67it/s]

train:  28%|██▊       | 982/3515 [03:26<09:02,  4.67it/s]
overall:  25%|██▍       | 983/4000 [03:29<10:52,  4.62it/s]

train:  28%|██▊       | 983/3515 [03:27<09:07,  4.62it/s]
overall:  25%|██▍       | 984/4000 [03:30<11:11,  4.49it/s]

train:  28%|██▊       | 984/3515 [03:27<09:23,  4.49it/s]
overall:  25%|██▍       | 985/4000 [03:30<11:34,  4.34it/s]

train:  28%|██▊       | 985/3515 [03:27<09:42,  4.34it/s]
overall:  25%|██▍       | 986/4000 [03:30<12:09,  4.13it/s]

train:  28%|██▊       | 986/3515 [03:27<10:12,  4.13it/s]
overall:  25%|██▍       | 987/4000 [03:30<11:24,  4.40it/s]

train:  28%|██▊       | 987/3515 [03:28<09:33,  4.40it/s]
overall:  25%|██▍       | 988/4000 [03:30<11:14,  4.47it/s]

train:  28%|██▊       | 988/3515 [03:28<09:25,  4.47it/s]
overall:  25%|██▍       | 989/4000 [03:31<11:48,  4.25it/s]

train:  28%|██▊       | 989/3515 [03:28<09:54,  4.25it/s]
overall:  25%|██▍       | 990/4000 [03:31<11:22,  4.41it/s]

train:  28%|██▊       | 990/3515 [03:28<09:32,  4.41it/s]
overall:  25%|██▍       | 991/4000 [03:31<11:11,  4.48it/s]

train:  28%|██▊       | 991/3515 [03:28<09:23,  4.48it/s]
overall:  25%|██▍       | 992/4000 [03:31<10:55,  4.59it/s]

train:  28%|██▊       | 992/3515 [03:29<09:09,  4.59it/s]
overall:  25%|██▍       | 993/4000 [03:32<11:55,  4.20it/s]

train:  28%|██▊       | 993/3515 [03:29<10:00,  4.20it/s]
overall:  25%|██▍       | 994/4000 [03:32<11:58,  4.18it/s]

train:  28%|██▊       | 994/3515 [03:29<10:02,  4.18it/s]
overall:  25%|██▍       | 995/4000 [03:32<11:40,  4.29it/s]

train:  28%|██▊       | 995/3515 [03:29<09:47,  4.29it/s]
overall:  25%|██▍       | 996/4000 [03:32<10:43,  4.66it/s]

train:  28%|██▊       | 996/3515 [03:30<09:00,  4.66it/s]
overall:  25%|██▍       | 997/4000 [03:33<10:54,  4.59it/s]

train:  28%|██▊       | 997/3515 [03:30<09:08,  4.59it/s]
overall:  25%|██▍       | 998/4000 [03:33<10:47,  4.63it/s]

train:  28%|██▊       | 998/3515 [03:30<09:03,  4.63it/s]
overall:  25%|██▍       | 999/4000 [03:33<10:50,  4.62it/s]

train:  28%|██▊       | 999/3515 [03:30<09:05,  4.62it/s]train loss: 3.755110263824463
train per: 0.8836087969783826
train loss: 2.717393398284912
train per: 0.7016188844275082
train loss: 2.5593373775482178
train per: 0.6739869688238196
train loss: 2.508640766143799
train per: 0.6610557946471771
train loss: 2.4964773654937744
train per: 0.6588429214839578
train loss: 2.455961227416992
train per: 0.6525141166980372
train loss: 2.3878111839294434
train per: 0.6365499073080301
train loss: 2.4747400283813477
train per: 0.6501807164877219
train loss: 2.3718717098236084
train per: 0.6323779864726777
train loss: 2.3568918704986572
train per: 0.6285831734721842
train loss: 2.3559601306915283
train per: 0.6368973960664542
train loss: 2.380638599395752
train per: 0.6334605093647805
train loss: 2.426271677017212
train per: 0.640734636213798
train loss: 2.378354787826538
train per: 0.6311168842803073
train loss: 2.3091609477996826
train per: 0.619716983353347
train loss: 2.3374829292297363
train per: 0.6258259655653793
train loss: 2.3158154487609863
train per: 0.6247195022439821
train loss: 2.3264870643615723
train per: 0.6277580469252496
train loss: 2.341822862625122
train per: 0.6216223660652803
train loss: 2.299330472946167
train per: 0.6207894869341927
train loss: 2.287527561187744
train per: 0.6172038767910429
train loss: 2.333606243133545
train per: 0.6257816620206434
train loss: 2.3416924476623535
train per: 0.6217664368219948
train loss: 2.3290343284606934
train per: 0.6190464753212441
train loss: 2.300615072250366
train per: 0.6165678362833831
train loss: 2.267777681350708
train per: 0.6144092963202066
train loss: 2.3106164932250977
train per: 0.6195780757097792
train loss: 2.2758803367614746
train per: 0.6088442348438248
train loss: 2.2793467044830322
train per: 0.609667468367667
train loss: 2.2837672233581543
train per: 0.6147133651948546
train loss: 2.3084685802459717
train per: 0.6160626365972572
train loss: 2.263735294342041
train per: 0.6101993827462892
train loss: 2.302485942840576
train per: 0.6182167476551023
train loss: 2.2919223308563232
train per: 0.6158203835559483
train loss: 2.280129909515381
train per: 0.6181649675625579
train loss: 2.2645492553710938
train per: 0.6151642698468374
train loss: 2.331104278564453
train per: 0.6190074115770711
train loss: 2.3196184635162354
train per: 0.618004338394794
train loss: 2.2917189598083496
train per: 0.6155452892318278
train loss: 2.305776596069336
train per: 0.6123659807058933
train loss: 2.271956443786621
train per: 0.6159385755890918
train loss: 2.270531177520752
train per: 0.6121579551040471
train loss: 2.2836155891418457
train per: 0.6092880051314945
train loss: 2.305788516998291
train per: 0.6164321265253531
train loss: 2.2701621055603027
train per: 0.6073167654850511
train loss: 2.2605462074279785
train per: 0.608641975308642
train loss: 2.292062282562256
train per: 0.6154343329886246
train loss: 2.2961649894714355
train per: 0.6165600280769957
train loss: 2.274716377258301
train per: 0.6102141143030219
train loss: 2.230844497680664
train per: 0.6052326012303283
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:   9%|▉         | 237/2703 [00:00<00:01, 2367.40it/s]


word -> phonemes:  19%|█▉        | 521/2703 [00:00<00:00, 2641.99it/s]


word -> phonemes:  29%|██▉       | 786/2703 [00:00<00:00, 2450.92it/s]


word -> phonemes:  38%|███▊      | 1033/2703 [00:00<00:00, 2328.44it/s]


word -> phonemes:  48%|████▊     | 1310/2703 [00:00<00:00, 2474.42it/s]


word -> phonemes:  59%|█████▉    | 1600/2703 [00:00<00:00, 2610.29it/s]


word -> phonemes:  69%|██████▉   | 1863/2703 [00:00<00:00, 2542.25it/s]


word -> phonemes:  78%|███████▊  | 2119/2703 [00:00<00:00, 2536.12it/s]


word -> phonemes:  89%|████████▊ | 2394/2703 [00:00<00:00, 2600.77it/s]


word -> phonemes:  98%|█████████▊| 2655/2703 [00:01<00:00, 2471.37it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2495.07it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:00<19:42,  2.29it/s]


dev:   0%|          | 3/2703 [00:00<07:36,  5.92it/s]


dev:   0%|          | 5/2703 [00:00<04:57,  9.08it/s]


dev:   0%|          | 7/2703 [00:00<03:56, 11.39it/s]


dev:   0%|          | 9/2703 [00:00<03:25, 13.12it/s]


dev:   0%|          | 11/2703 [00:01<03:00, 14.91it/s]


dev:   0%|          | 13/2703 [00:01<02:51, 15.69it/s]


dev:   1%|          | 15/2703 [00:01<02:52, 15.58it/s]


dev:   1%|          | 17/2703 [00:01<02:43, 16.44it/s]


dev:   1%|          | 19/2703 [00:01<02:41, 16.60it/s]


dev:   1%|          | 21/2703 [00:01<02:35, 17.25it/s]


dev:   1%|          | 23/2703 [00:01<02:30, 17.85it/s]


dev:   1%|          | 25/2703 [00:01<02:30, 17.84it/s]


dev:   1%|          | 27/2703 [00:01<02:35, 17.25it/s]


dev:   1%|          | 29/2703 [00:02<02:28, 17.99it/s]


dev:   1%|          | 32/2703 [00:02<02:23, 18.56it/s]


dev:   1%|▏         | 35/2703 [00:02<02:15, 19.72it/s]


dev:   1%|▏         | 38/2703 [00:02<02:16, 19.56it/s]


dev:   1%|▏         | 40/2703 [00:02<02:19, 19.15it/s]


dev:   2%|▏         | 43/2703 [00:02<02:14, 19.81it/s]


dev:   2%|▏         | 45/2703 [00:02<02:14, 19.80it/s]


dev:   2%|▏         | 48/2703 [00:02<02:12, 20.06it/s]


dev:   2%|▏         | 50/2703 [00:03<02:15, 19.60it/s]


dev:   2%|▏         | 52/2703 [00:03<02:17, 19.31it/s]


dev:   2%|▏         | 55/2703 [00:03<02:11, 20.12it/s]


dev:   2%|▏         | 58/2703 [00:03<02:06, 20.87it/s]


dev:   2%|▏         | 61/2703 [00:03<02:08, 20.59it/s]


dev:   2%|▏         | 64/2703 [00:03<02:17, 19.21it/s]


dev:   2%|▏         | 66/2703 [00:03<02:18, 18.98it/s]


dev:   3%|▎         | 69/2703 [00:04<02:13, 19.79it/s]


dev:   3%|▎         | 71/2703 [00:04<02:15, 19.44it/s]


dev:   3%|▎         | 73/2703 [00:04<02:17, 19.09it/s]


dev:   3%|▎         | 76/2703 [00:04<02:14, 19.54it/s]


dev:   3%|▎         | 79/2703 [00:04<02:10, 20.12it/s]


dev:   3%|▎         | 82/2703 [00:04<02:09, 20.16it/s]


dev:   3%|▎         | 85/2703 [00:04<02:15, 19.30it/s]


dev:   3%|▎         | 88/2703 [00:05<02:10, 19.97it/s]


dev:   3%|▎         | 91/2703 [00:05<02:10, 20.08it/s]


dev:   3%|▎         | 94/2703 [00:05<02:10, 19.99it/s]


dev:   4%|▎         | 97/2703 [00:05<02:10, 19.98it/s]


dev:   4%|▎         | 100/2703 [00:05<02:06, 20.65it/s]


dev:   4%|▍         | 103/2703 [00:05<02:09, 20.10it/s]


dev:   4%|▍         | 106/2703 [00:05<02:09, 20.13it/s]


dev:   4%|▍         | 109/2703 [00:06<02:07, 20.27it/s]


dev:   4%|▍         | 112/2703 [00:06<02:01, 21.39it/s]


dev:   4%|▍         | 115/2703 [00:06<02:05, 20.68it/s]


dev:   4%|▍         | 118/2703 [00:06<02:06, 20.38it/s]


dev:   4%|▍         | 121/2703 [00:06<02:01, 21.28it/s]


dev:   5%|▍         | 124/2703 [00:06<02:02, 21.07it/s]


dev:   5%|▍         | 127/2703 [00:06<02:01, 21.12it/s]


dev:   5%|▍         | 130/2703 [00:07<02:01, 21.10it/s]


dev:   5%|▍         | 133/2703 [00:07<02:02, 21.01it/s]


dev:   5%|▌         | 136/2703 [00:07<02:02, 21.02it/s]


dev:   5%|▌         | 139/2703 [00:07<01:56, 22.06it/s]


dev:   5%|▌         | 142/2703 [00:07<01:58, 21.56it/s]


dev:   5%|▌         | 145/2703 [00:07<01:59, 21.38it/s]


dev:   5%|▌         | 148/2703 [00:07<01:57, 21.72it/s]


dev:   6%|▌         | 151/2703 [00:08<01:57, 21.73it/s]


dev:   6%|▌         | 154/2703 [00:08<01:54, 22.24it/s]


dev:   6%|▌         | 157/2703 [00:08<01:54, 22.21it/s]


dev:   6%|▌         | 160/2703 [00:08<01:56, 21.92it/s]


dev:   6%|▌         | 163/2703 [00:08<01:52, 22.48it/s]


dev:   6%|▌         | 166/2703 [00:08<01:57, 21.55it/s]


dev:   6%|▋         | 169/2703 [00:08<01:52, 22.54it/s]


dev:   6%|▋         | 172/2703 [00:08<01:56, 21.67it/s]


dev:   6%|▋         | 175/2703 [00:09<01:57, 21.43it/s]


dev:   7%|▋         | 178/2703 [00:09<01:51, 22.66it/s]


dev:   7%|▋         | 181/2703 [00:09<01:52, 22.37it/s]


dev:   7%|▋         | 184/2703 [00:09<01:57, 21.51it/s]


dev:   7%|▋         | 187/2703 [00:09<01:55, 21.72it/s]


dev:   7%|▋         | 190/2703 [00:09<01:55, 21.70it/s]


dev:   7%|▋         | 193/2703 [00:09<01:54, 21.96it/s]


dev:   7%|▋         | 196/2703 [00:10<01:53, 22.08it/s]


dev:   7%|▋         | 199/2703 [00:10<01:52, 22.17it/s]


dev:   7%|▋         | 202/2703 [00:10<01:55, 21.57it/s]


dev:   8%|▊         | 205/2703 [00:10<01:52, 22.22it/s]


dev:   8%|▊         | 208/2703 [00:10<01:56, 21.43it/s]


dev:   8%|▊         | 211/2703 [00:10<01:58, 21.08it/s]


dev:   8%|▊         | 214/2703 [00:10<01:56, 21.45it/s]


dev:   8%|▊         | 217/2703 [00:10<01:49, 22.72it/s]


dev:   8%|▊         | 220/2703 [00:11<01:54, 21.60it/s]


dev:   8%|▊         | 223/2703 [00:11<01:57, 21.09it/s]


dev:   8%|▊         | 226/2703 [00:11<01:47, 23.01it/s]


dev:   8%|▊         | 229/2703 [00:11<01:48, 22.85it/s]


dev:   9%|▊         | 232/2703 [00:11<01:45, 23.38it/s]


dev:   9%|▊         | 235/2703 [00:11<01:48, 22.73it/s]


dev:   9%|▉         | 238/2703 [00:11<01:46, 23.07it/s]


dev:   9%|▉         | 241/2703 [00:12<01:48, 22.63it/s]


dev:   9%|▉         | 244/2703 [00:12<01:52, 21.88it/s]


dev:   9%|▉         | 247/2703 [00:12<01:52, 21.89it/s]


dev:   9%|▉         | 250/2703 [00:12<01:49, 22.50it/s]


dev:   9%|▉         | 253/2703 [00:12<01:46, 23.09it/s]


dev:   9%|▉         | 256/2703 [00:12<01:48, 22.57it/s]


dev:  10%|▉         | 259/2703 [00:12<01:50, 22.14it/s]


dev:  10%|▉         | 262/2703 [00:13<01:49, 22.30it/s]


dev:  10%|▉         | 265/2703 [00:13<01:50, 22.05it/s]


dev:  10%|▉         | 268/2703 [00:13<01:52, 21.62it/s]


dev:  10%|█         | 271/2703 [00:13<01:54, 21.31it/s]


dev:  10%|█         | 274/2703 [00:13<01:49, 22.22it/s]


dev:  10%|█         | 277/2703 [00:13<01:47, 22.67it/s]


dev:  10%|█         | 280/2703 [00:13<01:45, 23.01it/s]


dev:  10%|█         | 283/2703 [00:13<01:47, 22.44it/s]


dev:  11%|█         | 286/2703 [00:14<01:51, 21.68it/s]


dev:  11%|█         | 289/2703 [00:14<01:54, 21.09it/s]


dev:  11%|█         | 292/2703 [00:14<01:54, 21.05it/s]


dev:  11%|█         | 295/2703 [00:14<01:55, 20.91it/s]


dev:  11%|█         | 298/2703 [00:14<01:50, 21.68it/s]


dev:  11%|█         | 301/2703 [00:14<01:46, 22.49it/s]


dev:  11%|█         | 304/2703 [00:14<01:43, 23.16it/s]


dev:  11%|█▏        | 307/2703 [00:15<01:48, 22.03it/s]


dev:  11%|█▏        | 310/2703 [00:15<01:49, 21.92it/s]


dev:  12%|█▏        | 313/2703 [00:15<01:49, 21.76it/s]


dev:  12%|█▏        | 316/2703 [00:15<01:48, 22.04it/s]


dev:  12%|█▏        | 319/2703 [00:15<01:48, 21.91it/s]


dev:  12%|█▏        | 322/2703 [00:15<01:47, 22.15it/s]


dev:  12%|█▏        | 325/2703 [00:15<01:45, 22.59it/s]


dev:  12%|█▏        | 328/2703 [00:15<01:42, 23.14it/s]


dev:  12%|█▏        | 331/2703 [00:16<01:40, 23.49it/s]


dev:  12%|█▏        | 334/2703 [00:16<01:43, 22.82it/s]


dev:  12%|█▏        | 337/2703 [00:16<01:45, 22.41it/s]


dev:  13%|█▎        | 340/2703 [00:16<01:42, 22.99it/s]


dev:  13%|█▎        | 343/2703 [00:16<01:45, 22.37it/s]


dev:  13%|█▎        | 346/2703 [00:16<01:45, 22.39it/s]


dev:  13%|█▎        | 349/2703 [00:16<01:47, 21.92it/s]


dev:  13%|█▎        | 352/2703 [00:17<01:42, 22.84it/s]


dev:  13%|█▎        | 355/2703 [00:17<01:41, 23.16it/s]


dev:  13%|█▎        | 358/2703 [00:17<01:42, 22.80it/s]


dev:  13%|█▎        | 361/2703 [00:17<01:45, 22.27it/s]


dev:  13%|█▎        | 364/2703 [00:17<01:40, 23.19it/s]


dev:  14%|█▎        | 367/2703 [00:17<01:36, 24.21it/s]


dev:  14%|█▎        | 370/2703 [00:17<01:35, 24.46it/s]


dev:  14%|█▍        | 373/2703 [00:17<01:33, 24.87it/s]


dev:  14%|█▍        | 376/2703 [00:18<01:36, 24.03it/s]


dev:  14%|█▍        | 379/2703 [00:18<01:36, 24.14it/s]


dev:  14%|█▍        | 382/2703 [00:18<01:40, 22.99it/s]


dev:  14%|█▍        | 385/2703 [00:18<01:47, 21.61it/s]


dev:  14%|█▍        | 388/2703 [00:18<01:43, 22.29it/s]


dev:  14%|█▍        | 391/2703 [00:18<01:39, 23.32it/s]


dev:  15%|█▍        | 394/2703 [00:18<01:41, 22.76it/s]


dev:  15%|█▍        | 397/2703 [00:19<01:43, 22.31it/s]


dev:  15%|█▍        | 400/2703 [00:19<01:43, 22.34it/s]


dev:  15%|█▍        | 403/2703 [00:19<01:46, 21.62it/s]


dev:  15%|█▌        | 406/2703 [00:19<01:48, 21.18it/s]


dev:  15%|█▌        | 409/2703 [00:19<01:47, 21.27it/s]


dev:  15%|█▌        | 412/2703 [00:19<01:42, 22.41it/s]


dev:  15%|█▌        | 415/2703 [00:19<01:42, 22.27it/s]


dev:  15%|█▌        | 418/2703 [00:19<01:39, 23.07it/s]


dev:  16%|█▌        | 421/2703 [00:20<01:41, 22.51it/s]


dev:  16%|█▌        | 424/2703 [00:20<01:41, 22.44it/s]


dev:  16%|█▌        | 427/2703 [00:20<01:36, 23.64it/s]


dev:  16%|█▌        | 430/2703 [00:20<01:35, 23.71it/s]


dev:  16%|█▌        | 433/2703 [00:20<01:36, 23.50it/s]


dev:  16%|█▌        | 436/2703 [00:20<01:37, 23.31it/s]


dev:  16%|█▌        | 439/2703 [00:20<01:38, 22.96it/s]


dev:  16%|█▋        | 442/2703 [00:21<01:41, 22.17it/s]


dev:  16%|█▋        | 445/2703 [00:21<01:41, 22.23it/s]


dev:  17%|█▋        | 448/2703 [00:21<01:38, 22.85it/s]


dev:  17%|█▋        | 451/2703 [00:21<01:36, 23.38it/s]


dev:  17%|█▋        | 454/2703 [00:21<01:39, 22.59it/s]


dev:  17%|█▋        | 457/2703 [00:21<01:39, 22.65it/s]


dev:  17%|█▋        | 460/2703 [00:21<01:32, 24.26it/s]


dev:  17%|█▋        | 463/2703 [00:21<01:33, 23.83it/s]


dev:  17%|█▋        | 466/2703 [00:22<01:30, 24.69it/s]


dev:  17%|█▋        | 469/2703 [00:22<01:30, 24.80it/s]


dev:  17%|█▋        | 472/2703 [00:22<01:28, 25.28it/s]


dev:  18%|█▊        | 475/2703 [00:22<01:29, 24.98it/s]


dev:  18%|█▊        | 478/2703 [00:22<01:31, 24.39it/s]


dev:  18%|█▊        | 481/2703 [00:22<01:32, 23.90it/s]


dev:  18%|█▊        | 484/2703 [00:22<01:33, 23.82it/s]


dev:  18%|█▊        | 487/2703 [00:22<01:35, 23.30it/s]


dev:  18%|█▊        | 490/2703 [00:23<01:37, 22.75it/s]


dev:  18%|█▊        | 493/2703 [00:23<01:42, 21.47it/s]


dev:  18%|█▊        | 496/2703 [00:23<01:40, 22.02it/s]


dev:  18%|█▊        | 499/2703 [00:23<01:37, 22.59it/s]


dev:  19%|█▊        | 502/2703 [00:23<01:34, 23.29it/s]


dev:  19%|█▊        | 505/2703 [00:23<01:36, 22.68it/s]


dev:  19%|█▉        | 508/2703 [00:23<01:33, 23.42it/s]


dev:  19%|█▉        | 511/2703 [00:23<01:34, 23.30it/s]


dev:  19%|█▉        | 514/2703 [00:24<01:33, 23.30it/s]


dev:  19%|█▉        | 517/2703 [00:24<01:29, 24.43it/s]


dev:  19%|█▉        | 520/2703 [00:24<01:33, 23.36it/s]


dev:  19%|█▉        | 523/2703 [00:24<01:30, 24.13it/s]


dev:  19%|█▉        | 526/2703 [00:24<01:29, 24.35it/s]


dev:  20%|█▉        | 529/2703 [00:24<01:31, 23.83it/s]


dev:  20%|█▉        | 532/2703 [00:24<01:32, 23.43it/s]


dev:  20%|█▉        | 535/2703 [00:24<01:31, 23.68it/s]


dev:  20%|█▉        | 538/2703 [00:25<01:32, 23.51it/s]


dev:  20%|██        | 541/2703 [00:25<01:32, 23.41it/s]


dev:  20%|██        | 544/2703 [00:25<01:32, 23.31it/s]


dev:  20%|██        | 547/2703 [00:25<01:29, 24.17it/s]


dev:  20%|██        | 550/2703 [00:25<01:32, 23.20it/s]


dev:  20%|██        | 553/2703 [00:25<01:33, 22.95it/s]


dev:  21%|██        | 556/2703 [00:25<01:33, 22.96it/s]


dev:  21%|██        | 559/2703 [00:25<01:33, 22.91it/s]


dev:  21%|██        | 562/2703 [00:26<01:31, 23.30it/s]


dev:  21%|██        | 565/2703 [00:26<01:38, 21.67it/s]


dev:  21%|██        | 568/2703 [00:26<01:34, 22.65it/s]


dev:  21%|██        | 571/2703 [00:26<01:37, 21.91it/s]


dev:  21%|██        | 574/2703 [00:26<01:36, 22.12it/s]


dev:  21%|██▏       | 577/2703 [00:26<01:28, 23.90it/s]


dev:  21%|██▏       | 580/2703 [00:26<01:29, 23.60it/s]


dev:  22%|██▏       | 583/2703 [00:27<01:28, 23.88it/s]


dev:  22%|██▏       | 586/2703 [00:27<01:27, 24.20it/s]


dev:  22%|██▏       | 589/2703 [00:27<01:27, 24.10it/s]


dev:  22%|██▏       | 592/2703 [00:27<01:25, 24.68it/s]


dev:  22%|██▏       | 595/2703 [00:27<01:28, 23.70it/s]


dev:  22%|██▏       | 599/2703 [00:27<01:20, 26.13it/s]


dev:  22%|██▏       | 602/2703 [00:27<01:24, 24.72it/s]


dev:  22%|██▏       | 605/2703 [00:27<01:23, 25.12it/s]


dev:  22%|██▏       | 608/2703 [00:28<01:19, 26.34it/s]


dev:  23%|██▎       | 611/2703 [00:28<01:22, 25.44it/s]


dev:  23%|██▎       | 614/2703 [00:28<01:24, 24.82it/s]


dev:  23%|██▎       | 617/2703 [00:28<01:20, 25.84it/s]


dev:  23%|██▎       | 620/2703 [00:28<01:19, 26.16it/s]


dev:  23%|██▎       | 623/2703 [00:28<01:21, 25.40it/s]


dev:  23%|██▎       | 626/2703 [00:28<01:25, 24.40it/s]


dev:  23%|██▎       | 630/2703 [00:28<01:21, 25.38it/s]


dev:  23%|██▎       | 634/2703 [00:29<01:20, 25.63it/s]


dev:  24%|██▎       | 637/2703 [00:29<01:19, 25.83it/s]


dev:  24%|██▎       | 640/2703 [00:29<01:22, 24.95it/s]


dev:  24%|██▍       | 643/2703 [00:29<01:20, 25.46it/s]


dev:  24%|██▍       | 647/2703 [00:29<01:18, 26.36it/s]


dev:  24%|██▍       | 650/2703 [00:29<01:22, 24.87it/s]


dev:  24%|██▍       | 653/2703 [00:29<01:23, 24.64it/s]


dev:  24%|██▍       | 656/2703 [00:29<01:22, 24.71it/s]


dev:  24%|██▍       | 659/2703 [00:30<01:20, 25.24it/s]


dev:  24%|██▍       | 662/2703 [00:30<01:22, 24.59it/s]


dev:  25%|██▍       | 665/2703 [00:30<01:26, 23.60it/s]


dev:  25%|██▍       | 668/2703 [00:30<01:24, 24.00it/s]


dev:  25%|██▍       | 671/2703 [00:30<01:21, 24.94it/s]


dev:  25%|██▍       | 674/2703 [00:30<01:28, 23.00it/s]


dev:  25%|██▌       | 677/2703 [00:30<01:22, 24.53it/s]


dev:  25%|██▌       | 680/2703 [00:30<01:23, 24.15it/s]


dev:  25%|██▌       | 683/2703 [00:31<01:24, 24.01it/s]


dev:  25%|██▌       | 686/2703 [00:31<01:28, 22.88it/s]


dev:  25%|██▌       | 689/2703 [00:31<01:28, 22.69it/s]


dev:  26%|██▌       | 693/2703 [00:31<01:20, 25.06it/s]


dev:  26%|██▌       | 696/2703 [00:31<01:19, 25.22it/s]


dev:  26%|██▌       | 699/2703 [00:31<01:20, 24.98it/s]


dev:  26%|██▌       | 703/2703 [00:31<01:17, 25.88it/s]


dev:  26%|██▌       | 706/2703 [00:31<01:15, 26.44it/s]


dev:  26%|██▌       | 709/2703 [00:32<01:20, 24.92it/s]


dev:  26%|██▋       | 712/2703 [00:32<01:22, 24.21it/s]


dev:  26%|██▋       | 715/2703 [00:32<01:23, 23.82it/s]


dev:  27%|██▋       | 718/2703 [00:32<01:20, 24.61it/s]


dev:  27%|██▋       | 721/2703 [00:32<01:17, 25.54it/s]


dev:  27%|██▋       | 724/2703 [00:32<01:19, 24.75it/s]


dev:  27%|██▋       | 728/2703 [00:32<01:16, 25.87it/s]


dev:  27%|██▋       | 732/2703 [00:32<01:13, 26.92it/s]


dev:  27%|██▋       | 735/2703 [00:33<01:14, 26.32it/s]


dev:  27%|██▋       | 738/2703 [00:33<01:14, 26.23it/s]


dev:  27%|██▋       | 741/2703 [00:33<01:13, 26.88it/s]


dev:  28%|██▊       | 744/2703 [00:33<01:14, 26.42it/s]


dev:  28%|██▊       | 747/2703 [00:33<01:15, 25.74it/s]


dev:  28%|██▊       | 750/2703 [00:33<01:16, 25.43it/s]


dev:  28%|██▊       | 753/2703 [00:33<01:21, 23.99it/s]


dev:  28%|██▊       | 756/2703 [00:33<01:24, 23.09it/s]


dev:  28%|██▊       | 759/2703 [00:34<01:21, 23.93it/s]


dev:  28%|██▊       | 762/2703 [00:34<01:21, 23.95it/s]


dev:  28%|██▊       | 765/2703 [00:34<01:16, 25.28it/s]


dev:  28%|██▊       | 768/2703 [00:34<01:16, 25.14it/s]


dev:  29%|██▊       | 771/2703 [00:34<01:19, 24.21it/s]


dev:  29%|██▊       | 774/2703 [00:34<01:18, 24.66it/s]


dev:  29%|██▊       | 777/2703 [00:34<01:20, 23.81it/s]


dev:  29%|██▉       | 780/2703 [00:34<01:22, 23.32it/s]


dev:  29%|██▉       | 783/2703 [00:35<01:20, 23.97it/s]


dev:  29%|██▉       | 786/2703 [00:35<01:19, 24.00it/s]


dev:  29%|██▉       | 789/2703 [00:35<01:18, 24.34it/s]


dev:  29%|██▉       | 792/2703 [00:35<01:17, 24.68it/s]


dev:  29%|██▉       | 795/2703 [00:35<01:18, 24.15it/s]


dev:  30%|██▉       | 798/2703 [00:35<01:20, 23.77it/s]


dev:  30%|██▉       | 801/2703 [00:35<01:18, 24.27it/s]


dev:  30%|██▉       | 804/2703 [00:35<01:16, 24.79it/s]


dev:  30%|██▉       | 808/2703 [00:36<01:11, 26.54it/s]


dev:  30%|███       | 811/2703 [00:36<01:12, 26.00it/s]


dev:  30%|███       | 814/2703 [00:36<01:13, 25.80it/s]


dev:  30%|███       | 817/2703 [00:36<01:10, 26.65it/s]


dev:  30%|███       | 820/2703 [00:36<01:14, 25.32it/s]


dev:  30%|███       | 823/2703 [00:36<01:14, 25.32it/s]


dev:  31%|███       | 826/2703 [00:36<01:14, 25.15it/s]


dev:  31%|███       | 829/2703 [00:36<01:13, 25.42it/s]


dev:  31%|███       | 832/2703 [00:37<01:15, 24.84it/s]


dev:  31%|███       | 835/2703 [00:37<01:17, 24.04it/s]


dev:  31%|███       | 838/2703 [00:37<01:17, 24.12it/s]


dev:  31%|███       | 841/2703 [00:37<01:13, 25.21it/s]


dev:  31%|███       | 844/2703 [00:37<01:14, 24.98it/s]


dev:  31%|███▏      | 847/2703 [00:37<01:17, 23.82it/s]


dev:  31%|███▏      | 850/2703 [00:37<01:17, 23.79it/s]


dev:  32%|███▏      | 853/2703 [00:37<01:16, 24.05it/s]


dev:  32%|███▏      | 856/2703 [00:37<01:14, 24.77it/s]


dev:  32%|███▏      | 859/2703 [00:38<01:14, 24.73it/s]


dev:  32%|███▏      | 862/2703 [00:38<01:11, 25.80it/s]


dev:  32%|███▏      | 865/2703 [00:38<01:13, 25.00it/s]


dev:  32%|███▏      | 868/2703 [00:38<01:15, 24.26it/s]


dev:  32%|███▏      | 871/2703 [00:38<01:12, 25.41it/s]


dev:  32%|███▏      | 874/2703 [00:38<01:13, 24.78it/s]


dev:  32%|███▏      | 877/2703 [00:38<01:14, 24.60it/s]


dev:  33%|███▎      | 880/2703 [00:38<01:11, 25.53it/s]


dev:  33%|███▎      | 883/2703 [00:39<01:09, 26.09it/s]


dev:  33%|███▎      | 886/2703 [00:39<01:12, 24.91it/s]


dev:  33%|███▎      | 889/2703 [00:39<01:12, 25.12it/s]


dev:  33%|███▎      | 892/2703 [00:39<01:16, 23.56it/s]


dev:  33%|███▎      | 895/2703 [00:39<01:14, 24.11it/s]


dev:  33%|███▎      | 898/2703 [00:39<01:11, 25.08it/s]


dev:  33%|███▎      | 901/2703 [00:39<01:14, 24.29it/s]


dev:  33%|███▎      | 904/2703 [00:39<01:12, 24.69it/s]


dev:  34%|███▎      | 907/2703 [00:40<01:13, 24.46it/s]


dev:  34%|███▎      | 911/2703 [00:40<01:07, 26.58it/s]


dev:  34%|███▍      | 914/2703 [00:40<01:09, 25.58it/s]


dev:  34%|███▍      | 918/2703 [00:40<01:06, 26.85it/s]


dev:  34%|███▍      | 922/2703 [00:40<01:05, 27.12it/s]


dev:  34%|███▍      | 925/2703 [00:40<01:03, 27.79it/s]


dev:  34%|███▍      | 928/2703 [00:40<01:06, 26.78it/s]


dev:  34%|███▍      | 931/2703 [00:40<01:06, 26.73it/s]


dev:  35%|███▍      | 934/2703 [00:41<01:04, 27.48it/s]


dev:  35%|███▍      | 937/2703 [00:41<01:07, 26.01it/s]


dev:  35%|███▍      | 941/2703 [00:41<01:05, 26.89it/s]


dev:  35%|███▍      | 944/2703 [00:41<01:03, 27.49it/s]


dev:  35%|███▌      | 947/2703 [00:41<01:07, 25.97it/s]


dev:  35%|███▌      | 950/2703 [00:41<01:09, 25.19it/s]


dev:  35%|███▌      | 953/2703 [00:41<01:06, 26.30it/s]


dev:  35%|███▌      | 956/2703 [00:41<01:07, 25.71it/s]


dev:  36%|███▌      | 960/2703 [00:42<01:03, 27.47it/s]


dev:  36%|███▌      | 964/2703 [00:42<01:01, 28.17it/s]


dev:  36%|███▌      | 967/2703 [00:42<01:01, 28.09it/s]


dev:  36%|███▌      | 970/2703 [00:42<01:07, 25.60it/s]


dev:  36%|███▌      | 973/2703 [00:42<01:09, 24.99it/s]


dev:  36%|███▌      | 976/2703 [00:42<01:13, 23.50it/s]


dev:  36%|███▌      | 979/2703 [00:42<01:09, 24.67it/s]


dev:  36%|███▋      | 983/2703 [00:42<01:06, 25.97it/s]


dev:  37%|███▋      | 987/2703 [00:43<01:03, 26.85it/s]


dev:  37%|███▋      | 990/2703 [00:43<01:04, 26.76it/s]


dev:  37%|███▋      | 993/2703 [00:43<01:04, 26.54it/s]


dev:  37%|███▋      | 996/2703 [00:43<01:05, 26.26it/s]


dev:  37%|███▋      | 999/2703 [00:43<01:04, 26.62it/s]


dev:  37%|███▋      | 1002/2703 [00:43<01:06, 25.43it/s]


dev:  37%|███▋      | 1005/2703 [00:43<01:03, 26.54it/s]


dev:  37%|███▋      | 1008/2703 [00:43<01:04, 26.44it/s]


dev:  37%|███▋      | 1011/2703 [00:44<01:09, 24.52it/s]


dev:  38%|███▊      | 1014/2703 [00:44<01:06, 25.56it/s]


dev:  38%|███▊      | 1017/2703 [00:44<01:07, 24.80it/s]


dev:  38%|███▊      | 1021/2703 [00:44<01:01, 27.47it/s]


dev:  38%|███▊      | 1024/2703 [00:44<01:04, 26.06it/s]


dev:  38%|███▊      | 1027/2703 [00:44<01:07, 25.00it/s]


dev:  38%|███▊      | 1030/2703 [00:44<01:07, 24.88it/s]


dev:  38%|███▊      | 1033/2703 [00:44<01:06, 25.17it/s]


dev:  38%|███▊      | 1036/2703 [00:44<01:06, 25.07it/s]


dev:  38%|███▊      | 1039/2703 [00:45<01:07, 24.61it/s]


dev:  39%|███▊      | 1043/2703 [00:45<01:03, 26.13it/s]


dev:  39%|███▊      | 1046/2703 [00:45<01:01, 26.96it/s]


dev:  39%|███▉      | 1049/2703 [00:45<01:04, 25.57it/s]


dev:  39%|███▉      | 1052/2703 [00:45<01:02, 26.39it/s]


dev:  39%|███▉      | 1055/2703 [00:45<01:02, 26.26it/s]


dev:  39%|███▉      | 1058/2703 [00:45<01:00, 27.09it/s]


dev:  39%|███▉      | 1061/2703 [00:45<01:03, 25.87it/s]


dev:  39%|███▉      | 1065/2703 [00:46<01:02, 26.35it/s]


dev:  40%|███▉      | 1068/2703 [00:46<01:04, 25.43it/s]


dev:  40%|███▉      | 1071/2703 [00:46<01:05, 24.84it/s]


dev:  40%|███▉      | 1074/2703 [00:46<01:06, 24.37it/s]


dev:  40%|███▉      | 1077/2703 [00:46<01:06, 24.40it/s]


dev:  40%|███▉      | 1080/2703 [00:46<01:04, 25.15it/s]


dev:  40%|████      | 1083/2703 [00:46<01:01, 26.18it/s]


dev:  40%|████      | 1086/2703 [00:46<01:03, 25.45it/s]


dev:  40%|████      | 1090/2703 [00:47<01:00, 26.88it/s]


dev:  40%|████      | 1093/2703 [00:47<01:03, 25.50it/s]


dev:  41%|████      | 1096/2703 [00:47<01:00, 26.58it/s]


dev:  41%|████      | 1099/2703 [00:47<01:02, 25.61it/s]


dev:  41%|████      | 1102/2703 [00:47<01:01, 26.22it/s]


dev:  41%|████      | 1105/2703 [00:47<01:00, 26.35it/s]


dev:  41%|████      | 1108/2703 [00:47<01:01, 25.91it/s]


dev:  41%|████      | 1111/2703 [00:47<01:02, 25.31it/s]


dev:  41%|████      | 1114/2703 [00:47<01:02, 25.33it/s]


dev:  41%|████▏     | 1117/2703 [00:48<01:03, 24.95it/s]


dev:  41%|████▏     | 1120/2703 [00:48<01:03, 24.92it/s]


dev:  42%|████▏     | 1123/2703 [00:48<01:01, 25.59it/s]


dev:  42%|████▏     | 1126/2703 [00:48<01:04, 24.53it/s]


dev:  42%|████▏     | 1129/2703 [00:48<01:02, 25.29it/s]


dev:  42%|████▏     | 1132/2703 [00:48<01:00, 25.84it/s]


dev:  42%|████▏     | 1135/2703 [00:48<01:02, 25.11it/s]


dev:  42%|████▏     | 1138/2703 [00:48<01:01, 25.49it/s]


dev:  42%|████▏     | 1141/2703 [00:49<01:00, 25.79it/s]


dev:  42%|████▏     | 1144/2703 [00:49<01:00, 25.91it/s]


dev:  42%|████▏     | 1147/2703 [00:49<00:58, 26.44it/s]


dev:  43%|████▎     | 1150/2703 [00:49<00:58, 26.39it/s]


dev:  43%|████▎     | 1153/2703 [00:49<00:57, 26.84it/s]


dev:  43%|████▎     | 1156/2703 [00:49<00:58, 26.25it/s]


dev:  43%|████▎     | 1159/2703 [00:49<00:57, 26.98it/s]


dev:  43%|████▎     | 1162/2703 [00:49<00:57, 26.84it/s]


dev:  43%|████▎     | 1165/2703 [00:49<00:56, 27.40it/s]


dev:  43%|████▎     | 1168/2703 [00:50<00:59, 25.93it/s]


dev:  43%|████▎     | 1172/2703 [00:50<00:56, 27.00it/s]


dev:  43%|████▎     | 1175/2703 [00:50<00:58, 26.06it/s]


dev:  44%|████▎     | 1178/2703 [00:50<01:01, 24.83it/s]


dev:  44%|████▎     | 1181/2703 [00:50<01:00, 24.96it/s]


dev:  44%|████▍     | 1185/2703 [00:50<00:58, 25.91it/s]


dev:  44%|████▍     | 1188/2703 [00:50<00:59, 25.49it/s]


dev:  44%|████▍     | 1191/2703 [00:50<01:00, 24.95it/s]


dev:  44%|████▍     | 1194/2703 [00:51<01:01, 24.40it/s]


dev:  44%|████▍     | 1197/2703 [00:51<01:01, 24.44it/s]


dev:  44%|████▍     | 1200/2703 [00:51<01:01, 24.54it/s]


dev:  45%|████▍     | 1203/2703 [00:51<01:00, 24.83it/s]


dev:  45%|████▍     | 1206/2703 [00:51<01:02, 23.99it/s]


dev:  45%|████▍     | 1209/2703 [00:51<00:59, 24.90it/s]


dev:  45%|████▍     | 1212/2703 [00:51<00:57, 25.82it/s]


dev:  45%|████▍     | 1215/2703 [00:51<00:57, 26.07it/s]


dev:  45%|████▌     | 1218/2703 [00:52<00:58, 25.39it/s]


dev:  45%|████▌     | 1221/2703 [00:52<00:59, 24.85it/s]


dev:  45%|████▌     | 1224/2703 [00:52<01:00, 24.34it/s]


dev:  45%|████▌     | 1227/2703 [00:52<00:59, 24.97it/s]


dev:  46%|████▌     | 1230/2703 [00:52<01:01, 23.80it/s]


dev:  46%|████▌     | 1233/2703 [00:52<01:02, 23.49it/s]


dev:  46%|████▌     | 1236/2703 [00:52<01:01, 23.86it/s]


dev:  46%|████▌     | 1239/2703 [00:52<01:00, 24.15it/s]


dev:  46%|████▌     | 1242/2703 [00:53<01:00, 24.18it/s]


dev:  46%|████▌     | 1245/2703 [00:53<00:59, 24.49it/s]


dev:  46%|████▌     | 1248/2703 [00:53<00:58, 24.84it/s]


dev:  46%|████▋     | 1251/2703 [00:53<00:55, 25.96it/s]


dev:  46%|████▋     | 1254/2703 [00:53<00:57, 25.30it/s]


dev:  47%|████▋     | 1257/2703 [00:53<00:57, 25.11it/s]


dev:  47%|████▋     | 1260/2703 [00:53<00:59, 24.39it/s]


dev:  47%|████▋     | 1263/2703 [00:53<01:02, 23.08it/s]


dev:  47%|████▋     | 1266/2703 [00:54<00:58, 24.48it/s]


dev:  47%|████▋     | 1269/2703 [00:54<00:58, 24.44it/s]


dev:  47%|████▋     | 1272/2703 [00:54<01:01, 23.20it/s]


dev:  47%|████▋     | 1275/2703 [00:54<00:58, 24.37it/s]


dev:  47%|████▋     | 1278/2703 [00:54<00:58, 24.53it/s]


dev:  47%|████▋     | 1281/2703 [00:54<00:56, 25.36it/s]


dev:  48%|████▊     | 1284/2703 [00:54<00:57, 24.60it/s]


dev:  48%|████▊     | 1287/2703 [00:54<00:55, 25.61it/s]


dev:  48%|████▊     | 1290/2703 [00:55<00:56, 25.16it/s]


dev:  48%|████▊     | 1293/2703 [00:55<00:55, 25.48it/s]


dev:  48%|████▊     | 1296/2703 [00:55<00:55, 25.29it/s]


dev:  48%|████▊     | 1299/2703 [00:55<00:56, 24.90it/s]


dev:  48%|████▊     | 1302/2703 [00:55<00:54, 25.78it/s]


dev:  48%|████▊     | 1305/2703 [00:55<00:53, 26.17it/s]


dev:  48%|████▊     | 1308/2703 [00:55<00:53, 26.08it/s]


dev:  49%|████▊     | 1311/2703 [00:55<00:54, 25.61it/s]


dev:  49%|████▊     | 1314/2703 [00:55<00:53, 25.75it/s]


dev:  49%|████▊     | 1317/2703 [00:56<00:53, 26.00it/s]


dev:  49%|████▉     | 1320/2703 [00:56<00:54, 25.21it/s]


dev:  49%|████▉     | 1323/2703 [00:56<00:52, 26.39it/s]


dev:  49%|████▉     | 1326/2703 [00:56<00:52, 26.47it/s]


dev:  49%|████▉     | 1329/2703 [00:56<00:51, 26.59it/s]


dev:  49%|████▉     | 1332/2703 [00:56<00:53, 25.80it/s]


dev:  49%|████▉     | 1335/2703 [00:56<00:55, 24.57it/s]


dev:  50%|████▉     | 1338/2703 [00:56<00:52, 25.88it/s]


dev:  50%|████▉     | 1342/2703 [00:56<00:49, 27.34it/s]


dev:  50%|████▉     | 1345/2703 [00:57<00:51, 26.54it/s]


dev:  50%|████▉     | 1348/2703 [00:57<00:51, 26.42it/s]


dev:  50%|████▉     | 1351/2703 [00:57<00:54, 25.03it/s]


dev:  50%|█████     | 1354/2703 [00:57<00:54, 24.89it/s]


dev:  50%|█████     | 1357/2703 [00:57<00:55, 24.21it/s]


dev:  50%|█████     | 1360/2703 [00:57<00:56, 23.78it/s]


dev:  50%|█████     | 1363/2703 [00:57<00:55, 24.30it/s]


dev:  51%|█████     | 1366/2703 [00:57<00:54, 24.31it/s]


dev:  51%|█████     | 1369/2703 [00:58<00:54, 24.51it/s]


dev:  51%|█████     | 1372/2703 [00:58<00:55, 23.88it/s]


dev:  51%|█████     | 1375/2703 [00:58<00:55, 23.97it/s]


dev:  51%|█████     | 1378/2703 [00:58<00:53, 24.78it/s]


dev:  51%|█████     | 1381/2703 [00:58<00:51, 25.52it/s]


dev:  51%|█████     | 1384/2703 [00:58<00:50, 26.18it/s]


dev:  51%|█████▏    | 1387/2703 [00:58<00:51, 25.69it/s]


dev:  51%|█████▏    | 1390/2703 [00:58<00:52, 25.23it/s]


dev:  52%|█████▏    | 1393/2703 [00:59<00:52, 24.94it/s]


dev:  52%|█████▏    | 1396/2703 [00:59<00:51, 25.43it/s]


dev:  52%|█████▏    | 1399/2703 [00:59<00:50, 25.86it/s]


dev:  52%|█████▏    | 1403/2703 [00:59<00:47, 27.40it/s]


dev:  52%|█████▏    | 1406/2703 [00:59<00:50, 25.62it/s]


dev:  52%|█████▏    | 1409/2703 [00:59<00:50, 25.65it/s]


dev:  52%|█████▏    | 1412/2703 [00:59<00:48, 26.36it/s]


dev:  52%|█████▏    | 1415/2703 [00:59<00:49, 26.06it/s]


dev:  52%|█████▏    | 1418/2703 [01:00<00:51, 24.93it/s]


dev:  53%|█████▎    | 1421/2703 [01:00<00:50, 25.29it/s]


dev:  53%|█████▎    | 1425/2703 [01:00<00:47, 26.80it/s]


dev:  53%|█████▎    | 1428/2703 [01:00<00:48, 26.54it/s]


dev:  53%|█████▎    | 1431/2703 [01:00<00:47, 27.01it/s]


dev:  53%|█████▎    | 1434/2703 [01:00<00:51, 24.57it/s]


dev:  53%|█████▎    | 1437/2703 [01:00<00:51, 24.72it/s]


dev:  53%|█████▎    | 1440/2703 [01:00<00:51, 24.46it/s]


dev:  53%|█████▎    | 1443/2703 [01:01<00:52, 24.02it/s]


dev:  53%|█████▎    | 1446/2703 [01:01<00:50, 24.91it/s]


dev:  54%|█████▎    | 1449/2703 [01:01<00:52, 23.96it/s]


dev:  54%|█████▎    | 1452/2703 [01:01<00:50, 24.94it/s]


dev:  54%|█████▍    | 1455/2703 [01:01<00:49, 25.46it/s]


dev:  54%|█████▍    | 1458/2703 [01:01<00:51, 24.36it/s]


dev:  54%|█████▍    | 1461/2703 [01:01<00:50, 24.39it/s]


dev:  54%|█████▍    | 1464/2703 [01:01<00:52, 23.67it/s]


dev:  54%|█████▍    | 1467/2703 [01:02<00:50, 24.63it/s]


dev:  54%|█████▍    | 1470/2703 [01:02<00:50, 24.61it/s]


dev:  54%|█████▍    | 1473/2703 [01:02<00:51, 24.09it/s]


dev:  55%|█████▍    | 1476/2703 [01:02<00:49, 24.67it/s]


dev:  55%|█████▍    | 1479/2703 [01:02<00:48, 25.47it/s]


dev:  55%|█████▍    | 1482/2703 [01:02<00:49, 24.65it/s]


dev:  55%|█████▍    | 1485/2703 [01:02<00:49, 24.63it/s]


dev:  55%|█████▌    | 1489/2703 [01:02<00:46, 26.20it/s]


dev:  55%|█████▌    | 1492/2703 [01:02<00:45, 26.51it/s]


dev:  55%|█████▌    | 1495/2703 [01:03<00:48, 25.11it/s]


dev:  55%|█████▌    | 1498/2703 [01:03<00:47, 25.29it/s]


dev:  56%|█████▌    | 1501/2703 [01:03<00:46, 25.78it/s]


dev:  56%|█████▌    | 1504/2703 [01:03<00:44, 26.89it/s]


dev:  56%|█████▌    | 1507/2703 [01:03<00:44, 26.88it/s]


dev:  56%|█████▌    | 1510/2703 [01:03<00:43, 27.69it/s]


dev:  56%|█████▌    | 1513/2703 [01:03<00:44, 26.68it/s]


dev:  56%|█████▌    | 1516/2703 [01:03<00:44, 26.90it/s]


dev:  56%|█████▌    | 1519/2703 [01:04<00:46, 25.68it/s]


dev:  56%|█████▋    | 1522/2703 [01:04<00:45, 25.96it/s]


dev:  56%|█████▋    | 1525/2703 [01:04<00:43, 26.88it/s]


dev:  57%|█████▋    | 1528/2703 [01:04<00:45, 25.96it/s]


dev:  57%|█████▋    | 1531/2703 [01:04<00:45, 25.98it/s]


dev:  57%|█████▋    | 1534/2703 [01:04<00:43, 26.62it/s]


dev:  57%|█████▋    | 1537/2703 [01:04<00:46, 25.31it/s]


dev:  57%|█████▋    | 1540/2703 [01:04<00:44, 25.95it/s]


dev:  57%|█████▋    | 1543/2703 [01:04<00:43, 26.50it/s]


dev:  57%|█████▋    | 1546/2703 [01:05<00:46, 24.82it/s]


dev:  57%|█████▋    | 1549/2703 [01:05<00:46, 24.63it/s]


dev:  57%|█████▋    | 1552/2703 [01:05<00:46, 24.76it/s]


dev:  58%|█████▊    | 1555/2703 [01:05<00:44, 26.06it/s]


dev:  58%|█████▊    | 1558/2703 [01:05<00:44, 25.74it/s]


dev:  58%|█████▊    | 1562/2703 [01:05<00:40, 28.18it/s]


dev:  58%|█████▊    | 1566/2703 [01:05<00:40, 28.28it/s]


dev:  58%|█████▊    | 1569/2703 [01:05<00:41, 27.05it/s]


dev:  58%|█████▊    | 1572/2703 [01:06<00:41, 27.15it/s]


dev:  58%|█████▊    | 1575/2703 [01:06<00:43, 25.96it/s]


dev:  58%|█████▊    | 1578/2703 [01:06<00:42, 26.20it/s]


dev:  58%|█████▊    | 1581/2703 [01:06<00:43, 25.78it/s]


dev:  59%|█████▊    | 1584/2703 [01:06<00:43, 25.77it/s]


dev:  59%|█████▊    | 1587/2703 [01:06<00:41, 26.58it/s]


dev:  59%|█████▉    | 1590/2703 [01:06<00:41, 26.71it/s]


dev:  59%|█████▉    | 1593/2703 [01:06<00:42, 26.20it/s]


dev:  59%|█████▉    | 1596/2703 [01:06<00:44, 25.14it/s]


dev:  59%|█████▉    | 1599/2703 [01:07<00:42, 25.73it/s]


dev:  59%|█████▉    | 1602/2703 [01:07<00:41, 26.46it/s]


dev:  59%|█████▉    | 1605/2703 [01:07<00:42, 25.87it/s]


dev:  59%|█████▉    | 1608/2703 [01:07<00:44, 24.53it/s]


dev:  60%|█████▉    | 1611/2703 [01:07<00:43, 25.10it/s]


dev:  60%|█████▉    | 1614/2703 [01:07<00:43, 25.05it/s]


dev:  60%|█████▉    | 1617/2703 [01:07<00:42, 25.61it/s]


dev:  60%|█████▉    | 1620/2703 [01:07<00:43, 24.81it/s]


dev:  60%|██████    | 1624/2703 [01:08<00:41, 26.30it/s]


dev:  60%|██████    | 1628/2703 [01:08<00:39, 27.26it/s]


dev:  60%|██████    | 1631/2703 [01:08<00:40, 26.39it/s]


dev:  61%|██████    | 1636/2703 [01:08<00:35, 30.23it/s]


dev:  61%|██████    | 1640/2703 [01:08<00:36, 29.02it/s]


dev:  61%|██████    | 1643/2703 [01:08<00:37, 28.19it/s]


dev:  61%|██████    | 1646/2703 [01:08<00:37, 28.14it/s]


dev:  61%|██████    | 1649/2703 [01:08<00:38, 27.08it/s]


dev:  61%|██████    | 1652/2703 [01:09<00:38, 27.55it/s]


dev:  61%|██████    | 1655/2703 [01:09<00:39, 26.37it/s]


dev:  61%|██████▏   | 1658/2703 [01:09<00:39, 26.74it/s]


dev:  61%|██████▏   | 1661/2703 [01:09<00:39, 26.51it/s]


dev:  62%|██████▏   | 1664/2703 [01:09<00:40, 25.57it/s]


dev:  62%|██████▏   | 1667/2703 [01:09<00:39, 26.18it/s]


dev:  62%|██████▏   | 1670/2703 [01:09<00:39, 26.30it/s]


dev:  62%|██████▏   | 1673/2703 [01:09<00:39, 25.81it/s]


dev:  62%|██████▏   | 1676/2703 [01:09<00:39, 26.20it/s]


dev:  62%|██████▏   | 1679/2703 [01:10<00:39, 26.05it/s]


dev:  62%|██████▏   | 1682/2703 [01:10<00:38, 26.19it/s]


dev:  62%|██████▏   | 1685/2703 [01:10<00:39, 25.98it/s]


dev:  62%|██████▏   | 1688/2703 [01:10<00:39, 25.58it/s]


dev:  63%|██████▎   | 1691/2703 [01:10<00:40, 25.11it/s]


dev:  63%|██████▎   | 1695/2703 [01:10<00:37, 26.79it/s]


dev:  63%|██████▎   | 1698/2703 [01:10<00:38, 26.00it/s]


dev:  63%|██████▎   | 1701/2703 [01:10<00:37, 26.84it/s]


dev:  63%|██████▎   | 1704/2703 [01:11<00:38, 26.12it/s]


dev:  63%|██████▎   | 1707/2703 [01:11<00:39, 25.35it/s]


dev:  63%|██████▎   | 1710/2703 [01:11<00:39, 25.31it/s]


dev:  63%|██████▎   | 1714/2703 [01:11<00:36, 26.98it/s]


dev:  64%|██████▎   | 1717/2703 [01:11<00:37, 26.44it/s]


dev:  64%|██████▎   | 1721/2703 [01:11<00:36, 27.16it/s]


dev:  64%|██████▍   | 1724/2703 [01:11<00:35, 27.39it/s]


dev:  64%|██████▍   | 1727/2703 [01:11<00:36, 27.07it/s]


dev:  64%|██████▍   | 1730/2703 [01:11<00:35, 27.80it/s]


dev:  64%|██████▍   | 1734/2703 [01:12<00:33, 28.53it/s]


dev:  64%|██████▍   | 1737/2703 [01:12<00:35, 27.59it/s]


dev:  64%|██████▍   | 1740/2703 [01:12<00:34, 27.94it/s]


dev:  64%|██████▍   | 1743/2703 [01:12<00:35, 27.23it/s]


dev:  65%|██████▍   | 1747/2703 [01:12<00:33, 28.72it/s]


dev:  65%|██████▍   | 1750/2703 [01:12<00:32, 28.99it/s]


dev:  65%|██████▍   | 1753/2703 [01:12<00:34, 27.76it/s]


dev:  65%|██████▍   | 1756/2703 [01:12<00:34, 27.69it/s]


dev:  65%|██████▌   | 1759/2703 [01:13<00:33, 28.17it/s]


dev:  65%|██████▌   | 1762/2703 [01:13<00:34, 27.03it/s]


dev:  65%|██████▌   | 1765/2703 [01:13<00:36, 25.55it/s]


dev:  65%|██████▌   | 1768/2703 [01:13<00:36, 25.85it/s]


dev:  66%|██████▌   | 1771/2703 [01:13<00:34, 26.71it/s]


dev:  66%|██████▌   | 1774/2703 [01:13<00:35, 26.23it/s]


dev:  66%|██████▌   | 1777/2703 [01:13<00:34, 27.19it/s]


dev:  66%|██████▌   | 1781/2703 [01:13<00:32, 28.68it/s]


dev:  66%|██████▌   | 1784/2703 [01:13<00:34, 26.92it/s]


dev:  66%|██████▌   | 1787/2703 [01:14<00:33, 27.10it/s]


dev:  66%|██████▌   | 1790/2703 [01:14<00:34, 26.37it/s]


dev:  66%|██████▋   | 1793/2703 [01:14<00:34, 26.17it/s]


dev:  66%|██████▋   | 1796/2703 [01:14<00:35, 25.67it/s]


dev:  67%|██████▋   | 1799/2703 [01:14<00:35, 25.63it/s]


dev:  67%|██████▋   | 1803/2703 [01:14<00:33, 27.20it/s]


dev:  67%|██████▋   | 1806/2703 [01:14<00:33, 27.11it/s]


dev:  67%|██████▋   | 1809/2703 [01:14<00:32, 27.31it/s]


dev:  67%|██████▋   | 1812/2703 [01:15<00:33, 26.93it/s]


dev:  67%|██████▋   | 1815/2703 [01:15<00:34, 25.99it/s]


dev:  67%|██████▋   | 1818/2703 [01:15<00:32, 26.92it/s]


dev:  67%|██████▋   | 1821/2703 [01:15<00:34, 25.24it/s]


dev:  67%|██████▋   | 1824/2703 [01:15<00:34, 25.43it/s]


dev:  68%|██████▊   | 1827/2703 [01:15<00:34, 25.72it/s]


dev:  68%|██████▊   | 1830/2703 [01:15<00:33, 26.03it/s]


dev:  68%|██████▊   | 1833/2703 [01:15<00:33, 26.25it/s]


dev:  68%|██████▊   | 1836/2703 [01:15<00:34, 25.47it/s]


dev:  68%|██████▊   | 1839/2703 [01:16<00:35, 24.52it/s]


dev:  68%|██████▊   | 1842/2703 [01:16<00:34, 25.03it/s]


dev:  68%|██████▊   | 1845/2703 [01:16<00:33, 25.81it/s]


dev:  68%|██████▊   | 1848/2703 [01:16<00:34, 25.05it/s]


dev:  68%|██████▊   | 1851/2703 [01:16<00:33, 25.54it/s]


dev:  69%|██████▊   | 1854/2703 [01:16<00:33, 25.70it/s]


dev:  69%|██████▊   | 1857/2703 [01:16<00:32, 25.72it/s]


dev:  69%|██████▉   | 1860/2703 [01:16<00:32, 26.02it/s]


dev:  69%|██████▉   | 1864/2703 [01:17<00:30, 27.64it/s]


dev:  69%|██████▉   | 1867/2703 [01:17<00:31, 26.56it/s]


dev:  69%|██████▉   | 1870/2703 [01:17<00:30, 27.23it/s]


dev:  69%|██████▉   | 1873/2703 [01:17<00:32, 25.88it/s]


dev:  69%|██████▉   | 1876/2703 [01:17<00:31, 26.42it/s]


dev:  70%|██████▉   | 1879/2703 [01:17<00:31, 26.08it/s]


dev:  70%|██████▉   | 1882/2703 [01:17<00:30, 26.88it/s]


dev:  70%|██████▉   | 1885/2703 [01:17<00:29, 27.27it/s]


dev:  70%|██████▉   | 1889/2703 [01:17<00:28, 28.95it/s]


dev:  70%|██████▉   | 1892/2703 [01:18<00:29, 27.39it/s]


dev:  70%|███████   | 1895/2703 [01:18<00:29, 27.46it/s]


dev:  70%|███████   | 1899/2703 [01:18<00:28, 28.21it/s]


dev:  70%|███████   | 1902/2703 [01:18<00:28, 28.19it/s]


dev:  70%|███████   | 1905/2703 [01:18<00:29, 26.75it/s]


dev:  71%|███████   | 1909/2703 [01:18<00:28, 27.63it/s]


dev:  71%|███████   | 1912/2703 [01:18<00:28, 27.42it/s]


dev:  71%|███████   | 1915/2703 [01:18<00:28, 27.42it/s]


dev:  71%|███████   | 1918/2703 [01:19<00:29, 27.06it/s]


dev:  71%|███████   | 1921/2703 [01:19<00:30, 25.86it/s]


dev:  71%|███████   | 1924/2703 [01:19<00:30, 25.34it/s]


dev:  71%|███████▏  | 1927/2703 [01:19<00:30, 25.29it/s]


dev:  71%|███████▏  | 1930/2703 [01:19<00:29, 26.08it/s]


dev:  72%|███████▏  | 1933/2703 [01:19<00:29, 25.86it/s]


dev:  72%|███████▏  | 1936/2703 [01:19<00:29, 26.29it/s]


dev:  72%|███████▏  | 1939/2703 [01:19<00:30, 24.78it/s]


dev:  72%|███████▏  | 1942/2703 [01:19<00:31, 24.16it/s]


dev:  72%|███████▏  | 1945/2703 [01:20<00:30, 24.81it/s]


dev:  72%|███████▏  | 1948/2703 [01:20<00:29, 25.41it/s]


dev:  72%|███████▏  | 1951/2703 [01:20<00:29, 25.09it/s]


dev:  72%|███████▏  | 1954/2703 [01:20<00:29, 25.44it/s]


dev:  72%|███████▏  | 1957/2703 [01:20<00:29, 25.10it/s]


dev:  73%|███████▎  | 1960/2703 [01:20<00:29, 25.24it/s]


dev:  73%|███████▎  | 1963/2703 [01:20<00:27, 26.48it/s]


dev:  73%|███████▎  | 1966/2703 [01:20<00:27, 27.09it/s]


dev:  73%|███████▎  | 1969/2703 [01:21<00:26, 27.21it/s]


dev:  73%|███████▎  | 1972/2703 [01:21<00:27, 27.06it/s]


dev:  73%|███████▎  | 1975/2703 [01:21<00:28, 25.90it/s]


dev:  73%|███████▎  | 1978/2703 [01:21<00:28, 25.72it/s]


dev:  73%|███████▎  | 1981/2703 [01:21<00:28, 25.63it/s]


dev:  73%|███████▎  | 1984/2703 [01:21<00:28, 25.39it/s]


dev:  74%|███████▎  | 1987/2703 [01:21<00:28, 25.41it/s]


dev:  74%|███████▎  | 1990/2703 [01:21<00:29, 24.46it/s]


dev:  74%|███████▎  | 1993/2703 [01:21<00:29, 24.43it/s]


dev:  74%|███████▍  | 1996/2703 [01:22<00:27, 25.37it/s]


dev:  74%|███████▍  | 1999/2703 [01:22<00:28, 25.04it/s]


dev:  74%|███████▍  | 2002/2703 [01:22<00:28, 24.96it/s]


dev:  74%|███████▍  | 2005/2703 [01:22<00:27, 25.11it/s]


dev:  74%|███████▍  | 2008/2703 [01:22<00:27, 25.68it/s]


dev:  74%|███████▍  | 2011/2703 [01:22<00:26, 26.52it/s]


dev:  75%|███████▍  | 2014/2703 [01:22<00:25, 26.86it/s]


dev:  75%|███████▍  | 2017/2703 [01:22<00:25, 27.43it/s]


dev:  75%|███████▍  | 2020/2703 [01:22<00:25, 27.08it/s]


dev:  75%|███████▍  | 2023/2703 [01:23<00:26, 25.53it/s]


dev:  75%|███████▍  | 2026/2703 [01:23<00:25, 26.14it/s]


dev:  75%|███████▌  | 2030/2703 [01:23<00:23, 29.15it/s]


dev:  75%|███████▌  | 2034/2703 [01:23<00:23, 28.86it/s]


dev:  75%|███████▌  | 2037/2703 [01:23<00:24, 27.33it/s]


dev:  75%|███████▌  | 2040/2703 [01:23<00:23, 27.74it/s]


dev:  76%|███████▌  | 2043/2703 [01:23<00:24, 27.47it/s]


dev:  76%|███████▌  | 2046/2703 [01:23<00:24, 26.34it/s]


dev:  76%|███████▌  | 2049/2703 [01:24<00:24, 27.09it/s]


dev:  76%|███████▌  | 2052/2703 [01:24<00:23, 27.20it/s]


dev:  76%|███████▌  | 2055/2703 [01:24<00:24, 26.55it/s]


dev:  76%|███████▌  | 2059/2703 [01:24<00:21, 29.50it/s]


dev:  76%|███████▋  | 2062/2703 [01:24<00:21, 29.27it/s]


dev:  76%|███████▋  | 2065/2703 [01:24<00:21, 29.18it/s]


dev:  77%|███████▋  | 2068/2703 [01:24<00:22, 28.39it/s]


dev:  77%|███████▋  | 2071/2703 [01:24<00:22, 27.51it/s]


dev:  77%|███████▋  | 2074/2703 [01:24<00:23, 26.90it/s]


dev:  77%|███████▋  | 2077/2703 [01:25<00:23, 26.10it/s]


dev:  77%|███████▋  | 2080/2703 [01:25<00:23, 26.60it/s]


dev:  77%|███████▋  | 2083/2703 [01:25<00:24, 25.74it/s]


dev:  77%|███████▋  | 2086/2703 [01:25<00:24, 25.52it/s]


dev:  77%|███████▋  | 2089/2703 [01:25<00:23, 26.54it/s]


dev:  77%|███████▋  | 2092/2703 [01:25<00:24, 25.41it/s]


dev:  78%|███████▊  | 2095/2703 [01:25<00:22, 26.49it/s]


dev:  78%|███████▊  | 2098/2703 [01:25<00:23, 25.49it/s]


dev:  78%|███████▊  | 2101/2703 [01:26<00:24, 25.05it/s]


dev:  78%|███████▊  | 2104/2703 [01:26<00:23, 25.22it/s]


dev:  78%|███████▊  | 2107/2703 [01:26<00:23, 25.70it/s]


dev:  78%|███████▊  | 2110/2703 [01:26<00:22, 26.74it/s]


dev:  78%|███████▊  | 2113/2703 [01:26<00:22, 25.98it/s]


dev:  78%|███████▊  | 2116/2703 [01:26<00:22, 26.61it/s]


dev:  78%|███████▊  | 2119/2703 [01:26<00:22, 26.19it/s]


dev:  79%|███████▊  | 2122/2703 [01:26<00:23, 24.87it/s]


dev:  79%|███████▊  | 2126/2703 [01:26<00:20, 27.89it/s]


dev:  79%|███████▉  | 2129/2703 [01:27<00:21, 27.22it/s]


dev:  79%|███████▉  | 2132/2703 [01:27<00:21, 26.86it/s]


dev:  79%|███████▉  | 2135/2703 [01:27<00:21, 26.18it/s]


dev:  79%|███████▉  | 2138/2703 [01:27<00:22, 24.96it/s]


dev:  79%|███████▉  | 2141/2703 [01:27<00:22, 24.86it/s]


dev:  79%|███████▉  | 2144/2703 [01:27<00:22, 25.13it/s]


dev:  79%|███████▉  | 2148/2703 [01:27<00:20, 27.10it/s]


dev:  80%|███████▉  | 2151/2703 [01:27<00:20, 26.88it/s]


dev:  80%|███████▉  | 2155/2703 [01:28<00:18, 29.29it/s]


dev:  80%|███████▉  | 2158/2703 [01:28<00:19, 28.48it/s]


dev:  80%|███████▉  | 2162/2703 [01:28<00:17, 30.12it/s]


dev:  80%|████████  | 2166/2703 [01:28<00:18, 28.55it/s]


dev:  80%|████████  | 2169/2703 [01:28<00:19, 27.62it/s]


dev:  80%|████████  | 2172/2703 [01:28<00:20, 26.21it/s]


dev:  81%|████████  | 2176/2703 [01:28<00:19, 27.72it/s]


dev:  81%|████████  | 2180/2703 [01:28<00:18, 28.80it/s]


dev:  81%|████████  | 2184/2703 [01:29<00:17, 30.34it/s]


dev:  81%|████████  | 2188/2703 [01:29<00:17, 28.80it/s]


dev:  81%|████████  | 2191/2703 [01:29<00:18, 28.29it/s]


dev:  81%|████████  | 2195/2703 [01:29<00:17, 29.71it/s]


dev:  81%|████████▏ | 2198/2703 [01:29<00:18, 27.82it/s]


dev:  81%|████████▏ | 2201/2703 [01:29<00:18, 26.63it/s]


dev:  82%|████████▏ | 2204/2703 [01:29<00:19, 25.70it/s]


dev:  82%|████████▏ | 2207/2703 [01:29<00:19, 25.32it/s]


dev:  82%|████████▏ | 2210/2703 [01:30<00:18, 26.03it/s]


dev:  82%|████████▏ | 2214/2703 [01:30<00:17, 27.73it/s]


dev:  82%|████████▏ | 2218/2703 [01:30<00:16, 28.89it/s]


dev:  82%|████████▏ | 2222/2703 [01:30<00:15, 30.16it/s]


dev:  82%|████████▏ | 2226/2703 [01:30<00:16, 29.49it/s]


dev:  82%|████████▏ | 2229/2703 [01:30<00:16, 28.51it/s]


dev:  83%|████████▎ | 2232/2703 [01:30<00:16, 28.40it/s]


dev:  83%|████████▎ | 2235/2703 [01:30<00:17, 26.44it/s]


dev:  83%|████████▎ | 2239/2703 [01:31<00:16, 27.43it/s]


dev:  83%|████████▎ | 2242/2703 [01:31<00:17, 26.65it/s]


dev:  83%|████████▎ | 2245/2703 [01:31<00:18, 25.28it/s]


dev:  83%|████████▎ | 2249/2703 [01:31<00:16, 27.45it/s]


dev:  83%|████████▎ | 2252/2703 [01:31<00:17, 26.45it/s]


dev:  83%|████████▎ | 2255/2703 [01:31<00:16, 26.71it/s]


dev:  84%|████████▎ | 2258/2703 [01:31<00:17, 25.70it/s]


dev:  84%|████████▎ | 2261/2703 [01:31<00:17, 25.89it/s]


dev:  84%|████████▍ | 2264/2703 [01:32<00:16, 26.14it/s]


dev:  84%|████████▍ | 2267/2703 [01:32<00:16, 26.59it/s]


dev:  84%|████████▍ | 2271/2703 [01:32<00:15, 28.01it/s]


dev:  84%|████████▍ | 2274/2703 [01:32<00:15, 28.23it/s]


dev:  84%|████████▍ | 2278/2703 [01:32<00:14, 28.45it/s]


dev:  84%|████████▍ | 2281/2703 [01:32<00:15, 28.06it/s]


dev:  84%|████████▍ | 2284/2703 [01:32<00:14, 28.20it/s]


dev:  85%|████████▍ | 2287/2703 [01:32<00:14, 27.81it/s]


dev:  85%|████████▍ | 2290/2703 [01:32<00:15, 26.63it/s]


dev:  85%|████████▍ | 2294/2703 [01:33<00:14, 28.91it/s]


dev:  85%|████████▍ | 2297/2703 [01:33<00:14, 28.37it/s]


dev:  85%|████████▌ | 2300/2703 [01:33<00:14, 28.05it/s]


dev:  85%|████████▌ | 2303/2703 [01:33<00:14, 27.93it/s]


dev:  85%|████████▌ | 2306/2703 [01:33<00:14, 27.58it/s]


dev:  85%|████████▌ | 2309/2703 [01:33<00:14, 27.89it/s]


dev:  86%|████████▌ | 2313/2703 [01:33<00:13, 29.08it/s]


dev:  86%|████████▌ | 2316/2703 [01:33<00:13, 29.17it/s]


dev:  86%|████████▌ | 2319/2703 [01:33<00:13, 28.95it/s]


dev:  86%|████████▌ | 2322/2703 [01:34<00:13, 27.97it/s]


dev:  86%|████████▌ | 2325/2703 [01:34<00:13, 28.31it/s]


dev:  86%|████████▌ | 2328/2703 [01:34<00:13, 27.89it/s]


dev:  86%|████████▌ | 2331/2703 [01:34<00:13, 27.51it/s]


dev:  86%|████████▋ | 2334/2703 [01:34<00:13, 26.74it/s]


dev:  86%|████████▋ | 2337/2703 [01:34<00:13, 26.89it/s]


dev:  87%|████████▋ | 2341/2703 [01:34<00:12, 28.54it/s]


dev:  87%|████████▋ | 2345/2703 [01:34<00:12, 29.53it/s]


dev:  87%|████████▋ | 2348/2703 [01:34<00:12, 29.51it/s]


dev:  87%|████████▋ | 2352/2703 [01:35<00:11, 29.71it/s]


dev:  87%|████████▋ | 2356/2703 [01:35<00:11, 29.26it/s]


dev:  87%|████████▋ | 2360/2703 [01:35<00:11, 30.37it/s]


dev:  87%|████████▋ | 2364/2703 [01:35<00:11, 29.95it/s]


dev:  88%|████████▊ | 2367/2703 [01:35<00:11, 29.38it/s]


dev:  88%|████████▊ | 2370/2703 [01:35<00:11, 28.71it/s]


dev:  88%|████████▊ | 2373/2703 [01:35<00:11, 27.66it/s]


dev:  88%|████████▊ | 2377/2703 [01:35<00:11, 28.84it/s]


dev:  88%|████████▊ | 2380/2703 [01:36<00:11, 28.27it/s]


dev:  88%|████████▊ | 2384/2703 [01:36<00:10, 30.20it/s]


dev:  88%|████████▊ | 2388/2703 [01:36<00:11, 28.46it/s]


dev:  88%|████████▊ | 2391/2703 [01:36<00:10, 28.52it/s]


dev:  89%|████████▊ | 2395/2703 [01:36<00:10, 29.12it/s]


dev:  89%|████████▉ | 2399/2703 [01:36<00:09, 30.43it/s]


dev:  89%|████████▉ | 2403/2703 [01:36<00:09, 31.64it/s]


dev:  89%|████████▉ | 2407/2703 [01:36<00:09, 30.92it/s]


dev:  89%|████████▉ | 2411/2703 [01:37<00:09, 31.00it/s]


dev:  89%|████████▉ | 2415/2703 [01:37<00:09, 29.55it/s]


dev:  89%|████████▉ | 2418/2703 [01:37<00:09, 29.12it/s]


dev:  90%|████████▉ | 2422/2703 [01:37<00:09, 29.95it/s]


dev:  90%|████████▉ | 2426/2703 [01:37<00:09, 29.59it/s]


dev:  90%|████████▉ | 2430/2703 [01:37<00:08, 30.96it/s]


dev:  90%|█████████ | 2434/2703 [01:37<00:09, 29.82it/s]


dev:  90%|█████████ | 2438/2703 [01:37<00:08, 29.68it/s]


dev:  90%|█████████ | 2442/2703 [01:38<00:08, 30.24it/s]


dev:  90%|█████████ | 2446/2703 [01:38<00:08, 30.50it/s]


dev:  91%|█████████ | 2450/2703 [01:38<00:08, 29.96it/s]


dev:  91%|█████████ | 2454/2703 [01:38<00:08, 29.10it/s]


dev:  91%|█████████ | 2457/2703 [01:38<00:08, 28.60it/s]


dev:  91%|█████████ | 2461/2703 [01:38<00:08, 28.34it/s]


dev:  91%|█████████ | 2464/2703 [01:38<00:08, 28.74it/s]


dev:  91%|█████████▏| 2467/2703 [01:38<00:08, 28.25it/s]


dev:  91%|█████████▏| 2470/2703 [01:39<00:08, 27.59it/s]


dev:  92%|█████████▏| 2474/2703 [01:39<00:08, 27.80it/s]


dev:  92%|█████████▏| 2477/2703 [01:39<00:08, 27.95it/s]


dev:  92%|█████████▏| 2480/2703 [01:39<00:08, 26.84it/s]


dev:  92%|█████████▏| 2484/2703 [01:39<00:07, 28.16it/s]


dev:  92%|█████████▏| 2487/2703 [01:39<00:07, 28.31it/s]


dev:  92%|█████████▏| 2491/2703 [01:39<00:07, 29.74it/s]


dev:  92%|█████████▏| 2494/2703 [01:39<00:07, 28.81it/s]


dev:  92%|█████████▏| 2498/2703 [01:40<00:07, 28.70it/s]


dev:  93%|█████████▎| 2502/2703 [01:40<00:06, 29.22it/s]


dev:  93%|█████████▎| 2505/2703 [01:40<00:06, 28.51it/s]


dev:  93%|█████████▎| 2508/2703 [01:40<00:06, 28.67it/s]


dev:  93%|█████████▎| 2511/2703 [01:40<00:07, 27.19it/s]


dev:  93%|█████████▎| 2514/2703 [01:40<00:06, 27.27it/s]


dev:  93%|█████████▎| 2517/2703 [01:40<00:06, 26.79it/s]


dev:  93%|█████████▎| 2521/2703 [01:40<00:06, 28.52it/s]


dev:  93%|█████████▎| 2525/2703 [01:41<00:06, 28.74it/s]


dev:  94%|█████████▎| 2528/2703 [01:41<00:06, 28.50it/s]


dev:  94%|█████████▎| 2531/2703 [01:41<00:06, 28.59it/s]


dev:  94%|█████████▎| 2534/2703 [01:41<00:05, 28.61it/s]


dev:  94%|█████████▍| 2537/2703 [01:41<00:05, 28.84it/s]


dev:  94%|█████████▍| 2540/2703 [01:41<00:05, 27.75it/s]


dev:  94%|█████████▍| 2544/2703 [01:41<00:05, 28.75it/s]


dev:  94%|█████████▍| 2547/2703 [01:41<00:05, 28.00it/s]


dev:  94%|█████████▍| 2550/2703 [01:41<00:05, 27.03it/s]


dev:  94%|█████████▍| 2554/2703 [01:42<00:05, 28.55it/s]


dev:  95%|█████████▍| 2558/2703 [01:42<00:04, 30.18it/s]


dev:  95%|█████████▍| 2562/2703 [01:42<00:04, 29.64it/s]


dev:  95%|█████████▍| 2566/2703 [01:42<00:04, 31.83it/s]


dev:  95%|█████████▌| 2570/2703 [01:42<00:04, 32.39it/s]


dev:  95%|█████████▌| 2574/2703 [01:42<00:03, 32.90it/s]


dev:  95%|█████████▌| 2578/2703 [01:42<00:03, 32.28it/s]


dev:  96%|█████████▌| 2582/2703 [01:42<00:03, 32.02it/s]


dev:  96%|█████████▌| 2586/2703 [01:43<00:03, 32.62it/s]


dev:  96%|█████████▌| 2591/2703 [01:43<00:03, 33.86it/s]


dev:  96%|█████████▌| 2595/2703 [01:43<00:03, 34.07it/s]


dev:  96%|█████████▌| 2599/2703 [01:43<00:03, 34.46it/s]


dev:  96%|█████████▋| 2603/2703 [01:43<00:02, 34.51it/s]


dev:  96%|█████████▋| 2607/2703 [01:43<00:02, 32.13it/s]


dev:  97%|█████████▋| 2611/2703 [01:43<00:02, 31.08it/s]


dev:  97%|█████████▋| 2615/2703 [01:43<00:02, 30.76it/s]


dev:  97%|█████████▋| 2619/2703 [01:44<00:02, 31.19it/s]


dev:  97%|█████████▋| 2623/2703 [01:44<00:02, 30.63it/s]


dev:  97%|█████████▋| 2627/2703 [01:44<00:02, 31.62it/s]


dev:  97%|█████████▋| 2631/2703 [01:44<00:02, 32.79it/s]


dev:  97%|█████████▋| 2635/2703 [01:44<00:02, 31.65it/s]


dev:  98%|█████████▊| 2639/2703 [01:44<00:02, 31.75it/s]


dev:  98%|█████████▊| 2643/2703 [01:44<00:01, 32.29it/s]


dev:  98%|█████████▊| 2647/2703 [01:44<00:01, 32.19it/s]


dev:  98%|█████████▊| 2651/2703 [01:45<00:01, 31.88it/s]


dev:  98%|█████████▊| 2655/2703 [01:45<00:01, 31.11it/s]


dev:  98%|█████████▊| 2659/2703 [01:45<00:01, 32.06it/s]


dev:  99%|█████████▊| 2663/2703 [01:45<00:01, 31.69it/s]


dev:  99%|█████████▊| 2667/2703 [01:45<00:01, 31.11it/s]


dev:  99%|█████████▉| 2671/2703 [01:45<00:00, 32.78it/s]


dev:  99%|█████████▉| 2675/2703 [01:45<00:00, 33.65it/s]


dev:  99%|█████████▉| 2679/2703 [01:45<00:00, 34.25it/s]


dev:  99%|█████████▉| 2683/2703 [01:46<00:00, 34.08it/s]


dev:  99%|█████████▉| 2687/2703 [01:46<00:00, 34.61it/s]


dev: 100%|█████████▉| 2691/2703 [01:46<00:00, 35.36it/s]


dev: 100%|█████████▉| 2696/2703 [01:46<00:00, 36.94it/s]


dev: 100%|█████████▉| 2700/2703 [01:46<00:00, 37.34it/s]
dev: 100%|██████████| 2703/2703 [01:46<00:00, 25.35it/s]

                                                           

                                                         

overall:  25%|██▍       | 999/4000 [05:22<10:50,  4.62it/s]

train:  28%|██▊       | 999/3515 [05:19<09:05,  4.62it/s]
                                                           

                                                         

overall:  25%|██▍       | 999/4000 [05:22<10:50,  4.62it/s]

train:  28%|██▊       | 999/3515 [05:19<09:05,  4.62it/s]
overall:  25%|██▌       | 1000/4000 [05:22<27:22:12, 32.84s/it]

train:  28%|██▊       | 1000/3515 [05:19<22:56:43, 32.84s/it]
overall:  25%|██▌       | 1001/4000 [05:22<19:12:29, 23.06s/it]

train:  28%|██▊       | 1001/3515 [05:19<16:06:06, 23.06s/it]
overall:  25%|██▌       | 1002/4000 [05:22<13:29:33, 16.20s/it]

train:  29%|██▊       | 1002/3515 [05:20<11:18:35, 16.20s/it]
overall:  25%|██▌       | 1003/4000 [05:23<9:30:01, 11.41s/it] 

train:  29%|██▊       | 1003/3515 [05:20<7:57:46, 11.41s/it] 
overall:  25%|██▌       | 1004/4000 [05:23<6:40:50,  8.03s/it]

train:  29%|██▊       | 1004/3515 [05:20<5:35:57,  8.03s/it]
overall:  25%|██▌       | 1005/4000 [05:23<4:43:39,  5.68s/it]

train:  29%|██▊       | 1005/3515 [05:20<3:57:43,  5.68s/it]
overall:  25%|██▌       | 1006/4000 [05:23<3:21:37,  4.04s/it]

train:  29%|██▊       | 1006/3515 [05:20<2:48:58,  4.04s/it]
overall:  25%|██▌       | 1007/4000 [05:23<2:24:18,  2.89s/it]

train:  29%|██▊       | 1007/3515 [05:21<2:00:55,  2.89s/it]
overall:  25%|██▌       | 1008/4000 [05:24<1:43:39,  2.08s/it]

train:  29%|██▊       | 1008/3515 [05:21<1:26:50,  2.08s/it]
overall:  25%|██▌       | 1009/4000 [05:24<1:14:36,  1.50s/it]

train:  29%|██▊       | 1009/3515 [05:21<1:02:30,  1.50s/it]
overall:  25%|██▌       | 1010/4000 [05:24<56:05,  1.13s/it]  

train:  29%|██▊       | 1010/3515 [05:21<46:59,  1.13s/it]  
overall:  25%|██▌       | 1011/4000 [05:24<42:25,  1.17it/s]

train:  29%|██▉       | 1011/3515 [05:21<35:32,  1.17it/s]
overall:  25%|██▌       | 1012/4000 [05:24<32:58,  1.51it/s]

train:  29%|██▉       | 1012/3515 [05:22<27:37,  1.51it/s]
overall:  25%|██▌       | 1013/4000 [05:25<27:08,  1.83it/s]

train:  29%|██▉       | 1013/3515 [05:22<22:43,  1.83it/s]
overall:  25%|██▌       | 1014/4000 [05:25<22:25,  2.22it/s]

train:  29%|██▉       | 1014/3515 [05:22<18:46,  2.22it/s]
overall:  25%|██▌       | 1015/4000 [05:25<18:43,  2.66it/s]

train:  29%|██▉       | 1015/3515 [05:22<15:41,  2.66it/s]
overall:  25%|██▌       | 1016/4000 [05:25<16:17,  3.05it/s]

train:  29%|██▉       | 1016/3515 [05:23<13:38,  3.05it/s]
overall:  25%|██▌       | 1017/4000 [05:26<15:25,  3.22it/s]

train:  29%|██▉       | 1017/3515 [05:23<12:55,  3.22it/s]
overall:  25%|██▌       | 1018/4000 [05:26<16:42,  2.97it/s]

train:  29%|██▉       | 1018/3515 [05:23<13:59,  2.97it/s]
overall:  25%|██▌       | 1019/4000 [05:26<14:56,  3.33it/s]

train:  29%|██▉       | 1019/3515 [05:23<12:30,  3.33it/s]
overall:  26%|██▌       | 1020/4000 [05:26<13:24,  3.70it/s]

train:  29%|██▉       | 1020/3515 [05:24<11:13,  3.70it/s]
overall:  26%|██▌       | 1021/4000 [05:27<12:23,  4.01it/s]

train:  29%|██▉       | 1021/3515 [05:24<10:22,  4.01it/s]
overall:  26%|██▌       | 1023/4000 [05:27<10:01,  4.95it/s]

train:  29%|██▉       | 1023/3515 [05:24<08:23,  4.95it/s]
overall:  26%|██▌       | 1025/4000 [05:27<07:36,  6.52it/s]

train:  29%|██▉       | 1025/3515 [05:24<06:22,  6.52it/s]
overall:  26%|██▌       | 1026/4000 [05:27<08:10,  6.07it/s]

train:  29%|██▉       | 1026/3515 [05:24<06:50,  6.07it/s]
overall:  26%|██▌       | 1028/4000 [05:28<07:40,  6.45it/s]

train:  29%|██▉       | 1028/3515 [05:25<06:25,  6.45it/s]
overall:  26%|██▌       | 1029/4000 [05:28<08:09,  6.07it/s]

train:  29%|██▉       | 1029/3515 [05:25<06:49,  6.07it/s]
overall:  26%|██▌       | 1030/4000 [05:28<08:23,  5.90it/s]

train:  29%|██▉       | 1030/3515 [05:25<07:01,  5.90it/s]
overall:  26%|██▌       | 1031/4000 [05:28<08:51,  5.59it/s]

train:  29%|██▉       | 1031/3515 [05:25<07:24,  5.59it/s]
overall:  26%|██▌       | 1032/4000 [05:28<09:18,  5.31it/s]

train:  29%|██▉       | 1032/3515 [05:26<07:47,  5.31it/s]
overall:  26%|██▌       | 1033/4000 [05:29<09:37,  5.14it/s]

train:  29%|██▉       | 1033/3515 [05:26<08:03,  5.14it/s]
overall:  26%|██▌       | 1034/4000 [05:29<08:27,  5.85it/s]

train:  29%|██▉       | 1034/3515 [05:26<07:04,  5.85it/s]
overall:  26%|██▌       | 1035/4000 [05:29<08:49,  5.60it/s]

train:  29%|██▉       | 1035/3515 [05:26<07:23,  5.60it/s]
overall:  26%|██▌       | 1037/4000 [05:29<07:46,  6.35it/s]

train:  30%|██▉       | 1037/3515 [05:26<06:30,  6.35it/s]
overall:  26%|██▌       | 1038/4000 [05:29<08:23,  5.88it/s]

train:  30%|██▉       | 1038/3515 [05:27<07:00,  5.88it/s]
overall:  26%|██▌       | 1039/4000 [05:30<08:52,  5.56it/s]

train:  30%|██▉       | 1039/3515 [05:27<07:25,  5.56it/s]
overall:  26%|██▌       | 1040/4000 [05:30<09:23,  5.25it/s]

train:  30%|██▉       | 1040/3515 [05:27<07:51,  5.25it/s]
overall:  26%|██▌       | 1041/4000 [05:30<09:36,  5.13it/s]

train:  30%|██▉       | 1041/3515 [05:27<08:01,  5.14it/s]
overall:  26%|██▌       | 1042/4000 [05:30<12:26,  3.96it/s]

train:  30%|██▉       | 1042/3515 [05:28<10:24,  3.96it/s]
overall:  26%|██▌       | 1043/4000 [05:31<11:48,  4.18it/s]

train:  30%|██▉       | 1043/3515 [05:28<09:52,  4.18it/s]
overall:  26%|██▌       | 1044/4000 [05:31<11:16,  4.37it/s]

train:  30%|██▉       | 1044/3515 [05:28<09:25,  4.37it/s]
overall:  26%|██▌       | 1045/4000 [05:31<11:01,  4.47it/s]

train:  30%|██▉       | 1045/3515 [05:28<09:12,  4.47it/s]
overall:  26%|██▌       | 1046/4000 [05:31<10:39,  4.62it/s]

train:  30%|██▉       | 1046/3515 [05:28<08:54,  4.62it/s]
overall:  26%|██▌       | 1047/4000 [05:31<10:37,  4.63it/s]

train:  30%|██▉       | 1047/3515 [05:29<08:52,  4.63it/s]
overall:  26%|██▌       | 1048/4000 [05:32<10:25,  4.72it/s]

train:  30%|██▉       | 1048/3515 [05:29<08:42,  4.72it/s]
overall:  26%|██▌       | 1049/4000 [05:32<10:29,  4.69it/s]

train:  30%|██▉       | 1049/3515 [05:29<08:45,  4.69it/s]
overall:  26%|██▋       | 1050/4000 [05:32<10:33,  4.66it/s]

train:  30%|██▉       | 1050/3515 [05:29<08:49,  4.66it/s]
overall:  26%|██▋       | 1051/4000 [05:32<10:38,  4.62it/s]

train:  30%|██▉       | 1051/3515 [05:29<08:53,  4.62it/s]
overall:  26%|██▋       | 1052/4000 [05:32<10:16,  4.78it/s]

train:  30%|██▉       | 1052/3515 [05:30<08:35,  4.78it/s]
overall:  26%|██▋       | 1053/4000 [05:33<08:47,  5.58it/s]

train:  30%|██▉       | 1053/3515 [05:30<07:20,  5.58it/s]
overall:  26%|██▋       | 1054/4000 [05:33<09:23,  5.23it/s]

train:  30%|██▉       | 1054/3515 [05:30<07:50,  5.23it/s]
overall:  26%|██▋       | 1055/4000 [05:33<09:38,  5.09it/s]

train:  30%|███       | 1055/3515 [05:30<08:02,  5.09it/s]
overall:  26%|██▋       | 1056/4000 [05:33<09:55,  4.95it/s]

train:  30%|███       | 1056/3515 [05:30<08:16,  4.95it/s]
overall:  26%|██▋       | 1057/4000 [05:33<10:09,  4.83it/s]

train:  30%|███       | 1057/3515 [05:31<08:29,  4.83it/s]
overall:  26%|██▋       | 1058/4000 [05:34<10:07,  4.85it/s]

train:  30%|███       | 1058/3515 [05:31<08:27,  4.85it/s]
overall:  26%|██▋       | 1059/4000 [05:34<10:24,  4.71it/s]

train:  30%|███       | 1059/3515 [05:31<08:41,  4.71it/s]
overall:  26%|██▋       | 1060/4000 [05:34<10:40,  4.59it/s]

train:  30%|███       | 1060/3515 [05:31<08:54,  4.59it/s]
overall:  27%|██▋       | 1061/4000 [05:34<10:14,  4.78it/s]

train:  30%|███       | 1061/3515 [05:31<08:33,  4.78it/s]
overall:  27%|██▋       | 1062/4000 [05:34<10:24,  4.70it/s]

train:  30%|███       | 1062/3515 [05:32<08:41,  4.70it/s]
overall:  27%|██▋       | 1063/4000 [05:35<10:29,  4.66it/s]

train:  30%|███       | 1063/3515 [05:32<08:45,  4.66it/s]
overall:  27%|██▋       | 1064/4000 [05:35<10:29,  4.67it/s]

train:  30%|███       | 1064/3515 [05:32<08:45,  4.67it/s]
overall:  27%|██▋       | 1066/4000 [05:35<12:00,  4.07it/s]

train:  30%|███       | 1066/3515 [05:33<10:01,  4.07it/s]
overall:  27%|██▋       | 1067/4000 [05:36<11:28,  4.26it/s]

train:  30%|███       | 1067/3515 [05:33<09:34,  4.26it/s]
overall:  27%|██▋       | 1068/4000 [05:36<09:47,  4.99it/s]

train:  30%|███       | 1068/3515 [05:33<08:10,  4.99it/s]
overall:  27%|██▋       | 1069/4000 [05:36<08:41,  5.62it/s]

train:  30%|███       | 1069/3515 [05:33<07:15,  5.62it/s]
overall:  27%|██▋       | 1070/4000 [05:36<08:51,  5.51it/s]

train:  30%|███       | 1070/3515 [05:33<07:23,  5.51it/s]
overall:  27%|██▋       | 1071/4000 [05:36<09:19,  5.24it/s]

train:  30%|███       | 1071/3515 [05:34<07:46,  5.24it/s]
overall:  27%|██▋       | 1072/4000 [05:37<09:38,  5.06it/s]

train:  30%|███       | 1072/3515 [05:34<08:02,  5.06it/s]
overall:  27%|██▋       | 1073/4000 [05:37<09:54,  4.93it/s]

train:  31%|███       | 1073/3515 [05:34<08:15,  4.93it/s]
overall:  27%|██▋       | 1074/4000 [05:37<09:55,  4.92it/s]

train:  31%|███       | 1074/3515 [05:34<08:16,  4.92it/s]
overall:  27%|██▋       | 1075/4000 [05:37<10:08,  4.81it/s]

train:  31%|███       | 1075/3515 [05:34<08:27,  4.81it/s]
overall:  27%|██▋       | 1076/4000 [05:37<10:18,  4.73it/s]

train:  31%|███       | 1076/3515 [05:35<08:35,  4.73it/s]
overall:  27%|██▋       | 1077/4000 [05:38<10:11,  4.78it/s]

train:  31%|███       | 1077/3515 [05:35<08:30,  4.78it/s]
overall:  27%|██▋       | 1078/4000 [05:38<10:20,  4.71it/s]

train:  31%|███       | 1078/3515 [05:35<08:37,  4.71it/s]
overall:  27%|██▋       | 1079/4000 [05:38<10:15,  4.74it/s]

train:  31%|███       | 1079/3515 [05:35<08:33,  4.74it/s]
overall:  27%|██▋       | 1080/4000 [05:38<09:50,  4.94it/s]

train:  31%|███       | 1080/3515 [05:35<08:12,  4.94it/s]
overall:  27%|██▋       | 1081/4000 [05:38<10:06,  4.81it/s]

train:  31%|███       | 1081/3515 [05:36<08:25,  4.81it/s]
overall:  27%|██▋       | 1083/4000 [05:39<08:55,  5.45it/s]

train:  31%|███       | 1083/3515 [05:36<07:26,  5.45it/s]
overall:  27%|██▋       | 1084/4000 [05:39<09:23,  5.18it/s]

train:  31%|███       | 1084/3515 [05:36<07:49,  5.18it/s]
overall:  27%|██▋       | 1085/4000 [05:39<09:40,  5.02it/s]

train:  31%|███       | 1085/3515 [05:36<08:04,  5.02it/s]
overall:  27%|██▋       | 1086/4000 [05:39<09:42,  5.00it/s]

train:  31%|███       | 1086/3515 [05:37<08:05,  5.00it/s]
overall:  27%|██▋       | 1087/4000 [05:40<09:55,  4.89it/s]

train:  31%|███       | 1087/3515 [05:37<08:16,  4.89it/s]
overall:  27%|██▋       | 1088/4000 [05:40<09:42,  5.00it/s]

train:  31%|███       | 1088/3515 [05:37<08:05,  5.00it/s]
overall:  27%|██▋       | 1089/4000 [05:40<09:58,  4.86it/s]

train:  31%|███       | 1089/3515 [05:37<08:19,  4.86it/s]
overall:  27%|██▋       | 1090/4000 [05:41<15:08,  3.20it/s]

train:  31%|███       | 1090/3515 [05:38<12:37,  3.20it/s]
overall:  27%|██▋       | 1091/4000 [05:41<13:47,  3.51it/s]

train:  31%|███       | 1091/3515 [05:38<11:29,  3.51it/s]
overall:  27%|██▋       | 1092/4000 [05:41<12:50,  3.78it/s]

train:  31%|███       | 1092/3515 [05:38<10:41,  3.78it/s]
overall:  27%|██▋       | 1093/4000 [05:41<12:15,  3.95it/s]

train:  31%|███       | 1093/3515 [05:38<10:13,  3.95it/s]
overall:  27%|██▋       | 1094/4000 [05:41<11:34,  4.18it/s]

train:  31%|███       | 1094/3515 [05:39<09:38,  4.18it/s]
overall:  27%|██▋       | 1095/4000 [05:42<11:14,  4.30it/s]

train:  31%|███       | 1095/3515 [05:39<09:22,  4.30it/s]
overall:  27%|██▋       | 1097/4000 [05:42<09:20,  5.18it/s]

train:  31%|███       | 1097/3515 [05:39<07:46,  5.18it/s]
overall:  27%|██▋       | 1098/4000 [05:42<09:35,  5.04it/s]

train:  31%|███       | 1098/3515 [05:39<07:59,  5.04it/s]
overall:  27%|██▋       | 1099/4000 [05:42<09:50,  4.91it/s]

train:  31%|███▏      | 1099/3515 [05:40<08:11,  4.91it/s]
overall:  28%|██▊       | 1100/4000 [05:43<10:00,  4.83it/s]

train:  31%|███▏      | 1100/3515 [05:40<08:19,  4.83it/s]
overall:  28%|██▊       | 1101/4000 [05:43<10:06,  4.78it/s]

train:  31%|███▏      | 1101/3515 [05:40<08:24,  4.78it/s]
overall:  28%|██▊       | 1102/4000 [05:43<10:07,  4.77it/s]

train:  31%|███▏      | 1102/3515 [05:40<08:25,  4.77it/s]
overall:  28%|██▊       | 1103/4000 [05:43<10:09,  4.76it/s]

train:  31%|███▏      | 1103/3515 [05:40<08:27,  4.76it/s]
overall:  28%|██▊       | 1104/4000 [05:43<10:18,  4.69it/s]

train:  31%|███▏      | 1104/3515 [05:41<08:34,  4.69it/s]
overall:  28%|██▊       | 1105/4000 [05:44<09:57,  4.84it/s]

train:  31%|███▏      | 1105/3515 [05:41<08:17,  4.84it/s]
overall:  28%|██▊       | 1106/4000 [05:44<09:47,  4.92it/s]

train:  31%|███▏      | 1106/3515 [05:41<08:09,  4.92it/s]
overall:  28%|██▊       | 1107/4000 [05:44<09:57,  4.85it/s]

train:  31%|███▏      | 1107/3515 [05:41<08:16,  4.85it/s]
overall:  28%|██▊       | 1108/4000 [05:44<09:26,  5.11it/s]

train:  32%|███▏      | 1108/3515 [05:41<07:51,  5.11it/s]
overall:  28%|██▊       | 1109/4000 [05:44<09:45,  4.94it/s]

train:  32%|███▏      | 1109/3515 [05:42<08:07,  4.94it/s]
overall:  28%|██▊       | 1110/4000 [05:45<09:56,  4.84it/s]

train:  32%|███▏      | 1110/3515 [05:42<08:16,  4.84it/s]
overall:  28%|██▊       | 1111/4000 [05:45<10:05,  4.77it/s]

train:  32%|███▏      | 1111/3515 [05:42<08:23,  4.77it/s]
overall:  28%|██▊       | 1112/4000 [05:45<10:15,  4.69it/s]

train:  32%|███▏      | 1112/3515 [05:42<08:32,  4.69it/s]
overall:  28%|██▊       | 1113/4000 [05:45<10:16,  4.68it/s]

train:  32%|███▏      | 1113/3515 [05:43<08:32,  4.68it/s]
overall:  28%|██▊       | 1114/4000 [05:46<14:51,  3.24it/s]

train:  32%|███▏      | 1114/3515 [05:43<12:21,  3.24it/s]
overall:  28%|██▊       | 1115/4000 [05:46<13:14,  3.63it/s]

train:  32%|███▏      | 1115/3515 [05:43<11:00,  3.63it/s]
overall:  28%|██▊       | 1116/4000 [05:46<12:10,  3.95it/s]

train:  32%|███▏      | 1116/3515 [05:43<10:07,  3.95it/s]
overall:  28%|██▊       | 1117/4000 [05:46<10:07,  4.75it/s]

train:  32%|███▏      | 1117/3515 [05:44<08:25,  4.75it/s]
overall:  28%|██▊       | 1118/4000 [05:47<10:12,  4.71it/s]

train:  32%|███▏      | 1118/3515 [05:44<08:29,  4.71it/s]
overall:  28%|██▊       | 1119/4000 [05:47<10:17,  4.67it/s]

train:  32%|███▏      | 1119/3515 [05:44<08:33,  4.67it/s]
overall:  28%|██▊       | 1120/4000 [05:47<08:53,  5.40it/s]

train:  32%|███▏      | 1120/3515 [05:44<07:23,  5.40it/s]
overall:  28%|██▊       | 1121/4000 [05:47<09:07,  5.26it/s]

train:  32%|███▏      | 1121/3515 [05:44<07:35,  5.26it/s]
overall:  28%|██▊       | 1122/4000 [05:47<09:22,  5.12it/s]

train:  32%|███▏      | 1122/3515 [05:45<07:47,  5.12it/s]
overall:  28%|██▊       | 1123/4000 [05:48<09:41,  4.94it/s]

train:  32%|███▏      | 1123/3515 [05:45<08:03,  4.94it/s]
overall:  28%|██▊       | 1125/4000 [05:48<08:31,  5.63it/s]

train:  32%|███▏      | 1125/3515 [05:45<07:04,  5.63it/s]
overall:  28%|██▊       | 1126/4000 [05:48<09:07,  5.25it/s]

train:  32%|███▏      | 1126/3515 [05:45<07:34,  5.25it/s]
overall:  28%|██▊       | 1127/4000 [05:48<08:57,  5.34it/s]

train:  32%|███▏      | 1127/3515 [05:45<07:27,  5.34it/s]
overall:  28%|██▊       | 1128/4000 [05:48<09:17,  5.16it/s]

train:  32%|███▏      | 1128/3515 [05:46<07:43,  5.16it/s]
overall:  28%|██▊       | 1129/4000 [05:49<09:26,  5.06it/s]

train:  32%|███▏      | 1129/3515 [05:46<07:51,  5.06it/s]
overall:  28%|██▊       | 1130/4000 [05:49<09:07,  5.24it/s]

train:  32%|███▏      | 1130/3515 [05:46<07:34,  5.24it/s]
overall:  28%|██▊       | 1131/4000 [05:49<08:42,  5.49it/s]

train:  32%|███▏      | 1131/3515 [05:46<07:14,  5.49it/s]
overall:  28%|██▊       | 1132/4000 [05:49<09:07,  5.24it/s]

train:  32%|███▏      | 1132/3515 [05:46<07:34,  5.24it/s]
overall:  28%|██▊       | 1133/4000 [05:49<09:07,  5.23it/s]

train:  32%|███▏      | 1133/3515 [05:47<07:35,  5.23it/s]
overall:  28%|██▊       | 1134/4000 [05:50<09:13,  5.18it/s]

train:  32%|███▏      | 1134/3515 [05:47<07:39,  5.18it/s]
overall:  28%|██▊       | 1135/4000 [05:50<09:22,  5.10it/s]

train:  32%|███▏      | 1135/3515 [05:47<07:47,  5.10it/s]
overall:  28%|██▊       | 1136/4000 [05:50<09:35,  4.98it/s]

train:  32%|███▏      | 1136/3515 [05:47<07:58,  4.98it/s]
overall:  28%|██▊       | 1137/4000 [05:50<09:29,  5.03it/s]

train:  32%|███▏      | 1137/3515 [05:47<07:52,  5.03it/s]
overall:  28%|██▊       | 1138/4000 [05:51<13:57,  3.42it/s]

train:  32%|███▏      | 1138/3515 [05:48<11:35,  3.42it/s]
overall:  28%|██▊       | 1139/4000 [05:51<12:43,  3.74it/s]

train:  32%|███▏      | 1139/3515 [05:48<10:34,  3.74it/s]
overall:  28%|██▊       | 1140/4000 [05:51<12:06,  3.93it/s]

train:  32%|███▏      | 1140/3515 [05:48<10:03,  3.93it/s]
overall:  29%|██▊       | 1141/4000 [05:51<11:35,  4.11it/s]

train:  32%|███▏      | 1141/3515 [05:49<09:37,  4.11it/s]
overall:  29%|██▊       | 1142/4000 [05:51<09:57,  4.78it/s]

train:  32%|███▏      | 1142/3515 [05:49<08:16,  4.78it/s]
overall:  29%|██▊       | 1143/4000 [05:52<09:57,  4.78it/s]

train:  33%|███▎      | 1143/3515 [05:49<08:16,  4.78it/s]
overall:  29%|██▊       | 1144/4000 [05:52<09:27,  5.03it/s]

train:  33%|███▎      | 1144/3515 [05:49<07:50,  5.03it/s]
overall:  29%|██▊       | 1145/4000 [05:52<09:03,  5.25it/s]

train:  33%|███▎      | 1145/3515 [05:49<07:31,  5.25it/s]
overall:  29%|██▊       | 1146/4000 [05:52<09:21,  5.08it/s]

train:  33%|███▎      | 1146/3515 [05:49<07:46,  5.08it/s]
overall:  29%|██▊       | 1147/4000 [05:52<09:23,  5.07it/s]

train:  33%|███▎      | 1147/3515 [05:50<07:47,  5.07it/s]
overall:  29%|██▊       | 1148/4000 [05:53<09:30,  5.00it/s]

train:  33%|███▎      | 1148/3515 [05:50<07:53,  5.00it/s]
overall:  29%|██▊       | 1149/4000 [05:53<09:26,  5.03it/s]

train:  33%|███▎      | 1149/3515 [05:50<07:49,  5.03it/s]
overall:  29%|██▉       | 1150/4000 [05:53<09:49,  4.83it/s]

train:  33%|███▎      | 1150/3515 [05:50<08:09,  4.83it/s]
overall:  29%|██▉       | 1151/4000 [05:53<09:48,  4.84it/s]

train:  33%|███▎      | 1151/3515 [05:51<08:08,  4.84it/s]
overall:  29%|██▉       | 1152/4000 [05:53<09:39,  4.91it/s]

train:  33%|███▎      | 1152/3515 [05:51<08:00,  4.91it/s]
overall:  29%|██▉       | 1153/4000 [05:54<09:54,  4.79it/s]

train:  33%|███▎      | 1153/3515 [05:51<08:13,  4.79it/s]
overall:  29%|██▉       | 1154/4000 [05:54<10:02,  4.72it/s]

train:  33%|███▎      | 1154/3515 [05:51<08:20,  4.72it/s]
overall:  29%|██▉       | 1155/4000 [05:54<10:16,  4.62it/s]

train:  33%|███▎      | 1155/3515 [05:51<08:31,  4.62it/s]
overall:  29%|██▉       | 1156/4000 [05:54<09:29,  4.99it/s]

train:  33%|███▎      | 1156/3515 [05:52<07:52,  4.99it/s]
overall:  29%|██▉       | 1157/4000 [05:54<08:12,  5.77it/s]

train:  33%|███▎      | 1157/3515 [05:52<06:48,  5.77it/s]
overall:  29%|██▉       | 1158/4000 [05:55<08:55,  5.31it/s]

train:  33%|███▎      | 1158/3515 [05:52<07:23,  5.31it/s]
overall:  29%|██▉       | 1159/4000 [05:55<09:18,  5.09it/s]

train:  33%|███▎      | 1159/3515 [05:52<07:42,  5.09it/s]
overall:  29%|██▉       | 1160/4000 [05:55<09:34,  4.94it/s]

train:  33%|███▎      | 1160/3515 [05:52<07:56,  4.94it/s]
overall:  29%|██▉       | 1161/4000 [05:55<09:42,  4.88it/s]

train:  33%|███▎      | 1161/3515 [05:53<08:02,  4.87it/s]
overall:  29%|██▉       | 1162/4000 [05:56<15:44,  3.01it/s]

train:  33%|███▎      | 1162/3515 [05:53<13:02,  3.01it/s]
overall:  29%|██▉       | 1163/4000 [05:56<14:02,  3.37it/s]

train:  33%|███▎      | 1163/3515 [05:53<11:38,  3.37it/s]
overall:  29%|██▉       | 1164/4000 [05:56<12:50,  3.68it/s]

train:  33%|███▎      | 1164/3515 [05:54<10:38,  3.68it/s]
overall:  29%|██▉       | 1165/4000 [05:57<12:01,  3.93it/s]

train:  33%|███▎      | 1165/3515 [05:54<09:57,  3.93it/s]
overall:  29%|██▉       | 1166/4000 [05:57<11:27,  4.12it/s]

train:  33%|███▎      | 1166/3515 [05:54<09:29,  4.12it/s]
overall:  29%|██▉       | 1167/4000 [05:57<10:56,  4.32it/s]

train:  33%|███▎      | 1167/3515 [05:54<09:03,  4.32it/s]
overall:  29%|██▉       | 1168/4000 [05:57<10:22,  4.55it/s]

train:  33%|███▎      | 1168/3515 [05:54<08:35,  4.55it/s]
overall:  29%|██▉       | 1169/4000 [05:57<10:09,  4.65it/s]

train:  33%|███▎      | 1169/3515 [05:55<08:25,  4.65it/s]
overall:  29%|██▉       | 1170/4000 [05:58<10:15,  4.60it/s]

train:  33%|███▎      | 1170/3515 [05:55<08:29,  4.60it/s]
overall:  29%|██▉       | 1171/4000 [05:58<10:19,  4.57it/s]

train:  33%|███▎      | 1171/3515 [05:55<08:33,  4.57it/s]
overall:  29%|██▉       | 1172/4000 [05:58<09:39,  4.88it/s]

train:  33%|███▎      | 1172/3515 [05:55<07:59,  4.88it/s]
overall:  29%|██▉       | 1174/4000 [05:58<08:19,  5.66it/s]

train:  33%|███▎      | 1174/3515 [05:56<06:53,  5.66it/s]
overall:  29%|██▉       | 1175/4000 [05:58<08:55,  5.27it/s]

train:  33%|███▎      | 1175/3515 [05:56<07:23,  5.27it/s]
overall:  29%|██▉       | 1176/4000 [05:59<09:17,  5.06it/s]

train:  33%|███▎      | 1176/3515 [05:56<07:41,  5.06it/s]
overall:  29%|██▉       | 1177/4000 [05:59<09:29,  4.96it/s]

train:  33%|███▎      | 1177/3515 [05:56<07:51,  4.96it/s]
overall:  29%|██▉       | 1178/4000 [05:59<09:43,  4.84it/s]

train:  34%|███▎      | 1178/3515 [05:56<08:03,  4.84it/s]
overall:  29%|██▉       | 1179/4000 [05:59<09:40,  4.86it/s]

train:  34%|███▎      | 1179/3515 [05:57<08:00,  4.86it/s]
overall:  30%|██▉       | 1180/4000 [06:00<09:38,  4.87it/s]

train:  34%|███▎      | 1180/3515 [05:57<07:59,  4.87it/s]
overall:  30%|██▉       | 1181/4000 [06:00<09:36,  4.89it/s]

train:  34%|███▎      | 1181/3515 [05:57<07:57,  4.89it/s]
overall:  30%|██▉       | 1182/4000 [06:00<09:46,  4.81it/s]

train:  34%|███▎      | 1182/3515 [05:57<08:05,  4.81it/s]
overall:  30%|██▉       | 1184/4000 [06:00<08:31,  5.51it/s]

train:  34%|███▎      | 1184/3515 [05:58<07:03,  5.51it/s]
overall:  30%|██▉       | 1186/4000 [06:01<11:26,  4.10it/s]

train:  34%|███▎      | 1186/3515 [05:58<09:28,  4.10it/s]
overall:  30%|██▉       | 1187/4000 [06:01<10:53,  4.30it/s]

train:  34%|███▍      | 1187/3515 [05:58<09:00,  4.30it/s]
overall:  30%|██▉       | 1188/4000 [06:01<10:22,  4.52it/s]

train:  34%|███▍      | 1188/3515 [05:59<08:34,  4.52it/s]
overall:  30%|██▉       | 1189/4000 [06:02<10:13,  4.58it/s]

train:  34%|███▍      | 1189/3515 [05:59<08:27,  4.58it/s]
overall:  30%|██▉       | 1190/4000 [06:02<10:10,  4.61it/s]

train:  34%|███▍      | 1190/3515 [05:59<08:24,  4.61it/s]
overall:  30%|██▉       | 1191/4000 [06:02<10:02,  4.67it/s]

train:  34%|███▍      | 1191/3515 [05:59<08:18,  4.67it/s]
overall:  30%|██▉       | 1192/4000 [06:02<09:58,  4.69it/s]

train:  34%|███▍      | 1192/3515 [05:59<08:14,  4.69it/s]
overall:  30%|██▉       | 1193/4000 [06:02<09:23,  4.98it/s]

train:  34%|███▍      | 1193/3515 [06:00<07:46,  4.98it/s]
overall:  30%|██▉       | 1194/4000 [06:03<09:30,  4.92it/s]

train:  34%|███▍      | 1194/3515 [06:00<07:52,  4.92it/s]
overall:  30%|██▉       | 1195/4000 [06:03<09:41,  4.82it/s]

train:  34%|███▍      | 1195/3515 [06:00<08:01,  4.82it/s]
overall:  30%|██▉       | 1196/4000 [06:03<09:49,  4.76it/s]

train:  34%|███▍      | 1196/3515 [06:00<08:07,  4.76it/s]
overall:  30%|██▉       | 1197/4000 [06:03<09:36,  4.86it/s]

train:  34%|███▍      | 1197/3515 [06:00<07:56,  4.86it/s]
overall:  30%|██▉       | 1198/4000 [06:03<09:26,  4.95it/s]

train:  34%|███▍      | 1198/3515 [06:01<07:48,  4.95it/s]
overall:  30%|██▉       | 1199/4000 [06:04<09:25,  4.96it/s]

train:  34%|███▍      | 1199/3515 [06:01<07:47,  4.96it/s]
overall:  30%|███       | 1200/4000 [06:04<08:26,  5.53it/s]

train:  34%|███▍      | 1200/3515 [06:01<06:58,  5.53it/s]
overall:  30%|███       | 1201/4000 [06:04<08:25,  5.54it/s]

train:  34%|███▍      | 1201/3515 [06:01<06:57,  5.54it/s]
overall:  30%|███       | 1202/4000 [06:04<08:45,  5.33it/s]

train:  34%|███▍      | 1202/3515 [06:01<07:14,  5.33it/s]
overall:  30%|███       | 1203/4000 [06:04<09:04,  5.14it/s]

train:  34%|███▍      | 1203/3515 [06:02<07:29,  5.14it/s]
overall:  30%|███       | 1204/4000 [06:05<09:11,  5.07it/s]

train:  34%|███▍      | 1204/3515 [06:02<07:35,  5.07it/s]
overall:  30%|███       | 1205/4000 [06:05<09:26,  4.94it/s]

train:  34%|███▍      | 1205/3515 [06:02<07:48,  4.94it/s]
overall:  30%|███       | 1206/4000 [06:05<09:26,  4.94it/s]

train:  34%|███▍      | 1206/3515 [06:02<07:47,  4.94it/s]
overall:  30%|███       | 1207/4000 [06:05<09:31,  4.89it/s]

train:  34%|███▍      | 1207/3515 [06:02<07:51,  4.89it/s]
overall:  30%|███       | 1208/4000 [06:05<09:22,  4.96it/s]

train:  34%|███▍      | 1208/3515 [06:03<07:44,  4.96it/s]
overall:  30%|███       | 1209/4000 [06:06<09:34,  4.86it/s]

train:  34%|███▍      | 1209/3515 [06:03<07:54,  4.86it/s]
overall:  30%|███       | 1210/4000 [06:06<14:44,  3.15it/s]

train:  34%|███▍      | 1210/3515 [06:03<12:11,  3.15it/s]
overall:  30%|███       | 1211/4000 [06:06<13:19,  3.49it/s]

train:  34%|███▍      | 1211/3515 [06:04<11:00,  3.49it/s]
overall:  30%|███       | 1212/4000 [06:07<11:43,  3.96it/s]

train:  34%|███▍      | 1212/3515 [06:04<09:40,  3.96it/s]
overall:  30%|███       | 1213/4000 [06:07<11:11,  4.15it/s]

train:  35%|███▍      | 1213/3515 [06:04<09:14,  4.15it/s]
overall:  30%|███       | 1214/4000 [06:07<10:38,  4.36it/s]

train:  35%|███▍      | 1214/3515 [06:04<08:47,  4.36it/s]
overall:  30%|███       | 1215/4000 [06:07<10:28,  4.43it/s]

train:  35%|███▍      | 1215/3515 [06:04<08:39,  4.43it/s]
overall:  30%|███       | 1216/4000 [06:07<10:12,  4.55it/s]

train:  35%|███▍      | 1216/3515 [06:05<08:25,  4.55it/s]
overall:  30%|███       | 1217/4000 [06:08<10:11,  4.55it/s]

train:  35%|███▍      | 1217/3515 [06:05<08:24,  4.55it/s]
overall:  30%|███       | 1218/4000 [06:08<10:10,  4.56it/s]

train:  35%|███▍      | 1218/3515 [06:05<08:23,  4.56it/s]
overall:  30%|███       | 1220/4000 [06:08<08:27,  5.48it/s]

train:  35%|███▍      | 1220/3515 [06:05<06:59,  5.48it/s]
overall:  31%|███       | 1221/4000 [06:08<08:43,  5.31it/s]

train:  35%|███▍      | 1221/3515 [06:06<07:11,  5.31it/s]
overall:  31%|███       | 1223/4000 [06:09<07:49,  5.91it/s]

train:  35%|███▍      | 1223/3515 [06:06<06:27,  5.91it/s]
overall:  31%|███       | 1224/4000 [06:09<08:29,  5.45it/s]

train:  35%|███▍      | 1224/3515 [06:06<07:00,  5.45it/s]
overall:  31%|███       | 1225/4000 [06:09<08:46,  5.27it/s]

train:  35%|███▍      | 1225/3515 [06:06<07:14,  5.27it/s]
overall:  31%|███       | 1226/4000 [06:09<09:06,  5.08it/s]

train:  35%|███▍      | 1226/3515 [06:06<07:30,  5.08it/s]
overall:  31%|███       | 1227/4000 [06:09<09:18,  4.96it/s]

train:  35%|███▍      | 1227/3515 [06:07<07:41,  4.96it/s]
overall:  31%|███       | 1228/4000 [06:10<09:17,  4.97it/s]

train:  35%|███▍      | 1228/3515 [06:07<07:39,  4.97it/s]
overall:  31%|███       | 1229/4000 [06:10<09:30,  4.85it/s]

train:  35%|███▍      | 1229/3515 [06:07<07:51,  4.85it/s]
overall:  31%|███       | 1230/4000 [06:10<09:35,  4.81it/s]

train:  35%|███▍      | 1230/3515 [06:07<07:54,  4.81it/s]
overall:  31%|███       | 1231/4000 [06:10<09:23,  4.91it/s]

train:  35%|███▌      | 1231/3515 [06:07<07:45,  4.91it/s]
overall:  31%|███       | 1232/4000 [06:10<09:18,  4.96it/s]

train:  35%|███▌      | 1232/3515 [06:08<07:40,  4.96it/s]
overall:  31%|███       | 1233/4000 [06:11<09:20,  4.93it/s]

train:  35%|███▌      | 1233/3515 [06:08<07:42,  4.93it/s]
overall:  31%|███       | 1234/4000 [06:11<14:25,  3.19it/s]

train:  35%|███▌      | 1234/3515 [06:08<11:54,  3.19it/s]
overall:  31%|███       | 1235/4000 [06:11<13:06,  3.51it/s]

train:  35%|███▌      | 1235/3515 [06:09<10:48,  3.51it/s]
overall:  31%|███       | 1236/4000 [06:12<11:52,  3.88it/s]

train:  35%|███▌      | 1236/3515 [06:09<09:47,  3.88it/s]
overall:  31%|███       | 1237/4000 [06:12<10:20,  4.45it/s]

train:  35%|███▌      | 1237/3515 [06:09<08:31,  4.45it/s]
overall:  31%|███       | 1238/4000 [06:12<10:15,  4.49it/s]

train:  35%|███▌      | 1238/3515 [06:09<08:27,  4.49it/s]
overall:  31%|███       | 1239/4000 [06:12<10:08,  4.53it/s]

train:  35%|███▌      | 1239/3515 [06:09<08:21,  4.53it/s]
overall:  31%|███       | 1240/4000 [06:12<10:08,  4.53it/s]

train:  35%|███▌      | 1240/3515 [06:10<08:21,  4.53it/s]
overall:  31%|███       | 1241/4000 [06:13<09:58,  4.61it/s]

train:  35%|███▌      | 1241/3515 [06:10<08:13,  4.61it/s]
overall:  31%|███       | 1242/4000 [06:13<09:19,  4.93it/s]

train:  35%|███▌      | 1242/3515 [06:10<07:40,  4.93it/s]
overall:  31%|███       | 1243/4000 [06:13<08:54,  5.15it/s]

train:  35%|███▌      | 1243/3515 [06:10<07:20,  5.15it/s]
overall:  31%|███       | 1245/4000 [06:13<07:42,  5.95it/s]

train:  35%|███▌      | 1245/3515 [06:11<06:21,  5.95it/s]
overall:  31%|███       | 1246/4000 [06:13<08:05,  5.68it/s]

train:  35%|███▌      | 1246/3515 [06:11<06:39,  5.68it/s]
overall:  31%|███       | 1247/4000 [06:14<08:34,  5.36it/s]

train:  35%|███▌      | 1247/3515 [06:11<07:03,  5.36it/s]
overall:  31%|███       | 1248/4000 [06:14<08:54,  5.15it/s]

train:  36%|███▌      | 1248/3515 [06:11<07:20,  5.15it/s]
overall:  31%|███       | 1249/4000 [06:14<08:56,  5.13it/s]

train:  36%|███▌      | 1249/3515 [06:11<07:21,  5.13it/s]
overall:  31%|███▏      | 1250/4000 [06:14<07:49,  5.85it/s]

train:  36%|███▌      | 1250/3515 [06:11<06:27,  5.85it/s]
overall:  31%|███▏      | 1251/4000 [06:14<07:28,  6.12it/s]

train:  36%|███▌      | 1251/3515 [06:12<06:09,  6.12it/s]
overall:  31%|███▏      | 1252/4000 [06:15<08:06,  5.65it/s]

train:  36%|███▌      | 1252/3515 [06:12<06:40,  5.65it/s]
overall:  31%|███▏      | 1253/4000 [06:15<08:20,  5.49it/s]

train:  36%|███▌      | 1253/3515 [06:12<06:52,  5.49it/s]
overall:  31%|███▏      | 1254/4000 [06:15<08:47,  5.20it/s]

train:  36%|███▌      | 1254/3515 [06:12<07:14,  5.20it/s]
overall:  31%|███▏      | 1255/4000 [06:15<09:00,  5.08it/s]

train:  36%|███▌      | 1255/3515 [06:12<07:25,  5.08it/s]
overall:  31%|███▏      | 1256/4000 [06:15<09:06,  5.02it/s]

train:  36%|███▌      | 1256/3515 [06:13<07:30,  5.02it/s]
overall:  31%|███▏      | 1257/4000 [06:16<09:21,  4.88it/s]

train:  36%|███▌      | 1257/3515 [06:13<07:42,  4.88it/s]
overall:  31%|███▏      | 1258/4000 [06:16<14:26,  3.17it/s]

train:  36%|███▌      | 1258/3515 [06:13<11:52,  3.17it/s]
overall:  31%|███▏      | 1259/4000 [06:16<12:59,  3.52it/s]

train:  36%|███▌      | 1259/3515 [06:14<10:41,  3.52it/s]
overall:  32%|███▏      | 1260/4000 [06:17<12:03,  3.79it/s]

train:  36%|███▌      | 1260/3515 [06:14<09:55,  3.79it/s]
overall:  32%|███▏      | 1261/4000 [06:17<10:47,  4.23it/s]

train:  36%|███▌      | 1261/3515 [06:14<08:52,  4.23it/s]
overall:  32%|███▏      | 1262/4000 [06:17<09:20,  4.88it/s]

train:  36%|███▌      | 1262/3515 [06:14<07:41,  4.88it/s]
overall:  32%|███▏      | 1263/4000 [06:17<09:22,  4.86it/s]

train:  36%|███▌      | 1263/3515 [06:14<07:43,  4.86it/s]
overall:  32%|███▏      | 1264/4000 [06:17<09:23,  4.86it/s]

train:  36%|███▌      | 1264/3515 [06:15<07:43,  4.86it/s]
overall:  32%|███▏      | 1266/4000 [06:18<08:15,  5.52it/s]

train:  36%|███▌      | 1266/3515 [06:15<06:47,  5.52it/s]
overall:  32%|███▏      | 1267/4000 [06:18<08:32,  5.34it/s]

train:  36%|███▌      | 1267/3515 [06:15<07:01,  5.34it/s]
overall:  32%|███▏      | 1268/4000 [06:18<08:50,  5.15it/s]

train:  36%|███▌      | 1268/3515 [06:15<07:16,  5.15it/s]
overall:  32%|███▏      | 1269/4000 [06:18<09:01,  5.04it/s]

train:  36%|███▌      | 1269/3515 [06:15<07:25,  5.04it/s]
overall:  32%|███▏      | 1270/4000 [06:18<09:01,  5.05it/s]

train:  36%|███▌      | 1270/3515 [06:16<07:24,  5.05it/s]
overall:  32%|███▏      | 1271/4000 [06:19<08:56,  5.09it/s]

train:  36%|███▌      | 1271/3515 [06:16<07:21,  5.09it/s]
overall:  32%|███▏      | 1272/4000 [06:19<09:09,  4.97it/s]

train:  36%|███▌      | 1272/3515 [06:16<07:31,  4.97it/s]
overall:  32%|███▏      | 1273/4000 [06:19<09:06,  4.99it/s]

train:  36%|███▌      | 1273/3515 [06:16<07:29,  4.99it/s]
overall:  32%|███▏      | 1274/4000 [06:19<08:52,  5.12it/s]

train:  36%|███▌      | 1274/3515 [06:16<07:17,  5.12it/s]
overall:  32%|███▏      | 1275/4000 [06:19<08:10,  5.56it/s]

train:  36%|███▋      | 1275/3515 [06:17<06:43,  5.56it/s]
overall:  32%|███▏      | 1276/4000 [06:20<08:23,  5.41it/s]

train:  36%|███▋      | 1276/3515 [06:17<06:54,  5.41it/s]
overall:  32%|███▏      | 1277/4000 [06:20<08:09,  5.56it/s]

train:  36%|███▋      | 1277/3515 [06:17<06:42,  5.56it/s]
overall:  32%|███▏      | 1278/4000 [06:20<08:37,  5.26it/s]

train:  36%|███▋      | 1278/3515 [06:17<07:05,  5.26it/s]
overall:  32%|███▏      | 1279/4000 [06:20<08:57,  5.06it/s]

train:  36%|███▋      | 1279/3515 [06:17<07:21,  5.06it/s]
overall:  32%|███▏      | 1280/4000 [06:20<08:59,  5.04it/s]

train:  36%|███▋      | 1280/3515 [06:18<07:23,  5.04it/s]
overall:  32%|███▏      | 1281/4000 [06:21<09:12,  4.92it/s]

train:  36%|███▋      | 1281/3515 [06:18<07:33,  4.92it/s]
overall:  32%|███▏      | 1282/4000 [06:21<14:55,  3.04it/s]

train:  36%|███▋      | 1282/3515 [06:18<12:15,  3.04it/s]
overall:  32%|███▏      | 1283/4000 [06:21<13:15,  3.42it/s]

train:  37%|███▋      | 1283/3515 [06:19<10:53,  3.42it/s]
overall:  32%|███▏      | 1284/4000 [06:22<11:01,  4.11it/s]

train:  37%|███▋      | 1284/3515 [06:19<09:03,  4.11it/s]
overall:  32%|███▏      | 1285/4000 [06:22<10:27,  4.32it/s]

train:  37%|███▋      | 1285/3515 [06:19<08:35,  4.32it/s]
overall:  32%|███▏      | 1286/4000 [06:22<10:05,  4.48it/s]

train:  37%|███▋      | 1286/3515 [06:19<08:17,  4.48it/s]
overall:  32%|███▏      | 1287/4000 [06:22<09:51,  4.59it/s]

train:  37%|███▋      | 1287/3515 [06:19<08:05,  4.59it/s]
overall:  32%|███▏      | 1288/4000 [06:22<09:43,  4.65it/s]

train:  37%|███▋      | 1288/3515 [06:20<07:59,  4.65it/s]
overall:  32%|███▏      | 1289/4000 [06:23<09:40,  4.67it/s]

train:  37%|███▋      | 1289/3515 [06:20<07:56,  4.67it/s]
overall:  32%|███▏      | 1291/4000 [06:23<08:13,  5.49it/s]

train:  37%|███▋      | 1291/3515 [06:20<06:45,  5.49it/s]
overall:  32%|███▏      | 1292/4000 [06:23<08:36,  5.24it/s]

train:  37%|███▋      | 1292/3515 [06:20<07:04,  5.24it/s]
overall:  32%|███▏      | 1293/4000 [06:23<08:57,  5.04it/s]

train:  37%|███▋      | 1293/3515 [06:21<07:21,  5.04it/s]
overall:  32%|███▏      | 1294/4000 [06:24<09:03,  4.98it/s]

train:  37%|███▋      | 1294/3515 [06:21<07:25,  4.98it/s]
overall:  32%|███▏      | 1296/4000 [06:24<08:02,  5.60it/s]

train:  37%|███▋      | 1296/3515 [06:21<06:36,  5.60it/s]
overall:  32%|███▏      | 1297/4000 [06:24<08:25,  5.35it/s]

train:  37%|███▋      | 1297/3515 [06:21<06:54,  5.35it/s]
overall:  32%|███▏      | 1298/4000 [06:24<08:41,  5.18it/s]

train:  37%|███▋      | 1298/3515 [06:21<07:08,  5.18it/s]
overall:  32%|███▏      | 1299/4000 [06:24<08:49,  5.10it/s]

train:  37%|███▋      | 1299/3515 [06:22<07:14,  5.10it/s]
overall:  32%|███▎      | 1300/4000 [06:25<09:14,  4.87it/s]

train:  37%|███▋      | 1300/3515 [06:22<07:35,  4.87it/s]
overall:  33%|███▎      | 1301/4000 [06:25<09:17,  4.84it/s]

train:  37%|███▋      | 1301/3515 [06:22<07:37,  4.84it/s]
overall:  33%|███▎      | 1302/4000 [06:25<08:15,  5.44it/s]

train:  37%|███▋      | 1302/3515 [06:22<06:46,  5.44it/s]
overall:  33%|███▎      | 1303/4000 [06:25<08:34,  5.24it/s]

train:  37%|███▋      | 1303/3515 [06:22<07:02,  5.24it/s]
overall:  33%|███▎      | 1304/4000 [06:25<07:34,  5.94it/s]

train:  37%|███▋      | 1304/3515 [06:23<06:12,  5.94it/s]
overall:  33%|███▎      | 1305/4000 [06:26<08:14,  5.45it/s]

train:  37%|███▋      | 1305/3515 [06:23<06:45,  5.45it/s]
overall:  33%|███▎      | 1306/4000 [06:26<13:43,  3.27it/s]

train:  37%|███▋      | 1306/3515 [06:23<11:15,  3.27it/s]
overall:  33%|███▎      | 1307/4000 [06:26<12:32,  3.58it/s]

train:  37%|███▋      | 1307/3515 [06:24<10:16,  3.58it/s]
overall:  33%|███▎      | 1308/4000 [06:27<11:25,  3.93it/s]

train:  37%|███▋      | 1308/3515 [06:24<09:22,  3.93it/s]
overall:  33%|███▎      | 1309/4000 [06:27<10:14,  4.38it/s]

train:  37%|███▋      | 1309/3515 [06:24<08:23,  4.38it/s]
overall:  33%|███▎      | 1310/4000 [06:27<09:42,  4.62it/s]

train:  37%|███▋      | 1310/3515 [06:24<07:57,  4.62it/s]
overall:  33%|███▎      | 1311/4000 [06:27<09:37,  4.65it/s]

train:  37%|███▋      | 1311/3515 [06:24<07:53,  4.65it/s]
overall:  33%|███▎      | 1312/4000 [06:27<09:32,  4.70it/s]

train:  37%|███▋      | 1312/3515 [06:25<07:49,  4.70it/s]
overall:  33%|███▎      | 1313/4000 [06:28<09:26,  4.74it/s]

train:  37%|███▋      | 1313/3515 [06:25<07:44,  4.74it/s]
overall:  33%|███▎      | 1314/4000 [06:28<09:28,  4.72it/s]

train:  37%|███▋      | 1314/3515 [06:25<07:45,  4.72it/s]
overall:  33%|███▎      | 1315/4000 [06:28<09:30,  4.71it/s]

train:  37%|███▋      | 1315/3515 [06:25<07:47,  4.71it/s]
overall:  33%|███▎      | 1316/4000 [06:28<09:26,  4.74it/s]

train:  37%|███▋      | 1316/3515 [06:25<07:44,  4.74it/s]
overall:  33%|███▎      | 1317/4000 [06:28<09:23,  4.76it/s]

train:  37%|███▋      | 1317/3515 [06:26<07:42,  4.76it/s]
overall:  33%|███▎      | 1318/4000 [06:29<09:30,  4.70it/s]

train:  37%|███▋      | 1318/3515 [06:26<07:47,  4.70it/s]
overall:  33%|███▎      | 1320/4000 [06:29<08:23,  5.33it/s]

train:  38%|███▊      | 1320/3515 [06:26<06:52,  5.33it/s]
overall:  33%|███▎      | 1321/4000 [06:29<08:40,  5.15it/s]

train:  38%|███▊      | 1321/3515 [06:26<07:06,  5.15it/s]
overall:  33%|███▎      | 1322/4000 [06:29<09:01,  4.95it/s]

train:  38%|███▊      | 1322/3515 [06:27<07:23,  4.95it/s]
overall:  33%|███▎      | 1323/4000 [06:30<09:09,  4.87it/s]

train:  38%|███▊      | 1323/3515 [06:27<07:29,  4.87it/s]
overall:  33%|███▎      | 1324/4000 [06:30<09:23,  4.75it/s]

train:  38%|███▊      | 1324/3515 [06:27<07:41,  4.75it/s]
overall:  33%|███▎      | 1325/4000 [06:30<09:19,  4.78it/s]

train:  38%|███▊      | 1325/3515 [06:27<07:37,  4.78it/s]
overall:  33%|███▎      | 1326/4000 [06:30<09:29,  4.70it/s]

train:  38%|███▊      | 1326/3515 [06:27<07:46,  4.70it/s]
overall:  33%|███▎      | 1327/4000 [06:30<09:19,  4.77it/s]

train:  38%|███▊      | 1327/3515 [06:28<07:38,  4.77it/s]
overall:  33%|███▎      | 1328/4000 [06:31<09:03,  4.92it/s]

train:  38%|███▊      | 1328/3515 [06:28<07:24,  4.92it/s]
overall:  33%|███▎      | 1329/4000 [06:31<09:01,  4.93it/s]

train:  38%|███▊      | 1329/3515 [06:28<07:23,  4.93it/s]
overall:  33%|███▎      | 1330/4000 [06:31<13:00,  3.42it/s]

train:  38%|███▊      | 1330/3515 [06:29<10:38,  3.42it/s]
overall:  33%|███▎      | 1331/4000 [06:32<11:59,  3.71it/s]

train:  38%|███▊      | 1331/3515 [06:29<09:48,  3.71it/s]
overall:  33%|███▎      | 1332/4000 [06:32<11:05,  4.01it/s]

train:  38%|███▊      | 1332/3515 [06:29<09:04,  4.01it/s]
overall:  33%|███▎      | 1333/4000 [06:32<10:14,  4.34it/s]

train:  38%|███▊      | 1333/3515 [06:29<08:23,  4.34it/s]
overall:  33%|███▎      | 1334/4000 [06:32<09:34,  4.64it/s]

train:  38%|███▊      | 1334/3515 [06:29<07:50,  4.64it/s]
overall:  33%|███▎      | 1335/4000 [06:32<09:22,  4.74it/s]

train:  38%|███▊      | 1335/3515 [06:30<07:40,  4.74it/s]
overall:  33%|███▎      | 1336/4000 [06:33<09:30,  4.67it/s]

train:  38%|███▊      | 1336/3515 [06:30<07:47,  4.67it/s]
overall:  33%|███▎      | 1337/4000 [06:33<09:37,  4.61it/s]

train:  38%|███▊      | 1337/3515 [06:30<07:52,  4.61it/s]
overall:  33%|███▎      | 1338/4000 [06:33<09:36,  4.62it/s]

train:  38%|███▊      | 1338/3515 [06:30<07:51,  4.62it/s]
overall:  33%|███▎      | 1339/4000 [06:33<09:32,  4.65it/s]

train:  38%|███▊      | 1339/3515 [06:30<07:48,  4.65it/s]
overall:  34%|███▎      | 1340/4000 [06:33<09:24,  4.71it/s]

train:  38%|███▊      | 1340/3515 [06:31<07:41,  4.71it/s]
overall:  34%|███▎      | 1341/4000 [06:34<09:04,  4.89it/s]

train:  38%|███▊      | 1341/3515 [06:31<07:24,  4.89it/s]
overall:  34%|███▎      | 1342/4000 [06:34<08:31,  5.20it/s]

train:  38%|███▊      | 1342/3515 [06:31<06:58,  5.20it/s]
overall:  34%|███▎      | 1343/4000 [06:34<08:57,  4.94it/s]

train:  38%|███▊      | 1343/3515 [06:31<07:19,  4.94it/s]
overall:  34%|███▎      | 1344/4000 [06:34<09:00,  4.92it/s]

train:  38%|███▊      | 1344/3515 [06:31<07:21,  4.92it/s]
overall:  34%|███▎      | 1345/4000 [06:34<08:05,  5.47it/s]

train:  38%|███▊      | 1345/3515 [06:32<06:36,  5.47it/s]
overall:  34%|███▎      | 1346/4000 [06:35<08:24,  5.26it/s]

train:  38%|███▊      | 1346/3515 [06:32<06:52,  5.26it/s]
overall:  34%|███▎      | 1347/4000 [06:35<08:40,  5.10it/s]

train:  38%|███▊      | 1347/3515 [06:32<07:05,  5.10it/s]
overall:  34%|███▎      | 1348/4000 [06:35<08:26,  5.24it/s]

train:  38%|███▊      | 1348/3515 [06:32<06:53,  5.24it/s]
overall:  34%|███▎      | 1349/4000 [06:35<08:51,  4.98it/s]

train:  38%|███▊      | 1349/3515 [06:32<07:14,  4.98it/s]
overall:  34%|███▍      | 1350/4000 [06:35<08:48,  5.02it/s]

train:  38%|███▊      | 1350/3515 [06:33<07:11,  5.02it/s]
overall:  34%|███▍      | 1351/4000 [06:36<09:03,  4.87it/s]

train:  38%|███▊      | 1351/3515 [06:33<07:24,  4.87it/s]
overall:  34%|███▍      | 1353/4000 [06:36<07:45,  5.69it/s]

train:  38%|███▊      | 1353/3515 [06:33<06:20,  5.69it/s]
overall:  34%|███▍      | 1354/4000 [06:36<12:46,  3.45it/s]

train:  39%|███▊      | 1354/3515 [06:34<10:26,  3.45it/s]
overall:  34%|███▍      | 1355/4000 [06:37<10:52,  4.06it/s]

train:  39%|███▊      | 1355/3515 [06:34<08:52,  4.06it/s]
overall:  34%|███▍      | 1356/4000 [06:37<10:23,  4.24it/s]

train:  39%|███▊      | 1356/3515 [06:34<08:29,  4.24it/s]
overall:  34%|███▍      | 1357/4000 [06:37<08:59,  4.90it/s]

train:  39%|███▊      | 1357/3515 [06:34<07:20,  4.90it/s]
overall:  34%|███▍      | 1358/4000 [06:37<08:50,  4.98it/s]

train:  39%|███▊      | 1358/3515 [06:34<07:13,  4.98it/s]
overall:  34%|███▍      | 1359/4000 [06:37<08:53,  4.95it/s]

train:  39%|███▊      | 1359/3515 [06:35<07:15,  4.95it/s]
overall:  34%|███▍      | 1360/4000 [06:38<08:53,  4.94it/s]

train:  39%|███▊      | 1360/3515 [06:35<07:15,  4.94it/s]
overall:  34%|███▍      | 1362/4000 [06:38<07:47,  5.64it/s]

train:  39%|███▊      | 1362/3515 [06:35<06:21,  5.64it/s]
overall:  34%|███▍      | 1363/4000 [06:38<08:08,  5.40it/s]

train:  39%|███▉      | 1363/3515 [06:35<06:38,  5.40it/s]
overall:  34%|███▍      | 1364/4000 [06:38<08:32,  5.14it/s]

train:  39%|███▉      | 1364/3515 [06:35<06:58,  5.14it/s]
overall:  34%|███▍      | 1365/4000 [06:38<08:31,  5.15it/s]

train:  39%|███▉      | 1365/3515 [06:36<06:57,  5.15it/s]
overall:  34%|███▍      | 1366/4000 [06:39<08:52,  4.94it/s]

train:  39%|███▉      | 1366/3515 [06:36<07:14,  4.94it/s]
overall:  34%|███▍      | 1367/4000 [06:39<08:25,  5.21it/s]

train:  39%|███▉      | 1367/3515 [06:36<06:52,  5.21it/s]
overall:  34%|███▍      | 1368/4000 [06:39<08:45,  5.01it/s]

train:  39%|███▉      | 1368/3515 [06:36<07:08,  5.01it/s]
overall:  34%|███▍      | 1369/4000 [06:39<08:18,  5.28it/s]

train:  39%|███▉      | 1369/3515 [06:36<06:46,  5.28it/s]
overall:  34%|███▍      | 1370/4000 [06:39<08:35,  5.10it/s]

train:  39%|███▉      | 1370/3515 [06:37<07:00,  5.10it/s]
overall:  34%|███▍      | 1371/4000 [06:40<08:10,  5.36it/s]

train:  39%|███▉      | 1371/3515 [06:37<06:39,  5.36it/s]
overall:  34%|███▍      | 1372/4000 [06:40<08:10,  5.36it/s]

train:  39%|███▉      | 1372/3515 [06:37<06:39,  5.36it/s]
overall:  34%|███▍      | 1373/4000 [06:40<08:13,  5.33it/s]

train:  39%|███▉      | 1373/3515 [06:37<06:42,  5.32it/s]
overall:  34%|███▍      | 1374/4000 [06:40<08:32,  5.13it/s]

train:  39%|███▉      | 1374/3515 [06:37<06:57,  5.13it/s]
overall:  34%|███▍      | 1375/4000 [06:40<08:44,  5.01it/s]

train:  39%|███▉      | 1375/3515 [06:38<07:07,  5.01it/s]
overall:  34%|███▍      | 1376/4000 [06:41<09:01,  4.84it/s]

train:  39%|███▉      | 1376/3515 [06:38<07:21,  4.84it/s]
overall:  34%|███▍      | 1377/4000 [06:41<09:03,  4.82it/s]

train:  39%|███▉      | 1377/3515 [06:38<07:23,  4.82it/s]
overall:  34%|███▍      | 1378/4000 [06:41<14:49,  2.95it/s]

train:  39%|███▉      | 1378/3515 [06:39<12:05,  2.95it/s]
overall:  34%|███▍      | 1379/4000 [06:42<13:06,  3.33it/s]

train:  39%|███▉      | 1379/3515 [06:39<10:41,  3.33it/s]
overall:  34%|███▍      | 1380/4000 [06:42<11:57,  3.65it/s]

train:  39%|███▉      | 1380/3515 [06:39<09:44,  3.65it/s]
overall:  35%|███▍      | 1381/4000 [06:42<11:04,  3.94it/s]

train:  39%|███▉      | 1381/3515 [06:39<09:01,  3.94it/s]
overall:  35%|███▍      | 1382/4000 [06:42<10:34,  4.12it/s]

train:  39%|███▉      | 1382/3515 [06:40<08:37,  4.12it/s]
overall:  35%|███▍      | 1383/4000 [06:43<10:13,  4.26it/s]

train:  39%|███▉      | 1383/3515 [06:40<08:20,  4.26it/s]
overall:  35%|███▍      | 1384/4000 [06:43<10:02,  4.34it/s]

train:  39%|███▉      | 1384/3515 [06:40<08:11,  4.34it/s]
overall:  35%|███▍      | 1385/4000 [06:43<09:55,  4.39it/s]

train:  39%|███▉      | 1385/3515 [06:40<08:04,  4.39it/s]
overall:  35%|███▍      | 1386/4000 [06:43<09:43,  4.48it/s]

train:  39%|███▉      | 1386/3515 [06:40<07:55,  4.48it/s]
overall:  35%|███▍      | 1387/4000 [06:43<09:31,  4.58it/s]

train:  39%|███▉      | 1387/3515 [06:41<07:45,  4.58it/s]
overall:  35%|███▍      | 1388/4000 [06:44<09:29,  4.59it/s]

train:  39%|███▉      | 1388/3515 [06:41<07:43,  4.59it/s]
overall:  35%|███▍      | 1389/4000 [06:44<09:29,  4.58it/s]

train:  40%|███▉      | 1389/3515 [06:41<07:44,  4.58it/s]
overall:  35%|███▍      | 1390/4000 [06:44<09:19,  4.66it/s]

train:  40%|███▉      | 1390/3515 [06:41<07:35,  4.66it/s]
overall:  35%|███▍      | 1391/4000 [06:44<09:17,  4.68it/s]

train:  40%|███▉      | 1391/3515 [06:41<07:33,  4.68it/s]
overall:  35%|███▍      | 1392/4000 [06:44<09:14,  4.70it/s]

train:  40%|███▉      | 1392/3515 [06:42<07:31,  4.70it/s]
overall:  35%|███▍      | 1393/4000 [06:45<09:17,  4.68it/s]

train:  40%|███▉      | 1393/3515 [06:42<07:33,  4.68it/s]
overall:  35%|███▍      | 1394/4000 [06:45<09:05,  4.78it/s]

train:  40%|███▉      | 1394/3515 [06:42<07:23,  4.78it/s]
overall:  35%|███▍      | 1395/4000 [06:45<09:11,  4.73it/s]

train:  40%|███▉      | 1395/3515 [06:42<07:28,  4.73it/s]
overall:  35%|███▍      | 1396/4000 [06:45<09:05,  4.77it/s]

train:  40%|███▉      | 1396/3515 [06:43<07:24,  4.77it/s]
overall:  35%|███▍      | 1397/4000 [06:45<09:04,  4.78it/s]

train:  40%|███▉      | 1397/3515 [06:43<07:22,  4.78it/s]
overall:  35%|███▍      | 1398/4000 [06:46<09:09,  4.73it/s]

train:  40%|███▉      | 1398/3515 [06:43<07:27,  4.73it/s]
overall:  35%|███▍      | 1399/4000 [06:46<09:12,  4.70it/s]

train:  40%|███▉      | 1399/3515 [06:43<07:29,  4.70it/s]
overall:  35%|███▌      | 1401/4000 [06:46<06:56,  6.24it/s]

train:  40%|███▉      | 1401/3515 [06:43<05:38,  6.24it/s]
overall:  35%|███▌      | 1402/4000 [06:47<12:02,  3.60it/s]

train:  40%|███▉      | 1402/3515 [06:44<09:47,  3.60it/s]
overall:  35%|███▌      | 1403/4000 [06:47<11:02,  3.92it/s]

train:  40%|███▉      | 1403/3515 [06:44<08:58,  3.92it/s]
overall:  35%|███▌      | 1404/4000 [06:47<10:28,  4.13it/s]

train:  40%|███▉      | 1404/3515 [06:44<08:31,  4.13it/s]
overall:  35%|███▌      | 1405/4000 [06:47<09:54,  4.37it/s]

train:  40%|███▉      | 1405/3515 [06:45<08:03,  4.37it/s]
overall:  35%|███▌      | 1406/4000 [06:48<09:29,  4.55it/s]

train:  40%|████      | 1406/3515 [06:45<07:43,  4.55it/s]
overall:  35%|███▌      | 1407/4000 [06:48<09:26,  4.58it/s]

train:  40%|████      | 1407/3515 [06:45<07:40,  4.58it/s]
overall:  35%|███▌      | 1408/4000 [06:48<09:21,  4.61it/s]

train:  40%|████      | 1408/3515 [06:45<07:36,  4.61it/s]
overall:  35%|███▌      | 1409/4000 [06:48<08:25,  5.13it/s]

train:  40%|████      | 1409/3515 [06:45<06:50,  5.13it/s]
overall:  35%|███▌      | 1410/4000 [06:48<08:23,  5.15it/s]

train:  40%|████      | 1410/3515 [06:46<06:48,  5.15it/s]
overall:  35%|███▌      | 1411/4000 [06:49<08:38,  5.00it/s]

train:  40%|████      | 1411/3515 [06:46<07:01,  5.00it/s]
overall:  35%|███▌      | 1412/4000 [06:49<08:45,  4.92it/s]

train:  40%|████      | 1412/3515 [06:46<07:07,  4.92it/s]
overall:  35%|███▌      | 1413/4000 [06:49<08:29,  5.08it/s]

train:  40%|████      | 1413/3515 [06:46<06:53,  5.08it/s]
overall:  35%|███▌      | 1414/4000 [06:49<08:46,  4.91it/s]

train:  40%|████      | 1414/3515 [06:46<07:07,  4.91it/s]
overall:  35%|███▌      | 1415/4000 [06:49<08:43,  4.93it/s]

train:  40%|████      | 1415/3515 [06:47<07:05,  4.93it/s]
overall:  35%|███▌      | 1416/4000 [06:50<08:53,  4.84it/s]

train:  40%|████      | 1416/3515 [06:47<07:13,  4.84it/s]
overall:  35%|███▌      | 1417/4000 [06:50<08:57,  4.81it/s]

train:  40%|████      | 1417/3515 [06:47<07:16,  4.81it/s]
overall:  35%|███▌      | 1418/4000 [06:50<08:56,  4.81it/s]

train:  40%|████      | 1418/3515 [06:47<07:15,  4.81it/s]
overall:  35%|███▌      | 1419/4000 [06:50<09:04,  4.74it/s]

train:  40%|████      | 1419/3515 [06:47<07:22,  4.74it/s]
overall:  36%|███▌      | 1420/4000 [06:50<08:44,  4.92it/s]

train:  40%|████      | 1420/3515 [06:48<07:06,  4.92it/s]
overall:  36%|███▌      | 1421/4000 [06:51<08:35,  5.00it/s]

train:  40%|████      | 1421/3515 [06:48<06:58,  5.00it/s]
overall:  36%|███▌      | 1422/4000 [06:51<08:32,  5.03it/s]

train:  40%|████      | 1422/3515 [06:48<06:55,  5.03it/s]
overall:  36%|███▌      | 1423/4000 [06:51<08:55,  4.81it/s]

train:  40%|████      | 1423/3515 [06:48<07:14,  4.81it/s]
overall:  36%|███▌      | 1424/4000 [06:51<09:04,  4.73it/s]

train:  41%|████      | 1424/3515 [06:48<07:21,  4.73it/s]
overall:  36%|███▌      | 1425/4000 [06:51<08:56,  4.80it/s]

train:  41%|████      | 1425/3515 [06:49<07:15,  4.80it/s]
overall:  36%|███▌      | 1426/4000 [06:52<13:51,  3.10it/s]

train:  41%|████      | 1426/3515 [06:49<11:14,  3.10it/s]
overall:  36%|███▌      | 1428/4000 [06:52<10:34,  4.06it/s]

train:  41%|████      | 1428/3515 [06:50<08:34,  4.06it/s]
overall:  36%|███▌      | 1429/4000 [06:53<10:17,  4.16it/s]

train:  41%|████      | 1429/3515 [06:50<08:21,  4.16it/s]
overall:  36%|███▌      | 1430/4000 [06:53<09:53,  4.33it/s]

train:  41%|████      | 1430/3515 [06:50<08:01,  4.33it/s]
overall:  36%|███▌      | 1431/4000 [06:53<09:43,  4.40it/s]

train:  41%|████      | 1431/3515 [06:50<07:53,  4.40it/s]
overall:  36%|███▌      | 1432/4000 [06:53<09:28,  4.52it/s]

train:  41%|████      | 1432/3515 [06:50<07:41,  4.52it/s]
overall:  36%|███▌      | 1433/4000 [06:53<09:01,  4.74it/s]

train:  41%|████      | 1433/3515 [06:51<07:18,  4.74it/s]
overall:  36%|███▌      | 1434/4000 [06:54<09:11,  4.65it/s]

train:  41%|████      | 1434/3515 [06:51<07:27,  4.65it/s]
overall:  36%|███▌      | 1435/4000 [06:54<09:09,  4.67it/s]

train:  41%|████      | 1435/3515 [06:51<07:25,  4.67it/s]
overall:  36%|███▌      | 1436/4000 [06:54<09:02,  4.73it/s]

train:  41%|████      | 1436/3515 [06:51<07:19,  4.73it/s]
overall:  36%|███▌      | 1437/4000 [06:54<08:43,  4.89it/s]

train:  41%|████      | 1437/3515 [06:51<07:04,  4.89it/s]
overall:  36%|███▌      | 1438/4000 [06:54<08:39,  4.93it/s]

train:  41%|████      | 1438/3515 [06:52<07:01,  4.93it/s]
overall:  36%|███▌      | 1439/4000 [06:55<08:49,  4.84it/s]

train:  41%|████      | 1439/3515 [06:52<07:09,  4.84it/s]
overall:  36%|███▌      | 1440/4000 [06:55<09:02,  4.72it/s]

train:  41%|████      | 1440/3515 [06:52<07:19,  4.72it/s]
overall:  36%|███▌      | 1441/4000 [06:55<08:57,  4.76it/s]

train:  41%|████      | 1441/3515 [06:52<07:15,  4.76it/s]
overall:  36%|███▌      | 1442/4000 [06:55<09:20,  4.57it/s]

train:  41%|████      | 1442/3515 [06:53<07:34,  4.57it/s]
overall:  36%|███▌      | 1443/4000 [06:55<09:20,  4.56it/s]

train:  41%|████      | 1443/3515 [06:53<07:34,  4.56it/s]
overall:  36%|███▌      | 1444/4000 [06:56<09:19,  4.57it/s]

train:  41%|████      | 1444/3515 [06:53<07:33,  4.57it/s]
overall:  36%|███▌      | 1445/4000 [06:56<09:21,  4.55it/s]

train:  41%|████      | 1445/3515 [06:53<07:34,  4.55it/s]
overall:  36%|███▌      | 1446/4000 [06:56<08:02,  5.29it/s]

train:  41%|████      | 1446/3515 [06:53<06:30,  5.29it/s]
overall:  36%|███▌      | 1447/4000 [06:56<08:15,  5.16it/s]

train:  41%|████      | 1447/3515 [06:53<06:41,  5.15it/s]
overall:  36%|███▌      | 1448/4000 [06:56<08:18,  5.12it/s]

train:  41%|████      | 1448/3515 [06:54<06:43,  5.12it/s]
overall:  36%|███▌      | 1449/4000 [06:57<07:13,  5.88it/s]

train:  41%|████      | 1449/3515 [06:54<05:51,  5.88it/s]
overall:  36%|███▋      | 1450/4000 [06:57<14:02,  3.03it/s]

train:  41%|████▏     | 1450/3515 [06:55<11:21,  3.03it/s]
overall:  36%|███▋      | 1451/4000 [06:57<12:27,  3.41it/s]

train:  41%|████▏     | 1451/3515 [06:55<10:05,  3.41it/s]
overall:  36%|███▋      | 1452/4000 [06:58<11:10,  3.80it/s]

train:  41%|████▏     | 1452/3515 [06:55<09:02,  3.80it/s]
overall:  36%|███▋      | 1453/4000 [06:58<10:34,  4.02it/s]

train:  41%|████▏     | 1453/3515 [06:55<08:33,  4.02it/s]
overall:  36%|███▋      | 1454/4000 [06:58<10:03,  4.22it/s]

train:  41%|████▏     | 1454/3515 [06:55<08:08,  4.22it/s]
overall:  36%|███▋      | 1456/4000 [06:58<08:22,  5.07it/s]

train:  41%|████▏     | 1456/3515 [06:56<06:46,  5.07it/s]
overall:  36%|███▋      | 1457/4000 [06:59<07:38,  5.55it/s]

train:  41%|████▏     | 1457/3515 [06:56<06:11,  5.54it/s]
overall:  36%|███▋      | 1458/4000 [06:59<07:48,  5.43it/s]

train:  41%|████▏     | 1458/3515 [06:56<06:18,  5.43it/s]
overall:  36%|███▋      | 1459/4000 [06:59<08:15,  5.12it/s]

train:  42%|████▏     | 1459/3515 [06:56<06:41,  5.12it/s]
overall:  36%|███▋      | 1460/4000 [06:59<08:11,  5.17it/s]

train:  42%|████▏     | 1460/3515 [06:56<06:37,  5.17it/s]
overall:  37%|███▋      | 1461/4000 [06:59<08:25,  5.03it/s]

train:  42%|████▏     | 1461/3515 [06:57<06:48,  5.03it/s]
overall:  37%|███▋      | 1462/4000 [07:00<08:32,  4.95it/s]

train:  42%|████▏     | 1462/3515 [06:57<06:54,  4.95it/s]
overall:  37%|███▋      | 1463/4000 [07:00<08:51,  4.77it/s]

train:  42%|████▏     | 1463/3515 [06:57<07:10,  4.77it/s]
overall:  37%|███▋      | 1464/4000 [07:00<08:59,  4.70it/s]

train:  42%|████▏     | 1464/3515 [06:57<07:15,  4.70it/s]
overall:  37%|███▋      | 1465/4000 [07:00<09:04,  4.66it/s]

train:  42%|████▏     | 1465/3515 [06:57<07:19,  4.66it/s]
overall:  37%|███▋      | 1466/4000 [07:00<09:03,  4.66it/s]

train:  42%|████▏     | 1466/3515 [06:58<07:19,  4.66it/s]
overall:  37%|███▋      | 1467/4000 [07:01<09:08,  4.62it/s]

train:  42%|████▏     | 1467/3515 [06:58<07:23,  4.62it/s]
overall:  37%|███▋      | 1468/4000 [07:01<09:07,  4.63it/s]

train:  42%|████▏     | 1468/3515 [06:58<07:22,  4.63it/s]
overall:  37%|███▋      | 1469/4000 [07:01<09:01,  4.68it/s]

train:  42%|████▏     | 1469/3515 [06:58<07:17,  4.68it/s]
overall:  37%|███▋      | 1470/4000 [07:01<09:03,  4.66it/s]

train:  42%|████▏     | 1470/3515 [06:59<07:19,  4.66it/s]
overall:  37%|███▋      | 1471/4000 [07:02<09:07,  4.62it/s]

train:  42%|████▏     | 1471/3515 [06:59<07:22,  4.62it/s]
overall:  37%|███▋      | 1472/4000 [07:02<09:00,  4.68it/s]

train:  42%|████▏     | 1472/3515 [06:59<07:16,  4.68it/s]
overall:  37%|███▋      | 1473/4000 [07:02<09:03,  4.65it/s]

train:  42%|████▏     | 1473/3515 [06:59<07:19,  4.65it/s]
overall:  37%|███▋      | 1474/4000 [07:03<13:57,  3.02it/s]

train:  42%|████▏     | 1474/3515 [07:00<11:16,  3.02it/s]
overall:  37%|███▋      | 1475/4000 [07:03<11:57,  3.52it/s]

train:  42%|████▏     | 1475/3515 [07:00<09:39,  3.52it/s]
overall:  37%|███▋      | 1477/4000 [07:03<09:18,  4.51it/s]

train:  42%|████▏     | 1477/3515 [07:00<07:31,  4.51it/s]
overall:  37%|███▋      | 1478/4000 [07:03<09:15,  4.54it/s]

train:  42%|████▏     | 1478/3515 [07:00<07:28,  4.54it/s]
overall:  37%|███▋      | 1479/4000 [07:03<09:02,  4.65it/s]

train:  42%|████▏     | 1479/3515 [07:01<07:18,  4.65it/s]
overall:  37%|███▋      | 1481/4000 [07:04<07:56,  5.28it/s]

train:  42%|████▏     | 1481/3515 [07:01<06:24,  5.28it/s]
overall:  37%|███▋      | 1483/4000 [07:04<06:06,  6.87it/s]

train:  42%|████▏     | 1483/3515 [07:01<04:55,  6.87it/s]
overall:  37%|███▋      | 1484/4000 [07:04<06:46,  6.20it/s]

train:  42%|████▏     | 1484/3515 [07:01<05:27,  6.20it/s]
overall:  37%|███▋      | 1485/4000 [07:04<07:08,  5.87it/s]

train:  42%|████▏     | 1485/3515 [07:02<05:46,  5.87it/s]
overall:  37%|███▋      | 1486/4000 [07:04<07:23,  5.67it/s]

train:  42%|████▏     | 1486/3515 [07:02<05:57,  5.67it/s]
overall:  37%|███▋      | 1487/4000 [07:05<07:45,  5.40it/s]

train:  42%|████▏     | 1487/3515 [07:02<06:15,  5.40it/s]
overall:  37%|███▋      | 1488/4000 [07:05<08:05,  5.18it/s]

train:  42%|████▏     | 1488/3515 [07:02<06:31,  5.18it/s]
overall:  37%|███▋      | 1489/4000 [07:05<08:20,  5.01it/s]

train:  42%|████▏     | 1489/3515 [07:02<06:44,  5.01it/s]
overall:  37%|███▋      | 1490/4000 [07:05<08:28,  4.93it/s]

train:  42%|████▏     | 1490/3515 [07:03<06:50,  4.93it/s]
overall:  37%|███▋      | 1491/4000 [07:06<08:39,  4.83it/s]

train:  42%|████▏     | 1491/3515 [07:03<06:58,  4.83it/s]
overall:  37%|███▋      | 1492/4000 [07:06<08:48,  4.74it/s]

train:  42%|████▏     | 1492/3515 [07:03<07:06,  4.74it/s]
overall:  37%|███▋      | 1493/4000 [07:06<08:28,  4.93it/s]

train:  42%|████▏     | 1493/3515 [07:03<06:50,  4.93it/s]
overall:  37%|███▋      | 1494/4000 [07:06<08:41,  4.80it/s]

train:  43%|████▎     | 1494/3515 [07:03<07:00,  4.80it/s]
overall:  37%|███▋      | 1495/4000 [07:06<08:40,  4.81it/s]

train:  43%|████▎     | 1495/3515 [07:04<06:59,  4.81it/s]
overall:  37%|███▋      | 1496/4000 [07:07<08:43,  4.78it/s]

train:  43%|████▎     | 1496/3515 [07:04<07:02,  4.78it/s]
overall:  37%|███▋      | 1497/4000 [07:07<08:46,  4.75it/s]

train:  43%|████▎     | 1497/3515 [07:04<07:04,  4.75it/s]
overall:  37%|███▋      | 1498/4000 [07:07<13:29,  3.09it/s]

train:  43%|████▎     | 1498/3515 [07:05<10:52,  3.09it/s]
overall:  37%|███▋      | 1499/4000 [07:08<12:01,  3.47it/s]

train:  43%|████▎     | 1499/3515 [07:05<09:41,  3.47it/s]
overall:  38%|███▊      | 1500/4000 [07:08<11:19,  3.68it/s]

train:  43%|████▎     | 1500/3515 [07:05<09:07,  3.68it/s]
overall:  38%|███▊      | 1501/4000 [07:08<10:23,  4.01it/s]

train:  43%|████▎     | 1501/3515 [07:05<08:22,  4.01it/s]
overall:  38%|███▊      | 1502/4000 [07:08<09:56,  4.19it/s]

train:  43%|████▎     | 1502/3515 [07:06<08:00,  4.19it/s]
overall:  38%|███▊      | 1503/4000 [07:08<09:28,  4.40it/s]

train:  43%|████▎     | 1503/3515 [07:06<07:37,  4.40it/s]
overall:  38%|███▊      | 1504/4000 [07:09<09:14,  4.50it/s]

train:  43%|████▎     | 1504/3515 [07:06<07:26,  4.50it/s]
overall:  38%|███▊      | 1505/4000 [07:09<09:08,  4.55it/s]

train:  43%|████▎     | 1505/3515 [07:06<07:21,  4.55it/s]
overall:  38%|███▊      | 1506/4000 [07:09<08:50,  4.70it/s]

train:  43%|████▎     | 1506/3515 [07:06<07:07,  4.70it/s]
overall:  38%|███▊      | 1507/4000 [07:09<08:54,  4.67it/s]

train:  43%|████▎     | 1507/3515 [07:07<07:10,  4.67it/s]
overall:  38%|███▊      | 1508/4000 [07:10<08:51,  4.69it/s]

train:  43%|████▎     | 1508/3515 [07:07<07:07,  4.69it/s]
overall:  38%|███▊      | 1509/4000 [07:10<08:50,  4.69it/s]

train:  43%|████▎     | 1509/3515 [07:07<07:07,  4.69it/s]
overall:  38%|███▊      | 1510/4000 [07:10<08:33,  4.85it/s]

train:  43%|████▎     | 1510/3515 [07:07<06:53,  4.85it/s]
overall:  38%|███▊      | 1511/4000 [07:10<08:33,  4.85it/s]

train:  43%|████▎     | 1511/3515 [07:07<06:53,  4.85it/s]
overall:  38%|███▊      | 1512/4000 [07:10<08:32,  4.86it/s]

train:  43%|████▎     | 1512/3515 [07:08<06:52,  4.86it/s]
overall:  38%|███▊      | 1513/4000 [07:11<08:24,  4.93it/s]

train:  43%|████▎     | 1513/3515 [07:08<06:45,  4.93it/s]
overall:  38%|███▊      | 1514/4000 [07:11<08:25,  4.92it/s]

train:  43%|████▎     | 1514/3515 [07:08<06:47,  4.92it/s]
overall:  38%|███▊      | 1515/4000 [07:11<08:25,  4.91it/s]

train:  43%|████▎     | 1515/3515 [07:08<06:47,  4.91it/s]
overall:  38%|███▊      | 1516/4000 [07:11<08:28,  4.89it/s]

train:  43%|████▎     | 1516/3515 [07:08<06:49,  4.89it/s]
overall:  38%|███▊      | 1517/4000 [07:11<08:35,  4.81it/s]

train:  43%|████▎     | 1517/3515 [07:09<06:55,  4.81it/s]
overall:  38%|███▊      | 1518/4000 [07:12<08:27,  4.89it/s]

train:  43%|████▎     | 1518/3515 [07:09<06:48,  4.89it/s]
overall:  38%|███▊      | 1519/4000 [07:12<08:36,  4.81it/s]

train:  43%|████▎     | 1519/3515 [07:09<06:55,  4.81it/s]
overall:  38%|███▊      | 1520/4000 [07:12<08:46,  4.71it/s]

train:  43%|████▎     | 1520/3515 [07:09<07:03,  4.71it/s]
overall:  38%|███▊      | 1521/4000 [07:12<08:43,  4.74it/s]

train:  43%|████▎     | 1521/3515 [07:09<07:00,  4.74it/s]
overall:  38%|███▊      | 1522/4000 [07:13<13:41,  3.02it/s]

train:  43%|████▎     | 1522/3515 [07:10<11:00,  3.02it/s]
overall:  38%|███▊      | 1523/4000 [07:13<11:42,  3.53it/s]

train:  43%|████▎     | 1523/3515 [07:10<09:24,  3.53it/s]
overall:  38%|███▊      | 1524/4000 [07:13<10:45,  3.83it/s]

train:  43%|████▎     | 1524/3515 [07:10<08:39,  3.83it/s]
overall:  38%|███▊      | 1526/4000 [07:13<08:25,  4.90it/s]

train:  43%|████▎     | 1526/3515 [07:11<06:46,  4.90it/s]
overall:  38%|███▊      | 1527/4000 [07:14<08:11,  5.03it/s]

train:  43%|████▎     | 1527/3515 [07:11<06:35,  5.03it/s]
overall:  38%|███▊      | 1528/4000 [07:14<08:30,  4.84it/s]

train:  43%|████▎     | 1528/3515 [07:11<06:50,  4.84it/s]
overall:  38%|███▊      | 1529/4000 [07:14<08:19,  4.95it/s]

train:  43%|████▎     | 1529/3515 [07:11<06:41,  4.95it/s]
overall:  38%|███▊      | 1530/4000 [07:14<07:30,  5.48it/s]

train:  44%|████▎     | 1530/3515 [07:11<06:02,  5.48it/s]
overall:  38%|███▊      | 1531/4000 [07:14<06:50,  6.02it/s]

train:  44%|████▎     | 1531/3515 [07:12<05:29,  6.02it/s]
overall:  38%|███▊      | 1532/4000 [07:15<07:23,  5.57it/s]

train:  44%|████▎     | 1532/3515 [07:12<05:56,  5.57it/s]
overall:  38%|███▊      | 1533/4000 [07:15<07:41,  5.35it/s]

train:  44%|████▎     | 1533/3515 [07:12<06:10,  5.35it/s]
overall:  38%|███▊      | 1534/4000 [07:15<08:03,  5.11it/s]

train:  44%|████▎     | 1534/3515 [07:12<06:28,  5.10it/s]
overall:  38%|███▊      | 1536/4000 [07:15<06:52,  5.98it/s]

train:  44%|████▎     | 1536/3515 [07:12<05:31,  5.98it/s]
overall:  38%|███▊      | 1537/4000 [07:15<07:21,  5.58it/s]

train:  44%|████▎     | 1537/3515 [07:13<05:54,  5.58it/s]
overall:  38%|███▊      | 1538/4000 [07:16<07:44,  5.30it/s]

train:  44%|████▍     | 1538/3515 [07:13<06:13,  5.30it/s]
overall:  38%|███▊      | 1539/4000 [07:16<07:53,  5.19it/s]

train:  44%|████▍     | 1539/3515 [07:13<06:20,  5.19it/s]
overall:  38%|███▊      | 1540/4000 [07:16<07:44,  5.29it/s]

train:  44%|████▍     | 1540/3515 [07:13<06:13,  5.29it/s]
overall:  39%|███▊      | 1541/4000 [07:16<07:57,  5.15it/s]

train:  44%|████▍     | 1541/3515 [07:13<06:23,  5.15it/s]
overall:  39%|███▊      | 1542/4000 [07:16<07:34,  5.40it/s]

train:  44%|████▍     | 1542/3515 [07:14<06:05,  5.40it/s]
overall:  39%|███▊      | 1543/4000 [07:17<07:46,  5.27it/s]

train:  44%|████▍     | 1543/3515 [07:14<06:14,  5.27it/s]
overall:  39%|███▊      | 1544/4000 [07:17<07:56,  5.15it/s]

train:  44%|████▍     | 1544/3515 [07:14<06:22,  5.15it/s]
overall:  39%|███▊      | 1546/4000 [07:18<11:03,  3.70it/s]

train:  44%|████▍     | 1546/3515 [07:15<08:52,  3.70it/s]
overall:  39%|███▊      | 1547/4000 [07:18<10:31,  3.89it/s]

train:  44%|████▍     | 1547/3515 [07:15<08:26,  3.89it/s]
overall:  39%|███▊      | 1548/4000 [07:18<10:01,  4.08it/s]

train:  44%|████▍     | 1548/3515 [07:15<08:02,  4.08it/s]
overall:  39%|███▊      | 1549/4000 [07:18<09:40,  4.22it/s]

train:  44%|████▍     | 1549/3515 [07:15<07:45,  4.22it/s]
overall:  39%|███▉      | 1550/4000 [07:18<09:28,  4.31it/s]

train:  44%|████▍     | 1550/3515 [07:16<07:36,  4.31it/s]
overall:  39%|███▉      | 1551/4000 [07:19<09:21,  4.36it/s]

train:  44%|████▍     | 1551/3515 [07:16<07:30,  4.36it/s]
overall:  39%|███▉      | 1552/4000 [07:19<09:15,  4.41it/s]

train:  44%|████▍     | 1552/3515 [07:16<07:25,  4.41it/s]
overall:  39%|███▉      | 1553/4000 [07:19<09:06,  4.48it/s]

train:  44%|████▍     | 1553/3515 [07:16<07:18,  4.48it/s]
overall:  39%|███▉      | 1554/4000 [07:19<09:00,  4.52it/s]

train:  44%|████▍     | 1554/3515 [07:17<07:13,  4.52it/s]
overall:  39%|███▉      | 1555/4000 [07:19<08:51,  4.60it/s]

train:  44%|████▍     | 1555/3515 [07:17<07:06,  4.60it/s]
overall:  39%|███▉      | 1556/4000 [07:20<08:21,  4.88it/s]

train:  44%|████▍     | 1556/3515 [07:17<06:41,  4.88it/s]
overall:  39%|███▉      | 1557/4000 [07:20<07:11,  5.66it/s]

train:  44%|████▍     | 1557/3515 [07:17<05:45,  5.66it/s]
overall:  39%|███▉      | 1558/4000 [07:20<07:23,  5.51it/s]

train:  44%|████▍     | 1558/3515 [07:17<05:55,  5.51it/s]
overall:  39%|███▉      | 1559/4000 [07:20<07:50,  5.19it/s]

train:  44%|████▍     | 1559/3515 [07:17<06:17,  5.19it/s]
overall:  39%|███▉      | 1560/4000 [07:20<08:19,  4.89it/s]

train:  44%|████▍     | 1560/3515 [07:18<06:40,  4.89it/s]
overall:  39%|███▉      | 1561/4000 [07:21<08:27,  4.80it/s]

train:  44%|████▍     | 1561/3515 [07:18<06:46,  4.80it/s]
overall:  39%|███▉      | 1562/4000 [07:21<08:28,  4.80it/s]

train:  44%|████▍     | 1562/3515 [07:18<06:46,  4.80it/s]
overall:  39%|███▉      | 1563/4000 [07:21<08:27,  4.80it/s]

train:  44%|████▍     | 1563/3515 [07:18<06:46,  4.80it/s]
overall:  39%|███▉      | 1564/4000 [07:21<08:31,  4.76it/s]

train:  44%|████▍     | 1564/3515 [07:19<06:49,  4.76it/s]
overall:  39%|███▉      | 1566/4000 [07:22<07:25,  5.47it/s]

train:  45%|████▍     | 1566/3515 [07:19<05:56,  5.47it/s]
overall:  39%|███▉      | 1567/4000 [07:22<07:33,  5.36it/s]

train:  45%|████▍     | 1567/3515 [07:19<06:03,  5.36it/s]
overall:  39%|███▉      | 1568/4000 [07:22<07:48,  5.20it/s]

train:  45%|████▍     | 1568/3515 [07:19<06:14,  5.20it/s]
overall:  39%|███▉      | 1569/4000 [07:22<08:02,  5.04it/s]

train:  45%|████▍     | 1569/3515 [07:19<06:26,  5.04it/s]
overall:  39%|███▉      | 1570/4000 [07:23<13:07,  3.09it/s]

train:  45%|████▍     | 1570/3515 [07:20<10:30,  3.09it/s]
overall:  39%|███▉      | 1571/4000 [07:23<11:36,  3.49it/s]

train:  45%|████▍     | 1571/3515 [07:20<09:17,  3.49it/s]
overall:  39%|███▉      | 1572/4000 [07:23<09:56,  4.07it/s]

train:  45%|████▍     | 1572/3515 [07:20<07:57,  4.07it/s]
overall:  39%|███▉      | 1573/4000 [07:23<09:16,  4.36it/s]

train:  45%|████▍     | 1573/3515 [07:21<07:25,  4.36it/s]
overall:  39%|███▉      | 1574/4000 [07:24<09:02,  4.47it/s]

train:  45%|████▍     | 1574/3515 [07:21<07:14,  4.47it/s]
overall:  39%|███▉      | 1575/4000 [07:24<08:54,  4.54it/s]

train:  45%|████▍     | 1575/3515 [07:21<07:07,  4.54it/s]
overall:  39%|███▉      | 1576/4000 [07:24<08:42,  4.64it/s]

train:  45%|████▍     | 1576/3515 [07:21<06:58,  4.64it/s]
overall:  39%|███▉      | 1577/4000 [07:24<08:45,  4.61it/s]

train:  45%|████▍     | 1577/3515 [07:21<07:00,  4.61it/s]
overall:  39%|███▉      | 1578/4000 [07:24<08:44,  4.62it/s]

train:  45%|████▍     | 1578/3515 [07:22<06:59,  4.62it/s]
overall:  39%|███▉      | 1579/4000 [07:25<08:51,  4.55it/s]

train:  45%|████▍     | 1579/3515 [07:22<07:05,  4.55it/s]
overall:  40%|███▉      | 1580/4000 [07:25<08:49,  4.57it/s]

train:  45%|████▍     | 1580/3515 [07:22<07:03,  4.57it/s]
overall:  40%|███▉      | 1581/4000 [07:25<08:45,  4.60it/s]

train:  45%|████▍     | 1581/3515 [07:22<07:00,  4.60it/s]
overall:  40%|███▉      | 1582/4000 [07:25<08:20,  4.83it/s]

train:  45%|████▌     | 1582/3515 [07:23<06:40,  4.83it/s]
overall:  40%|███▉      | 1583/4000 [07:25<08:11,  4.92it/s]

train:  45%|████▌     | 1583/3515 [07:23<06:32,  4.92it/s]
overall:  40%|███▉      | 1584/4000 [07:26<08:11,  4.91it/s]

train:  45%|████▌     | 1584/3515 [07:23<06:33,  4.91it/s]
overall:  40%|███▉      | 1585/4000 [07:26<08:09,  4.94it/s]

train:  45%|████▌     | 1585/3515 [07:23<06:30,  4.94it/s]
overall:  40%|███▉      | 1586/4000 [07:26<08:09,  4.93it/s]

train:  45%|████▌     | 1586/3515 [07:23<06:31,  4.93it/s]
overall:  40%|███▉      | 1587/4000 [07:26<07:59,  5.03it/s]

train:  45%|████▌     | 1587/3515 [07:23<06:23,  5.03it/s]
overall:  40%|███▉      | 1588/4000 [07:26<07:53,  5.09it/s]

train:  45%|████▌     | 1588/3515 [07:24<06:18,  5.09it/s]
overall:  40%|███▉      | 1589/4000 [07:27<07:46,  5.17it/s]

train:  45%|████▌     | 1589/3515 [07:24<06:12,  5.17it/s]
overall:  40%|███▉      | 1590/4000 [07:27<06:39,  6.04it/s]

train:  45%|████▌     | 1590/3515 [07:24<05:18,  6.04it/s]
overall:  40%|███▉      | 1591/4000 [07:27<07:16,  5.52it/s]

train:  45%|████▌     | 1591/3515 [07:24<05:48,  5.52it/s]
overall:  40%|███▉      | 1592/4000 [07:27<07:35,  5.29it/s]

train:  45%|████▌     | 1592/3515 [07:24<06:03,  5.29it/s]
overall:  40%|███▉      | 1593/4000 [07:27<07:54,  5.07it/s]

train:  45%|████▌     | 1593/3515 [07:25<06:18,  5.07it/s]
overall:  40%|███▉      | 1594/4000 [07:28<13:28,  2.97it/s]

train:  45%|████▌     | 1594/3515 [07:25<10:45,  2.97it/s]
overall:  40%|███▉      | 1595/4000 [07:28<11:57,  3.35it/s]

train:  45%|████▌     | 1595/3515 [07:25<09:32,  3.35it/s]
overall:  40%|███▉      | 1596/4000 [07:28<11:01,  3.63it/s]

train:  45%|████▌     | 1596/3515 [07:26<08:48,  3.63it/s]
overall:  40%|███▉      | 1597/4000 [07:29<10:12,  3.92it/s]

train:  45%|████▌     | 1597/3515 [07:26<08:09,  3.92it/s]
overall:  40%|███▉      | 1598/4000 [07:29<09:40,  4.14it/s]

train:  45%|████▌     | 1598/3515 [07:26<07:43,  4.14it/s]
overall:  40%|███▉      | 1599/4000 [07:29<09:26,  4.24it/s]

train:  45%|████▌     | 1599/3515 [07:26<07:31,  4.24it/s]
overall:  40%|████      | 1600/4000 [07:29<09:03,  4.41it/s]

train:  46%|████▌     | 1600/3515 [07:27<07:14,  4.41it/s]
overall:  40%|████      | 1601/4000 [07:30<08:48,  4.54it/s]

train:  46%|████▌     | 1601/3515 [07:27<07:01,  4.54it/s]
overall:  40%|████      | 1602/4000 [07:30<08:44,  4.58it/s]

train:  46%|████▌     | 1602/3515 [07:27<06:58,  4.58it/s]
overall:  40%|████      | 1603/4000 [07:30<08:40,  4.60it/s]

train:  46%|████▌     | 1603/3515 [07:27<06:55,  4.60it/s]
overall:  40%|████      | 1604/4000 [07:30<08:42,  4.59it/s]

train:  46%|████▌     | 1604/3515 [07:27<06:56,  4.59it/s]
overall:  40%|████      | 1605/4000 [07:30<08:39,  4.61it/s]

train:  46%|████▌     | 1605/3515 [07:28<06:53,  4.61it/s]
overall:  40%|████      | 1607/4000 [07:31<07:27,  5.35it/s]

train:  46%|████▌     | 1607/3515 [07:28<05:56,  5.35it/s]
overall:  40%|████      | 1608/4000 [07:31<07:34,  5.26it/s]

train:  46%|████▌     | 1608/3515 [07:28<06:02,  5.26it/s]
overall:  40%|████      | 1609/4000 [07:31<07:48,  5.11it/s]

train:  46%|████▌     | 1609/3515 [07:28<06:13,  5.11it/s]
overall:  40%|████      | 1610/4000 [07:31<08:04,  4.94it/s]

train:  46%|████▌     | 1610/3515 [07:29<06:26,  4.93it/s]
overall:  40%|████      | 1611/4000 [07:32<08:18,  4.80it/s]

train:  46%|████▌     | 1611/3515 [07:29<06:37,  4.79it/s]
overall:  40%|████      | 1612/4000 [07:32<08:10,  4.87it/s]

train:  46%|████▌     | 1612/3515 [07:29<06:30,  4.87it/s]
overall:  40%|████      | 1613/4000 [07:32<08:08,  4.89it/s]

train:  46%|████▌     | 1613/3515 [07:29<06:28,  4.89it/s]
overall:  40%|████      | 1614/4000 [07:32<08:18,  4.79it/s]

train:  46%|████▌     | 1614/3515 [07:29<06:36,  4.79it/s]
overall:  40%|████      | 1616/4000 [07:32<06:27,  6.16it/s]

train:  46%|████▌     | 1616/3515 [07:30<05:08,  6.16it/s]
overall:  40%|████      | 1617/4000 [07:33<07:01,  5.65it/s]

train:  46%|████▌     | 1617/3515 [07:30<05:35,  5.65it/s]
overall:  40%|████      | 1618/4000 [07:33<11:31,  3.45it/s]

train:  46%|████▌     | 1618/3515 [07:30<09:10,  3.45it/s]
overall:  40%|████      | 1619/4000 [07:33<10:45,  3.69it/s]

train:  46%|████▌     | 1619/3515 [07:31<08:34,  3.69it/s]
overall:  40%|████      | 1620/4000 [07:34<10:16,  3.86it/s]

train:  46%|████▌     | 1620/3515 [07:31<08:11,  3.85it/s]
overall:  41%|████      | 1621/4000 [07:34<09:38,  4.12it/s]

train:  46%|████▌     | 1621/3515 [07:31<07:39,  4.12it/s]
overall:  41%|████      | 1622/4000 [07:34<09:20,  4.24it/s]

train:  46%|████▌     | 1622/3515 [07:31<07:26,  4.24it/s]
overall:  41%|████      | 1623/4000 [07:34<09:07,  4.34it/s]

train:  46%|████▌     | 1623/3515 [07:32<07:15,  4.35it/s]
overall:  41%|████      | 1624/4000 [07:34<08:50,  4.48it/s]

train:  46%|████▌     | 1624/3515 [07:32<07:01,  4.48it/s]
overall:  41%|████      | 1625/4000 [07:35<08:48,  4.49it/s]

train:  46%|████▌     | 1625/3515 [07:32<07:00,  4.49it/s]
overall:  41%|████      | 1627/4000 [07:35<07:20,  5.39it/s]

train:  46%|████▋     | 1627/3515 [07:32<05:50,  5.39it/s]
overall:  41%|████      | 1629/4000 [07:35<06:35,  5.99it/s]

train:  46%|████▋     | 1629/3515 [07:33<05:14,  5.99it/s]
overall:  41%|████      | 1630/4000 [07:35<07:03,  5.60it/s]

train:  46%|████▋     | 1630/3515 [07:33<05:36,  5.60it/s]
overall:  41%|████      | 1631/4000 [07:36<07:24,  5.33it/s]

train:  46%|████▋     | 1631/3515 [07:33<05:53,  5.33it/s]
overall:  41%|████      | 1632/4000 [07:36<07:42,  5.12it/s]

train:  46%|████▋     | 1632/3515 [07:33<06:07,  5.12it/s]
overall:  41%|████      | 1633/4000 [07:36<07:54,  4.99it/s]

train:  46%|████▋     | 1633/3515 [07:33<06:16,  4.99it/s]
overall:  41%|████      | 1634/4000 [07:36<08:00,  4.92it/s]

train:  46%|████▋     | 1634/3515 [07:34<06:22,  4.92it/s]
overall:  41%|████      | 1635/4000 [07:37<07:42,  5.11it/s]

train:  47%|████▋     | 1635/3515 [07:34<06:07,  5.11it/s]
overall:  41%|████      | 1636/4000 [07:37<06:43,  5.86it/s]

train:  47%|████▋     | 1636/3515 [07:34<05:20,  5.86it/s]
overall:  41%|████      | 1637/4000 [07:37<07:17,  5.40it/s]

train:  47%|████▋     | 1637/3515 [07:34<05:47,  5.40it/s]
overall:  41%|████      | 1638/4000 [07:37<07:41,  5.12it/s]

train:  47%|████▋     | 1638/3515 [07:34<06:06,  5.12it/s]
overall:  41%|████      | 1639/4000 [07:37<07:59,  4.93it/s]

train:  47%|████▋     | 1639/3515 [07:35<06:20,  4.93it/s]
overall:  41%|████      | 1640/4000 [07:38<08:16,  4.75it/s]

train:  47%|████▋     | 1640/3515 [07:35<06:34,  4.75it/s]
overall:  41%|████      | 1641/4000 [07:38<07:50,  5.01it/s]

train:  47%|████▋     | 1641/3515 [07:35<06:13,  5.01it/s]
overall:  41%|████      | 1642/4000 [07:38<12:39,  3.10it/s]

train:  47%|████▋     | 1642/3515 [07:36<10:03,  3.10it/s]
overall:  41%|████      | 1643/4000 [07:39<11:27,  3.43it/s]

train:  47%|████▋     | 1643/3515 [07:36<09:06,  3.43it/s]
overall:  41%|████      | 1644/4000 [07:39<10:37,  3.70it/s]

train:  47%|████▋     | 1644/3515 [07:36<08:26,  3.70it/s]
overall:  41%|████      | 1645/4000 [07:39<09:56,  3.95it/s]

train:  47%|████▋     | 1645/3515 [07:36<07:53,  3.95it/s]
overall:  41%|████      | 1646/4000 [07:39<08:59,  4.37it/s]

train:  47%|████▋     | 1646/3515 [07:36<07:08,  4.37it/s]
overall:  41%|████      | 1647/4000 [07:39<08:41,  4.51it/s]

train:  47%|████▋     | 1647/3515 [07:37<06:54,  4.51it/s]
overall:  41%|████      | 1648/4000 [07:40<08:45,  4.47it/s]

train:  47%|████▋     | 1648/3515 [07:37<06:57,  4.47it/s]
overall:  41%|████      | 1649/4000 [07:40<08:40,  4.51it/s]

train:  47%|████▋     | 1649/3515 [07:37<06:53,  4.51it/s]
overall:  41%|████▏     | 1650/4000 [07:40<08:32,  4.59it/s]

train:  47%|████▋     | 1650/3515 [07:37<06:46,  4.59it/s]
overall:  41%|████▏     | 1651/4000 [07:40<08:30,  4.60it/s]

train:  47%|████▋     | 1651/3515 [07:37<06:45,  4.60it/s]
overall:  41%|████▏     | 1652/4000 [07:40<07:56,  4.92it/s]

train:  47%|████▋     | 1652/3515 [07:38<06:18,  4.92it/s]
overall:  41%|████▏     | 1653/4000 [07:41<07:56,  4.92it/s]

train:  47%|████▋     | 1653/3515 [07:38<06:18,  4.92it/s]
overall:  41%|████▏     | 1654/4000 [07:41<07:49,  4.99it/s]

train:  47%|████▋     | 1654/3515 [07:38<06:12,  4.99it/s]
overall:  41%|████▏     | 1655/4000 [07:41<07:58,  4.90it/s]

train:  47%|████▋     | 1655/3515 [07:38<06:19,  4.90it/s]
overall:  41%|████▏     | 1656/4000 [07:41<07:48,  5.00it/s]

train:  47%|████▋     | 1656/3515 [07:38<06:11,  5.00it/s]
overall:  41%|████▏     | 1657/4000 [07:41<08:01,  4.86it/s]

train:  47%|████▋     | 1657/3515 [07:39<06:22,  4.86it/s]
overall:  41%|████▏     | 1658/4000 [07:42<08:04,  4.83it/s]

train:  47%|████▋     | 1658/3515 [07:39<06:24,  4.83it/s]
overall:  41%|████▏     | 1659/4000 [07:42<08:11,  4.76it/s]

train:  47%|████▋     | 1659/3515 [07:39<06:30,  4.76it/s]
overall:  42%|████▏     | 1660/4000 [07:42<07:46,  5.02it/s]

train:  47%|████▋     | 1660/3515 [07:39<06:09,  5.02it/s]
overall:  42%|████▏     | 1661/4000 [07:42<07:47,  5.01it/s]

train:  47%|████▋     | 1661/3515 [07:39<06:10,  5.01it/s]
overall:  42%|████▏     | 1662/4000 [07:42<07:43,  5.04it/s]

train:  47%|████▋     | 1662/3515 [07:40<06:07,  5.04it/s]
overall:  42%|████▏     | 1664/4000 [07:43<06:55,  5.62it/s]

train:  47%|████▋     | 1664/3515 [07:40<05:29,  5.62it/s]
overall:  42%|████▏     | 1665/4000 [07:43<07:11,  5.41it/s]

train:  47%|████▋     | 1665/3515 [07:40<05:41,  5.41it/s]
overall:  42%|████▏     | 1666/4000 [07:44<11:41,  3.33it/s]

train:  47%|████▋     | 1666/3515 [07:41<09:15,  3.33it/s]
overall:  42%|████▏     | 1667/4000 [07:44<10:43,  3.62it/s]

train:  47%|████▋     | 1667/3515 [07:41<08:29,  3.62it/s]
overall:  42%|████▏     | 1668/4000 [07:44<09:58,  3.90it/s]

train:  47%|████▋     | 1668/3515 [07:41<07:53,  3.90it/s]
overall:  42%|████▏     | 1669/4000 [07:44<08:33,  4.54it/s]

train:  47%|████▋     | 1669/3515 [07:41<06:46,  4.54it/s]
overall:  42%|████▏     | 1670/4000 [07:44<08:37,  4.50it/s]

train:  48%|████▊     | 1670/3515 [07:42<06:50,  4.50it/s]
overall:  42%|████▏     | 1671/4000 [07:44<07:43,  5.02it/s]

train:  48%|████▊     | 1671/3515 [07:42<06:07,  5.02it/s]
overall:  42%|████▏     | 1672/4000 [07:45<07:57,  4.88it/s]

train:  48%|████▊     | 1672/3515 [07:42<06:17,  4.88it/s]
overall:  42%|████▏     | 1673/4000 [07:45<07:51,  4.93it/s]

train:  48%|████▊     | 1673/3515 [07:42<06:13,  4.93it/s]
overall:  42%|████▏     | 1674/4000 [07:45<07:58,  4.86it/s]

train:  48%|████▊     | 1674/3515 [07:42<06:18,  4.86it/s]
overall:  42%|████▏     | 1675/4000 [07:45<07:59,  4.85it/s]

train:  48%|████▊     | 1675/3515 [07:43<06:19,  4.85it/s]
overall:  42%|████▏     | 1676/4000 [07:45<07:42,  5.02it/s]

train:  48%|████▊     | 1676/3515 [07:43<06:06,  5.02it/s]
overall:  42%|████▏     | 1677/4000 [07:46<07:40,  5.05it/s]

train:  48%|████▊     | 1677/3515 [07:43<06:04,  5.05it/s]
overall:  42%|████▏     | 1678/4000 [07:46<07:54,  4.89it/s]

train:  48%|████▊     | 1678/3515 [07:43<06:15,  4.89it/s]
overall:  42%|████▏     | 1679/4000 [07:46<07:55,  4.88it/s]

train:  48%|████▊     | 1679/3515 [07:43<06:16,  4.88it/s]
overall:  42%|████▏     | 1680/4000 [07:46<08:08,  4.75it/s]

train:  48%|████▊     | 1680/3515 [07:44<06:26,  4.75it/s]
overall:  42%|████▏     | 1681/4000 [07:47<08:06,  4.77it/s]

train:  48%|████▊     | 1681/3515 [07:44<06:24,  4.77it/s]
overall:  42%|████▏     | 1682/4000 [07:47<08:05,  4.77it/s]

train:  48%|████▊     | 1682/3515 [07:44<06:24,  4.77it/s]
overall:  42%|████▏     | 1683/4000 [07:47<08:09,  4.74it/s]

train:  48%|████▊     | 1683/3515 [07:44<06:26,  4.74it/s]
overall:  42%|████▏     | 1684/4000 [07:47<08:11,  4.71it/s]

train:  48%|████▊     | 1684/3515 [07:44<06:28,  4.71it/s]
overall:  42%|████▏     | 1685/4000 [07:47<07:56,  4.86it/s]

train:  48%|████▊     | 1685/3515 [07:45<06:16,  4.86it/s]
overall:  42%|████▏     | 1686/4000 [07:48<07:48,  4.94it/s]

train:  48%|████▊     | 1686/3515 [07:45<06:10,  4.94it/s]
overall:  42%|████▏     | 1687/4000 [07:48<07:45,  4.97it/s]

train:  48%|████▊     | 1687/3515 [07:45<06:07,  4.97it/s]
overall:  42%|████▏     | 1688/4000 [07:48<07:44,  4.98it/s]

train:  48%|████▊     | 1688/3515 [07:45<06:07,  4.98it/s]
overall:  42%|████▏     | 1689/4000 [07:48<07:51,  4.90it/s]

train:  48%|████▊     | 1689/3515 [07:45<06:12,  4.90it/s]
overall:  42%|████▏     | 1690/4000 [07:49<12:27,  3.09it/s]

train:  48%|████▊     | 1690/3515 [07:46<09:50,  3.09it/s]
overall:  42%|████▏     | 1691/4000 [07:49<11:12,  3.43it/s]

train:  48%|████▊     | 1691/3515 [07:46<08:51,  3.43it/s]
overall:  42%|████▏     | 1692/4000 [07:49<10:14,  3.75it/s]

train:  48%|████▊     | 1692/3515 [07:46<08:05,  3.75it/s]
overall:  42%|████▏     | 1693/4000 [07:49<09:52,  3.90it/s]

train:  48%|████▊     | 1693/3515 [07:47<07:47,  3.90it/s]
overall:  42%|████▏     | 1694/4000 [07:50<09:00,  4.27it/s]

train:  48%|████▊     | 1694/3515 [07:47<07:06,  4.27it/s]
overall:  42%|████▏     | 1695/4000 [07:50<08:37,  4.45it/s]

train:  48%|████▊     | 1695/3515 [07:47<06:48,  4.45it/s]
overall:  42%|████▏     | 1696/4000 [07:50<08:30,  4.51it/s]

train:  48%|████▊     | 1696/3515 [07:47<06:43,  4.51it/s]
overall:  42%|████▏     | 1697/4000 [07:50<08:23,  4.57it/s]

train:  48%|████▊     | 1697/3515 [07:47<06:37,  4.57it/s]
overall:  42%|████▏     | 1698/4000 [07:50<08:20,  4.60it/s]

train:  48%|████▊     | 1698/3515 [07:48<06:34,  4.60it/s]
overall:  42%|████▎     | 1700/4000 [07:51<07:00,  5.47it/s]

train:  48%|████▊     | 1700/3515 [07:48<05:31,  5.47it/s]
overall:  43%|████▎     | 1701/4000 [07:51<07:17,  5.26it/s]

train:  48%|████▊     | 1701/3515 [07:48<05:45,  5.26it/s]
overall:  43%|████▎     | 1702/4000 [07:51<06:35,  5.82it/s]

train:  48%|████▊     | 1702/3515 [07:48<05:11,  5.82it/s]
overall:  43%|████▎     | 1703/4000 [07:51<06:51,  5.59it/s]

train:  48%|████▊     | 1703/3515 [07:49<05:24,  5.59it/s]
overall:  43%|████▎     | 1704/4000 [07:51<07:14,  5.29it/s]

train:  48%|████▊     | 1704/3515 [07:49<05:42,  5.29it/s]
overall:  43%|████▎     | 1705/4000 [07:52<07:32,  5.07it/s]

train:  49%|████▊     | 1705/3515 [07:49<05:56,  5.07it/s]
overall:  43%|████▎     | 1706/4000 [07:52<07:49,  4.89it/s]

train:  49%|████▊     | 1706/3515 [07:49<06:10,  4.89it/s]
overall:  43%|████▎     | 1707/4000 [07:52<07:56,  4.81it/s]

train:  49%|████▊     | 1707/3515 [07:49<06:15,  4.81it/s]
overall:  43%|████▎     | 1708/4000 [07:52<08:03,  4.74it/s]

train:  49%|████▊     | 1708/3515 [07:50<06:21,  4.74it/s]
overall:  43%|████▎     | 1709/4000 [07:53<07:20,  5.20it/s]

train:  49%|████▊     | 1709/3515 [07:50<05:47,  5.20it/s]
overall:  43%|████▎     | 1710/4000 [07:53<07:31,  5.07it/s]

train:  49%|████▊     | 1710/3515 [07:50<05:55,  5.07it/s]
overall:  43%|████▎     | 1712/4000 [07:53<06:25,  5.93it/s]

train:  49%|████▊     | 1712/3515 [07:50<05:03,  5.93it/s]
overall:  43%|████▎     | 1713/4000 [07:53<06:42,  5.68it/s]

train:  49%|████▊     | 1713/3515 [07:50<05:17,  5.68it/s]
overall:  43%|████▎     | 1714/4000 [07:54<09:24,  4.05it/s]

train:  49%|████▉     | 1714/3515 [07:51<07:24,  4.05it/s]
overall:  43%|████▎     | 1715/4000 [07:54<08:36,  4.42it/s]

train:  49%|████▉     | 1715/3515 [07:51<06:47,  4.42it/s]
overall:  43%|████▎     | 1716/4000 [07:54<08:26,  4.51it/s]

train:  49%|████▉     | 1716/3515 [07:51<06:39,  4.51it/s]
overall:  43%|████▎     | 1717/4000 [07:54<08:17,  4.59it/s]

train:  49%|████▉     | 1717/3515 [07:51<06:32,  4.59it/s]
overall:  43%|████▎     | 1719/4000 [07:55<07:11,  5.29it/s]

train:  49%|████▉     | 1719/3515 [07:52<05:39,  5.29it/s]
overall:  43%|████▎     | 1721/4000 [07:55<06:38,  5.72it/s]

train:  49%|████▉     | 1721/3515 [07:52<05:13,  5.72it/s]
overall:  43%|████▎     | 1722/4000 [07:55<06:54,  5.49it/s]

train:  49%|████▉     | 1722/3515 [07:52<05:26,  5.49it/s]
overall:  43%|████▎     | 1723/4000 [07:55<07:11,  5.28it/s]

train:  49%|████▉     | 1723/3515 [07:52<05:39,  5.28it/s]
overall:  43%|████▎     | 1724/4000 [07:55<07:28,  5.07it/s]

train:  49%|████▉     | 1724/3515 [07:53<05:53,  5.07it/s]
overall:  43%|████▎     | 1725/4000 [07:56<07:10,  5.28it/s]

train:  49%|████▉     | 1725/3515 [07:53<05:39,  5.28it/s]
overall:  43%|████▎     | 1726/4000 [07:56<07:14,  5.24it/s]

train:  49%|████▉     | 1726/3515 [07:53<05:41,  5.23it/s]
overall:  43%|████▎     | 1727/4000 [07:56<07:02,  5.38it/s]

train:  49%|████▉     | 1727/3515 [07:53<05:32,  5.38it/s]
overall:  43%|████▎     | 1728/4000 [07:56<06:37,  5.71it/s]

train:  49%|████▉     | 1728/3515 [07:53<05:13,  5.71it/s]
overall:  43%|████▎     | 1729/4000 [07:56<07:07,  5.31it/s]

train:  49%|████▉     | 1729/3515 [07:54<05:36,  5.31it/s]
overall:  43%|████▎     | 1730/4000 [07:57<07:05,  5.34it/s]

train:  49%|████▉     | 1730/3515 [07:54<05:34,  5.34it/s]
overall:  43%|████▎     | 1731/4000 [07:57<07:25,  5.09it/s]

train:  49%|████▉     | 1731/3515 [07:54<05:50,  5.09it/s]
overall:  43%|████▎     | 1732/4000 [07:57<07:37,  4.96it/s]

train:  49%|████▉     | 1732/3515 [07:54<05:59,  4.96it/s]
overall:  43%|████▎     | 1733/4000 [07:57<07:36,  4.97it/s]

train:  49%|████▉     | 1733/3515 [07:54<05:58,  4.97it/s]
overall:  43%|████▎     | 1734/4000 [07:57<07:40,  4.92it/s]

train:  49%|████▉     | 1734/3515 [07:55<06:02,  4.92it/s]
overall:  43%|████▎     | 1735/4000 [07:58<07:42,  4.90it/s]

train:  49%|████▉     | 1735/3515 [07:55<06:03,  4.90it/s]
overall:  43%|████▎     | 1736/4000 [07:58<07:36,  4.96it/s]

train:  49%|████▉     | 1736/3515 [07:55<05:58,  4.96it/s]
overall:  43%|████▎     | 1737/4000 [07:58<07:47,  4.84it/s]

train:  49%|████▉     | 1737/3515 [07:55<06:07,  4.84it/s]
overall:  43%|████▎     | 1738/4000 [07:59<12:25,  3.03it/s]

train:  49%|████▉     | 1738/3515 [07:56<09:45,  3.03it/s]
overall:  43%|████▎     | 1739/4000 [07:59<11:05,  3.40it/s]

train:  49%|████▉     | 1739/3515 [07:56<08:42,  3.40it/s]
overall:  44%|████▎     | 1740/4000 [07:59<09:47,  3.85it/s]

train:  50%|████▉     | 1740/3515 [07:56<07:41,  3.85it/s]
overall:  44%|████▎     | 1741/4000 [07:59<09:12,  4.09it/s]

train:  50%|████▉     | 1741/3515 [07:56<07:13,  4.09it/s]
overall:  44%|████▎     | 1742/4000 [07:59<08:52,  4.24it/s]

train:  50%|████▉     | 1742/3515 [07:57<06:58,  4.24it/s]
overall:  44%|████▎     | 1743/4000 [08:00<08:39,  4.35it/s]

train:  50%|████▉     | 1743/3515 [07:57<06:47,  4.35it/s]
overall:  44%|████▎     | 1744/4000 [08:00<08:14,  4.56it/s]

train:  50%|████▉     | 1744/3515 [07:57<06:28,  4.56it/s]
overall:  44%|████▎     | 1745/4000 [08:00<08:01,  4.68it/s]

train:  50%|████▉     | 1745/3515 [07:57<06:18,  4.68it/s]
overall:  44%|████▎     | 1746/4000 [08:00<07:53,  4.76it/s]

train:  50%|████▉     | 1746/3515 [07:58<06:11,  4.76it/s]
overall:  44%|████▎     | 1747/4000 [08:00<07:52,  4.77it/s]

train:  50%|████▉     | 1747/3515 [07:58<06:10,  4.77it/s]
overall:  44%|████▎     | 1748/4000 [08:01<07:56,  4.73it/s]

train:  50%|████▉     | 1748/3515 [07:58<06:13,  4.73it/s]
overall:  44%|████▎     | 1749/4000 [08:01<08:01,  4.68it/s]

train:  50%|████▉     | 1749/3515 [07:58<06:17,  4.68it/s]
overall:  44%|████▍     | 1750/4000 [08:01<08:03,  4.65it/s]

train:  50%|████▉     | 1750/3515 [07:58<06:19,  4.65it/s]
overall:  44%|████▍     | 1751/4000 [08:01<08:08,  4.61it/s]

train:  50%|████▉     | 1751/3515 [07:59<06:22,  4.61it/s]
overall:  44%|████▍     | 1753/4000 [08:02<06:48,  5.50it/s]

train:  50%|████▉     | 1753/3515 [07:59<05:20,  5.50it/s]
overall:  44%|████▍     | 1754/4000 [08:02<06:53,  5.44it/s]

train:  50%|████▉     | 1754/3515 [07:59<05:23,  5.44it/s]
overall:  44%|████▍     | 1755/4000 [08:02<07:04,  5.29it/s]

train:  50%|████▉     | 1755/3515 [07:59<05:32,  5.29it/s]
overall:  44%|████▍     | 1756/4000 [08:02<06:38,  5.64it/s]

train:  50%|████▉     | 1756/3515 [07:59<05:12,  5.64it/s]
overall:  44%|████▍     | 1757/4000 [08:02<07:02,  5.31it/s]

train:  50%|████▉     | 1757/3515 [08:00<05:31,  5.31it/s]
overall:  44%|████▍     | 1758/4000 [08:03<07:16,  5.13it/s]

train:  50%|█████     | 1758/3515 [08:00<05:42,  5.13it/s]
overall:  44%|████▍     | 1759/4000 [08:03<06:56,  5.38it/s]

train:  50%|█████     | 1759/3515 [08:00<05:26,  5.38it/s]
overall:  44%|████▍     | 1760/4000 [08:03<07:24,  5.03it/s]

train:  50%|█████     | 1760/3515 [08:00<05:48,  5.03it/s]
overall:  44%|████▍     | 1761/4000 [08:03<07:39,  4.87it/s]

train:  50%|█████     | 1761/3515 [08:00<05:59,  4.87it/s]
overall:  44%|████▍     | 1762/4000 [08:04<11:37,  3.21it/s]

train:  50%|█████     | 1762/3515 [08:01<09:05,  3.21it/s]
overall:  44%|████▍     | 1763/4000 [08:04<09:29,  3.93it/s]

train:  50%|█████     | 1763/3515 [08:01<07:25,  3.93it/s]
overall:  44%|████▍     | 1764/4000 [08:04<08:58,  4.15it/s]

train:  50%|█████     | 1764/3515 [08:01<07:01,  4.15it/s]
overall:  44%|████▍     | 1765/4000 [08:04<08:34,  4.34it/s]

train:  50%|█████     | 1765/3515 [08:02<06:43,  4.34it/s]
overall:  44%|████▍     | 1766/4000 [08:05<08:28,  4.40it/s]

train:  50%|█████     | 1766/3515 [08:02<06:37,  4.40it/s]
overall:  44%|████▍     | 1767/4000 [08:05<08:09,  4.56it/s]

train:  50%|█████     | 1767/3515 [08:02<06:23,  4.56it/s]
overall:  44%|████▍     | 1768/4000 [08:05<08:08,  4.57it/s]

train:  50%|█████     | 1768/3515 [08:02<06:22,  4.57it/s]
overall:  44%|████▍     | 1769/4000 [08:05<08:04,  4.60it/s]

train:  50%|█████     | 1769/3515 [08:02<06:19,  4.60it/s]
overall:  44%|████▍     | 1770/4000 [08:05<07:49,  4.75it/s]

train:  50%|█████     | 1770/3515 [08:03<06:07,  4.75it/s]
overall:  44%|████▍     | 1772/4000 [08:06<06:50,  5.42it/s]

train:  50%|█████     | 1772/3515 [08:03<05:21,  5.42it/s]
overall:  44%|████▍     | 1773/4000 [08:06<06:40,  5.55it/s]

train:  50%|█████     | 1773/3515 [08:03<05:13,  5.55it/s]
overall:  44%|████▍     | 1774/4000 [08:06<07:00,  5.30it/s]

train:  50%|█████     | 1774/3515 [08:03<05:28,  5.30it/s]
overall:  44%|████▍     | 1775/4000 [08:06<07:09,  5.17it/s]

train:  50%|█████     | 1775/3515 [08:03<05:36,  5.17it/s]
overall:  44%|████▍     | 1776/4000 [08:06<07:23,  5.01it/s]

train:  51%|█████     | 1776/3515 [08:04<05:46,  5.01it/s]
overall:  44%|████▍     | 1777/4000 [08:07<07:27,  4.97it/s]

train:  51%|█████     | 1777/3515 [08:04<05:49,  4.97it/s]
overall:  44%|████▍     | 1778/4000 [08:07<07:08,  5.18it/s]

train:  51%|█████     | 1778/3515 [08:04<05:35,  5.18it/s]
overall:  44%|████▍     | 1780/4000 [08:07<06:00,  6.17it/s]

train:  51%|█████     | 1780/3515 [08:04<04:41,  6.17it/s]
overall:  45%|████▍     | 1781/4000 [08:07<06:26,  5.74it/s]

train:  51%|█████     | 1781/3515 [08:05<05:02,  5.74it/s]
overall:  45%|████▍     | 1783/4000 [08:08<05:55,  6.23it/s]

train:  51%|█████     | 1783/3515 [08:05<04:37,  6.23it/s]
overall:  45%|████▍     | 1784/4000 [08:08<06:29,  5.70it/s]

train:  51%|█████     | 1784/3515 [08:05<05:03,  5.70it/s]
overall:  45%|████▍     | 1785/4000 [08:08<06:51,  5.38it/s]

train:  51%|█████     | 1785/3515 [08:05<05:21,  5.38it/s]
overall:  45%|████▍     | 1786/4000 [08:09<10:54,  3.38it/s]

train:  51%|█████     | 1786/3515 [08:06<08:31,  3.38it/s]
overall:  45%|████▍     | 1787/4000 [08:09<10:06,  3.65it/s]

train:  51%|█████     | 1787/3515 [08:06<07:53,  3.65it/s]
overall:  45%|████▍     | 1788/4000 [08:09<09:29,  3.88it/s]

train:  51%|█████     | 1788/3515 [08:06<07:24,  3.88it/s]
overall:  45%|████▍     | 1789/4000 [08:09<09:01,  4.08it/s]

train:  51%|█████     | 1789/3515 [08:07<07:03,  4.08it/s]
overall:  45%|████▍     | 1790/4000 [08:10<08:47,  4.19it/s]

train:  51%|█████     | 1790/3515 [08:07<06:51,  4.19it/s]
overall:  45%|████▍     | 1791/4000 [08:10<08:32,  4.31it/s]

train:  51%|█████     | 1791/3515 [08:07<06:39,  4.31it/s]
overall:  45%|████▍     | 1792/4000 [08:10<08:16,  4.45it/s]

train:  51%|█████     | 1792/3515 [08:07<06:27,  4.45it/s]
overall:  45%|████▍     | 1793/4000 [08:10<08:06,  4.53it/s]

train:  51%|█████     | 1793/3515 [08:07<06:19,  4.53it/s]
overall:  45%|████▍     | 1794/4000 [08:10<08:05,  4.55it/s]

train:  51%|█████     | 1794/3515 [08:08<06:18,  4.55it/s]
overall:  45%|████▍     | 1795/4000 [08:11<08:01,  4.58it/s]

train:  51%|█████     | 1795/3515 [08:08<06:15,  4.58it/s]
overall:  45%|████▍     | 1796/4000 [08:11<07:30,  4.89it/s]

train:  51%|█████     | 1796/3515 [08:08<05:51,  4.89it/s]
overall:  45%|████▍     | 1797/4000 [08:11<06:39,  5.52it/s]

train:  51%|█████     | 1797/3515 [08:08<05:11,  5.52it/s]
overall:  45%|████▍     | 1798/4000 [08:11<06:58,  5.26it/s]

train:  51%|█████     | 1798/3515 [08:08<05:26,  5.26it/s]
overall:  45%|████▍     | 1799/4000 [08:11<07:18,  5.02it/s]

train:  51%|█████     | 1799/3515 [08:09<05:41,  5.02it/s]
overall:  45%|████▌     | 1800/4000 [08:12<07:35,  4.83it/s]

train:  51%|█████     | 1800/3515 [08:09<05:55,  4.82it/s]
overall:  45%|████▌     | 1801/4000 [08:12<07:47,  4.71it/s]

train:  51%|█████     | 1801/3515 [08:09<06:04,  4.71it/s]
overall:  45%|████▌     | 1802/4000 [08:12<07:49,  4.69it/s]

train:  51%|█████▏    | 1802/3515 [08:09<06:05,  4.69it/s]
overall:  45%|████▌     | 1803/4000 [08:12<07:48,  4.69it/s]

train:  51%|█████▏    | 1803/3515 [08:09<06:04,  4.69it/s]
overall:  45%|████▌     | 1804/4000 [08:12<07:47,  4.70it/s]

train:  51%|█████▏    | 1804/3515 [08:10<06:04,  4.70it/s]
overall:  45%|████▌     | 1805/4000 [08:13<07:40,  4.77it/s]

train:  51%|█████▏    | 1805/3515 [08:10<05:58,  4.77it/s]
overall:  45%|████▌     | 1806/4000 [08:13<07:42,  4.75it/s]

train:  51%|█████▏    | 1806/3515 [08:10<05:59,  4.75it/s]
overall:  45%|████▌     | 1807/4000 [08:13<07:25,  4.92it/s]

train:  51%|█████▏    | 1807/3515 [08:10<05:46,  4.92it/s]
overall:  45%|████▌     | 1808/4000 [08:13<07:32,  4.84it/s]

train:  51%|█████▏    | 1808/3515 [08:10<05:52,  4.84it/s]
overall:  45%|████▌     | 1809/4000 [08:13<07:40,  4.75it/s]

train:  51%|█████▏    | 1809/3515 [08:11<05:58,  4.75it/s]
overall:  45%|████▌     | 1810/4000 [08:14<12:39,  2.88it/s]

train:  51%|█████▏    | 1810/3515 [08:11<09:51,  2.88it/s]
overall:  45%|████▌     | 1811/4000 [08:14<11:04,  3.29it/s]

train:  52%|█████▏    | 1811/3515 [08:12<08:37,  3.29it/s]
overall:  45%|████▌     | 1812/4000 [08:15<10:08,  3.59it/s]

train:  52%|█████▏    | 1812/3515 [08:12<07:53,  3.59it/s]
overall:  45%|████▌     | 1813/4000 [08:15<09:20,  3.90it/s]

train:  52%|█████▏    | 1813/3515 [08:12<07:15,  3.90it/s]
overall:  45%|████▌     | 1814/4000 [08:15<08:55,  4.08it/s]

train:  52%|█████▏    | 1814/3515 [08:12<06:56,  4.08it/s]
overall:  45%|████▌     | 1815/4000 [08:15<08:34,  4.25it/s]

train:  52%|█████▏    | 1815/3515 [08:12<06:40,  4.25it/s]
overall:  45%|████▌     | 1816/4000 [08:15<08:11,  4.44it/s]

train:  52%|█████▏    | 1816/3515 [08:13<06:22,  4.44it/s]
overall:  45%|████▌     | 1817/4000 [08:16<08:10,  4.45it/s]

train:  52%|█████▏    | 1817/3515 [08:13<06:21,  4.45it/s]
overall:  45%|████▌     | 1818/4000 [08:16<07:59,  4.55it/s]

train:  52%|█████▏    | 1818/3515 [08:13<06:12,  4.55it/s]
overall:  45%|████▌     | 1819/4000 [08:16<07:56,  4.57it/s]

train:  52%|█████▏    | 1819/3515 [08:13<06:10,  4.57it/s]
overall:  46%|████▌     | 1820/4000 [08:16<07:32,  4.82it/s]

train:  52%|█████▏    | 1820/3515 [08:13<05:52,  4.81it/s]
overall:  46%|████▌     | 1821/4000 [08:16<07:45,  4.68it/s]

train:  52%|█████▏    | 1821/3515 [08:14<06:01,  4.68it/s]
overall:  46%|████▌     | 1822/4000 [08:17<07:35,  4.78it/s]

train:  52%|█████▏    | 1822/3515 [08:14<05:54,  4.78it/s]
overall:  46%|████▌     | 1823/4000 [08:17<06:44,  5.38it/s]

train:  52%|█████▏    | 1823/3515 [08:14<05:14,  5.38it/s]
overall:  46%|████▌     | 1824/4000 [08:17<07:06,  5.10it/s]

train:  52%|█████▏    | 1824/3515 [08:14<05:31,  5.10it/s]
overall:  46%|████▌     | 1825/4000 [08:17<06:31,  5.55it/s]

train:  52%|█████▏    | 1825/3515 [08:14<05:04,  5.55it/s]
overall:  46%|████▌     | 1826/4000 [08:17<06:54,  5.24it/s]

train:  52%|█████▏    | 1826/3515 [08:15<05:22,  5.24it/s]
overall:  46%|████▌     | 1827/4000 [08:18<07:08,  5.07it/s]

train:  52%|█████▏    | 1827/3515 [08:15<05:33,  5.07it/s]
overall:  46%|████▌     | 1828/4000 [08:18<07:19,  4.95it/s]

train:  52%|█████▏    | 1828/3515 [08:15<05:41,  4.95it/s]
overall:  46%|████▌     | 1829/4000 [08:18<07:01,  5.15it/s]

train:  52%|█████▏    | 1829/3515 [08:15<05:27,  5.15it/s]
overall:  46%|████▌     | 1830/4000 [08:18<07:14,  5.00it/s]

train:  52%|█████▏    | 1830/3515 [08:15<05:37,  5.00it/s]
overall:  46%|████▌     | 1832/4000 [08:18<06:02,  5.99it/s]

train:  52%|█████▏    | 1832/3515 [08:16<04:41,  5.99it/s]
overall:  46%|████▌     | 1833/4000 [08:19<06:26,  5.61it/s]

train:  52%|█████▏    | 1833/3515 [08:16<04:59,  5.61it/s]
overall:  46%|████▌     | 1834/4000 [08:19<10:19,  3.50it/s]

train:  52%|█████▏    | 1834/3515 [08:16<08:00,  3.50it/s]
overall:  46%|████▌     | 1835/4000 [08:19<09:30,  3.79it/s]

train:  52%|█████▏    | 1835/3515 [08:17<07:23,  3.79it/s]
overall:  46%|████▌     | 1836/4000 [08:20<09:00,  4.00it/s]

train:  52%|█████▏    | 1836/3515 [08:17<06:59,  4.00it/s]
overall:  46%|████▌     | 1837/4000 [08:20<08:42,  4.14it/s]

train:  52%|█████▏    | 1837/3515 [08:17<06:45,  4.14it/s]
overall:  46%|████▌     | 1838/4000 [08:20<07:28,  4.82it/s]

train:  52%|█████▏    | 1838/3515 [08:17<05:48,  4.82it/s]
overall:  46%|████▌     | 1839/4000 [08:20<07:32,  4.77it/s]

train:  52%|█████▏    | 1839/3515 [08:17<05:51,  4.77it/s]
overall:  46%|████▌     | 1840/4000 [08:20<07:43,  4.66it/s]

train:  52%|█████▏    | 1840/3515 [08:18<05:59,  4.66it/s]
overall:  46%|████▌     | 1841/4000 [08:21<07:30,  4.79it/s]

train:  52%|█████▏    | 1841/3515 [08:18<05:49,  4.79it/s]
overall:  46%|████▌     | 1842/4000 [08:21<07:14,  4.96it/s]

train:  52%|█████▏    | 1842/3515 [08:18<05:36,  4.96it/s]
overall:  46%|████▌     | 1843/4000 [08:21<07:21,  4.89it/s]

train:  52%|█████▏    | 1843/3515 [08:18<05:42,  4.89it/s]
overall:  46%|████▌     | 1845/4000 [08:21<06:11,  5.80it/s]

train:  52%|█████▏    | 1845/3515 [08:19<04:47,  5.80it/s]
overall:  46%|████▌     | 1846/4000 [08:21<06:33,  5.48it/s]

train:  53%|█████▎    | 1846/3515 [08:19<05:04,  5.48it/s]
overall:  46%|████▌     | 1847/4000 [08:22<06:37,  5.41it/s]

train:  53%|█████▎    | 1847/3515 [08:19<05:08,  5.41it/s]
overall:  46%|████▌     | 1848/4000 [08:22<06:54,  5.20it/s]

train:  53%|█████▎    | 1848/3515 [08:19<05:20,  5.20it/s]
overall:  46%|████▌     | 1849/4000 [08:22<07:11,  4.99it/s]

train:  53%|█████▎    | 1849/3515 [08:19<05:33,  4.99it/s]
overall:  46%|████▋     | 1850/4000 [08:22<07:12,  4.97it/s]

train:  53%|█████▎    | 1850/3515 [08:20<05:35,  4.97it/s]
overall:  46%|████▋     | 1852/4000 [08:23<06:29,  5.52it/s]

train:  53%|█████▎    | 1852/3515 [08:20<05:01,  5.52it/s]
overall:  46%|████▋     | 1853/4000 [08:23<06:47,  5.27it/s]

train:  53%|█████▎    | 1853/3515 [08:20<05:15,  5.27it/s]
overall:  46%|████▋     | 1854/4000 [08:23<06:56,  5.16it/s]

train:  53%|█████▎    | 1854/3515 [08:20<05:22,  5.16it/s]
overall:  46%|████▋     | 1855/4000 [08:23<06:52,  5.20it/s]

train:  53%|█████▎    | 1855/3515 [08:20<05:19,  5.20it/s]
overall:  46%|████▋     | 1856/4000 [08:23<07:01,  5.09it/s]

train:  53%|█████▎    | 1856/3515 [08:21<05:25,  5.09it/s]
overall:  46%|████▋     | 1857/4000 [08:24<07:16,  4.91it/s]

train:  53%|█████▎    | 1857/3515 [08:21<05:37,  4.91it/s]
overall:  46%|████▋     | 1858/4000 [08:24<11:30,  3.10it/s]

train:  53%|█████▎    | 1858/3515 [08:22<08:53,  3.10it/s]
overall:  46%|████▋     | 1859/4000 [08:24<10:20,  3.45it/s]

train:  53%|█████▎    | 1859/3515 [08:22<07:59,  3.45it/s]
overall:  46%|████▋     | 1860/4000 [08:25<09:33,  3.73it/s]

train:  53%|█████▎    | 1860/3515 [08:22<07:23,  3.73it/s]
overall:  47%|████▋     | 1861/4000 [08:25<08:26,  4.22it/s]

train:  53%|█████▎    | 1861/3515 [08:22<06:31,  4.22it/s]
overall:  47%|████▋     | 1862/4000 [08:25<08:07,  4.39it/s]

train:  53%|█████▎    | 1862/3515 [08:22<06:16,  4.39it/s]
overall:  47%|████▋     | 1863/4000 [08:25<07:45,  4.59it/s]

train:  53%|█████▎    | 1863/3515 [08:23<06:00,  4.59it/s]
overall:  47%|████▋     | 1864/4000 [08:25<07:29,  4.75it/s]

train:  53%|█████▎    | 1864/3515 [08:23<05:47,  4.75it/s]
overall:  47%|████▋     | 1865/4000 [08:26<07:32,  4.71it/s]

train:  53%|█████▎    | 1865/3515 [08:23<05:50,  4.71it/s]
overall:  47%|████▋     | 1866/4000 [08:26<07:09,  4.97it/s]

train:  53%|█████▎    | 1866/3515 [08:23<05:31,  4.97it/s]
overall:  47%|████▋     | 1867/4000 [08:26<07:15,  4.90it/s]

train:  53%|█████▎    | 1867/3515 [08:23<05:36,  4.90it/s]
overall:  47%|████▋     | 1868/4000 [08:26<06:56,  5.12it/s]

train:  53%|█████▎    | 1868/3515 [08:23<05:21,  5.12it/s]
overall:  47%|████▋     | 1869/4000 [08:26<06:55,  5.12it/s]

train:  53%|█████▎    | 1869/3515 [08:24<05:21,  5.12it/s]
overall:  47%|████▋     | 1870/4000 [08:27<07:06,  4.99it/s]

train:  53%|█████▎    | 1870/3515 [08:24<05:29,  4.99it/s]
overall:  47%|████▋     | 1871/4000 [08:27<06:54,  5.13it/s]

train:  53%|█████▎    | 1871/3515 [08:24<05:20,  5.13it/s]
overall:  47%|████▋     | 1872/4000 [08:27<06:45,  5.25it/s]

train:  53%|█████▎    | 1872/3515 [08:24<05:12,  5.25it/s]
overall:  47%|████▋     | 1873/4000 [08:27<06:57,  5.10it/s]

train:  53%|█████▎    | 1873/3515 [08:24<05:21,  5.10it/s]
overall:  47%|████▋     | 1874/4000 [08:27<07:13,  4.90it/s]

train:  53%|█████▎    | 1874/3515 [08:25<05:34,  4.90it/s]
overall:  47%|████▋     | 1875/4000 [08:28<07:26,  4.75it/s]

train:  53%|█████▎    | 1875/3515 [08:25<05:44,  4.75it/s]
overall:  47%|████▋     | 1876/4000 [08:28<07:09,  4.95it/s]

train:  53%|█████▎    | 1876/3515 [08:25<05:31,  4.95it/s]
overall:  47%|████▋     | 1877/4000 [08:28<07:05,  4.99it/s]

train:  53%|█████▎    | 1877/3515 [08:25<05:28,  4.99it/s]
overall:  47%|████▋     | 1878/4000 [08:28<07:18,  4.84it/s]

train:  53%|█████▎    | 1878/3515 [08:26<05:38,  4.84it/s]
overall:  47%|████▋     | 1879/4000 [08:28<07:16,  4.86it/s]

train:  53%|█████▎    | 1879/3515 [08:26<05:36,  4.86it/s]
overall:  47%|████▋     | 1880/4000 [08:29<07:25,  4.75it/s]

train:  53%|█████▎    | 1880/3515 [08:26<05:43,  4.75it/s]
overall:  47%|████▋     | 1881/4000 [08:29<07:17,  4.85it/s]

train:  54%|█████▎    | 1881/3515 [08:26<05:37,  4.85it/s]
overall:  47%|████▋     | 1882/4000 [08:30<11:42,  3.02it/s]

train:  54%|█████▎    | 1882/3515 [08:27<09:01,  3.02it/s]
overall:  47%|████▋     | 1883/4000 [08:30<10:23,  3.40it/s]

train:  54%|█████▎    | 1883/3515 [08:27<08:00,  3.40it/s]
overall:  47%|████▋     | 1884/4000 [08:30<09:29,  3.71it/s]

train:  54%|█████▎    | 1884/3515 [08:27<07:19,  3.71it/s]
overall:  47%|████▋     | 1885/4000 [08:30<08:55,  3.95it/s]

train:  54%|█████▎    | 1885/3515 [08:27<06:52,  3.95it/s]
overall:  47%|████▋     | 1886/4000 [08:30<08:35,  4.10it/s]

train:  54%|█████▎    | 1886/3515 [08:28<06:36,  4.10it/s]
overall:  47%|████▋     | 1887/4000 [08:31<08:12,  4.29it/s]

train:  54%|█████▎    | 1887/3515 [08:28<06:19,  4.29it/s]
overall:  47%|████▋     | 1888/4000 [08:31<08:00,  4.40it/s]

train:  54%|█████▎    | 1888/3515 [08:28<06:10,  4.40it/s]
overall:  47%|████▋     | 1889/4000 [08:31<07:44,  4.55it/s]

train:  54%|█████▎    | 1889/3515 [08:28<05:57,  4.55it/s]
overall:  47%|████▋     | 1890/4000 [08:31<07:08,  4.92it/s]

train:  54%|█████▍    | 1890/3515 [08:28<05:29,  4.92it/s]
overall:  47%|████▋     | 1891/4000 [08:31<07:19,  4.80it/s]

train:  54%|█████▍    | 1891/3515 [08:29<05:38,  4.80it/s]
overall:  47%|████▋     | 1892/4000 [08:32<07:23,  4.76it/s]

train:  54%|█████▍    | 1892/3515 [08:29<05:41,  4.76it/s]
overall:  47%|████▋     | 1893/4000 [08:32<07:25,  4.73it/s]

train:  54%|█████▍    | 1893/3515 [08:29<05:43,  4.73it/s]
overall:  47%|████▋     | 1894/4000 [08:32<07:28,  4.70it/s]

train:  54%|█████▍    | 1894/3515 [08:29<05:45,  4.70it/s]
overall:  47%|████▋     | 1895/4000 [08:32<07:04,  4.96it/s]

train:  54%|█████▍    | 1895/3515 [08:29<05:26,  4.96it/s]
overall:  47%|████▋     | 1897/4000 [08:33<06:17,  5.57it/s]

train:  54%|█████▍    | 1897/3515 [08:30<04:50,  5.57it/s]
overall:  47%|████▋     | 1898/4000 [08:33<06:37,  5.29it/s]

train:  54%|█████▍    | 1898/3515 [08:30<05:05,  5.29it/s]
overall:  47%|████▋     | 1899/4000 [08:33<06:48,  5.15it/s]

train:  54%|█████▍    | 1899/3515 [08:30<05:13,  5.15it/s]
overall:  48%|████▊     | 1900/4000 [08:33<07:03,  4.95it/s]

train:  54%|█████▍    | 1900/3515 [08:30<05:26,  4.95it/s]
overall:  48%|████▊     | 1901/4000 [08:33<06:59,  5.00it/s]

train:  54%|█████▍    | 1901/3515 [08:31<05:22,  5.00it/s]
overall:  48%|████▊     | 1902/4000 [08:33<06:09,  5.68it/s]

train:  54%|█████▍    | 1902/3515 [08:31<04:43,  5.68it/s]
overall:  48%|████▊     | 1903/4000 [08:34<06:34,  5.31it/s]

train:  54%|█████▍    | 1903/3515 [08:31<05:03,  5.31it/s]
overall:  48%|████▊     | 1904/4000 [08:34<06:45,  5.17it/s]

train:  54%|█████▍    | 1904/3515 [08:31<05:11,  5.17it/s]
overall:  48%|████▊     | 1905/4000 [08:34<05:57,  5.86it/s]

train:  54%|█████▍    | 1905/3515 [08:31<04:34,  5.86it/s]
overall:  48%|████▊     | 1906/4000 [08:35<10:44,  3.25it/s]

train:  54%|█████▍    | 1906/3515 [08:32<08:14,  3.25it/s]
overall:  48%|████▊     | 1907/4000 [08:35<08:57,  3.90it/s]

train:  54%|█████▍    | 1907/3515 [08:32<06:52,  3.90it/s]
overall:  48%|████▊     | 1908/4000 [08:35<08:23,  4.16it/s]

train:  54%|█████▍    | 1908/3515 [08:32<06:26,  4.16it/s]
overall:  48%|████▊     | 1909/4000 [08:35<08:07,  4.29it/s]

train:  54%|█████▍    | 1909/3515 [08:32<06:14,  4.29it/s]
overall:  48%|████▊     | 1910/4000 [08:35<08:01,  4.34it/s]

train:  54%|█████▍    | 1910/3515 [08:33<06:09,  4.34it/s]
overall:  48%|████▊     | 1911/4000 [08:36<06:59,  4.98it/s]

train:  54%|█████▍    | 1911/3515 [08:33<05:22,  4.98it/s]
overall:  48%|████▊     | 1913/4000 [08:36<06:17,  5.53it/s]

train:  54%|█████▍    | 1913/3515 [08:33<04:49,  5.53it/s]
overall:  48%|████▊     | 1914/4000 [08:36<06:15,  5.56it/s]

train:  54%|█████▍    | 1914/3515 [08:33<04:47,  5.56it/s]
overall:  48%|████▊     | 1915/4000 [08:36<06:38,  5.23it/s]

train:  54%|█████▍    | 1915/3515 [08:34<05:06,  5.23it/s]
overall:  48%|████▊     | 1916/4000 [08:36<06:13,  5.58it/s]

train:  55%|█████▍    | 1916/3515 [08:34<04:46,  5.58it/s]
overall:  48%|████▊     | 1917/4000 [08:37<06:38,  5.23it/s]

train:  55%|█████▍    | 1917/3515 [08:34<05:05,  5.23it/s]
overall:  48%|████▊     | 1918/4000 [08:37<06:38,  5.23it/s]

train:  55%|█████▍    | 1918/3515 [08:34<05:05,  5.23it/s]
overall:  48%|████▊     | 1919/4000 [08:37<06:58,  4.97it/s]

train:  55%|█████▍    | 1919/3515 [08:34<05:21,  4.97it/s]
overall:  48%|████▊     | 1920/4000 [08:37<07:09,  4.85it/s]

train:  55%|█████▍    | 1920/3515 [08:35<05:29,  4.85it/s]
overall:  48%|████▊     | 1921/4000 [08:37<07:16,  4.76it/s]

train:  55%|█████▍    | 1921/3515 [08:35<05:34,  4.76it/s]
overall:  48%|████▊     | 1922/4000 [08:38<07:22,  4.70it/s]

train:  55%|█████▍    | 1922/3515 [08:35<05:39,  4.70it/s]
overall:  48%|████▊     | 1923/4000 [08:38<07:18,  4.74it/s]

train:  55%|█████▍    | 1923/3515 [08:35<05:36,  4.74it/s]
overall:  48%|████▊     | 1924/4000 [08:38<07:19,  4.72it/s]

train:  55%|█████▍    | 1924/3515 [08:35<05:36,  4.72it/s]
overall:  48%|████▊     | 1925/4000 [08:38<06:53,  5.02it/s]

train:  55%|█████▍    | 1925/3515 [08:36<05:16,  5.02it/s]
overall:  48%|████▊     | 1926/4000 [08:38<06:54,  5.00it/s]

train:  55%|█████▍    | 1926/3515 [08:36<05:17,  5.00it/s]
overall:  48%|████▊     | 1927/4000 [08:39<06:59,  4.94it/s]

train:  55%|█████▍    | 1927/3515 [08:36<05:21,  4.94it/s]
overall:  48%|████▊     | 1929/4000 [08:39<06:13,  5.54it/s]

train:  55%|█████▍    | 1929/3515 [08:36<04:46,  5.54it/s]
overall:  48%|████▊     | 1930/4000 [08:40<10:22,  3.33it/s]

train:  55%|█████▍    | 1930/3515 [08:37<07:56,  3.33it/s]
overall:  48%|████▊     | 1931/4000 [08:40<09:39,  3.57it/s]

train:  55%|█████▍    | 1931/3515 [08:37<07:23,  3.57it/s]
overall:  48%|████▊     | 1932/4000 [08:40<09:05,  3.79it/s]

train:  55%|█████▍    | 1932/3515 [08:37<06:57,  3.79it/s]
overall:  48%|████▊     | 1933/4000 [08:40<08:36,  4.00it/s]

train:  55%|█████▍    | 1933/3515 [08:38<06:35,  4.00it/s]
overall:  48%|████▊     | 1934/4000 [08:41<08:15,  4.17it/s]

train:  55%|█████▌    | 1934/3515 [08:38<06:19,  4.17it/s]
overall:  48%|████▊     | 1935/4000 [08:41<08:03,  4.27it/s]

train:  55%|█████▌    | 1935/3515 [08:38<06:10,  4.27it/s]
overall:  48%|████▊     | 1936/4000 [08:41<06:48,  5.05it/s]

train:  55%|█████▌    | 1936/3515 [08:38<05:12,  5.05it/s]
overall:  48%|████▊     | 1937/4000 [08:41<06:47,  5.06it/s]

train:  55%|█████▌    | 1937/3515 [08:38<05:11,  5.06it/s]
overall:  48%|████▊     | 1938/4000 [08:41<06:48,  5.05it/s]

train:  55%|█████▌    | 1938/3515 [08:39<05:12,  5.05it/s]
overall:  48%|████▊     | 1939/4000 [08:41<07:02,  4.88it/s]

train:  55%|█████▌    | 1939/3515 [08:39<05:22,  4.88it/s]
overall:  48%|████▊     | 1940/4000 [08:42<07:08,  4.80it/s]

train:  55%|█████▌    | 1940/3515 [08:39<05:27,  4.80it/s]
overall:  49%|████▊     | 1941/4000 [08:42<06:55,  4.95it/s]

train:  55%|█████▌    | 1941/3515 [08:39<05:17,  4.95it/s]
overall:  49%|████▊     | 1942/4000 [08:42<07:12,  4.76it/s]

train:  55%|█████▌    | 1942/3515 [08:39<05:30,  4.76it/s]
overall:  49%|████▊     | 1943/4000 [08:42<07:14,  4.73it/s]

train:  55%|█████▌    | 1943/3515 [08:40<05:32,  4.73it/s]
overall:  49%|████▊     | 1944/4000 [08:42<06:06,  5.60it/s]

train:  55%|█████▌    | 1944/3515 [08:40<04:40,  5.60it/s]
overall:  49%|████▊     | 1945/4000 [08:43<06:34,  5.21it/s]

train:  55%|█████▌    | 1945/3515 [08:40<05:01,  5.21it/s]
overall:  49%|████▊     | 1946/4000 [08:43<06:46,  5.05it/s]

train:  55%|█████▌    | 1946/3515 [08:40<05:10,  5.05it/s]
overall:  49%|████▊     | 1947/4000 [08:43<06:49,  5.02it/s]

train:  55%|█████▌    | 1947/3515 [08:40<05:12,  5.02it/s]
overall:  49%|████▊     | 1948/4000 [08:43<07:01,  4.87it/s]

train:  55%|█████▌    | 1948/3515 [08:41<05:21,  4.87it/s]
overall:  49%|████▊     | 1949/4000 [08:44<07:13,  4.74it/s]

train:  55%|█████▌    | 1949/3515 [08:41<05:30,  4.74it/s]
overall:  49%|████▉     | 1950/4000 [08:44<07:26,  4.59it/s]

train:  55%|█████▌    | 1950/3515 [08:41<05:40,  4.59it/s]
overall:  49%|████▉     | 1951/4000 [08:44<07:28,  4.57it/s]

train:  56%|█████▌    | 1951/3515 [08:41<05:42,  4.57it/s]
overall:  49%|████▉     | 1952/4000 [08:44<07:24,  4.61it/s]

train:  56%|█████▌    | 1952/3515 [08:41<05:39,  4.61it/s]
overall:  49%|████▉     | 1953/4000 [08:44<07:25,  4.60it/s]

train:  56%|█████▌    | 1953/3515 [08:42<05:39,  4.60it/s]
overall:  49%|████▉     | 1954/4000 [08:45<10:24,  3.27it/s]

train:  56%|█████▌    | 1954/3515 [08:42<07:56,  3.27it/s]
overall:  49%|████▉     | 1955/4000 [08:45<09:22,  3.63it/s]

train:  56%|█████▌    | 1955/3515 [08:42<07:09,  3.63it/s]
overall:  49%|████▉     | 1956/4000 [08:45<08:34,  3.97it/s]

train:  56%|█████▌    | 1956/3515 [08:43<06:32,  3.97it/s]
overall:  49%|████▉     | 1957/4000 [08:46<09:35,  3.55it/s]

train:  56%|█████▌    | 1957/3515 [08:43<07:18,  3.55it/s]
overall:  49%|████▉     | 1958/4000 [08:46<08:56,  3.80it/s]

train:  56%|█████▌    | 1958/3515 [08:43<06:49,  3.80it/s]
overall:  49%|████▉     | 1959/4000 [08:46<08:22,  4.06it/s]

train:  56%|█████▌    | 1959/3515 [08:43<06:23,  4.06it/s]
overall:  49%|████▉     | 1960/4000 [08:46<08:06,  4.19it/s]

train:  56%|█████▌    | 1960/3515 [08:44<06:10,  4.19it/s]
overall:  49%|████▉     | 1961/4000 [08:47<07:56,  4.28it/s]

train:  56%|█████▌    | 1961/3515 [08:44<06:03,  4.28it/s]
overall:  49%|████▉     | 1962/4000 [08:47<07:45,  4.38it/s]

train:  56%|█████▌    | 1962/3515 [08:44<05:54,  4.38it/s]
overall:  49%|████▉     | 1963/4000 [08:47<07:42,  4.40it/s]

train:  56%|█████▌    | 1963/3515 [08:44<05:52,  4.40it/s]
overall:  49%|████▉     | 1964/4000 [08:47<07:21,  4.61it/s]

train:  56%|█████▌    | 1964/3515 [08:44<05:36,  4.61it/s]
overall:  49%|████▉     | 1965/4000 [08:47<07:19,  4.63it/s]

train:  56%|█████▌    | 1965/3515 [08:45<05:35,  4.63it/s]
overall:  49%|████▉     | 1966/4000 [08:48<07:06,  4.77it/s]

train:  56%|█████▌    | 1966/3515 [08:45<05:25,  4.77it/s]
overall:  49%|████▉     | 1967/4000 [08:48<06:50,  4.95it/s]

train:  56%|█████▌    | 1967/3515 [08:45<05:12,  4.95it/s]
overall:  49%|████▉     | 1968/4000 [08:48<06:35,  5.14it/s]

train:  56%|█████▌    | 1968/3515 [08:45<05:01,  5.14it/s]
overall:  49%|████▉     | 1969/4000 [08:48<06:54,  4.90it/s]

train:  56%|█████▌    | 1969/3515 [08:45<05:15,  4.90it/s]
overall:  49%|████▉     | 1970/4000 [08:48<07:04,  4.78it/s]

train:  56%|█████▌    | 1970/3515 [08:46<05:23,  4.78it/s]
overall:  49%|████▉     | 1971/4000 [08:49<07:08,  4.73it/s]

train:  56%|█████▌    | 1971/3515 [08:46<05:26,  4.73it/s]
overall:  49%|████▉     | 1972/4000 [08:49<07:11,  4.70it/s]

train:  56%|█████▌    | 1972/3515 [08:46<05:28,  4.70it/s]
overall:  49%|████▉     | 1973/4000 [08:49<07:13,  4.68it/s]

train:  56%|█████▌    | 1973/3515 [08:46<05:29,  4.68it/s]
overall:  49%|████▉     | 1974/4000 [08:49<07:17,  4.63it/s]

train:  56%|█████▌    | 1974/3515 [08:47<05:32,  4.63it/s]
overall:  49%|████▉     | 1975/4000 [08:49<07:22,  4.58it/s]

train:  56%|█████▌    | 1975/3515 [08:47<05:36,  4.58it/s]
overall:  49%|████▉     | 1976/4000 [08:50<07:20,  4.59it/s]

train:  56%|█████▌    | 1976/3515 [08:47<05:34,  4.59it/s]
overall:  49%|████▉     | 1977/4000 [08:50<07:23,  4.56it/s]

train:  56%|█████▌    | 1977/3515 [08:47<05:37,  4.56it/s]
overall:  49%|████▉     | 1978/4000 [08:50<08:59,  3.75it/s]

train:  56%|█████▋    | 1978/3515 [08:48<06:49,  3.75it/s]
overall:  49%|████▉     | 1979/4000 [08:50<07:57,  4.24it/s]

train:  56%|█████▋    | 1979/3515 [08:48<06:02,  4.24it/s]
overall:  50%|████▉     | 1980/4000 [08:51<07:50,  4.29it/s]

train:  56%|█████▋    | 1980/3515 [08:48<05:57,  4.29it/s]
overall:  50%|████▉     | 1981/4000 [08:51<07:26,  4.52it/s]

train:  56%|█████▋    | 1981/3515 [08:48<05:39,  4.52it/s]
overall:  50%|████▉     | 1982/4000 [08:51<07:09,  4.70it/s]

train:  56%|█████▋    | 1982/3515 [08:48<05:26,  4.70it/s]
overall:  50%|████▉     | 1984/4000 [08:51<06:16,  5.35it/s]

train:  56%|█████▋    | 1984/3515 [08:49<04:45,  5.35it/s]
overall:  50%|████▉     | 1985/4000 [08:52<06:31,  5.15it/s]

train:  56%|█████▋    | 1985/3515 [08:49<04:57,  5.15it/s]
overall:  50%|████▉     | 1986/4000 [08:52<05:43,  5.86it/s]

train:  57%|█████▋    | 1986/3515 [08:49<04:20,  5.86it/s]
overall:  50%|████▉     | 1987/4000 [08:52<06:04,  5.52it/s]

train:  57%|█████▋    | 1987/3515 [08:49<04:36,  5.52it/s]
overall:  50%|████▉     | 1988/4000 [08:52<06:30,  5.16it/s]

train:  57%|█████▋    | 1988/3515 [08:49<04:56,  5.16it/s]
overall:  50%|████▉     | 1989/4000 [08:52<06:43,  4.98it/s]

train:  57%|█████▋    | 1989/3515 [08:50<05:06,  4.98it/s]
overall:  50%|████▉     | 1990/4000 [08:53<06:54,  4.85it/s]

train:  57%|█████▋    | 1990/3515 [08:50<05:14,  4.85it/s]
overall:  50%|████▉     | 1991/4000 [08:53<07:00,  4.78it/s]

train:  57%|█████▋    | 1991/3515 [08:50<05:18,  4.78it/s]
overall:  50%|████▉     | 1992/4000 [08:53<06:13,  5.38it/s]

train:  57%|█████▋    | 1992/3515 [08:50<04:43,  5.38it/s]
overall:  50%|████▉     | 1993/4000 [08:53<06:33,  5.11it/s]

train:  57%|█████▋    | 1993/3515 [08:50<04:58,  5.11it/s]
overall:  50%|████▉     | 1994/4000 [08:53<06:40,  5.01it/s]

train:  57%|█████▋    | 1994/3515 [08:51<05:03,  5.01it/s]
overall:  50%|████▉     | 1995/4000 [08:54<06:50,  4.89it/s]

train:  57%|█████▋    | 1995/3515 [08:51<05:11,  4.89it/s]
overall:  50%|████▉     | 1996/4000 [08:54<06:49,  4.89it/s]

train:  57%|█████▋    | 1996/3515 [08:51<05:10,  4.89it/s]
overall:  50%|████▉     | 1997/4000 [08:54<07:02,  4.74it/s]

train:  57%|█████▋    | 1997/3515 [08:51<05:20,  4.74it/s]
overall:  50%|████▉     | 1998/4000 [08:54<06:59,  4.78it/s]

train:  57%|█████▋    | 1998/3515 [08:51<05:17,  4.78it/s]
overall:  50%|████▉     | 1999/4000 [08:54<06:57,  4.80it/s]

train:  57%|█████▋    | 1999/3515 [08:52<05:16,  4.80it/s]dev loss: 2.5048575401306152
dev per: 0.6402809573361082
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 2.2687907218933105
train per: 0.6126253568090535
train loss: 2.2542266845703125
train per: 0.6147705845380264
train loss: 2.3086154460906982
train per: 0.6156985227065475
train loss: 2.2655892372131348
train per: 0.6112380846201014
train loss: 2.308354139328003
train per: 0.6119031141868512
train loss: 2.272679567337036
train per: 0.6075979014427582
train loss: 2.253889560699463
train per: 0.6128271572946359
train loss: 2.262256145477295
train per: 0.6066710202441352
train loss: 2.2508902549743652
train per: 0.6055717077355702
train loss: 2.2520155906677246
train per: 0.6041155912576287
train loss: 2.287339448928833
train per: 0.6097285328781973
train loss: 2.2389628887176514
train per: 0.6024105115694894
train loss: 2.280698776245117
train per: 0.6092634776006074
train loss: 2.227238893508911
train per: 0.6007545494895694
train loss: 2.2539453506469727
train per: 0.6049774190448737
train loss: 2.301720380783081
train per: 0.6161544830273219
train loss: 2.2722997665405273
train per: 0.6103742463883517
train loss: 2.227022886276245
train per: 0.6021841745105159
train loss: 2.2742271423339844
train per: 0.6103259601172109
train loss: 2.27717924118042
train per: 0.6128905799607979
train loss: 2.2360949516296387
train per: 0.605603395402468
train loss: 2.2406437397003174
train per: 0.6024911466601539
train loss: 2.220061779022217
train per: 0.6034432525493312
train loss: 2.2657246589660645
train per: 0.6043606308189245
train loss: 2.313231945037842
train per: 0.6204659750734919
train loss: 2.264655351638794
train per: 0.6062485642085917
train loss: 2.248384952545166
train per: 0.6067549310997028
train loss: 2.2995924949645996
train per: 0.6144327457707323
train loss: 2.276961088180542
train per: 0.6078417619415024
train loss: 2.280668258666992
train per: 0.6105434220569769
train loss: 2.245074510574341
train per: 0.6040271899448506
train loss: 2.2761778831481934
train per: 0.6147710415602733
train loss: 2.2738194465637207
train per: 0.6117850553505535
train loss: 2.2810471057891846
train per: 0.6154671846248211
train loss: 2.222620725631714
train per: 0.6026405348651975
train loss: 2.2250537872314453
train per: 0.6127718620856083
train loss: 2.2936418056488037
train per: 0.6237523890422595
train loss: 2.2511000633239746
train per: 0.61145991016701
train loss: 2.2297215461730957
train per: 0.6030765042199837
train loss: 2.2997660636901855
train per: 0.6139767054908486
train loss: 2.2851691246032715
train per: 0.605898484916603
train loss: 2.2918331623077393
train per: 0.6133569922337088
train loss: 2.242352247238159
train per: 0.6029675363473411
train loss: 2.213787078857422
train per: 0.5994306731156792
train loss: 2.243474245071411
train per: 0.6042899923392994
train loss: 2.259324073791504
train per: 0.6040054619936277
train loss: 2.2475898265838623
train per: 0.6067607726597325
train loss: 2.2916316986083984
train per: 0.6108098085569925
train loss: 2.2141919136047363
train per: 0.5968495305276202
train loss: 2.2444519996643066
train per: 0.6022025898584049
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  10%|█         | 283/2703 [00:00<00:00, 2828.20it/s]


word -> phonemes:  21%|██        | 566/2703 [00:00<00:00, 2580.90it/s]


word -> phonemes:  31%|███       | 836/2703 [00:00<00:00, 2631.69it/s]


word -> phonemes:  41%|████      | 1104/2703 [00:00<00:00, 2649.58it/s]


word -> phonemes:  51%|█████     | 1370/2703 [00:00<00:00, 2477.68it/s]


word -> phonemes:  60%|█████▉    | 1620/2703 [00:00<00:00, 2467.86it/s]


word -> phonemes:  69%|██████▉   | 1876/2703 [00:00<00:00, 2496.12it/s]


word -> phonemes:  79%|███████▊  | 2127/2703 [00:00<00:00, 2462.00it/s]


word -> phonemes:  88%|████████▊ | 2389/2703 [00:00<00:00, 2506.65it/s]


word -> phonemes:  98%|█████████▊| 2641/2703 [00:01<00:00, 2446.70it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2505.23it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:00<35:03,  1.28it/s]


dev:   0%|          | 3/2703 [00:00<11:21,  3.96it/s]


dev:   0%|          | 5/2703 [00:01<07:19,  6.15it/s]


dev:   0%|          | 7/2703 [00:01<05:26,  8.26it/s]


dev:   0%|          | 9/2703 [00:01<04:31,  9.91it/s]


dev:   0%|          | 11/2703 [00:01<03:49, 11.74it/s]


dev:   0%|          | 13/2703 [00:01<03:23, 13.22it/s]


dev:   1%|          | 15/2703 [00:01<03:11, 14.00it/s]


dev:   1%|          | 17/2703 [00:01<03:09, 14.18it/s]


dev:   1%|          | 19/2703 [00:01<02:54, 15.38it/s]


dev:   1%|          | 21/2703 [00:02<02:46, 16.11it/s]


dev:   1%|          | 23/2703 [00:02<02:47, 16.05it/s]


dev:   1%|          | 25/2703 [00:02<02:48, 15.87it/s]


dev:   1%|          | 27/2703 [00:02<02:48, 15.86it/s]


dev:   1%|          | 29/2703 [00:02<02:59, 14.89it/s]


dev:   1%|          | 31/2703 [00:02<02:46, 16.00it/s]


dev:   1%|          | 33/2703 [00:02<02:40, 16.59it/s]


dev:   1%|▏         | 35/2703 [00:02<02:32, 17.47it/s]


dev:   1%|▏         | 37/2703 [00:03<02:33, 17.32it/s]


dev:   1%|▏         | 39/2703 [00:03<02:33, 17.39it/s]


dev:   2%|▏         | 41/2703 [00:03<02:37, 16.95it/s]


dev:   2%|▏         | 43/2703 [00:03<02:33, 17.33it/s]


dev:   2%|▏         | 45/2703 [00:03<02:31, 17.54it/s]


dev:   2%|▏         | 48/2703 [00:03<02:24, 18.33it/s]


dev:   2%|▏         | 50/2703 [00:03<02:23, 18.53it/s]


dev:   2%|▏         | 52/2703 [00:03<02:31, 17.49it/s]


dev:   2%|▏         | 54/2703 [00:03<02:35, 17.06it/s]


dev:   2%|▏         | 57/2703 [00:04<02:26, 18.08it/s]


dev:   2%|▏         | 59/2703 [00:04<02:27, 17.91it/s]


dev:   2%|▏         | 62/2703 [00:04<02:18, 19.07it/s]


dev:   2%|▏         | 64/2703 [00:04<02:22, 18.51it/s]


dev:   2%|▏         | 66/2703 [00:04<02:32, 17.27it/s]


dev:   3%|▎         | 68/2703 [00:04<02:29, 17.63it/s]


dev:   3%|▎         | 70/2703 [00:04<02:29, 17.66it/s]


dev:   3%|▎         | 72/2703 [00:04<02:30, 17.45it/s]


dev:   3%|▎         | 74/2703 [00:05<02:27, 17.78it/s]


dev:   3%|▎         | 77/2703 [00:05<02:22, 18.45it/s]


dev:   3%|▎         | 80/2703 [00:05<02:18, 18.98it/s]


dev:   3%|▎         | 82/2703 [00:05<02:21, 18.53it/s]


dev:   3%|▎         | 84/2703 [00:05<02:19, 18.80it/s]


dev:   3%|▎         | 86/2703 [00:05<02:22, 18.39it/s]


dev:   3%|▎         | 89/2703 [00:05<02:20, 18.64it/s]


dev:   3%|▎         | 91/2703 [00:05<02:22, 18.33it/s]


dev:   3%|▎         | 93/2703 [00:06<02:23, 18.24it/s]


dev:   4%|▎         | 95/2703 [00:06<02:21, 18.43it/s]


dev:   4%|▎         | 97/2703 [00:06<02:24, 17.99it/s]


dev:   4%|▎         | 99/2703 [00:06<02:24, 18.01it/s]


dev:   4%|▍         | 102/2703 [00:06<02:23, 18.15it/s]


dev:   4%|▍         | 104/2703 [00:06<02:23, 18.17it/s]


dev:   4%|▍         | 106/2703 [00:06<02:21, 18.35it/s]


dev:   4%|▍         | 108/2703 [00:06<02:25, 17.80it/s]


dev:   4%|▍         | 111/2703 [00:07<02:17, 18.80it/s]


dev:   4%|▍         | 113/2703 [00:07<02:19, 18.57it/s]


dev:   4%|▍         | 115/2703 [00:07<02:19, 18.57it/s]


dev:   4%|▍         | 117/2703 [00:07<02:22, 18.13it/s]


dev:   4%|▍         | 119/2703 [00:07<02:18, 18.60it/s]


dev:   4%|▍         | 121/2703 [00:07<02:22, 18.13it/s]


dev:   5%|▍         | 124/2703 [00:07<02:18, 18.61it/s]


dev:   5%|▍         | 126/2703 [00:07<02:18, 18.67it/s]


dev:   5%|▍         | 129/2703 [00:08<02:08, 19.97it/s]


dev:   5%|▍         | 132/2703 [00:08<02:08, 19.95it/s]


dev:   5%|▍         | 134/2703 [00:08<02:11, 19.57it/s]


dev:   5%|▌         | 136/2703 [00:08<02:13, 19.22it/s]


dev:   5%|▌         | 139/2703 [00:08<02:05, 20.48it/s]


dev:   5%|▌         | 142/2703 [00:08<02:04, 20.53it/s]


dev:   5%|▌         | 145/2703 [00:08<02:11, 19.47it/s]


dev:   5%|▌         | 148/2703 [00:08<02:11, 19.45it/s]


dev:   6%|▌         | 150/2703 [00:09<02:14, 18.93it/s]


dev:   6%|▌         | 152/2703 [00:09<02:13, 19.18it/s]


dev:   6%|▌         | 155/2703 [00:09<02:09, 19.64it/s]


dev:   6%|▌         | 158/2703 [00:09<02:08, 19.80it/s]


dev:   6%|▌         | 161/2703 [00:09<02:07, 19.89it/s]


dev:   6%|▌         | 163/2703 [00:09<02:07, 19.86it/s]


dev:   6%|▌         | 166/2703 [00:09<02:07, 19.91it/s]


dev:   6%|▌         | 168/2703 [00:10<02:11, 19.23it/s]


dev:   6%|▋         | 171/2703 [00:10<02:00, 21.08it/s]


dev:   6%|▋         | 174/2703 [00:10<02:05, 20.08it/s]


dev:   7%|▋         | 177/2703 [00:10<02:02, 20.54it/s]


dev:   7%|▋         | 180/2703 [00:10<02:10, 19.29it/s]


dev:   7%|▋         | 182/2703 [00:10<02:11, 19.21it/s]


dev:   7%|▋         | 185/2703 [00:10<02:09, 19.50it/s]


dev:   7%|▋         | 187/2703 [00:10<02:12, 18.98it/s]


dev:   7%|▋         | 189/2703 [00:11<02:12, 18.97it/s]


dev:   7%|▋         | 191/2703 [00:11<02:12, 18.89it/s]


dev:   7%|▋         | 194/2703 [00:11<01:58, 21.11it/s]


dev:   7%|▋         | 197/2703 [00:11<02:03, 20.27it/s]


dev:   7%|▋         | 200/2703 [00:11<02:06, 19.77it/s]


dev:   7%|▋         | 202/2703 [00:11<02:09, 19.30it/s]


dev:   8%|▊         | 204/2703 [00:11<02:08, 19.45it/s]


dev:   8%|▊         | 207/2703 [00:11<02:03, 20.19it/s]


dev:   8%|▊         | 210/2703 [00:12<02:02, 20.39it/s]


dev:   8%|▊         | 213/2703 [00:12<02:04, 19.98it/s]


dev:   8%|▊         | 216/2703 [00:12<02:08, 19.34it/s]


dev:   8%|▊         | 219/2703 [00:12<01:59, 20.83it/s]


dev:   8%|▊         | 222/2703 [00:12<02:00, 20.53it/s]


dev:   8%|▊         | 225/2703 [00:12<01:58, 20.91it/s]


dev:   8%|▊         | 228/2703 [00:12<01:54, 21.65it/s]


dev:   9%|▊         | 231/2703 [00:13<01:57, 20.99it/s]


dev:   9%|▊         | 234/2703 [00:13<02:00, 20.41it/s]


dev:   9%|▉         | 237/2703 [00:13<02:01, 20.26it/s]


dev:   9%|▉         | 240/2703 [00:13<01:57, 20.87it/s]


dev:   9%|▉         | 243/2703 [00:13<02:01, 20.31it/s]


dev:   9%|▉         | 246/2703 [00:13<02:08, 19.15it/s]


dev:   9%|▉         | 249/2703 [00:14<02:04, 19.67it/s]


dev:   9%|▉         | 251/2703 [00:14<02:08, 19.15it/s]


dev:   9%|▉         | 254/2703 [00:14<02:01, 20.15it/s]


dev:  10%|▉         | 257/2703 [00:14<02:01, 20.20it/s]


dev:  10%|▉         | 260/2703 [00:14<02:05, 19.51it/s]


dev:  10%|▉         | 262/2703 [00:14<02:04, 19.59it/s]


dev:  10%|▉         | 264/2703 [00:14<02:07, 19.20it/s]


dev:  10%|▉         | 267/2703 [00:14<02:04, 19.62it/s]


dev:  10%|▉         | 269/2703 [00:15<02:03, 19.69it/s]


dev:  10%|█         | 272/2703 [00:15<01:54, 21.27it/s]


dev:  10%|█         | 275/2703 [00:15<01:55, 21.07it/s]


dev:  10%|█         | 278/2703 [00:15<01:53, 21.29it/s]


dev:  10%|█         | 281/2703 [00:15<01:54, 21.07it/s]


dev:  11%|█         | 284/2703 [00:15<01:57, 20.55it/s]


dev:  11%|█         | 287/2703 [00:15<01:55, 20.86it/s]


dev:  11%|█         | 290/2703 [00:16<01:57, 20.48it/s]


dev:  11%|█         | 293/2703 [00:16<01:57, 20.52it/s]


dev:  11%|█         | 296/2703 [00:16<01:55, 20.80it/s]


dev:  11%|█         | 299/2703 [00:16<01:58, 20.34it/s]


dev:  11%|█         | 302/2703 [00:16<01:53, 21.18it/s]


dev:  11%|█▏        | 305/2703 [00:16<01:53, 21.13it/s]


dev:  11%|█▏        | 308/2703 [00:16<01:58, 20.26it/s]


dev:  12%|█▏        | 311/2703 [00:17<01:54, 20.82it/s]


dev:  12%|█▏        | 314/2703 [00:17<01:57, 20.34it/s]


dev:  12%|█▏        | 317/2703 [00:17<01:55, 20.61it/s]


dev:  12%|█▏        | 320/2703 [00:17<01:52, 21.18it/s]


dev:  12%|█▏        | 323/2703 [00:17<01:49, 21.68it/s]


dev:  12%|█▏        | 326/2703 [00:17<01:47, 22.14it/s]


dev:  12%|█▏        | 329/2703 [00:17<01:42, 23.05it/s]


dev:  12%|█▏        | 332/2703 [00:17<01:40, 23.59it/s]


dev:  12%|█▏        | 335/2703 [00:18<01:41, 23.39it/s]


dev:  13%|█▎        | 338/2703 [00:18<01:38, 24.10it/s]


dev:  13%|█▎        | 341/2703 [00:18<01:40, 23.44it/s]


dev:  13%|█▎        | 344/2703 [00:18<01:47, 21.94it/s]


dev:  13%|█▎        | 347/2703 [00:18<01:50, 21.32it/s]


dev:  13%|█▎        | 350/2703 [00:18<01:49, 21.46it/s]


dev:  13%|█▎        | 353/2703 [00:18<01:48, 21.69it/s]


dev:  13%|█▎        | 356/2703 [00:19<01:52, 20.82it/s]


dev:  13%|█▎        | 359/2703 [00:19<01:56, 20.17it/s]


dev:  13%|█▎        | 362/2703 [00:19<01:56, 20.10it/s]


dev:  14%|█▎        | 365/2703 [00:19<01:46, 21.91it/s]


dev:  14%|█▎        | 368/2703 [00:19<01:46, 21.90it/s]


dev:  14%|█▎        | 371/2703 [00:19<01:45, 22.14it/s]


dev:  14%|█▍        | 374/2703 [00:19<01:41, 22.99it/s]


dev:  14%|█▍        | 377/2703 [00:20<01:45, 22.03it/s]


dev:  14%|█▍        | 380/2703 [00:20<01:47, 21.70it/s]


dev:  14%|█▍        | 383/2703 [00:20<01:47, 21.57it/s]


dev:  14%|█▍        | 386/2703 [00:20<01:50, 20.91it/s]


dev:  14%|█▍        | 389/2703 [00:20<01:49, 21.04it/s]


dev:  15%|█▍        | 392/2703 [00:20<01:52, 20.48it/s]


dev:  15%|█▍        | 395/2703 [00:20<01:57, 19.67it/s]


dev:  15%|█▍        | 397/2703 [00:21<01:57, 19.63it/s]


dev:  15%|█▍        | 400/2703 [00:21<01:54, 20.14it/s]


dev:  15%|█▍        | 403/2703 [00:21<01:53, 20.25it/s]


dev:  15%|█▌        | 406/2703 [00:21<01:53, 20.30it/s]


dev:  15%|█▌        | 409/2703 [00:21<01:53, 20.30it/s]


dev:  15%|█▌        | 412/2703 [00:21<01:48, 21.03it/s]


dev:  15%|█▌        | 415/2703 [00:21<01:54, 20.02it/s]


dev:  15%|█▌        | 418/2703 [00:22<01:50, 20.70it/s]


dev:  16%|█▌        | 421/2703 [00:22<01:48, 20.95it/s]


dev:  16%|█▌        | 424/2703 [00:22<01:53, 20.04it/s]


dev:  16%|█▌        | 427/2703 [00:22<01:52, 20.28it/s]


dev:  16%|█▌        | 430/2703 [00:22<01:48, 20.90it/s]


dev:  16%|█▌        | 433/2703 [00:22<01:47, 21.13it/s]


dev:  16%|█▌        | 436/2703 [00:22<01:48, 20.96it/s]


dev:  16%|█▌        | 439/2703 [00:23<01:44, 21.75it/s]


dev:  16%|█▋        | 442/2703 [00:23<01:44, 21.68it/s]


dev:  16%|█▋        | 445/2703 [00:23<01:45, 21.38it/s]


dev:  17%|█▋        | 448/2703 [00:23<01:39, 22.73it/s]


dev:  17%|█▋        | 451/2703 [00:23<01:39, 22.64it/s]


dev:  17%|█▋        | 454/2703 [00:23<01:41, 22.15it/s]


dev:  17%|█▋        | 457/2703 [00:23<01:45, 21.34it/s]


dev:  17%|█▋        | 460/2703 [00:24<01:41, 22.06it/s]


dev:  17%|█▋        | 463/2703 [00:24<01:42, 21.86it/s]


dev:  17%|█▋        | 466/2703 [00:24<01:40, 22.20it/s]


dev:  17%|█▋        | 469/2703 [00:24<01:35, 23.46it/s]


dev:  17%|█▋        | 472/2703 [00:24<01:34, 23.51it/s]


dev:  18%|█▊        | 475/2703 [00:24<01:37, 22.74it/s]


dev:  18%|█▊        | 478/2703 [00:24<01:37, 22.85it/s]


dev:  18%|█▊        | 481/2703 [00:24<01:36, 23.01it/s]


dev:  18%|█▊        | 484/2703 [00:25<01:33, 23.78it/s]


dev:  18%|█▊        | 487/2703 [00:25<01:40, 22.02it/s]


dev:  18%|█▊        | 490/2703 [00:25<01:39, 22.17it/s]


dev:  18%|█▊        | 493/2703 [00:25<01:45, 20.90it/s]


dev:  18%|█▊        | 496/2703 [00:25<01:43, 21.37it/s]


dev:  18%|█▊        | 499/2703 [00:25<01:41, 21.65it/s]


dev:  19%|█▊        | 502/2703 [00:25<01:41, 21.60it/s]


dev:  19%|█▊        | 505/2703 [00:26<01:40, 21.79it/s]


dev:  19%|█▉        | 508/2703 [00:26<01:38, 22.32it/s]


dev:  19%|█▉        | 511/2703 [00:26<01:33, 23.47it/s]


dev:  19%|█▉        | 514/2703 [00:26<01:33, 23.30it/s]


dev:  19%|█▉        | 517/2703 [00:26<01:28, 24.61it/s]


dev:  19%|█▉        | 520/2703 [00:26<01:35, 22.83it/s]


dev:  19%|█▉        | 523/2703 [00:26<01:30, 23.99it/s]


dev:  19%|█▉        | 526/2703 [00:26<01:31, 23.92it/s]


dev:  20%|█▉        | 529/2703 [00:27<01:29, 24.26it/s]


dev:  20%|█▉        | 532/2703 [00:27<01:31, 23.72it/s]


dev:  20%|█▉        | 535/2703 [00:27<01:31, 23.71it/s]


dev:  20%|█▉        | 538/2703 [00:27<01:34, 23.01it/s]


dev:  20%|██        | 541/2703 [00:27<01:34, 22.89it/s]


dev:  20%|██        | 544/2703 [00:27<01:37, 22.21it/s]


dev:  20%|██        | 547/2703 [00:27<01:30, 23.77it/s]


dev:  20%|██        | 550/2703 [00:27<01:34, 22.88it/s]


dev:  20%|██        | 553/2703 [00:28<01:31, 23.57it/s]


dev:  21%|██        | 556/2703 [00:28<01:33, 23.06it/s]


dev:  21%|██        | 559/2703 [00:28<01:35, 22.41it/s]


dev:  21%|██        | 562/2703 [00:28<01:32, 23.05it/s]


dev:  21%|██        | 565/2703 [00:28<01:37, 22.02it/s]


dev:  21%|██        | 568/2703 [00:28<01:41, 20.97it/s]


dev:  21%|██        | 571/2703 [00:28<01:41, 20.94it/s]


dev:  21%|██        | 574/2703 [00:29<01:38, 21.70it/s]


dev:  21%|██▏       | 577/2703 [00:29<01:33, 22.66it/s]


dev:  21%|██▏       | 580/2703 [00:29<01:35, 22.28it/s]


dev:  22%|██▏       | 583/2703 [00:29<01:36, 22.04it/s]


dev:  22%|██▏       | 586/2703 [00:29<01:33, 22.65it/s]


dev:  22%|██▏       | 589/2703 [00:29<01:30, 23.25it/s]


dev:  22%|██▏       | 592/2703 [00:29<01:31, 23.02it/s]


dev:  22%|██▏       | 595/2703 [00:29<01:32, 22.77it/s]


dev:  22%|██▏       | 598/2703 [00:30<01:25, 24.52it/s]


dev:  22%|██▏       | 601/2703 [00:30<01:28, 23.79it/s]


dev:  22%|██▏       | 604/2703 [00:30<01:27, 24.02it/s]


dev:  22%|██▏       | 608/2703 [00:30<01:20, 26.05it/s]


dev:  23%|██▎       | 611/2703 [00:30<01:21, 25.76it/s]


dev:  23%|██▎       | 614/2703 [00:30<01:25, 24.47it/s]


dev:  23%|██▎       | 617/2703 [00:30<01:24, 24.63it/s]


dev:  23%|██▎       | 620/2703 [00:30<01:24, 24.74it/s]


dev:  23%|██▎       | 623/2703 [00:31<01:28, 23.51it/s]


dev:  23%|██▎       | 626/2703 [00:31<01:28, 23.59it/s]


dev:  23%|██▎       | 629/2703 [00:31<01:24, 24.66it/s]


dev:  23%|██▎       | 632/2703 [00:31<01:23, 24.72it/s]


dev:  23%|██▎       | 635/2703 [00:31<01:26, 23.80it/s]


dev:  24%|██▎       | 638/2703 [00:31<01:26, 23.82it/s]


dev:  24%|██▎       | 641/2703 [00:31<01:29, 22.97it/s]


dev:  24%|██▍       | 644/2703 [00:31<01:23, 24.61it/s]


dev:  24%|██▍       | 647/2703 [00:32<01:26, 23.80it/s]


dev:  24%|██▍       | 650/2703 [00:32<01:25, 23.90it/s]


dev:  24%|██▍       | 653/2703 [00:32<01:29, 22.95it/s]


dev:  24%|██▍       | 656/2703 [00:32<01:32, 22.24it/s]


dev:  24%|██▍       | 659/2703 [00:32<01:29, 22.77it/s]


dev:  24%|██▍       | 662/2703 [00:32<01:27, 23.40it/s]


dev:  25%|██▍       | 665/2703 [00:32<01:29, 22.85it/s]


dev:  25%|██▍       | 668/2703 [00:33<01:25, 23.83it/s]


dev:  25%|██▍       | 671/2703 [00:33<01:26, 23.58it/s]


dev:  25%|██▍       | 674/2703 [00:33<01:28, 22.91it/s]


dev:  25%|██▌       | 677/2703 [00:33<01:26, 23.42it/s]


dev:  25%|██▌       | 680/2703 [00:33<01:30, 22.45it/s]


dev:  25%|██▌       | 683/2703 [00:33<01:31, 21.96it/s]


dev:  25%|██▌       | 686/2703 [00:33<01:33, 21.48it/s]


dev:  25%|██▌       | 689/2703 [00:33<01:36, 20.89it/s]


dev:  26%|██▌       | 692/2703 [00:34<01:30, 22.28it/s]


dev:  26%|██▌       | 695/2703 [00:34<01:31, 21.89it/s]


dev:  26%|██▌       | 698/2703 [00:34<01:30, 22.07it/s]


dev:  26%|██▌       | 701/2703 [00:34<01:28, 22.71it/s]


dev:  26%|██▌       | 704/2703 [00:34<01:25, 23.39it/s]


dev:  26%|██▌       | 708/2703 [00:34<01:18, 25.34it/s]


dev:  26%|██▋       | 711/2703 [00:34<01:22, 24.08it/s]


dev:  26%|██▋       | 714/2703 [00:35<01:26, 22.92it/s]


dev:  27%|██▋       | 717/2703 [00:35<01:25, 23.11it/s]


dev:  27%|██▋       | 720/2703 [00:35<01:28, 22.35it/s]


dev:  27%|██▋       | 723/2703 [00:35<01:29, 22.20it/s]


dev:  27%|██▋       | 726/2703 [00:35<01:26, 22.86it/s]


dev:  27%|██▋       | 729/2703 [00:35<01:25, 23.13it/s]


dev:  27%|██▋       | 732/2703 [00:35<01:25, 23.09it/s]


dev:  27%|██▋       | 735/2703 [00:35<01:21, 24.07it/s]


dev:  27%|██▋       | 738/2703 [00:36<01:25, 23.08it/s]


dev:  27%|██▋       | 741/2703 [00:36<01:22, 23.79it/s]


dev:  28%|██▊       | 744/2703 [00:36<01:18, 24.89it/s]


dev:  28%|██▊       | 747/2703 [00:36<01:20, 24.38it/s]


dev:  28%|██▊       | 750/2703 [00:36<01:23, 23.28it/s]


dev:  28%|██▊       | 753/2703 [00:36<01:26, 22.63it/s]


dev:  28%|██▊       | 756/2703 [00:36<01:21, 24.02it/s]


dev:  28%|██▊       | 759/2703 [00:36<01:26, 22.55it/s]


dev:  28%|██▊       | 762/2703 [00:37<01:23, 23.34it/s]


dev:  28%|██▊       | 765/2703 [00:37<01:19, 24.30it/s]


dev:  28%|██▊       | 768/2703 [00:37<01:22, 23.38it/s]


dev:  29%|██▊       | 771/2703 [00:37<01:26, 22.42it/s]


dev:  29%|██▊       | 774/2703 [00:37<01:22, 23.45it/s]


dev:  29%|██▊       | 777/2703 [00:37<01:23, 23.07it/s]


dev:  29%|██▉       | 780/2703 [00:37<01:25, 22.45it/s]


dev:  29%|██▉       | 783/2703 [00:38<01:24, 22.60it/s]


dev:  29%|██▉       | 786/2703 [00:38<01:25, 22.42it/s]


dev:  29%|██▉       | 789/2703 [00:38<01:26, 22.00it/s]


dev:  29%|██▉       | 792/2703 [00:38<01:22, 23.03it/s]


dev:  29%|██▉       | 795/2703 [00:38<01:18, 24.19it/s]


dev:  30%|██▉       | 798/2703 [00:38<01:24, 22.65it/s]


dev:  30%|██▉       | 801/2703 [00:38<01:24, 22.61it/s]


dev:  30%|██▉       | 804/2703 [00:38<01:21, 23.44it/s]


dev:  30%|██▉       | 807/2703 [00:39<01:20, 23.42it/s]


dev:  30%|██▉       | 810/2703 [00:39<01:21, 23.09it/s]


dev:  30%|███       | 813/2703 [00:39<01:18, 24.08it/s]


dev:  30%|███       | 816/2703 [00:39<01:18, 24.19it/s]


dev:  30%|███       | 819/2703 [00:39<01:16, 24.78it/s]


dev:  30%|███       | 822/2703 [00:39<01:14, 25.32it/s]


dev:  31%|███       | 825/2703 [00:39<01:14, 25.09it/s]


dev:  31%|███       | 828/2703 [00:39<01:13, 25.41it/s]


dev:  31%|███       | 831/2703 [00:39<01:13, 25.60it/s]


dev:  31%|███       | 834/2703 [00:40<01:13, 25.59it/s]


dev:  31%|███       | 837/2703 [00:40<01:17, 24.03it/s]


dev:  31%|███       | 840/2703 [00:40<01:16, 24.23it/s]


dev:  31%|███       | 843/2703 [00:40<01:21, 22.94it/s]


dev:  31%|███▏      | 846/2703 [00:40<01:23, 22.16it/s]


dev:  31%|███▏      | 849/2703 [00:40<01:22, 22.47it/s]


dev:  32%|███▏      | 852/2703 [00:40<01:22, 22.51it/s]


dev:  32%|███▏      | 855/2703 [00:41<01:21, 22.61it/s]


dev:  32%|███▏      | 858/2703 [00:41<01:20, 22.93it/s]


dev:  32%|███▏      | 861/2703 [00:41<01:23, 22.17it/s]


dev:  32%|███▏      | 864/2703 [00:41<01:22, 22.34it/s]


dev:  32%|███▏      | 867/2703 [00:41<01:21, 22.50it/s]


dev:  32%|███▏      | 870/2703 [00:41<01:19, 22.93it/s]


dev:  32%|███▏      | 873/2703 [00:41<01:23, 22.00it/s]


dev:  32%|███▏      | 876/2703 [00:42<01:22, 22.21it/s]


dev:  33%|███▎      | 879/2703 [00:42<01:21, 22.49it/s]


dev:  33%|███▎      | 882/2703 [00:42<01:16, 23.65it/s]


dev:  33%|███▎      | 885/2703 [00:42<01:18, 23.27it/s]


dev:  33%|███▎      | 888/2703 [00:42<01:15, 23.95it/s]


dev:  33%|███▎      | 891/2703 [00:42<01:19, 22.79it/s]


dev:  33%|███▎      | 894/2703 [00:42<01:20, 22.40it/s]


dev:  33%|███▎      | 897/2703 [00:42<01:20, 22.46it/s]


dev:  33%|███▎      | 900/2703 [00:43<01:17, 23.29it/s]


dev:  33%|███▎      | 903/2703 [00:43<01:16, 23.56it/s]


dev:  34%|███▎      | 906/2703 [00:43<01:16, 23.39it/s]


dev:  34%|███▎      | 909/2703 [00:43<01:17, 23.02it/s]


dev:  34%|███▎      | 912/2703 [00:43<01:20, 22.38it/s]


dev:  34%|███▍      | 915/2703 [00:43<01:18, 22.85it/s]


dev:  34%|███▍      | 918/2703 [00:43<01:19, 22.51it/s]


dev:  34%|███▍      | 921/2703 [00:43<01:14, 23.82it/s]


dev:  34%|███▍      | 924/2703 [00:44<01:14, 24.01it/s]


dev:  34%|███▍      | 927/2703 [00:44<01:12, 24.56it/s]


dev:  34%|███▍      | 930/2703 [00:44<01:16, 23.12it/s]


dev:  35%|███▍      | 933/2703 [00:44<01:15, 23.37it/s]


dev:  35%|███▍      | 936/2703 [00:44<01:14, 23.79it/s]


dev:  35%|███▍      | 939/2703 [00:44<01:11, 24.62it/s]


dev:  35%|███▍      | 942/2703 [00:44<01:12, 24.40it/s]


dev:  35%|███▍      | 945/2703 [00:44<01:13, 23.97it/s]


dev:  35%|███▌      | 948/2703 [00:45<01:17, 22.66it/s]


dev:  35%|███▌      | 952/2703 [00:45<01:09, 25.28it/s]


dev:  35%|███▌      | 955/2703 [00:45<01:12, 24.11it/s]


dev:  35%|███▌      | 959/2703 [00:45<01:06, 26.24it/s]


dev:  36%|███▌      | 962/2703 [00:45<01:07, 25.79it/s]


dev:  36%|███▌      | 965/2703 [00:45<01:06, 26.06it/s]


dev:  36%|███▌      | 968/2703 [00:45<01:09, 24.99it/s]


dev:  36%|███▌      | 971/2703 [00:45<01:11, 24.35it/s]


dev:  36%|███▌      | 974/2703 [00:46<01:12, 23.96it/s]


dev:  36%|███▌      | 977/2703 [00:46<01:15, 22.90it/s]


dev:  36%|███▋      | 980/2703 [00:46<01:12, 23.90it/s]


dev:  36%|███▋      | 983/2703 [00:46<01:10, 24.29it/s]


dev:  36%|███▋      | 986/2703 [00:46<01:09, 24.85it/s]


dev:  37%|███▋      | 989/2703 [00:46<01:08, 24.91it/s]


dev:  37%|███▋      | 992/2703 [00:46<01:09, 24.50it/s]


dev:  37%|███▋      | 995/2703 [00:46<01:09, 24.53it/s]


dev:  37%|███▋      | 998/2703 [00:47<01:13, 23.07it/s]


dev:  37%|███▋      | 1001/2703 [00:47<01:13, 23.19it/s]


dev:  37%|███▋      | 1004/2703 [00:47<01:11, 23.82it/s]


dev:  37%|███▋      | 1007/2703 [00:47<01:06, 25.36it/s]


dev:  37%|███▋      | 1010/2703 [00:47<01:08, 24.67it/s]


dev:  37%|███▋      | 1013/2703 [00:47<01:12, 23.36it/s]


dev:  38%|███▊      | 1016/2703 [00:47<01:17, 21.86it/s]


dev:  38%|███▊      | 1019/2703 [00:48<01:14, 22.61it/s]


dev:  38%|███▊      | 1022/2703 [00:48<01:13, 23.01it/s]


dev:  38%|███▊      | 1025/2703 [00:48<01:13, 22.88it/s]


dev:  38%|███▊      | 1028/2703 [00:48<01:09, 24.11it/s]


dev:  38%|███▊      | 1031/2703 [00:48<01:08, 24.49it/s]


dev:  38%|███▊      | 1034/2703 [00:48<01:10, 23.73it/s]


dev:  38%|███▊      | 1037/2703 [00:48<01:14, 22.23it/s]


dev:  38%|███▊      | 1040/2703 [00:48<01:15, 22.16it/s]


dev:  39%|███▊      | 1043/2703 [00:49<01:15, 21.99it/s]


dev:  39%|███▊      | 1046/2703 [00:49<01:10, 23.59it/s]


dev:  39%|███▉      | 1049/2703 [00:49<01:12, 22.97it/s]


dev:  39%|███▉      | 1052/2703 [00:49<01:09, 23.81it/s]


dev:  39%|███▉      | 1055/2703 [00:49<01:11, 23.02it/s]


dev:  39%|███▉      | 1058/2703 [00:49<01:13, 22.28it/s]


dev:  39%|███▉      | 1061/2703 [00:49<01:14, 22.02it/s]


dev:  39%|███▉      | 1064/2703 [00:49<01:08, 23.84it/s]


dev:  39%|███▉      | 1067/2703 [00:50<01:09, 23.58it/s]


dev:  40%|███▉      | 1070/2703 [00:50<01:10, 23.21it/s]


dev:  40%|███▉      | 1073/2703 [00:50<01:09, 23.59it/s]


dev:  40%|███▉      | 1076/2703 [00:50<01:13, 22.23it/s]


dev:  40%|███▉      | 1079/2703 [00:50<01:09, 23.23it/s]


dev:  40%|████      | 1082/2703 [00:50<01:06, 24.32it/s]


dev:  40%|████      | 1085/2703 [00:50<01:05, 24.56it/s]


dev:  40%|████      | 1088/2703 [00:50<01:05, 24.74it/s]


dev:  40%|████      | 1091/2703 [00:51<01:03, 25.35it/s]


dev:  40%|████      | 1094/2703 [00:51<01:06, 24.22it/s]


dev:  41%|████      | 1097/2703 [00:51<01:05, 24.67it/s]


dev:  41%|████      | 1100/2703 [00:51<01:07, 23.68it/s]


dev:  41%|████      | 1103/2703 [00:51<01:09, 23.11it/s]


dev:  41%|████      | 1106/2703 [00:51<01:06, 23.84it/s]


dev:  41%|████      | 1109/2703 [00:51<01:08, 23.22it/s]


dev:  41%|████      | 1113/2703 [00:51<01:03, 25.18it/s]


dev:  41%|████▏     | 1116/2703 [00:52<01:04, 24.66it/s]


dev:  41%|████▏     | 1119/2703 [00:52<01:04, 24.66it/s]


dev:  42%|████▏     | 1122/2703 [00:52<01:04, 24.65it/s]


dev:  42%|████▏     | 1125/2703 [00:52<01:04, 24.33it/s]


dev:  42%|████▏     | 1128/2703 [00:52<01:06, 23.70it/s]


dev:  42%|████▏     | 1131/2703 [00:52<01:09, 22.69it/s]


dev:  42%|████▏     | 1134/2703 [00:52<01:05, 23.93it/s]


dev:  42%|████▏     | 1138/2703 [00:53<01:03, 24.71it/s]


dev:  42%|████▏     | 1141/2703 [00:53<01:02, 24.80it/s]


dev:  42%|████▏     | 1144/2703 [00:53<01:03, 24.60it/s]


dev:  42%|████▏     | 1147/2703 [00:53<01:01, 25.29it/s]


dev:  43%|████▎     | 1150/2703 [00:53<01:03, 24.58it/s]


dev:  43%|████▎     | 1153/2703 [00:53<01:04, 24.07it/s]


dev:  43%|████▎     | 1156/2703 [00:53<01:09, 22.29it/s]


dev:  43%|████▎     | 1159/2703 [00:53<01:05, 23.44it/s]


dev:  43%|████▎     | 1162/2703 [00:54<01:03, 24.12it/s]


dev:  43%|████▎     | 1165/2703 [00:54<01:03, 24.09it/s]


dev:  43%|████▎     | 1168/2703 [00:54<01:05, 23.30it/s]


dev:  43%|████▎     | 1171/2703 [00:54<01:04, 23.84it/s]


dev:  43%|████▎     | 1174/2703 [00:54<01:06, 23.09it/s]


dev:  44%|████▎     | 1177/2703 [00:54<01:04, 23.69it/s]


dev:  44%|████▎     | 1180/2703 [00:54<01:08, 22.39it/s]


dev:  44%|████▍     | 1183/2703 [00:54<01:03, 23.82it/s]


dev:  44%|████▍     | 1186/2703 [00:55<01:02, 24.28it/s]


dev:  44%|████▍     | 1189/2703 [00:55<01:01, 24.55it/s]


dev:  44%|████▍     | 1192/2703 [00:55<01:04, 23.42it/s]


dev:  44%|████▍     | 1195/2703 [00:55<01:03, 23.68it/s]


dev:  44%|████▍     | 1198/2703 [00:55<01:06, 22.67it/s]


dev:  44%|████▍     | 1201/2703 [00:55<01:05, 22.86it/s]


dev:  45%|████▍     | 1204/2703 [00:55<01:09, 21.72it/s]


dev:  45%|████▍     | 1207/2703 [00:55<01:07, 22.24it/s]


dev:  45%|████▍     | 1210/2703 [00:56<01:06, 22.52it/s]


dev:  45%|████▍     | 1213/2703 [00:56<01:03, 23.40it/s]


dev:  45%|████▍     | 1216/2703 [00:56<01:01, 24.04it/s]


dev:  45%|████▌     | 1219/2703 [00:56<00:59, 25.02it/s]


dev:  45%|████▌     | 1222/2703 [00:56<00:59, 24.94it/s]


dev:  45%|████▌     | 1225/2703 [00:56<00:56, 26.16it/s]


dev:  45%|████▌     | 1228/2703 [00:56<00:59, 24.70it/s]


dev:  46%|████▌     | 1231/2703 [00:56<01:02, 23.60it/s]


dev:  46%|████▌     | 1234/2703 [00:57<01:01, 24.03it/s]


dev:  46%|████▌     | 1237/2703 [00:57<01:00, 24.40it/s]


dev:  46%|████▌     | 1240/2703 [00:57<01:00, 24.29it/s]


dev:  46%|████▌     | 1243/2703 [00:57<01:00, 24.00it/s]


dev:  46%|████▌     | 1246/2703 [00:57<00:59, 24.54it/s]


dev:  46%|████▌     | 1249/2703 [00:57<00:58, 25.01it/s]


dev:  46%|████▋     | 1252/2703 [00:57<00:58, 24.67it/s]


dev:  46%|████▋     | 1255/2703 [00:57<00:56, 25.44it/s]


dev:  47%|████▋     | 1258/2703 [00:58<00:56, 25.74it/s]


dev:  47%|████▋     | 1261/2703 [00:58<00:57, 25.26it/s]


dev:  47%|████▋     | 1264/2703 [00:58<00:59, 24.24it/s]


dev:  47%|████▋     | 1267/2703 [00:58<01:00, 23.91it/s]


dev:  47%|████▋     | 1270/2703 [00:58<00:57, 24.72it/s]


dev:  47%|████▋     | 1273/2703 [00:58<00:58, 24.37it/s]


dev:  47%|████▋     | 1276/2703 [00:58<00:58, 24.27it/s]


dev:  47%|████▋     | 1279/2703 [00:58<01:01, 23.18it/s]


dev:  47%|████▋     | 1282/2703 [00:59<01:03, 22.54it/s]


dev:  48%|████▊     | 1285/2703 [00:59<00:59, 23.74it/s]


dev:  48%|████▊     | 1288/2703 [00:59<01:01, 23.09it/s]


dev:  48%|████▊     | 1291/2703 [00:59<01:01, 22.90it/s]


dev:  48%|████▊     | 1294/2703 [00:59<01:00, 23.18it/s]


dev:  48%|████▊     | 1297/2703 [00:59<00:58, 23.87it/s]


dev:  48%|████▊     | 1300/2703 [00:59<00:59, 23.64it/s]


dev:  48%|████▊     | 1303/2703 [00:59<01:00, 23.25it/s]


dev:  48%|████▊     | 1306/2703 [01:00<00:59, 23.52it/s]


dev:  48%|████▊     | 1309/2703 [01:00<00:57, 24.32it/s]


dev:  49%|████▊     | 1312/2703 [01:00<00:57, 24.24it/s]


dev:  49%|████▊     | 1315/2703 [01:00<00:55, 25.06it/s]


dev:  49%|████▉     | 1318/2703 [01:00<00:56, 24.60it/s]


dev:  49%|████▉     | 1322/2703 [01:00<00:53, 25.67it/s]


dev:  49%|████▉     | 1325/2703 [01:00<00:54, 25.11it/s]


dev:  49%|████▉     | 1328/2703 [01:00<00:55, 24.72it/s]


dev:  49%|████▉     | 1331/2703 [01:01<00:54, 24.98it/s]


dev:  49%|████▉     | 1334/2703 [01:01<00:55, 24.49it/s]


dev:  49%|████▉     | 1337/2703 [01:01<00:55, 24.40it/s]


dev:  50%|████▉     | 1340/2703 [01:01<00:54, 24.97it/s]


dev:  50%|████▉     | 1343/2703 [01:01<00:56, 24.03it/s]


dev:  50%|████▉     | 1346/2703 [01:01<00:58, 23.12it/s]


dev:  50%|████▉     | 1349/2703 [01:01<00:54, 24.75it/s]


dev:  50%|█████     | 1352/2703 [01:01<00:58, 22.93it/s]


dev:  50%|█████     | 1355/2703 [01:02<00:57, 23.63it/s]


dev:  50%|█████     | 1358/2703 [01:02<00:54, 24.80it/s]


dev:  50%|█████     | 1361/2703 [01:02<00:55, 24.00it/s]


dev:  50%|█████     | 1364/2703 [01:02<00:57, 23.28it/s]


dev:  51%|█████     | 1367/2703 [01:02<00:54, 24.39it/s]


dev:  51%|█████     | 1370/2703 [01:02<00:56, 23.64it/s]


dev:  51%|█████     | 1373/2703 [01:02<00:57, 23.07it/s]


dev:  51%|█████     | 1376/2703 [01:02<00:57, 23.19it/s]


dev:  51%|█████     | 1379/2703 [01:03<00:55, 23.74it/s]


dev:  51%|█████     | 1383/2703 [01:03<00:50, 26.20it/s]


dev:  51%|█████▏    | 1386/2703 [01:03<00:50, 25.99it/s]


dev:  51%|█████▏    | 1389/2703 [01:03<00:51, 25.35it/s]


dev:  51%|█████▏    | 1392/2703 [01:03<00:50, 25.78it/s]


dev:  52%|█████▏    | 1395/2703 [01:03<00:49, 26.23it/s]


dev:  52%|█████▏    | 1398/2703 [01:03<00:51, 25.10it/s]


dev:  52%|█████▏    | 1401/2703 [01:03<00:54, 23.72it/s]


dev:  52%|█████▏    | 1404/2703 [01:04<00:51, 25.21it/s]


dev:  52%|█████▏    | 1407/2703 [01:04<00:52, 24.52it/s]


dev:  52%|█████▏    | 1410/2703 [01:04<00:51, 24.90it/s]


dev:  52%|█████▏    | 1413/2703 [01:04<00:53, 24.04it/s]


dev:  52%|█████▏    | 1416/2703 [01:04<00:52, 24.33it/s]


dev:  52%|█████▏    | 1419/2703 [01:04<00:51, 24.83it/s]


dev:  53%|█████▎    | 1422/2703 [01:04<00:49, 25.71it/s]


dev:  53%|█████▎    | 1425/2703 [01:04<00:49, 25.62it/s]


dev:  53%|█████▎    | 1428/2703 [01:05<00:50, 25.22it/s]


dev:  53%|█████▎    | 1431/2703 [01:05<00:49, 25.71it/s]


dev:  53%|█████▎    | 1434/2703 [01:05<00:50, 25.23it/s]


dev:  53%|█████▎    | 1437/2703 [01:05<00:52, 24.23it/s]


dev:  53%|█████▎    | 1440/2703 [01:05<00:55, 22.79it/s]


dev:  53%|█████▎    | 1443/2703 [01:05<00:54, 23.29it/s]


dev:  53%|█████▎    | 1446/2703 [01:05<00:52, 23.91it/s]


dev:  54%|█████▎    | 1449/2703 [01:05<00:51, 24.12it/s]


dev:  54%|█████▎    | 1452/2703 [01:06<00:50, 24.93it/s]


dev:  54%|█████▍    | 1455/2703 [01:06<00:50, 24.66it/s]


dev:  54%|█████▍    | 1458/2703 [01:06<00:47, 25.99it/s]


dev:  54%|█████▍    | 1461/2703 [01:06<00:50, 24.61it/s]


dev:  54%|█████▍    | 1464/2703 [01:06<00:53, 23.27it/s]


dev:  54%|█████▍    | 1467/2703 [01:06<00:52, 23.58it/s]


dev:  54%|█████▍    | 1470/2703 [01:06<00:51, 24.12it/s]


dev:  54%|█████▍    | 1473/2703 [01:06<00:51, 23.78it/s]


dev:  55%|█████▍    | 1476/2703 [01:07<00:52, 23.41it/s]


dev:  55%|█████▍    | 1479/2703 [01:07<00:49, 24.95it/s]


dev:  55%|█████▍    | 1482/2703 [01:07<00:51, 23.94it/s]


dev:  55%|█████▍    | 1485/2703 [01:07<00:50, 24.29it/s]


dev:  55%|█████▌    | 1488/2703 [01:07<00:48, 24.92it/s]


dev:  55%|█████▌    | 1491/2703 [01:07<00:46, 26.02it/s]


dev:  55%|█████▌    | 1494/2703 [01:07<00:46, 25.86it/s]


dev:  55%|█████▌    | 1497/2703 [01:07<00:49, 24.19it/s]


dev:  55%|█████▌    | 1500/2703 [01:07<00:50, 23.91it/s]


dev:  56%|█████▌    | 1503/2703 [01:08<00:49, 24.43it/s]


dev:  56%|█████▌    | 1506/2703 [01:08<00:49, 24.40it/s]


dev:  56%|█████▌    | 1509/2703 [01:08<00:46, 25.54it/s]


dev:  56%|█████▌    | 1512/2703 [01:08<00:46, 25.50it/s]


dev:  56%|█████▌    | 1515/2703 [01:08<00:48, 24.64it/s]


dev:  56%|█████▌    | 1518/2703 [01:08<00:51, 23.21it/s]


dev:  56%|█████▋    | 1521/2703 [01:08<00:49, 23.70it/s]


dev:  56%|█████▋    | 1524/2703 [01:08<00:48, 24.36it/s]


dev:  56%|█████▋    | 1527/2703 [01:09<00:48, 24.07it/s]


dev:  57%|█████▋    | 1530/2703 [01:09<00:48, 24.04it/s]


dev:  57%|█████▋    | 1533/2703 [01:09<00:46, 25.10it/s]


dev:  57%|█████▋    | 1536/2703 [01:09<00:47, 24.32it/s]


dev:  57%|█████▋    | 1539/2703 [01:09<00:48, 24.10it/s]


dev:  57%|█████▋    | 1542/2703 [01:09<00:46, 24.88it/s]


dev:  57%|█████▋    | 1545/2703 [01:09<00:45, 25.57it/s]


dev:  57%|█████▋    | 1548/2703 [01:09<00:45, 25.60it/s]


dev:  57%|█████▋    | 1551/2703 [01:10<00:46, 24.60it/s]


dev:  57%|█████▋    | 1554/2703 [01:10<00:44, 25.83it/s]


dev:  58%|█████▊    | 1557/2703 [01:10<00:45, 25.33it/s]


dev:  58%|█████▊    | 1560/2703 [01:10<00:47, 24.03it/s]


dev:  58%|█████▊    | 1563/2703 [01:10<00:46, 24.50it/s]


dev:  58%|█████▊    | 1566/2703 [01:10<00:44, 25.66it/s]


dev:  58%|█████▊    | 1569/2703 [01:10<00:44, 25.28it/s]


dev:  58%|█████▊    | 1572/2703 [01:10<00:45, 24.62it/s]


dev:  58%|█████▊    | 1575/2703 [01:11<00:45, 24.57it/s]


dev:  58%|█████▊    | 1578/2703 [01:11<00:45, 24.76it/s]


dev:  58%|█████▊    | 1581/2703 [01:11<00:44, 25.40it/s]


dev:  59%|█████▊    | 1584/2703 [01:11<00:43, 25.58it/s]


dev:  59%|█████▊    | 1587/2703 [01:11<00:42, 26.19it/s]


dev:  59%|█████▉    | 1590/2703 [01:11<00:43, 25.37it/s]


dev:  59%|█████▉    | 1593/2703 [01:11<00:42, 25.91it/s]


dev:  59%|█████▉    | 1596/2703 [01:11<00:43, 25.37it/s]


dev:  59%|█████▉    | 1599/2703 [01:11<00:42, 25.91it/s]


dev:  59%|█████▉    | 1602/2703 [01:12<00:41, 26.46it/s]


dev:  59%|█████▉    | 1605/2703 [01:12<00:40, 27.36it/s]


dev:  59%|█████▉    | 1608/2703 [01:12<00:42, 25.88it/s]


dev:  60%|█████▉    | 1611/2703 [01:12<00:41, 26.33it/s]


dev:  60%|█████▉    | 1614/2703 [01:12<00:42, 25.73it/s]


dev:  60%|█████▉    | 1617/2703 [01:12<00:45, 24.02it/s]


dev:  60%|█████▉    | 1620/2703 [01:12<00:45, 24.01it/s]


dev:  60%|██████    | 1623/2703 [01:12<00:42, 25.16it/s]


dev:  60%|██████    | 1626/2703 [01:12<00:41, 25.85it/s]


dev:  60%|██████    | 1629/2703 [01:13<00:42, 25.30it/s]


dev:  60%|██████    | 1632/2703 [01:13<00:41, 25.58it/s]


dev:  61%|██████    | 1636/2703 [01:13<00:40, 26.63it/s]


dev:  61%|██████    | 1639/2703 [01:13<00:41, 25.59it/s]


dev:  61%|██████    | 1642/2703 [01:13<00:42, 25.10it/s]


dev:  61%|██████    | 1645/2703 [01:13<00:40, 25.89it/s]


dev:  61%|██████    | 1648/2703 [01:13<00:41, 25.66it/s]


dev:  61%|██████    | 1651/2703 [01:13<00:41, 25.35it/s]


dev:  61%|██████    | 1654/2703 [01:14<00:42, 24.79it/s]


dev:  61%|██████▏   | 1657/2703 [01:14<00:42, 24.64it/s]


dev:  61%|██████▏   | 1660/2703 [01:14<00:42, 24.48it/s]


dev:  62%|██████▏   | 1663/2703 [01:14<00:40, 25.63it/s]


dev:  62%|██████▏   | 1666/2703 [01:14<00:40, 25.50it/s]


dev:  62%|██████▏   | 1669/2703 [01:14<00:38, 26.58it/s]


dev:  62%|██████▏   | 1672/2703 [01:14<00:40, 25.48it/s]


dev:  62%|██████▏   | 1675/2703 [01:14<00:43, 23.69it/s]


dev:  62%|██████▏   | 1678/2703 [01:15<00:42, 24.16it/s]


dev:  62%|██████▏   | 1681/2703 [01:15<00:40, 25.26it/s]


dev:  62%|██████▏   | 1684/2703 [01:15<00:39, 25.95it/s]


dev:  62%|██████▏   | 1687/2703 [01:15<00:41, 24.63it/s]


dev:  63%|██████▎   | 1690/2703 [01:15<00:42, 23.68it/s]


dev:  63%|██████▎   | 1693/2703 [01:15<00:41, 24.47it/s]


dev:  63%|██████▎   | 1696/2703 [01:15<00:40, 24.68it/s]


dev:  63%|██████▎   | 1699/2703 [01:15<00:40, 24.93it/s]


dev:  63%|██████▎   | 1702/2703 [01:16<00:40, 24.42it/s]


dev:  63%|██████▎   | 1705/2703 [01:16<00:41, 24.17it/s]


dev:  63%|██████▎   | 1708/2703 [01:16<00:41, 24.01it/s]


dev:  63%|██████▎   | 1711/2703 [01:16<00:42, 23.60it/s]


dev:  63%|██████▎   | 1714/2703 [01:16<00:41, 24.09it/s]


dev:  64%|██████▎   | 1717/2703 [01:16<00:39, 24.82it/s]


dev:  64%|██████▎   | 1721/2703 [01:16<00:37, 26.30it/s]


dev:  64%|██████▍   | 1724/2703 [01:16<00:38, 25.34it/s]


dev:  64%|██████▍   | 1727/2703 [01:17<00:38, 25.12it/s]


dev:  64%|██████▍   | 1730/2703 [01:17<00:37, 26.05it/s]


dev:  64%|██████▍   | 1733/2703 [01:17<00:36, 26.58it/s]


dev:  64%|██████▍   | 1736/2703 [01:17<00:37, 25.84it/s]


dev:  64%|██████▍   | 1739/2703 [01:17<00:36, 26.67it/s]


dev:  64%|██████▍   | 1742/2703 [01:17<00:36, 26.01it/s]


dev:  65%|██████▍   | 1745/2703 [01:17<00:37, 25.42it/s]


dev:  65%|██████▍   | 1748/2703 [01:17<00:39, 24.45it/s]


dev:  65%|██████▍   | 1751/2703 [01:17<00:37, 25.64it/s]


dev:  65%|██████▍   | 1754/2703 [01:18<00:37, 25.25it/s]


dev:  65%|██████▌   | 1757/2703 [01:18<00:37, 25.33it/s]


dev:  65%|██████▌   | 1760/2703 [01:18<00:36, 25.56it/s]


dev:  65%|██████▌   | 1763/2703 [01:18<00:35, 26.67it/s]


dev:  65%|██████▌   | 1766/2703 [01:18<00:36, 25.84it/s]


dev:  65%|██████▌   | 1769/2703 [01:18<00:36, 25.46it/s]


dev:  66%|██████▌   | 1772/2703 [01:18<00:36, 25.58it/s]


dev:  66%|██████▌   | 1775/2703 [01:18<00:37, 24.88it/s]


dev:  66%|██████▌   | 1778/2703 [01:19<00:37, 24.62it/s]


dev:  66%|██████▌   | 1781/2703 [01:19<00:35, 25.92it/s]


dev:  66%|██████▌   | 1784/2703 [01:19<00:37, 24.37it/s]


dev:  66%|██████▌   | 1787/2703 [01:19<00:37, 24.36it/s]


dev:  66%|██████▌   | 1790/2703 [01:19<00:35, 25.61it/s]


dev:  66%|██████▋   | 1793/2703 [01:19<00:36, 25.10it/s]


dev:  66%|██████▋   | 1796/2703 [01:19<00:37, 24.39it/s]


dev:  67%|██████▋   | 1799/2703 [01:19<00:36, 24.48it/s]


dev:  67%|██████▋   | 1802/2703 [01:20<00:36, 24.65it/s]


dev:  67%|██████▋   | 1805/2703 [01:20<00:35, 25.45it/s]


dev:  67%|██████▋   | 1808/2703 [01:20<00:34, 25.64it/s]


dev:  67%|██████▋   | 1812/2703 [01:20<00:33, 26.93it/s]


dev:  67%|██████▋   | 1815/2703 [01:20<00:34, 25.85it/s]


dev:  67%|██████▋   | 1818/2703 [01:20<00:33, 26.55it/s]


dev:  67%|██████▋   | 1821/2703 [01:20<00:36, 24.39it/s]


dev:  67%|██████▋   | 1824/2703 [01:20<00:36, 24.12it/s]


dev:  68%|██████▊   | 1827/2703 [01:21<00:36, 23.70it/s]


dev:  68%|██████▊   | 1831/2703 [01:21<00:33, 25.97it/s]


dev:  68%|██████▊   | 1834/2703 [01:21<00:35, 24.64it/s]


dev:  68%|██████▊   | 1837/2703 [01:21<00:34, 24.89it/s]


dev:  68%|██████▊   | 1840/2703 [01:21<00:36, 23.72it/s]


dev:  68%|██████▊   | 1843/2703 [01:21<00:35, 24.24it/s]


dev:  68%|██████▊   | 1846/2703 [01:21<00:33, 25.39it/s]


dev:  68%|██████▊   | 1849/2703 [01:21<00:33, 25.42it/s]


dev:  69%|██████▊   | 1852/2703 [01:21<00:33, 25.60it/s]


dev:  69%|██████▊   | 1855/2703 [01:22<00:33, 25.09it/s]


dev:  69%|██████▉   | 1859/2703 [01:22<00:32, 26.37it/s]


dev:  69%|██████▉   | 1862/2703 [01:22<00:31, 26.69it/s]


dev:  69%|██████▉   | 1865/2703 [01:22<00:32, 26.08it/s]


dev:  69%|██████▉   | 1868/2703 [01:22<00:32, 25.54it/s]


dev:  69%|██████▉   | 1871/2703 [01:22<00:35, 23.77it/s]


dev:  69%|██████▉   | 1874/2703 [01:22<00:33, 24.68it/s]


dev:  69%|██████▉   | 1877/2703 [01:22<00:32, 25.63it/s]


dev:  70%|██████▉   | 1880/2703 [01:23<00:33, 24.78it/s]


dev:  70%|██████▉   | 1883/2703 [01:23<00:33, 24.76it/s]


dev:  70%|██████▉   | 1886/2703 [01:23<00:32, 25.19it/s]


dev:  70%|██████▉   | 1889/2703 [01:23<00:32, 25.13it/s]


dev:  70%|██████▉   | 1892/2703 [01:23<00:32, 25.00it/s]


dev:  70%|███████   | 1895/2703 [01:23<00:32, 24.50it/s]


dev:  70%|███████   | 1898/2703 [01:23<00:31, 25.36it/s]


dev:  70%|███████   | 1901/2703 [01:23<00:33, 24.27it/s]


dev:  70%|███████   | 1904/2703 [01:24<00:31, 24.98it/s]


dev:  71%|███████   | 1908/2703 [01:24<00:29, 27.15it/s]


dev:  71%|███████   | 1911/2703 [01:24<00:30, 25.90it/s]


dev:  71%|███████   | 1914/2703 [01:24<00:30, 25.69it/s]


dev:  71%|███████   | 1917/2703 [01:24<00:29, 26.38it/s]


dev:  71%|███████   | 1920/2703 [01:24<00:30, 25.77it/s]


dev:  71%|███████   | 1923/2703 [01:24<00:29, 26.52it/s]


dev:  71%|███████▏  | 1927/2703 [01:24<00:29, 26.39it/s]


dev:  71%|███████▏  | 1930/2703 [01:25<00:28, 26.77it/s]


dev:  72%|███████▏  | 1933/2703 [01:25<00:30, 25.45it/s]


dev:  72%|███████▏  | 1936/2703 [01:25<00:30, 25.01it/s]


dev:  72%|███████▏  | 1939/2703 [01:25<00:32, 23.53it/s]


dev:  72%|███████▏  | 1942/2703 [01:25<00:32, 23.09it/s]


dev:  72%|███████▏  | 1946/2703 [01:25<00:30, 24.95it/s]


dev:  72%|███████▏  | 1949/2703 [01:25<00:30, 24.37it/s]


dev:  72%|███████▏  | 1952/2703 [01:25<00:30, 24.33it/s]


dev:  72%|███████▏  | 1956/2703 [01:26<00:29, 25.02it/s]


dev:  72%|███████▏  | 1959/2703 [01:26<00:28, 25.73it/s]


dev:  73%|███████▎  | 1962/2703 [01:26<00:27, 26.64it/s]


dev:  73%|███████▎  | 1965/2703 [01:26<00:27, 26.52it/s]


dev:  73%|███████▎  | 1968/2703 [01:26<00:27, 26.84it/s]


dev:  73%|███████▎  | 1971/2703 [01:26<00:27, 26.73it/s]


dev:  73%|███████▎  | 1974/2703 [01:26<00:26, 27.00it/s]


dev:  73%|███████▎  | 1977/2703 [01:26<00:27, 26.55it/s]


dev:  73%|███████▎  | 1980/2703 [01:26<00:27, 26.70it/s]


dev:  73%|███████▎  | 1983/2703 [01:27<00:27, 26.58it/s]


dev:  73%|███████▎  | 1986/2703 [01:27<00:26, 26.61it/s]


dev:  74%|███████▎  | 1989/2703 [01:27<00:27, 25.69it/s]


dev:  74%|███████▎  | 1992/2703 [01:27<00:29, 23.96it/s]


dev:  74%|███████▍  | 1995/2703 [01:27<00:29, 24.38it/s]


dev:  74%|███████▍  | 1998/2703 [01:27<00:29, 24.03it/s]


dev:  74%|███████▍  | 2001/2703 [01:27<00:28, 25.01it/s]


dev:  74%|███████▍  | 2004/2703 [01:27<00:27, 25.05it/s]


dev:  74%|███████▍  | 2007/2703 [01:28<00:27, 25.27it/s]


dev:  74%|███████▍  | 2010/2703 [01:28<00:26, 25.69it/s]


dev:  74%|███████▍  | 2013/2703 [01:28<00:26, 25.68it/s]


dev:  75%|███████▍  | 2016/2703 [01:28<00:26, 25.79it/s]


dev:  75%|███████▍  | 2019/2703 [01:28<00:25, 26.43it/s]


dev:  75%|███████▍  | 2022/2703 [01:28<00:26, 26.15it/s]


dev:  75%|███████▍  | 2025/2703 [01:28<00:25, 26.47it/s]


dev:  75%|███████▌  | 2028/2703 [01:28<00:25, 26.63it/s]


dev:  75%|███████▌  | 2032/2703 [01:29<00:24, 27.69it/s]


dev:  75%|███████▌  | 2035/2703 [01:29<00:25, 26.19it/s]


dev:  75%|███████▌  | 2038/2703 [01:29<00:25, 26.21it/s]


dev:  76%|███████▌  | 2041/2703 [01:29<00:24, 26.90it/s]


dev:  76%|███████▌  | 2044/2703 [01:29<00:25, 25.51it/s]


dev:  76%|███████▌  | 2047/2703 [01:29<00:25, 25.23it/s]


dev:  76%|███████▌  | 2050/2703 [01:29<00:24, 26.46it/s]


dev:  76%|███████▌  | 2053/2703 [01:29<00:26, 24.74it/s]


dev:  76%|███████▌  | 2056/2703 [01:29<00:25, 25.72it/s]


dev:  76%|███████▌  | 2059/2703 [01:30<00:24, 26.22it/s]


dev:  76%|███████▋  | 2062/2703 [01:30<00:24, 25.94it/s]


dev:  76%|███████▋  | 2067/2703 [01:30<00:20, 31.46it/s]


dev:  77%|███████▋  | 2071/2703 [01:30<00:19, 32.35it/s]


dev:  77%|███████▋  | 2075/2703 [01:30<00:20, 30.58it/s]


dev:  77%|███████▋  | 2079/2703 [01:30<00:21, 29.60it/s]


dev:  77%|███████▋  | 2082/2703 [01:30<00:22, 28.20it/s]


dev:  77%|███████▋  | 2085/2703 [01:30<00:22, 27.79it/s]


dev:  77%|███████▋  | 2088/2703 [01:31<00:22, 27.46it/s]


dev:  77%|███████▋  | 2091/2703 [01:31<00:23, 26.21it/s]


dev:  77%|███████▋  | 2094/2703 [01:31<00:22, 26.83it/s]


dev:  78%|███████▊  | 2098/2703 [01:31<00:22, 27.36it/s]


dev:  78%|███████▊  | 2101/2703 [01:31<00:21, 27.84it/s]


dev:  78%|███████▊  | 2104/2703 [01:31<00:21, 27.35it/s]


dev:  78%|███████▊  | 2108/2703 [01:31<00:20, 29.31it/s]


dev:  78%|███████▊  | 2112/2703 [01:31<00:19, 30.57it/s]


dev:  78%|███████▊  | 2116/2703 [01:31<00:18, 31.46it/s]


dev:  78%|███████▊  | 2120/2703 [01:32<00:20, 28.10it/s]


dev:  79%|███████▊  | 2123/2703 [01:32<00:20, 27.73it/s]


dev:  79%|███████▊  | 2126/2703 [01:32<00:21, 27.39it/s]


dev:  79%|███████▉  | 2129/2703 [01:32<00:21, 26.62it/s]


dev:  79%|███████▉  | 2132/2703 [01:32<00:21, 26.62it/s]


dev:  79%|███████▉  | 2135/2703 [01:32<00:21, 26.71it/s]


dev:  79%|███████▉  | 2138/2703 [01:32<00:22, 25.43it/s]


dev:  79%|███████▉  | 2141/2703 [01:32<00:22, 25.35it/s]


dev:  79%|███████▉  | 2144/2703 [01:33<00:22, 25.11it/s]


dev:  79%|███████▉  | 2148/2703 [01:33<00:20, 26.69it/s]


dev:  80%|███████▉  | 2152/2703 [01:33<00:20, 27.02it/s]


dev:  80%|███████▉  | 2155/2703 [01:33<00:19, 27.50it/s]


dev:  80%|███████▉  | 2158/2703 [01:33<00:19, 27.50it/s]


dev:  80%|███████▉  | 2161/2703 [01:33<00:19, 27.29it/s]


dev:  80%|████████  | 2165/2703 [01:33<00:19, 27.84it/s]


dev:  80%|████████  | 2168/2703 [01:33<00:20, 26.01it/s]


dev:  80%|████████  | 2171/2703 [01:34<00:21, 24.70it/s]


dev:  80%|████████  | 2175/2703 [01:34<00:20, 25.69it/s]


dev:  81%|████████  | 2179/2703 [01:34<00:18, 28.23it/s]


dev:  81%|████████  | 2183/2703 [01:34<00:17, 29.31it/s]


dev:  81%|████████  | 2186/2703 [01:34<00:17, 28.95it/s]


dev:  81%|████████  | 2189/2703 [01:34<00:18, 28.42it/s]


dev:  81%|████████  | 2193/2703 [01:34<00:17, 29.06it/s]


dev:  81%|████████  | 2196/2703 [01:34<00:17, 28.35it/s]


dev:  81%|████████▏ | 2199/2703 [01:35<00:17, 28.63it/s]


dev:  81%|████████▏ | 2202/2703 [01:35<00:19, 25.49it/s]


dev:  82%|████████▏ | 2206/2703 [01:35<00:18, 27.16it/s]


dev:  82%|████████▏ | 2209/2703 [01:35<00:18, 26.96it/s]


dev:  82%|████████▏ | 2213/2703 [01:35<00:17, 28.41it/s]


dev:  82%|████████▏ | 2216/2703 [01:35<00:18, 26.83it/s]


dev:  82%|████████▏ | 2219/2703 [01:35<00:18, 26.55it/s]


dev:  82%|████████▏ | 2223/2703 [01:35<00:17, 27.23it/s]


dev:  82%|████████▏ | 2226/2703 [01:36<00:17, 27.38it/s]


dev:  82%|████████▏ | 2229/2703 [01:36<00:17, 27.06it/s]


dev:  83%|████████▎ | 2232/2703 [01:36<00:17, 27.25it/s]


dev:  83%|████████▎ | 2235/2703 [01:36<00:17, 26.64it/s]


dev:  83%|████████▎ | 2239/2703 [01:36<00:16, 28.32it/s]


dev:  83%|████████▎ | 2242/2703 [01:36<00:17, 26.51it/s]


dev:  83%|████████▎ | 2245/2703 [01:36<00:17, 26.20it/s]


dev:  83%|████████▎ | 2249/2703 [01:36<00:16, 27.29it/s]


dev:  83%|████████▎ | 2252/2703 [01:37<00:16, 27.01it/s]


dev:  83%|████████▎ | 2255/2703 [01:37<00:16, 27.32it/s]


dev:  84%|████████▎ | 2258/2703 [01:37<00:16, 26.71it/s]


dev:  84%|████████▎ | 2261/2703 [01:37<00:16, 26.55it/s]


dev:  84%|████████▍ | 2264/2703 [01:37<00:16, 25.90it/s]


dev:  84%|████████▍ | 2267/2703 [01:37<00:16, 26.04it/s]


dev:  84%|████████▍ | 2270/2703 [01:37<00:15, 27.09it/s]


dev:  84%|████████▍ | 2273/2703 [01:37<00:15, 27.61it/s]


dev:  84%|████████▍ | 2277/2703 [01:37<00:14, 28.75it/s]


dev:  84%|████████▍ | 2280/2703 [01:38<00:14, 28.82it/s]


dev:  84%|████████▍ | 2283/2703 [01:38<00:14, 28.81it/s]


dev:  85%|████████▍ | 2286/2703 [01:38<00:15, 27.04it/s]


dev:  85%|████████▍ | 2290/2703 [01:38<00:14, 27.61it/s]


dev:  85%|████████▍ | 2293/2703 [01:38<00:14, 28.15it/s]


dev:  85%|████████▍ | 2296/2703 [01:38<00:14, 28.61it/s]


dev:  85%|████████▌ | 2300/2703 [01:38<00:14, 28.36it/s]


dev:  85%|████████▌ | 2303/2703 [01:38<00:14, 28.36it/s]


dev:  85%|████████▌ | 2306/2703 [01:38<00:13, 28.39it/s]


dev:  85%|████████▌ | 2309/2703 [01:39<00:14, 27.52it/s]


dev:  86%|████████▌ | 2312/2703 [01:39<00:14, 27.05it/s]


dev:  86%|████████▌ | 2316/2703 [01:39<00:13, 29.31it/s]


dev:  86%|████████▌ | 2319/2703 [01:39<00:13, 28.78it/s]


dev:  86%|████████▌ | 2322/2703 [01:39<00:13, 27.99it/s]


dev:  86%|████████▌ | 2325/2703 [01:39<00:14, 26.66it/s]


dev:  86%|████████▌ | 2328/2703 [01:39<00:13, 26.87it/s]


dev:  86%|████████▌ | 2331/2703 [01:39<00:13, 27.29it/s]


dev:  86%|████████▋ | 2334/2703 [01:40<00:13, 26.51it/s]


dev:  86%|████████▋ | 2337/2703 [01:40<00:13, 26.26it/s]


dev:  87%|████████▋ | 2341/2703 [01:40<00:13, 27.72it/s]


dev:  87%|████████▋ | 2344/2703 [01:40<00:12, 27.68it/s]


dev:  87%|████████▋ | 2348/2703 [01:40<00:13, 27.12it/s]


dev:  87%|████████▋ | 2352/2703 [01:40<00:12, 28.39it/s]


dev:  87%|████████▋ | 2356/2703 [01:40<00:12, 28.54it/s]


dev:  87%|████████▋ | 2360/2703 [01:40<00:11, 29.19it/s]


dev:  87%|████████▋ | 2363/2703 [01:41<00:11, 28.65it/s]


dev:  88%|████████▊ | 2366/2703 [01:41<00:11, 28.40it/s]


dev:  88%|████████▊ | 2369/2703 [01:41<00:11, 28.77it/s]


dev:  88%|████████▊ | 2373/2703 [01:41<00:11, 29.09it/s]


dev:  88%|████████▊ | 2377/2703 [01:41<00:10, 29.97it/s]


dev:  88%|████████▊ | 2380/2703 [01:41<00:10, 29.85it/s]


dev:  88%|████████▊ | 2383/2703 [01:41<00:11, 29.00it/s]


dev:  88%|████████▊ | 2386/2703 [01:41<00:10, 29.13it/s]


dev:  88%|████████▊ | 2389/2703 [01:41<00:11, 27.50it/s]


dev:  89%|████████▊ | 2393/2703 [01:42<00:10, 29.40it/s]


dev:  89%|████████▊ | 2396/2703 [01:42<00:10, 28.87it/s]


dev:  89%|████████▉ | 2400/2703 [01:42<00:10, 29.53it/s]


dev:  89%|████████▉ | 2404/2703 [01:42<00:09, 30.31it/s]


dev:  89%|████████▉ | 2408/2703 [01:42<00:09, 29.66it/s]


dev:  89%|████████▉ | 2412/2703 [01:42<00:10, 28.97it/s]


dev:  89%|████████▉ | 2415/2703 [01:42<00:09, 29.18it/s]


dev:  89%|████████▉ | 2419/2703 [01:42<00:09, 31.36it/s]


dev:  90%|████████▉ | 2423/2703 [01:43<00:09, 30.92it/s]


dev:  90%|████████▉ | 2427/2703 [01:43<00:08, 30.72it/s]


dev:  90%|████████▉ | 2431/2703 [01:43<00:08, 31.29it/s]


dev:  90%|█████████ | 2435/2703 [01:43<00:09, 29.44it/s]


dev:  90%|█████████ | 2438/2703 [01:43<00:09, 29.40it/s]


dev:  90%|█████████ | 2442/2703 [01:43<00:08, 29.88it/s]


dev:  90%|█████████ | 2446/2703 [01:43<00:08, 30.90it/s]


dev:  91%|█████████ | 2450/2703 [01:43<00:08, 30.20it/s]


dev:  91%|█████████ | 2454/2703 [01:44<00:08, 30.39it/s]


dev:  91%|█████████ | 2458/2703 [01:44<00:08, 28.91it/s]


dev:  91%|█████████ | 2461/2703 [01:44<00:08, 27.70it/s]


dev:  91%|█████████ | 2464/2703 [01:44<00:08, 27.17it/s]


dev:  91%|█████████▏| 2467/2703 [01:44<00:08, 27.84it/s]


dev:  91%|█████████▏| 2470/2703 [01:44<00:08, 25.93it/s]


dev:  92%|█████████▏| 2474/2703 [01:44<00:08, 26.06it/s]


dev:  92%|█████████▏| 2478/2703 [01:45<00:08, 27.54it/s]


dev:  92%|█████████▏| 2481/2703 [01:45<00:08, 26.98it/s]


dev:  92%|█████████▏| 2485/2703 [01:45<00:07, 29.25it/s]


dev:  92%|█████████▏| 2488/2703 [01:45<00:07, 28.28it/s]


dev:  92%|█████████▏| 2492/2703 [01:45<00:07, 29.42it/s]


dev:  92%|█████████▏| 2495/2703 [01:45<00:07, 28.81it/s]


dev:  92%|█████████▏| 2498/2703 [01:45<00:07, 28.50it/s]


dev:  93%|█████████▎| 2501/2703 [01:45<00:07, 28.42it/s]


dev:  93%|█████████▎| 2505/2703 [01:45<00:06, 29.37it/s]


dev:  93%|█████████▎| 2508/2703 [01:46<00:06, 28.01it/s]


dev:  93%|█████████▎| 2511/2703 [01:46<00:06, 27.84it/s]


dev:  93%|█████████▎| 2514/2703 [01:46<00:06, 27.21it/s]


dev:  93%|█████████▎| 2517/2703 [01:46<00:06, 27.34it/s]


dev:  93%|█████████▎| 2520/2703 [01:46<00:06, 28.00it/s]


dev:  93%|█████████▎| 2524/2703 [01:46<00:05, 30.52it/s]


dev:  94%|█████████▎| 2528/2703 [01:46<00:06, 28.12it/s]


dev:  94%|█████████▎| 2532/2703 [01:46<00:06, 28.43it/s]


dev:  94%|█████████▍| 2535/2703 [01:47<00:05, 28.36it/s]


dev:  94%|█████████▍| 2538/2703 [01:47<00:05, 28.41it/s]


dev:  94%|█████████▍| 2542/2703 [01:47<00:05, 29.75it/s]


dev:  94%|█████████▍| 2545/2703 [01:47<00:05, 29.38it/s]


dev:  94%|█████████▍| 2548/2703 [01:47<00:05, 28.87it/s]


dev:  94%|█████████▍| 2551/2703 [01:47<00:05, 28.58it/s]


dev:  95%|█████████▍| 2555/2703 [01:47<00:05, 28.75it/s]


dev:  95%|█████████▍| 2559/2703 [01:47<00:04, 30.07it/s]


dev:  95%|█████████▍| 2563/2703 [01:47<00:04, 30.18it/s]


dev:  95%|█████████▍| 2567/2703 [01:48<00:04, 31.37it/s]


dev:  95%|█████████▌| 2571/2703 [01:48<00:04, 31.32it/s]


dev:  95%|█████████▌| 2575/2703 [01:48<00:03, 32.04it/s]


dev:  95%|█████████▌| 2579/2703 [01:48<00:03, 31.34it/s]


dev:  96%|█████████▌| 2583/2703 [01:48<00:03, 31.07it/s]


dev:  96%|█████████▌| 2587/2703 [01:48<00:03, 31.63it/s]


dev:  96%|█████████▌| 2591/2703 [01:48<00:03, 33.72it/s]


dev:  96%|█████████▌| 2595/2703 [01:48<00:03, 33.16it/s]


dev:  96%|█████████▌| 2599/2703 [01:49<00:03, 34.36it/s]


dev:  96%|█████████▋| 2603/2703 [01:49<00:03, 31.22it/s]


dev:  96%|█████████▋| 2607/2703 [01:49<00:03, 28.74it/s]


dev:  97%|█████████▋| 2611/2703 [01:49<00:03, 29.46it/s]


dev:  97%|█████████▋| 2615/2703 [01:49<00:02, 29.78it/s]


dev:  97%|█████████▋| 2619/2703 [01:49<00:02, 31.01it/s]


dev:  97%|█████████▋| 2623/2703 [01:49<00:02, 29.94it/s]


dev:  97%|█████████▋| 2627/2703 [01:49<00:02, 30.36it/s]


dev:  97%|█████████▋| 2631/2703 [01:50<00:02, 32.27it/s]


dev:  97%|█████████▋| 2635/2703 [01:50<00:02, 32.21it/s]


dev:  98%|█████████▊| 2639/2703 [01:50<00:02, 31.08it/s]


dev:  98%|█████████▊| 2643/2703 [01:50<00:01, 31.30it/s]


dev:  98%|█████████▊| 2647/2703 [01:50<00:01, 31.22it/s]


dev:  98%|█████████▊| 2651/2703 [01:50<00:01, 31.44it/s]


dev:  98%|█████████▊| 2655/2703 [01:50<00:01, 30.31it/s]


dev:  98%|█████████▊| 2659/2703 [01:50<00:01, 31.77it/s]


dev:  99%|█████████▊| 2663/2703 [01:51<00:01, 31.61it/s]


dev:  99%|█████████▊| 2667/2703 [01:51<00:01, 30.97it/s]


dev:  99%|█████████▉| 2671/2703 [01:51<00:00, 32.43it/s]


dev:  99%|█████████▉| 2675/2703 [01:51<00:00, 32.99it/s]


dev:  99%|█████████▉| 2679/2703 [01:51<00:00, 33.45it/s]


dev:  99%|█████████▉| 2683/2703 [01:51<00:00, 33.78it/s]


dev:  99%|█████████▉| 2687/2703 [01:51<00:00, 34.16it/s]


dev: 100%|█████████▉| 2691/2703 [01:51<00:00, 34.45it/s]


dev: 100%|█████████▉| 2696/2703 [01:52<00:00, 36.54it/s]


dev: 100%|█████████▉| 2700/2703 [01:52<00:00, 36.53it/s]
dev: 100%|██████████| 2703/2703 [01:52<00:00, 24.04it/s]

                                                            

                                                          

overall:  50%|████▉     | 1999/4000 [10:50<06:57,  4.80it/s]

train:  57%|█████▋    | 1999/3515 [10:47<05:16,  4.80it/s]
                                                            

                                                          

overall:  50%|████▉     | 1999/4000 [10:50<06:57,  4.80it/s]

train:  57%|█████▋    | 1999/3515 [10:47<05:16,  4.80it/s]
overall:  50%|█████     | 2000/4000 [10:50<19:17:15, 34.72s/it]

train:  57%|█████▋    | 2000/3515 [10:47<14:36:37, 34.72s/it]
overall:  50%|█████     | 2001/4000 [10:50<13:32:13, 24.38s/it]

train:  57%|█████▋    | 2001/3515 [10:47<10:15:09, 24.38s/it]
overall:  50%|█████     | 2002/4000 [10:51<9:34:41, 17.26s/it] 

train:  57%|█████▋    | 2002/3515 [10:48<7:15:11, 17.26s/it] 
overall:  50%|█████     | 2003/4000 [10:51<6:43:53, 12.13s/it]

train:  57%|█████▋    | 2003/3515 [10:48<5:05:48, 12.13s/it]
overall:  50%|█████     | 2005/4000 [10:51<3:40:02,  6.62s/it]

train:  57%|█████▋    | 2005/3515 [10:48<2:46:33,  6.62s/it]
overall:  50%|█████     | 2006/4000 [10:51<2:47:07,  5.03s/it]

train:  57%|█████▋    | 2006/3515 [10:49<2:06:28,  5.03s/it]
overall:  50%|█████     | 2007/4000 [10:52<2:05:11,  3.77s/it]

train:  57%|█████▋    | 2007/3515 [10:49<1:34:43,  3.77s/it]
overall:  50%|█████     | 2008/4000 [10:52<1:33:04,  2.80s/it]

train:  57%|█████▋    | 2008/3515 [10:49<1:10:25,  2.80s/it]
overall:  50%|█████     | 2009/4000 [10:52<1:08:50,  2.07s/it]

train:  57%|█████▋    | 2009/3515 [10:49<52:04,  2.07s/it]  
overall:  50%|█████     | 2010/4000 [10:52<51:02,  1.54s/it]  

train:  57%|█████▋    | 2010/3515 [10:49<38:36,  1.54s/it]
overall:  50%|█████     | 2011/4000 [10:52<38:20,  1.16s/it]

train:  57%|█████▋    | 2011/3515 [10:50<28:59,  1.16s/it]
overall:  50%|█████     | 2012/4000 [10:53<29:03,  1.14it/s]

train:  57%|█████▋    | 2012/3515 [10:50<21:58,  1.14it/s]
overall:  50%|█████     | 2013/4000 [10:53<22:33,  1.47it/s]

train:  57%|█████▋    | 2013/3515 [10:50<17:02,  1.47it/s]
overall:  50%|█████     | 2014/4000 [10:53<17:35,  1.88it/s]

train:  57%|█████▋    | 2014/3515 [10:50<13:17,  1.88it/s]
overall:  50%|█████     | 2015/4000 [10:53<14:16,  2.32it/s]

train:  57%|█████▋    | 2015/3515 [10:50<10:47,  2.32it/s]
overall:  50%|█████     | 2016/4000 [10:53<12:02,  2.74it/s]

train:  57%|█████▋    | 2016/3515 [10:51<09:06,  2.74it/s]
overall:  50%|█████     | 2017/4000 [10:54<09:52,  3.35it/s]

train:  57%|█████▋    | 2017/3515 [10:51<07:27,  3.35it/s]
overall:  50%|█████     | 2019/4000 [10:54<06:36,  5.00it/s]

train:  57%|█████▋    | 2019/3515 [10:51<04:59,  5.00it/s]
overall:  50%|█████     | 2020/4000 [10:54<06:50,  4.82it/s]

train:  57%|█████▋    | 2020/3515 [10:51<05:10,  4.82it/s]
overall:  51%|█████     | 2021/4000 [10:54<06:36,  5.00it/s]

train:  57%|█████▋    | 2021/3515 [10:51<04:59,  5.00it/s]
overall:  51%|█████     | 2022/4000 [10:54<06:33,  5.03it/s]

train:  58%|█████▊    | 2022/3515 [10:52<04:56,  5.03it/s]
overall:  51%|█████     | 2024/4000 [10:55<05:40,  5.81it/s]

train:  58%|█████▊    | 2024/3515 [10:52<04:16,  5.81it/s]
overall:  51%|█████     | 2025/4000 [10:55<05:50,  5.63it/s]

train:  58%|█████▊    | 2025/3515 [10:52<04:24,  5.63it/s]
overall:  51%|█████     | 2026/4000 [10:55<09:17,  3.54it/s]

train:  58%|█████▊    | 2026/3515 [10:53<07:00,  3.54it/s]
overall:  51%|█████     | 2027/4000 [10:56<08:33,  3.84it/s]

train:  58%|█████▊    | 2027/3515 [10:53<06:27,  3.84it/s]
overall:  51%|█████     | 2028/4000 [10:56<07:15,  4.53it/s]

train:  58%|█████▊    | 2028/3515 [10:53<05:28,  4.53it/s]
overall:  51%|█████     | 2029/4000 [10:56<07:37,  4.31it/s]

train:  58%|█████▊    | 2029/3515 [10:53<05:44,  4.31it/s]
overall:  51%|█████     | 2030/4000 [10:56<07:26,  4.41it/s]

train:  58%|█████▊    | 2030/3515 [10:53<05:36,  4.41it/s]
overall:  51%|█████     | 2031/4000 [10:56<06:18,  5.20it/s]

train:  58%|█████▊    | 2031/3515 [10:54<04:45,  5.20it/s]
overall:  51%|█████     | 2032/4000 [10:56<06:00,  5.46it/s]

train:  58%|█████▊    | 2032/3515 [10:54<04:31,  5.46it/s]
overall:  51%|█████     | 2033/4000 [10:57<06:11,  5.29it/s]

train:  58%|█████▊    | 2033/3515 [10:54<04:40,  5.29it/s]
overall:  51%|█████     | 2034/4000 [10:57<06:18,  5.19it/s]

train:  58%|█████▊    | 2034/3515 [10:54<04:45,  5.19it/s]
overall:  51%|█████     | 2035/4000 [10:57<06:22,  5.14it/s]

train:  58%|█████▊    | 2035/3515 [10:54<04:47,  5.14it/s]
overall:  51%|█████     | 2036/4000 [10:57<06:11,  5.29it/s]

train:  58%|█████▊    | 2036/3515 [10:54<04:39,  5.29it/s]
overall:  51%|█████     | 2037/4000 [10:57<06:24,  5.10it/s]

train:  58%|█████▊    | 2037/3515 [10:55<04:49,  5.10it/s]
overall:  51%|█████     | 2038/4000 [10:58<06:23,  5.12it/s]

train:  58%|█████▊    | 2038/3515 [10:55<04:48,  5.12it/s]
overall:  51%|█████     | 2039/4000 [10:58<06:32,  4.99it/s]

train:  58%|█████▊    | 2039/3515 [10:55<04:55,  4.99it/s]
overall:  51%|█████     | 2040/4000 [10:58<06:37,  4.93it/s]

train:  58%|█████▊    | 2040/3515 [10:55<04:59,  4.93it/s]
overall:  51%|█████     | 2041/4000 [10:58<06:43,  4.86it/s]

train:  58%|█████▊    | 2041/3515 [10:56<05:03,  4.86it/s]
overall:  51%|█████     | 2042/4000 [10:58<06:42,  4.87it/s]

train:  58%|█████▊    | 2042/3515 [10:56<05:02,  4.87it/s]
overall:  51%|█████     | 2043/4000 [10:59<06:48,  4.79it/s]

train:  58%|█████▊    | 2043/3515 [10:56<05:07,  4.79it/s]
overall:  51%|█████     | 2044/4000 [10:59<06:54,  4.72it/s]

train:  58%|█████▊    | 2044/3515 [10:56<05:11,  4.72it/s]
overall:  51%|█████     | 2045/4000 [10:59<06:58,  4.67it/s]

train:  58%|█████▊    | 2045/3515 [10:56<05:14,  4.67it/s]
overall:  51%|█████     | 2046/4000 [10:59<06:56,  4.69it/s]

train:  58%|█████▊    | 2046/3515 [10:57<05:13,  4.69it/s]
overall:  51%|█████     | 2047/4000 [11:00<06:49,  4.77it/s]

train:  58%|█████▊    | 2047/3515 [10:57<05:07,  4.77it/s]
overall:  51%|█████     | 2048/4000 [11:00<06:48,  4.78it/s]

train:  58%|█████▊    | 2048/3515 [10:57<05:06,  4.78it/s]
overall:  51%|█████     | 2049/4000 [11:00<06:36,  4.92it/s]

train:  58%|█████▊    | 2049/3515 [10:57<04:58,  4.92it/s]
overall:  51%|█████▏    | 2050/4000 [11:01<10:24,  3.12it/s]

train:  58%|█████▊    | 2050/3515 [10:58<07:49,  3.12it/s]
overall:  51%|█████▏    | 2051/4000 [11:01<08:21,  3.88it/s]

train:  58%|█████▊    | 2051/3515 [10:58<06:17,  3.88it/s]
overall:  51%|█████▏    | 2052/4000 [11:01<07:50,  4.14it/s]

train:  58%|█████▊    | 2052/3515 [10:58<05:53,  4.14it/s]
overall:  51%|█████▏    | 2053/4000 [11:01<07:54,  4.10it/s]

train:  58%|█████▊    | 2053/3515 [10:58<05:56,  4.10it/s]
overall:  51%|█████▏    | 2054/4000 [11:01<07:38,  4.24it/s]

train:  58%|█████▊    | 2054/3515 [10:59<05:44,  4.24it/s]
overall:  51%|█████▏    | 2055/4000 [11:02<07:26,  4.35it/s]

train:  58%|█████▊    | 2055/3515 [10:59<05:35,  4.36it/s]
overall:  51%|█████▏    | 2056/4000 [11:02<07:05,  4.57it/s]

train:  58%|█████▊    | 2056/3515 [10:59<05:19,  4.57it/s]
overall:  51%|█████▏    | 2057/4000 [11:02<06:56,  4.66it/s]

train:  59%|█████▊    | 2057/3515 [10:59<05:12,  4.66it/s]
overall:  51%|█████▏    | 2058/4000 [11:02<06:43,  4.81it/s]

train:  59%|█████▊    | 2058/3515 [10:59<05:02,  4.81it/s]
overall:  51%|█████▏    | 2059/4000 [11:02<06:35,  4.91it/s]

train:  59%|█████▊    | 2059/3515 [11:00<04:56,  4.91it/s]
overall:  52%|█████▏    | 2060/4000 [11:03<06:39,  4.86it/s]

train:  59%|█████▊    | 2060/3515 [11:00<04:59,  4.86it/s]
overall:  52%|█████▏    | 2061/4000 [11:03<08:45,  3.69it/s]

train:  59%|█████▊    | 2061/3515 [11:00<06:34,  3.69it/s]
overall:  52%|█████▏    | 2062/4000 [11:03<08:38,  3.74it/s]

train:  59%|█████▊    | 2062/3515 [11:00<06:28,  3.74it/s]
overall:  52%|█████▏    | 2063/4000 [11:03<07:57,  4.06it/s]

train:  59%|█████▊    | 2063/3515 [11:01<05:57,  4.06it/s]
overall:  52%|█████▏    | 2064/4000 [11:04<07:26,  4.33it/s]

train:  59%|█████▊    | 2064/3515 [11:01<05:34,  4.33it/s]
overall:  52%|█████▏    | 2065/4000 [11:04<07:19,  4.40it/s]

train:  59%|█████▊    | 2065/3515 [11:01<05:29,  4.40it/s]
overall:  52%|█████▏    | 2066/4000 [11:04<07:11,  4.49it/s]

train:  59%|█████▉    | 2066/3515 [11:01<05:23,  4.49it/s]
overall:  52%|█████▏    | 2067/4000 [11:04<06:08,  5.25it/s]

train:  59%|█████▉    | 2067/3515 [11:01<04:35,  5.25it/s]
overall:  52%|█████▏    | 2068/4000 [11:04<06:21,  5.07it/s]

train:  59%|█████▉    | 2068/3515 [11:02<04:45,  5.07it/s]
overall:  52%|█████▏    | 2069/4000 [11:05<06:02,  5.33it/s]

train:  59%|█████▉    | 2069/3515 [11:02<04:31,  5.33it/s]
overall:  52%|█████▏    | 2070/4000 [11:05<06:07,  5.25it/s]

train:  59%|█████▉    | 2070/3515 [11:02<04:35,  5.25it/s]
overall:  52%|█████▏    | 2071/4000 [11:05<06:29,  4.95it/s]

train:  59%|█████▉    | 2071/3515 [11:02<04:51,  4.95it/s]
overall:  52%|█████▏    | 2072/4000 [11:05<06:35,  4.87it/s]

train:  59%|█████▉    | 2072/3515 [11:02<04:56,  4.87it/s]
overall:  52%|█████▏    | 2073/4000 [11:05<06:42,  4.78it/s]

train:  59%|█████▉    | 2073/3515 [11:03<05:01,  4.78it/s]
overall:  52%|█████▏    | 2074/4000 [11:06<10:13,  3.14it/s]

train:  59%|█████▉    | 2074/3515 [11:03<07:39,  3.14it/s]
overall:  52%|█████▏    | 2075/4000 [11:06<09:13,  3.48it/s]

train:  59%|█████▉    | 2075/3515 [11:03<06:54,  3.48it/s]
overall:  52%|█████▏    | 2076/4000 [11:06<08:31,  3.76it/s]

train:  59%|█████▉    | 2076/3515 [11:04<06:22,  3.76it/s]
overall:  52%|█████▏    | 2077/4000 [11:07<08:13,  3.90it/s]

train:  59%|█████▉    | 2077/3515 [11:04<06:09,  3.90it/s]
overall:  52%|█████▏    | 2078/4000 [11:07<07:48,  4.11it/s]

train:  59%|█████▉    | 2078/3515 [11:04<05:49,  4.11it/s]
overall:  52%|█████▏    | 2079/4000 [11:07<07:29,  4.27it/s]

train:  59%|█████▉    | 2079/3515 [11:04<05:36,  4.27it/s]
overall:  52%|█████▏    | 2080/4000 [11:07<07:15,  4.41it/s]

train:  59%|█████▉    | 2080/3515 [11:05<05:25,  4.41it/s]
overall:  52%|█████▏    | 2081/4000 [11:07<07:09,  4.46it/s]

train:  59%|█████▉    | 2081/3515 [11:05<05:21,  4.46it/s]
overall:  52%|█████▏    | 2082/4000 [11:08<06:11,  5.16it/s]

train:  59%|█████▉    | 2082/3515 [11:05<04:37,  5.16it/s]
overall:  52%|█████▏    | 2083/4000 [11:08<06:18,  5.07it/s]

train:  59%|█████▉    | 2083/3515 [11:05<04:42,  5.07it/s]
overall:  52%|█████▏    | 2084/4000 [11:08<06:25,  4.96it/s]

train:  59%|█████▉    | 2084/3515 [11:05<04:48,  4.96it/s]
overall:  52%|█████▏    | 2085/4000 [11:08<06:26,  4.95it/s]

train:  59%|█████▉    | 2085/3515 [11:05<04:48,  4.95it/s]
overall:  52%|█████▏    | 2086/4000 [11:08<06:30,  4.90it/s]

train:  59%|█████▉    | 2086/3515 [11:06<04:51,  4.90it/s]
overall:  52%|█████▏    | 2087/4000 [11:09<06:26,  4.95it/s]

train:  59%|█████▉    | 2087/3515 [11:06<04:48,  4.95it/s]
overall:  52%|█████▏    | 2088/4000 [11:09<06:34,  4.85it/s]

train:  59%|█████▉    | 2088/3515 [11:06<04:54,  4.85it/s]
overall:  52%|█████▏    | 2089/4000 [11:09<06:40,  4.78it/s]

train:  59%|█████▉    | 2089/3515 [11:06<04:58,  4.78it/s]
overall:  52%|█████▏    | 2090/4000 [11:09<06:39,  4.79it/s]

train:  59%|█████▉    | 2090/3515 [11:07<04:57,  4.79it/s]
overall:  52%|█████▏    | 2091/4000 [11:10<06:50,  4.65it/s]

train:  59%|█████▉    | 2091/3515 [11:07<05:06,  4.65it/s]
overall:  52%|█████▏    | 2092/4000 [11:10<06:46,  4.69it/s]

train:  60%|█████▉    | 2092/3515 [11:07<05:03,  4.69it/s]
overall:  52%|█████▏    | 2093/4000 [11:10<06:35,  4.82it/s]

train:  60%|█████▉    | 2093/3515 [11:07<04:54,  4.82it/s]
overall:  52%|█████▏    | 2095/4000 [11:10<05:42,  5.57it/s]

train:  60%|█████▉    | 2095/3515 [11:07<04:15,  5.57it/s]
overall:  52%|█████▏    | 2096/4000 [11:10<06:02,  5.25it/s]

train:  60%|█████▉    | 2096/3515 [11:08<04:30,  5.25it/s]
overall:  52%|█████▏    | 2097/4000 [11:11<06:12,  5.11it/s]

train:  60%|█████▉    | 2097/3515 [11:08<04:37,  5.11it/s]
overall:  52%|█████▏    | 2098/4000 [11:11<09:20,  3.40it/s]

train:  60%|█████▉    | 2098/3515 [11:08<06:57,  3.40it/s]
overall:  52%|█████▏    | 2099/4000 [11:11<08:29,  3.73it/s]

train:  60%|█████▉    | 2099/3515 [11:09<06:19,  3.73it/s]
overall:  53%|█████▎    | 2101/4000 [11:12<07:09,  4.42it/s]

train:  60%|█████▉    | 2101/3515 [11:09<05:19,  4.42it/s]
overall:  53%|█████▎    | 2102/4000 [11:12<07:01,  4.51it/s]

train:  60%|█████▉    | 2102/3515 [11:09<05:13,  4.51it/s]
overall:  53%|█████▎    | 2103/4000 [11:12<06:58,  4.53it/s]

train:  60%|█████▉    | 2103/3515 [11:09<05:11,  4.53it/s]
overall:  53%|█████▎    | 2104/4000 [11:12<06:55,  4.57it/s]

train:  60%|█████▉    | 2104/3515 [11:10<05:08,  4.57it/s]
overall:  53%|█████▎    | 2105/4000 [11:13<06:48,  4.63it/s]

train:  60%|█████▉    | 2105/3515 [11:10<05:04,  4.63it/s]
overall:  53%|█████▎    | 2106/4000 [11:13<06:47,  4.65it/s]

train:  60%|█████▉    | 2106/3515 [11:10<05:03,  4.65it/s]
overall:  53%|█████▎    | 2107/4000 [11:13<06:39,  4.74it/s]

train:  60%|█████▉    | 2107/3515 [11:10<04:57,  4.74it/s]
overall:  53%|█████▎    | 2108/4000 [11:13<06:33,  4.81it/s]

train:  60%|█████▉    | 2108/3515 [11:10<04:52,  4.81it/s]
overall:  53%|█████▎    | 2109/4000 [11:13<06:29,  4.85it/s]

train:  60%|██████    | 2109/3515 [11:11<04:49,  4.85it/s]
overall:  53%|█████▎    | 2110/4000 [11:14<06:35,  4.78it/s]

train:  60%|██████    | 2110/3515 [11:11<04:53,  4.78it/s]
overall:  53%|█████▎    | 2111/4000 [11:14<06:34,  4.79it/s]

train:  60%|██████    | 2111/3515 [11:11<04:53,  4.79it/s]
overall:  53%|█████▎    | 2112/4000 [11:14<06:36,  4.76it/s]

train:  60%|██████    | 2112/3515 [11:11<04:54,  4.76it/s]
overall:  53%|█████▎    | 2113/4000 [11:14<06:27,  4.87it/s]

train:  60%|██████    | 2113/3515 [11:11<04:47,  4.87it/s]
overall:  53%|█████▎    | 2114/4000 [11:14<06:29,  4.85it/s]

train:  60%|██████    | 2114/3515 [11:12<04:49,  4.85it/s]
overall:  53%|█████▎    | 2115/4000 [11:15<06:38,  4.73it/s]

train:  60%|██████    | 2115/3515 [11:12<04:55,  4.73it/s]
overall:  53%|█████▎    | 2116/4000 [11:15<06:40,  4.70it/s]

train:  60%|██████    | 2116/3515 [11:12<04:57,  4.70it/s]
overall:  53%|█████▎    | 2117/4000 [11:15<06:39,  4.71it/s]

train:  60%|██████    | 2117/3515 [11:12<04:56,  4.71it/s]
overall:  53%|█████▎    | 2118/4000 [11:15<06:39,  4.72it/s]

train:  60%|██████    | 2118/3515 [11:13<04:56,  4.72it/s]
overall:  53%|█████▎    | 2119/4000 [11:16<06:28,  4.84it/s]

train:  60%|██████    | 2119/3515 [11:13<04:48,  4.84it/s]
overall:  53%|█████▎    | 2120/4000 [11:16<06:41,  4.68it/s]

train:  60%|██████    | 2120/3515 [11:13<04:57,  4.68it/s]
overall:  53%|█████▎    | 2121/4000 [11:16<06:34,  4.76it/s]

train:  60%|██████    | 2121/3515 [11:13<04:52,  4.76it/s]
overall:  53%|█████▎    | 2122/4000 [11:17<10:03,  3.11it/s]

train:  60%|██████    | 2122/3515 [11:14<07:27,  3.11it/s]
overall:  53%|█████▎    | 2123/4000 [11:17<08:17,  3.77it/s]

train:  60%|██████    | 2123/3515 [11:14<06:09,  3.77it/s]
overall:  53%|█████▎    | 2124/4000 [11:17<07:53,  3.96it/s]

train:  60%|██████    | 2124/3515 [11:14<05:51,  3.96it/s]
overall:  53%|█████▎    | 2125/4000 [11:17<08:00,  3.90it/s]

train:  60%|██████    | 2125/3515 [11:14<05:56,  3.90it/s]
overall:  53%|█████▎    | 2126/4000 [11:17<07:36,  4.11it/s]

train:  60%|██████    | 2126/3515 [11:15<05:38,  4.11it/s]
overall:  53%|█████▎    | 2127/4000 [11:17<06:42,  4.65it/s]

train:  61%|██████    | 2127/3515 [11:15<04:58,  4.65it/s]
overall:  53%|█████▎    | 2128/4000 [11:18<06:43,  4.64it/s]

train:  61%|██████    | 2128/3515 [11:15<04:58,  4.64it/s]
overall:  53%|█████▎    | 2129/4000 [11:18<06:43,  4.63it/s]

train:  61%|██████    | 2129/3515 [11:15<04:59,  4.63it/s]
overall:  53%|█████▎    | 2130/4000 [11:18<06:43,  4.63it/s]

train:  61%|██████    | 2130/3515 [11:15<04:59,  4.63it/s]
overall:  53%|█████▎    | 2131/4000 [11:18<06:29,  4.80it/s]

train:  61%|██████    | 2131/3515 [11:16<04:48,  4.80it/s]
overall:  53%|█████▎    | 2132/4000 [11:19<06:27,  4.83it/s]

train:  61%|██████    | 2132/3515 [11:16<04:46,  4.83it/s]
overall:  53%|█████▎    | 2133/4000 [11:19<06:30,  4.78it/s]

train:  61%|██████    | 2133/3515 [11:16<04:49,  4.78it/s]
overall:  53%|█████▎    | 2134/4000 [11:19<06:31,  4.77it/s]

train:  61%|██████    | 2134/3515 [11:16<04:49,  4.77it/s]
overall:  53%|█████▎    | 2135/4000 [11:19<06:28,  4.80it/s]

train:  61%|██████    | 2135/3515 [11:16<04:47,  4.80it/s]
overall:  53%|█████▎    | 2136/4000 [11:19<06:26,  4.83it/s]

train:  61%|██████    | 2136/3515 [11:17<04:45,  4.83it/s]
overall:  53%|█████▎    | 2137/4000 [11:20<06:29,  4.79it/s]

train:  61%|██████    | 2137/3515 [11:17<04:47,  4.79it/s]
overall:  53%|█████▎    | 2138/4000 [11:20<06:34,  4.72it/s]

train:  61%|██████    | 2138/3515 [11:17<04:51,  4.72it/s]
overall:  53%|█████▎    | 2139/4000 [11:20<06:49,  4.55it/s]

train:  61%|██████    | 2139/3515 [11:17<05:02,  4.55it/s]
overall:  54%|█████▎    | 2140/4000 [11:20<06:54,  4.49it/s]

train:  61%|██████    | 2140/3515 [11:18<05:06,  4.49it/s]
overall:  54%|█████▎    | 2141/4000 [11:20<06:43,  4.61it/s]

train:  61%|██████    | 2141/3515 [11:18<04:58,  4.61it/s]
overall:  54%|█████▎    | 2142/4000 [11:21<06:44,  4.59it/s]

train:  61%|██████    | 2142/3515 [11:18<04:59,  4.59it/s]
overall:  54%|█████▎    | 2143/4000 [11:21<06:47,  4.55it/s]

train:  61%|██████    | 2143/3515 [11:18<05:01,  4.55it/s]
overall:  54%|█████▎    | 2144/4000 [11:21<06:44,  4.59it/s]

train:  61%|██████    | 2144/3515 [11:18<04:58,  4.59it/s]
overall:  54%|█████▎    | 2146/4000 [11:22<08:21,  3.70it/s]

train:  61%|██████    | 2146/3515 [11:19<06:10,  3.70it/s]
overall:  54%|█████▎    | 2147/4000 [11:22<07:59,  3.86it/s]

train:  61%|██████    | 2147/3515 [11:19<05:54,  3.86it/s]
overall:  54%|█████▎    | 2148/4000 [11:22<07:29,  4.12it/s]

train:  61%|██████    | 2148/3515 [11:19<05:31,  4.12it/s]
overall:  54%|█████▎    | 2149/4000 [11:23<07:49,  3.94it/s]

train:  61%|██████    | 2149/3515 [11:20<05:46,  3.94it/s]
overall:  54%|█████▍    | 2150/4000 [11:23<07:25,  4.15it/s]

train:  61%|██████    | 2150/3515 [11:20<05:28,  4.15it/s]
overall:  54%|█████▍    | 2151/4000 [11:23<06:48,  4.52it/s]

train:  61%|██████    | 2151/3515 [11:20<05:01,  4.52it/s]
overall:  54%|█████▍    | 2152/4000 [11:23<06:50,  4.50it/s]

train:  61%|██████    | 2152/3515 [11:20<05:02,  4.50it/s]
overall:  54%|█████▍    | 2153/4000 [11:23<06:45,  4.55it/s]

train:  61%|██████▏   | 2153/3515 [11:21<04:59,  4.55it/s]
overall:  54%|█████▍    | 2154/4000 [11:24<06:46,  4.54it/s]

train:  61%|██████▏   | 2154/3515 [11:21<04:59,  4.54it/s]
overall:  54%|█████▍    | 2155/4000 [11:24<06:45,  4.55it/s]

train:  61%|██████▏   | 2155/3515 [11:21<04:59,  4.55it/s]
overall:  54%|█████▍    | 2156/4000 [11:24<06:46,  4.54it/s]

train:  61%|██████▏   | 2156/3515 [11:21<04:59,  4.54it/s]
overall:  54%|█████▍    | 2157/4000 [11:24<06:16,  4.90it/s]

train:  61%|██████▏   | 2157/3515 [11:21<04:37,  4.90it/s]
overall:  54%|█████▍    | 2158/4000 [11:24<06:22,  4.82it/s]

train:  61%|██████▏   | 2158/3515 [11:22<04:41,  4.82it/s]
overall:  54%|█████▍    | 2159/4000 [11:24<05:30,  5.57it/s]

train:  61%|██████▏   | 2159/3515 [11:22<04:03,  5.57it/s]
overall:  54%|█████▍    | 2160/4000 [11:25<06:01,  5.10it/s]

train:  61%|██████▏   | 2160/3515 [11:22<04:25,  5.10it/s]
overall:  54%|█████▍    | 2161/4000 [11:25<06:05,  5.04it/s]

train:  61%|██████▏   | 2161/3515 [11:22<04:28,  5.04it/s]
overall:  54%|█████▍    | 2162/4000 [11:25<06:11,  4.95it/s]

train:  62%|██████▏   | 2162/3515 [11:22<04:33,  4.95it/s]
overall:  54%|█████▍    | 2163/4000 [11:25<06:30,  4.70it/s]

train:  62%|██████▏   | 2163/3515 [11:23<04:47,  4.70it/s]
overall:  54%|█████▍    | 2164/4000 [11:26<06:21,  4.82it/s]

train:  62%|██████▏   | 2164/3515 [11:23<04:40,  4.82it/s]
overall:  54%|█████▍    | 2165/4000 [11:26<06:24,  4.77it/s]

train:  62%|██████▏   | 2165/3515 [11:23<04:42,  4.77it/s]
overall:  54%|█████▍    | 2166/4000 [11:26<06:28,  4.72it/s]

train:  62%|██████▏   | 2166/3515 [11:23<04:45,  4.72it/s]
overall:  54%|█████▍    | 2168/4000 [11:26<05:33,  5.49it/s]

train:  62%|██████▏   | 2168/3515 [11:24<04:05,  5.49it/s]
overall:  54%|█████▍    | 2169/4000 [11:26<05:41,  5.36it/s]

train:  62%|██████▏   | 2169/3515 [11:24<04:11,  5.36it/s]
overall:  54%|█████▍    | 2170/4000 [11:27<08:24,  3.63it/s]

train:  62%|██████▏   | 2170/3515 [11:24<06:10,  3.63it/s]
overall:  54%|█████▍    | 2171/4000 [11:27<07:54,  3.85it/s]

train:  62%|██████▏   | 2171/3515 [11:24<05:48,  3.85it/s]
overall:  54%|█████▍    | 2172/4000 [11:27<07:25,  4.11it/s]

train:  62%|██████▏   | 2172/3515 [11:25<05:27,  4.11it/s]
overall:  54%|█████▍    | 2173/4000 [11:28<07:30,  4.06it/s]

train:  62%|██████▏   | 2173/3515 [11:25<05:30,  4.06it/s]
overall:  54%|█████▍    | 2174/4000 [11:28<07:14,  4.20it/s]

train:  62%|██████▏   | 2174/3515 [11:25<05:19,  4.20it/s]
overall:  54%|█████▍    | 2175/4000 [11:28<07:03,  4.31it/s]

train:  62%|██████▏   | 2175/3515 [11:25<05:10,  4.31it/s]
overall:  54%|█████▍    | 2176/4000 [11:28<06:58,  4.36it/s]

train:  62%|██████▏   | 2176/3515 [11:26<05:07,  4.36it/s]
overall:  54%|█████▍    | 2177/4000 [11:29<06:46,  4.48it/s]

train:  62%|██████▏   | 2177/3515 [11:26<04:58,  4.48it/s]
overall:  54%|█████▍    | 2178/4000 [11:29<06:39,  4.56it/s]

train:  62%|██████▏   | 2178/3515 [11:26<04:52,  4.56it/s]
overall:  54%|█████▍    | 2179/4000 [11:29<06:31,  4.65it/s]

train:  62%|██████▏   | 2179/3515 [11:26<04:47,  4.65it/s]
overall:  55%|█████▍    | 2180/4000 [11:29<06:30,  4.66it/s]

train:  62%|██████▏   | 2180/3515 [11:26<04:46,  4.66it/s]
overall:  55%|█████▍    | 2181/4000 [11:29<06:34,  4.61it/s]

train:  62%|██████▏   | 2181/3515 [11:27<04:49,  4.61it/s]
overall:  55%|█████▍    | 2182/4000 [11:30<06:29,  4.67it/s]

train:  62%|██████▏   | 2182/3515 [11:27<04:45,  4.67it/s]
overall:  55%|█████▍    | 2183/4000 [11:30<06:21,  4.76it/s]

train:  62%|██████▏   | 2183/3515 [11:27<04:40,  4.76it/s]
overall:  55%|█████▍    | 2184/4000 [11:30<06:27,  4.68it/s]

train:  62%|██████▏   | 2184/3515 [11:27<04:44,  4.68it/s]
overall:  55%|█████▍    | 2185/4000 [11:30<06:32,  4.62it/s]

train:  62%|██████▏   | 2185/3515 [11:28<04:47,  4.62it/s]
overall:  55%|█████▍    | 2186/4000 [11:30<05:33,  5.43it/s]

train:  62%|██████▏   | 2186/3515 [11:28<04:04,  5.43it/s]
overall:  55%|█████▍    | 2187/4000 [11:31<05:55,  5.11it/s]

train:  62%|██████▏   | 2187/3515 [11:28<04:20,  5.11it/s]
overall:  55%|█████▍    | 2188/4000 [11:31<06:06,  4.94it/s]

train:  62%|██████▏   | 2188/3515 [11:28<04:28,  4.94it/s]
overall:  55%|█████▍    | 2189/4000 [11:31<06:02,  4.99it/s]

train:  62%|██████▏   | 2189/3515 [11:28<04:25,  4.99it/s]
overall:  55%|█████▍    | 2190/4000 [11:31<06:12,  4.86it/s]

train:  62%|██████▏   | 2190/3515 [11:28<04:32,  4.86it/s]
overall:  55%|█████▍    | 2191/4000 [11:31<06:23,  4.71it/s]

train:  62%|██████▏   | 2191/3515 [11:29<04:40,  4.71it/s]
overall:  55%|█████▍    | 2192/4000 [11:32<06:23,  4.72it/s]

train:  62%|██████▏   | 2192/3515 [11:29<04:40,  4.72it/s]
overall:  55%|█████▍    | 2193/4000 [11:32<06:10,  4.88it/s]

train:  62%|██████▏   | 2193/3515 [11:29<04:30,  4.88it/s]
overall:  55%|█████▍    | 2194/4000 [11:32<09:59,  3.01it/s]

train:  62%|██████▏   | 2194/3515 [11:30<07:18,  3.01it/s]
overall:  55%|█████▍    | 2195/4000 [11:33<08:50,  3.40it/s]

train:  62%|██████▏   | 2195/3515 [11:30<06:27,  3.40it/s]
overall:  55%|█████▍    | 2196/4000 [11:33<08:02,  3.74it/s]

train:  62%|██████▏   | 2196/3515 [11:30<05:52,  3.74it/s]
overall:  55%|█████▍    | 2197/4000 [11:33<08:00,  3.76it/s]

train:  63%|██████▎   | 2197/3515 [11:30<05:50,  3.76it/s]
overall:  55%|█████▍    | 2198/4000 [11:33<07:32,  3.98it/s]

train:  63%|██████▎   | 2198/3515 [11:31<05:30,  3.98it/s]
overall:  55%|█████▍    | 2199/4000 [11:34<06:59,  4.29it/s]

train:  63%|██████▎   | 2199/3515 [11:31<05:06,  4.29it/s]
overall:  55%|█████▌    | 2200/4000 [11:34<06:41,  4.48it/s]

train:  63%|██████▎   | 2200/3515 [11:31<04:53,  4.48it/s]
overall:  55%|█████▌    | 2201/4000 [11:34<06:31,  4.60it/s]

train:  63%|██████▎   | 2201/3515 [11:31<04:45,  4.60it/s]
overall:  55%|█████▌    | 2202/4000 [11:34<06:29,  4.61it/s]

train:  63%|██████▎   | 2202/3515 [11:31<04:44,  4.61it/s]
overall:  55%|█████▌    | 2203/4000 [11:34<06:34,  4.56it/s]

train:  63%|██████▎   | 2203/3515 [11:32<04:47,  4.56it/s]
overall:  55%|█████▌    | 2204/4000 [11:35<06:32,  4.57it/s]

train:  63%|██████▎   | 2204/3515 [11:32<04:46,  4.57it/s]
overall:  55%|█████▌    | 2205/4000 [11:35<06:29,  4.60it/s]

train:  63%|██████▎   | 2205/3515 [11:32<04:44,  4.60it/s]
overall:  55%|█████▌    | 2206/4000 [11:35<06:21,  4.70it/s]

train:  63%|██████▎   | 2206/3515 [11:32<04:38,  4.70it/s]
overall:  55%|█████▌    | 2207/4000 [11:35<06:24,  4.66it/s]

train:  63%|██████▎   | 2207/3515 [11:32<04:40,  4.66it/s]
overall:  55%|█████▌    | 2208/4000 [11:35<06:28,  4.61it/s]

train:  63%|██████▎   | 2208/3515 [11:33<04:43,  4.61it/s]
overall:  55%|█████▌    | 2209/4000 [11:36<06:21,  4.70it/s]

train:  63%|██████▎   | 2209/3515 [11:33<04:37,  4.70it/s]
overall:  55%|█████▌    | 2210/4000 [11:36<06:23,  4.67it/s]

train:  63%|██████▎   | 2210/3515 [11:33<04:39,  4.67it/s]
overall:  55%|█████▌    | 2211/4000 [11:36<06:25,  4.64it/s]

train:  63%|██████▎   | 2211/3515 [11:33<04:41,  4.64it/s]
overall:  55%|█████▌    | 2212/4000 [11:36<06:29,  4.59it/s]

train:  63%|██████▎   | 2212/3515 [11:34<04:43,  4.59it/s]
overall:  55%|█████▌    | 2213/4000 [11:37<06:25,  4.63it/s]

train:  63%|██████▎   | 2213/3515 [11:34<04:41,  4.63it/s]
overall:  55%|█████▌    | 2214/4000 [11:37<06:24,  4.64it/s]

train:  63%|██████▎   | 2214/3515 [11:34<04:40,  4.64it/s]
overall:  55%|█████▌    | 2215/4000 [11:37<06:19,  4.70it/s]

train:  63%|██████▎   | 2215/3515 [11:34<04:36,  4.70it/s]
overall:  55%|█████▌    | 2216/4000 [11:37<06:10,  4.82it/s]

train:  63%|██████▎   | 2216/3515 [11:34<04:29,  4.82it/s]
overall:  55%|█████▌    | 2217/4000 [11:37<06:07,  4.85it/s]

train:  63%|██████▎   | 2217/3515 [11:35<04:27,  4.85it/s]
overall:  55%|█████▌    | 2218/4000 [11:38<09:02,  3.28it/s]

train:  63%|██████▎   | 2218/3515 [11:35<06:34,  3.28it/s]
overall:  55%|█████▌    | 2219/4000 [11:38<08:11,  3.63it/s]

train:  63%|██████▎   | 2219/3515 [11:35<05:57,  3.63it/s]
overall:  56%|█████▌    | 2220/4000 [11:38<07:36,  3.90it/s]

train:  63%|██████▎   | 2220/3515 [11:36<05:32,  3.90it/s]
overall:  56%|█████▌    | 2221/4000 [11:39<07:27,  3.97it/s]

train:  63%|██████▎   | 2221/3515 [11:36<05:25,  3.97it/s]
overall:  56%|█████▌    | 2222/4000 [11:39<07:00,  4.23it/s]

train:  63%|██████▎   | 2222/3515 [11:36<05:05,  4.23it/s]
overall:  56%|█████▌    | 2223/4000 [11:39<06:47,  4.36it/s]

train:  63%|██████▎   | 2223/3515 [11:36<04:56,  4.36it/s]
overall:  56%|█████▌    | 2224/4000 [11:39<06:35,  4.49it/s]

train:  63%|██████▎   | 2224/3515 [11:36<04:47,  4.49it/s]
overall:  56%|█████▌    | 2225/4000 [11:39<06:27,  4.58it/s]

train:  63%|██████▎   | 2225/3515 [11:37<04:41,  4.58it/s]
overall:  56%|█████▌    | 2226/4000 [11:40<06:19,  4.68it/s]

train:  63%|██████▎   | 2226/3515 [11:37<04:35,  4.68it/s]
overall:  56%|█████▌    | 2227/4000 [11:40<06:12,  4.76it/s]

train:  63%|██████▎   | 2227/3515 [11:37<04:30,  4.76it/s]
overall:  56%|█████▌    | 2228/4000 [11:40<06:19,  4.67it/s]

train:  63%|██████▎   | 2228/3515 [11:37<04:35,  4.67it/s]
overall:  56%|█████▌    | 2229/4000 [11:40<05:42,  5.17it/s]

train:  63%|██████▎   | 2229/3515 [11:37<04:08,  5.17it/s]
overall:  56%|█████▌    | 2230/4000 [11:40<05:47,  5.10it/s]

train:  63%|██████▎   | 2230/3515 [11:38<04:12,  5.10it/s]
overall:  56%|█████▌    | 2231/4000 [11:41<05:53,  5.00it/s]

train:  63%|██████▎   | 2231/3515 [11:38<04:16,  5.00it/s]
overall:  56%|█████▌    | 2232/4000 [11:41<05:35,  5.27it/s]

train:  63%|██████▎   | 2232/3515 [11:38<04:03,  5.27it/s]
overall:  56%|█████▌    | 2233/4000 [11:41<05:22,  5.47it/s]

train:  64%|██████▎   | 2233/3515 [11:38<03:54,  5.48it/s]
overall:  56%|█████▌    | 2234/4000 [11:41<05:44,  5.13it/s]

train:  64%|██████▎   | 2234/3515 [11:38<04:09,  5.13it/s]
overall:  56%|█████▌    | 2235/4000 [11:41<05:24,  5.44it/s]

train:  64%|██████▎   | 2235/3515 [11:39<03:55,  5.44it/s]
overall:  56%|█████▌    | 2236/4000 [11:42<05:44,  5.11it/s]

train:  64%|██████▎   | 2236/3515 [11:39<04:10,  5.11it/s]
overall:  56%|█████▌    | 2237/4000 [11:42<05:56,  4.95it/s]

train:  64%|██████▎   | 2237/3515 [11:39<04:18,  4.95it/s]
overall:  56%|█████▌    | 2238/4000 [11:42<05:58,  4.91it/s]

train:  64%|██████▎   | 2238/3515 [11:39<04:19,  4.91it/s]
overall:  56%|█████▌    | 2239/4000 [11:42<05:42,  5.15it/s]

train:  64%|██████▎   | 2239/3515 [11:39<04:07,  5.15it/s]
overall:  56%|█████▌    | 2240/4000 [11:42<05:55,  4.95it/s]

train:  64%|██████▎   | 2240/3515 [11:40<04:17,  4.95it/s]
overall:  56%|█████▌    | 2241/4000 [11:43<05:44,  5.11it/s]

train:  64%|██████▍   | 2241/3515 [11:40<04:09,  5.11it/s]
overall:  56%|█████▌    | 2242/4000 [11:43<08:05,  3.62it/s]

train:  64%|██████▍   | 2242/3515 [11:40<05:51,  3.62it/s]
overall:  56%|█████▌    | 2244/4000 [11:43<06:19,  4.63it/s]

train:  64%|██████▍   | 2244/3515 [11:41<04:34,  4.63it/s]
overall:  56%|█████▌    | 2246/4000 [11:44<05:34,  5.24it/s]

train:  64%|██████▍   | 2246/3515 [11:41<04:02,  5.24it/s]
overall:  56%|█████▌    | 2247/4000 [11:44<05:45,  5.08it/s]

train:  64%|██████▍   | 2247/3515 [11:41<04:09,  5.08it/s]
overall:  56%|█████▌    | 2248/4000 [11:44<05:46,  5.05it/s]

train:  64%|██████▍   | 2248/3515 [11:41<04:10,  5.05it/s]
overall:  56%|█████▋    | 2250/4000 [11:44<05:09,  5.66it/s]

train:  64%|██████▍   | 2250/3515 [11:42<03:43,  5.66it/s]
overall:  56%|█████▋    | 2251/4000 [11:45<05:26,  5.36it/s]

train:  64%|██████▍   | 2251/3515 [11:42<03:55,  5.36it/s]
overall:  56%|█████▋    | 2252/4000 [11:45<05:41,  5.12it/s]

train:  64%|██████▍   | 2252/3515 [11:42<04:06,  5.12it/s]
overall:  56%|█████▋    | 2253/4000 [11:45<05:50,  4.99it/s]

train:  64%|██████▍   | 2253/3515 [11:42<04:13,  4.99it/s]
overall:  56%|█████▋    | 2254/4000 [11:45<05:57,  4.89it/s]

train:  64%|██████▍   | 2254/3515 [11:42<04:18,  4.89it/s]
overall:  56%|█████▋    | 2255/4000 [11:45<06:00,  4.83it/s]

train:  64%|██████▍   | 2255/3515 [11:43<04:20,  4.83it/s]
overall:  56%|█████▋    | 2256/4000 [11:46<05:53,  4.94it/s]

train:  64%|██████▍   | 2256/3515 [11:43<04:15,  4.94it/s]
overall:  56%|█████▋    | 2257/4000 [11:46<06:08,  4.73it/s]

train:  64%|██████▍   | 2257/3515 [11:43<04:26,  4.73it/s]
overall:  56%|█████▋    | 2258/4000 [11:46<06:13,  4.67it/s]

train:  64%|██████▍   | 2258/3515 [11:43<04:29,  4.67it/s]
overall:  56%|█████▋    | 2259/4000 [11:46<06:16,  4.62it/s]

train:  64%|██████▍   | 2259/3515 [11:43<04:31,  4.62it/s]
overall:  56%|█████▋    | 2260/4000 [11:46<06:14,  4.65it/s]

train:  64%|██████▍   | 2260/3515 [11:44<04:30,  4.65it/s]
overall:  57%|█████▋    | 2261/4000 [11:47<06:14,  4.65it/s]

train:  64%|██████▍   | 2261/3515 [11:44<04:29,  4.65it/s]
overall:  57%|█████▋    | 2262/4000 [11:47<06:12,  4.67it/s]

train:  64%|██████▍   | 2262/3515 [11:44<04:28,  4.67it/s]
overall:  57%|█████▋    | 2263/4000 [11:47<06:14,  4.63it/s]

train:  64%|██████▍   | 2263/3515 [11:44<04:30,  4.63it/s]
overall:  57%|█████▋    | 2264/4000 [11:47<06:11,  4.67it/s]

train:  64%|██████▍   | 2264/3515 [11:45<04:27,  4.67it/s]
overall:  57%|█████▋    | 2265/4000 [11:48<06:14,  4.63it/s]

train:  64%|██████▍   | 2265/3515 [11:45<04:29,  4.63it/s]
overall:  57%|█████▋    | 2266/4000 [11:48<08:56,  3.23it/s]

train:  64%|██████▍   | 2266/3515 [11:45<06:26,  3.23it/s]
overall:  57%|█████▋    | 2267/4000 [11:48<08:08,  3.54it/s]

train:  64%|██████▍   | 2267/3515 [11:46<05:52,  3.54it/s]
overall:  57%|█████▋    | 2268/4000 [11:48<07:32,  3.82it/s]

train:  65%|██████▍   | 2268/3515 [11:46<05:26,  3.82it/s]
overall:  57%|█████▋    | 2269/4000 [11:49<07:34,  3.81it/s]

train:  65%|██████▍   | 2269/3515 [11:46<05:27,  3.81it/s]
overall:  57%|█████▋    | 2270/4000 [11:49<07:11,  4.01it/s]

train:  65%|██████▍   | 2270/3515 [11:46<05:10,  4.01it/s]
overall:  57%|█████▋    | 2271/4000 [11:49<06:53,  4.18it/s]

train:  65%|██████▍   | 2271/3515 [11:46<04:57,  4.18it/s]
overall:  57%|█████▋    | 2272/4000 [11:49<06:37,  4.35it/s]

train:  65%|██████▍   | 2272/3515 [11:47<04:46,  4.35it/s]
overall:  57%|█████▋    | 2273/4000 [11:50<06:05,  4.72it/s]

train:  65%|██████▍   | 2273/3515 [11:47<04:22,  4.72it/s]
overall:  57%|█████▋    | 2274/4000 [11:50<06:04,  4.73it/s]

train:  65%|██████▍   | 2274/3515 [11:47<04:22,  4.73it/s]
overall:  57%|█████▋    | 2276/4000 [11:50<04:33,  6.31it/s]

train:  65%|██████▍   | 2276/3515 [11:47<03:16,  6.31it/s]
overall:  57%|█████▋    | 2277/4000 [11:50<04:54,  5.85it/s]

train:  65%|██████▍   | 2277/3515 [11:47<03:31,  5.85it/s]
overall:  57%|█████▋    | 2278/4000 [11:50<04:58,  5.76it/s]

train:  65%|██████▍   | 2278/3515 [11:48<03:34,  5.76it/s]
overall:  57%|█████▋    | 2280/4000 [11:51<04:41,  6.11it/s]

train:  65%|██████▍   | 2280/3515 [11:48<03:22,  6.11it/s]
overall:  57%|█████▋    | 2282/4000 [11:51<04:32,  6.31it/s]

train:  65%|██████▍   | 2282/3515 [11:48<03:15,  6.31it/s]
overall:  57%|█████▋    | 2283/4000 [11:51<04:58,  5.76it/s]

train:  65%|██████▍   | 2283/3515 [11:48<03:33,  5.76it/s]
overall:  57%|█████▋    | 2284/4000 [11:51<05:09,  5.54it/s]

train:  65%|██████▍   | 2284/3515 [11:49<03:42,  5.54it/s]
overall:  57%|█████▋    | 2285/4000 [11:52<05:15,  5.43it/s]

train:  65%|██████▌   | 2285/3515 [11:49<03:46,  5.43it/s]
overall:  57%|█████▋    | 2286/4000 [11:52<05:22,  5.32it/s]

train:  65%|██████▌   | 2286/3515 [11:49<03:51,  5.32it/s]
overall:  57%|█████▋    | 2287/4000 [11:52<05:33,  5.14it/s]

train:  65%|██████▌   | 2287/3515 [11:49<03:58,  5.14it/s]
overall:  57%|█████▋    | 2288/4000 [11:52<05:36,  5.09it/s]

train:  65%|██████▌   | 2288/3515 [11:49<04:01,  5.09it/s]
overall:  57%|█████▋    | 2289/4000 [11:52<05:42,  5.00it/s]

train:  65%|██████▌   | 2289/3515 [11:50<04:05,  5.00it/s]
overall:  57%|█████▋    | 2290/4000 [11:53<08:26,  3.37it/s]

train:  65%|██████▌   | 2290/3515 [11:50<06:03,  3.37it/s]
overall:  57%|█████▋    | 2291/4000 [11:53<07:45,  3.67it/s]

train:  65%|██████▌   | 2291/3515 [11:50<05:33,  3.67it/s]
overall:  57%|█████▋    | 2292/4000 [11:53<07:08,  3.99it/s]

train:  65%|██████▌   | 2292/3515 [11:51<05:06,  3.99it/s]
overall:  57%|█████▋    | 2293/4000 [11:54<07:07,  3.99it/s]

train:  65%|██████▌   | 2293/3515 [11:51<05:05,  3.99it/s]
overall:  57%|█████▋    | 2294/4000 [11:54<06:36,  4.30it/s]

train:  65%|██████▌   | 2294/3515 [11:51<04:43,  4.30it/s]
overall:  57%|█████▋    | 2295/4000 [11:54<06:25,  4.42it/s]

train:  65%|██████▌   | 2295/3515 [11:51<04:35,  4.42it/s]
overall:  57%|█████▋    | 2297/4000 [11:54<04:43,  6.00it/s]

train:  65%|██████▌   | 2297/3515 [11:51<03:23,  6.00it/s]
overall:  57%|█████▋    | 2299/4000 [11:54<04:17,  6.60it/s]

train:  65%|██████▌   | 2299/3515 [11:52<03:04,  6.60it/s]
overall:  57%|█████▊    | 2300/4000 [11:55<04:42,  6.01it/s]

train:  65%|██████▌   | 2300/3515 [11:52<03:22,  6.01it/s]
overall:  58%|█████▊    | 2301/4000 [11:55<04:26,  6.38it/s]

train:  65%|██████▌   | 2301/3515 [11:52<03:10,  6.38it/s]
overall:  58%|█████▊    | 2302/4000 [11:55<04:54,  5.76it/s]

train:  65%|██████▌   | 2302/3515 [11:52<03:30,  5.77it/s]
overall:  58%|█████▊    | 2304/4000 [11:55<04:41,  6.02it/s]

train:  66%|██████▌   | 2304/3515 [11:53<03:21,  6.02it/s]
overall:  58%|█████▊    | 2305/4000 [11:56<04:51,  5.81it/s]

train:  66%|██████▌   | 2305/3515 [11:53<03:28,  5.81it/s]
overall:  58%|█████▊    | 2306/4000 [11:56<05:10,  5.45it/s]

train:  66%|██████▌   | 2306/3515 [11:53<03:41,  5.45it/s]
overall:  58%|█████▊    | 2307/4000 [11:56<05:30,  5.13it/s]

train:  66%|██████▌   | 2307/3515 [11:53<03:55,  5.13it/s]
overall:  58%|█████▊    | 2308/4000 [11:56<05:33,  5.08it/s]

train:  66%|██████▌   | 2308/3515 [11:53<03:57,  5.08it/s]
overall:  58%|█████▊    | 2309/4000 [11:56<05:42,  4.94it/s]

train:  66%|██████▌   | 2309/3515 [11:54<04:04,  4.94it/s]
overall:  58%|█████▊    | 2310/4000 [11:57<05:09,  5.46it/s]

train:  66%|██████▌   | 2310/3515 [11:54<03:40,  5.46it/s]
overall:  58%|█████▊    | 2311/4000 [11:57<05:21,  5.25it/s]

train:  66%|██████▌   | 2311/3515 [11:54<03:49,  5.25it/s]
overall:  58%|█████▊    | 2312/4000 [11:57<05:24,  5.20it/s]

train:  66%|██████▌   | 2312/3515 [11:54<03:51,  5.20it/s]
overall:  58%|█████▊    | 2313/4000 [11:57<05:38,  4.99it/s]

train:  66%|██████▌   | 2313/3515 [11:54<04:00,  4.99it/s]
overall:  58%|█████▊    | 2314/4000 [11:58<08:50,  3.18it/s]

train:  66%|██████▌   | 2314/3515 [11:55<06:18,  3.18it/s]
overall:  58%|█████▊    | 2315/4000 [11:58<08:03,  3.49it/s]

train:  66%|██████▌   | 2315/3515 [11:55<05:44,  3.49it/s]
overall:  58%|█████▊    | 2317/4000 [11:58<06:30,  4.31it/s]

train:  66%|██████▌   | 2317/3515 [11:56<04:38,  4.31it/s]
overall:  58%|█████▊    | 2318/4000 [11:58<06:18,  4.44it/s]

train:  66%|██████▌   | 2318/3515 [11:56<04:29,  4.44it/s]
overall:  58%|█████▊    | 2319/4000 [11:59<06:15,  4.47it/s]

train:  66%|██████▌   | 2319/3515 [11:56<04:27,  4.47it/s]
overall:  58%|█████▊    | 2320/4000 [11:59<06:13,  4.50it/s]

train:  66%|██████▌   | 2320/3515 [11:56<04:25,  4.50it/s]
overall:  58%|█████▊    | 2321/4000 [11:59<06:10,  4.53it/s]

train:  66%|██████▌   | 2321/3515 [11:56<04:23,  4.53it/s]
overall:  58%|█████▊    | 2322/4000 [11:59<06:04,  4.60it/s]

train:  66%|██████▌   | 2322/3515 [11:57<04:19,  4.60it/s]
overall:  58%|█████▊    | 2323/4000 [12:00<05:58,  4.67it/s]

train:  66%|██████▌   | 2323/3515 [11:57<04:15,  4.67it/s]
overall:  58%|█████▊    | 2324/4000 [12:00<05:57,  4.69it/s]

train:  66%|██████▌   | 2324/3515 [11:57<04:13,  4.69it/s]
overall:  58%|█████▊    | 2325/4000 [12:00<05:59,  4.66it/s]

train:  66%|██████▌   | 2325/3515 [11:57<04:15,  4.66it/s]
overall:  58%|█████▊    | 2326/4000 [12:00<05:52,  4.75it/s]

train:  66%|██████▌   | 2326/3515 [11:57<04:10,  4.75it/s]
overall:  58%|█████▊    | 2327/4000 [12:00<05:49,  4.78it/s]

train:  66%|██████▌   | 2327/3515 [11:58<04:08,  4.78it/s]
overall:  58%|█████▊    | 2328/4000 [12:01<05:52,  4.74it/s]

train:  66%|██████▌   | 2328/3515 [11:58<04:10,  4.74it/s]
overall:  58%|█████▊    | 2329/4000 [12:01<05:32,  5.02it/s]

train:  66%|██████▋   | 2329/3515 [11:58<03:56,  5.02it/s]
overall:  58%|█████▊    | 2330/4000 [12:01<05:44,  4.85it/s]

train:  66%|██████▋   | 2330/3515 [11:58<04:04,  4.85it/s]
overall:  58%|█████▊    | 2331/4000 [12:01<05:53,  4.72it/s]

train:  66%|██████▋   | 2331/3515 [11:58<04:11,  4.72it/s]
overall:  58%|█████▊    | 2332/4000 [12:01<05:50,  4.76it/s]

train:  66%|██████▋   | 2332/3515 [11:59<04:08,  4.76it/s]
overall:  58%|█████▊    | 2333/4000 [12:02<05:51,  4.75it/s]

train:  66%|██████▋   | 2333/3515 [11:59<04:08,  4.75it/s]
overall:  58%|█████▊    | 2334/4000 [12:02<05:55,  4.69it/s]

train:  66%|██████▋   | 2334/3515 [11:59<04:11,  4.69it/s]
overall:  58%|█████▊    | 2335/4000 [12:02<05:58,  4.65it/s]

train:  66%|██████▋   | 2335/3515 [11:59<04:13,  4.65it/s]
overall:  58%|█████▊    | 2336/4000 [12:02<05:48,  4.77it/s]

train:  66%|██████▋   | 2336/3515 [12:00<04:07,  4.77it/s]
overall:  58%|█████▊    | 2337/4000 [12:02<05:34,  4.97it/s]

train:  66%|██████▋   | 2337/3515 [12:00<03:56,  4.97it/s]
overall:  58%|█████▊    | 2338/4000 [12:03<08:19,  3.32it/s]

train:  67%|██████▋   | 2338/3515 [12:00<05:54,  3.32it/s]
overall:  58%|█████▊    | 2339/4000 [12:03<07:38,  3.63it/s]

train:  67%|██████▋   | 2339/3515 [12:00<05:24,  3.63it/s]
overall:  58%|█████▊    | 2340/4000 [12:03<07:13,  3.83it/s]

train:  67%|██████▋   | 2340/3515 [12:01<05:06,  3.83it/s]
overall:  59%|█████▊    | 2342/4000 [12:04<05:43,  4.82it/s]

train:  67%|██████▋   | 2342/3515 [12:01<04:03,  4.82it/s]
overall:  59%|█████▊    | 2343/4000 [12:04<05:43,  4.83it/s]

train:  67%|██████▋   | 2343/3515 [12:01<04:02,  4.83it/s]
overall:  59%|█████▊    | 2344/4000 [12:04<05:51,  4.71it/s]

train:  67%|██████▋   | 2344/3515 [12:01<04:08,  4.71it/s]
overall:  59%|█████▊    | 2345/4000 [12:04<05:51,  4.71it/s]

train:  67%|██████▋   | 2345/3515 [12:02<04:08,  4.71it/s]
overall:  59%|█████▊    | 2346/4000 [12:05<05:54,  4.67it/s]

train:  67%|██████▋   | 2346/3515 [12:02<04:10,  4.67it/s]
overall:  59%|█████▊    | 2347/4000 [12:05<05:56,  4.64it/s]

train:  67%|██████▋   | 2347/3515 [12:02<04:11,  4.64it/s]
overall:  59%|█████▊    | 2348/4000 [12:05<05:51,  4.71it/s]

train:  67%|██████▋   | 2348/3515 [12:02<04:07,  4.71it/s]
overall:  59%|█████▊    | 2349/4000 [12:05<05:53,  4.67it/s]

train:  67%|██████▋   | 2349/3515 [12:02<04:09,  4.67it/s]
overall:  59%|█████▉    | 2350/4000 [12:05<05:52,  4.68it/s]

train:  67%|██████▋   | 2350/3515 [12:03<04:09,  4.68it/s]
overall:  59%|█████▉    | 2351/4000 [12:06<05:44,  4.79it/s]

train:  67%|██████▋   | 2351/3515 [12:03<04:03,  4.79it/s]
overall:  59%|█████▉    | 2352/4000 [12:06<05:46,  4.76it/s]

train:  67%|██████▋   | 2352/3515 [12:03<04:04,  4.76it/s]
overall:  59%|█████▉    | 2354/4000 [12:06<04:38,  5.91it/s]

train:  67%|██████▋   | 2354/3515 [12:03<03:16,  5.92it/s]
overall:  59%|█████▉    | 2355/4000 [12:06<05:02,  5.44it/s]

train:  67%|██████▋   | 2355/3515 [12:04<03:33,  5.44it/s]
overall:  59%|█████▉    | 2356/4000 [12:07<04:57,  5.53it/s]

train:  67%|██████▋   | 2356/3515 [12:04<03:29,  5.53it/s]
overall:  59%|█████▉    | 2357/4000 [12:07<05:15,  5.21it/s]

train:  67%|██████▋   | 2357/3515 [12:04<03:42,  5.21it/s]
overall:  59%|█████▉    | 2358/4000 [12:07<05:25,  5.04it/s]

train:  67%|██████▋   | 2358/3515 [12:04<03:49,  5.04it/s]
overall:  59%|█████▉    | 2359/4000 [12:07<04:43,  5.78it/s]

train:  67%|██████▋   | 2359/3515 [12:04<03:19,  5.78it/s]
overall:  59%|█████▉    | 2360/4000 [12:07<05:08,  5.32it/s]

train:  67%|██████▋   | 2360/3515 [12:05<03:37,  5.32it/s]
overall:  59%|█████▉    | 2361/4000 [12:07<05:01,  5.44it/s]

train:  67%|██████▋   | 2361/3515 [12:05<03:32,  5.44it/s]
overall:  59%|█████▉    | 2362/4000 [12:08<08:08,  3.36it/s]

train:  67%|██████▋   | 2362/3515 [12:05<05:43,  3.36it/s]
overall:  59%|█████▉    | 2363/4000 [12:08<07:30,  3.63it/s]

train:  67%|██████▋   | 2363/3515 [12:05<05:17,  3.63it/s]
overall:  59%|█████▉    | 2364/4000 [12:08<06:52,  3.97it/s]

train:  67%|██████▋   | 2364/3515 [12:06<04:50,  3.97it/s]
overall:  59%|█████▉    | 2365/4000 [12:09<06:44,  4.04it/s]

train:  67%|██████▋   | 2365/3515 [12:06<04:44,  4.04it/s]
overall:  59%|█████▉    | 2366/4000 [12:09<06:31,  4.18it/s]

train:  67%|██████▋   | 2366/3515 [12:06<04:35,  4.18it/s]
overall:  59%|█████▉    | 2367/4000 [12:09<06:18,  4.31it/s]

train:  67%|██████▋   | 2367/3515 [12:06<04:26,  4.31it/s]
overall:  59%|█████▉    | 2368/4000 [12:09<06:08,  4.42it/s]

train:  67%|██████▋   | 2368/3515 [12:07<04:19,  4.42it/s]
overall:  59%|█████▉    | 2369/4000 [12:10<06:02,  4.50it/s]

train:  67%|██████▋   | 2369/3515 [12:07<04:14,  4.50it/s]
overall:  59%|█████▉    | 2370/4000 [12:10<05:23,  5.03it/s]

train:  67%|██████▋   | 2370/3515 [12:07<03:47,  5.03it/s]
overall:  59%|█████▉    | 2371/4000 [12:10<05:28,  4.96it/s]

train:  67%|██████▋   | 2371/3515 [12:07<03:50,  4.96it/s]
overall:  59%|█████▉    | 2372/4000 [12:10<05:30,  4.92it/s]

train:  67%|██████▋   | 2372/3515 [12:07<03:52,  4.92it/s]
overall:  59%|█████▉    | 2373/4000 [12:10<05:34,  4.86it/s]

train:  68%|██████▊   | 2373/3515 [12:08<03:55,  4.86it/s]
overall:  59%|█████▉    | 2374/4000 [12:11<05:36,  4.83it/s]

train:  68%|██████▊   | 2374/3515 [12:08<03:56,  4.83it/s]
overall:  59%|█████▉    | 2375/4000 [12:11<05:45,  4.70it/s]

train:  68%|██████▊   | 2375/3515 [12:08<04:02,  4.70it/s]
overall:  59%|█████▉    | 2376/4000 [12:11<05:48,  4.66it/s]

train:  68%|██████▊   | 2376/3515 [12:08<04:04,  4.66it/s]
overall:  59%|█████▉    | 2377/4000 [12:11<05:47,  4.67it/s]

train:  68%|██████▊   | 2377/3515 [12:08<04:03,  4.67it/s]
overall:  59%|█████▉    | 2378/4000 [12:11<05:37,  4.80it/s]

train:  68%|██████▊   | 2378/3515 [12:09<03:56,  4.80it/s]
overall:  59%|█████▉    | 2379/4000 [12:12<05:56,  4.55it/s]

train:  68%|██████▊   | 2379/3515 [12:09<04:09,  4.55it/s]
overall:  60%|█████▉    | 2380/4000 [12:12<06:01,  4.49it/s]

train:  68%|██████▊   | 2380/3515 [12:09<04:12,  4.49it/s]
overall:  60%|█████▉    | 2382/4000 [12:12<05:00,  5.38it/s]

train:  68%|██████▊   | 2382/3515 [12:09<03:30,  5.38it/s]
overall:  60%|█████▉    | 2383/4000 [12:12<05:15,  5.12it/s]

train:  68%|██████▊   | 2383/3515 [12:10<03:41,  5.12it/s]
overall:  60%|█████▉    | 2384/4000 [12:13<05:24,  4.98it/s]

train:  68%|██████▊   | 2384/3515 [12:10<03:46,  4.98it/s]
overall:  60%|█████▉    | 2385/4000 [12:13<05:28,  4.92it/s]

train:  68%|██████▊   | 2385/3515 [12:10<03:49,  4.92it/s]
overall:  60%|█████▉    | 2386/4000 [12:13<08:02,  3.35it/s]

train:  68%|██████▊   | 2386/3515 [12:11<05:37,  3.35it/s]
overall:  60%|█████▉    | 2387/4000 [12:14<07:19,  3.67it/s]

train:  68%|██████▊   | 2387/3515 [12:11<05:07,  3.67it/s]
overall:  60%|█████▉    | 2388/4000 [12:14<06:42,  4.01it/s]

train:  68%|██████▊   | 2388/3515 [12:11<04:41,  4.01it/s]
overall:  60%|█████▉    | 2389/4000 [12:14<06:48,  3.94it/s]

train:  68%|██████▊   | 2389/3515 [12:11<04:45,  3.95it/s]
overall:  60%|█████▉    | 2390/4000 [12:14<06:33,  4.09it/s]

train:  68%|██████▊   | 2390/3515 [12:11<04:34,  4.09it/s]
overall:  60%|█████▉    | 2391/4000 [12:14<06:25,  4.18it/s]

train:  68%|██████▊   | 2391/3515 [12:12<04:29,  4.18it/s]
overall:  60%|█████▉    | 2392/4000 [12:15<06:15,  4.28it/s]

train:  68%|██████▊   | 2392/3515 [12:12<04:22,  4.28it/s]
overall:  60%|█████▉    | 2393/4000 [12:15<06:07,  4.37it/s]

train:  68%|██████▊   | 2393/3515 [12:12<04:16,  4.37it/s]
overall:  60%|█████▉    | 2394/4000 [12:15<05:13,  5.11it/s]

train:  68%|██████▊   | 2394/3515 [12:12<03:39,  5.11it/s]
overall:  60%|█████▉    | 2395/4000 [12:15<04:33,  5.87it/s]

train:  68%|██████▊   | 2395/3515 [12:12<03:10,  5.87it/s]
overall:  60%|█████▉    | 2396/4000 [12:15<04:55,  5.44it/s]

train:  68%|██████▊   | 2396/3515 [12:13<03:25,  5.44it/s]
overall:  60%|█████▉    | 2397/4000 [12:16<05:06,  5.22it/s]

train:  68%|██████▊   | 2397/3515 [12:13<03:34,  5.22it/s]
overall:  60%|█████▉    | 2398/4000 [12:16<05:03,  5.28it/s]

train:  68%|██████▊   | 2398/3515 [12:13<03:31,  5.28it/s]
overall:  60%|█████▉    | 2399/4000 [12:16<04:41,  5.69it/s]

train:  68%|██████▊   | 2399/3515 [12:13<03:16,  5.69it/s]
overall:  60%|██████    | 2400/4000 [12:16<04:57,  5.38it/s]

train:  68%|██████▊   | 2400/3515 [12:13<03:27,  5.38it/s]
overall:  60%|██████    | 2401/4000 [12:16<05:07,  5.20it/s]

train:  68%|██████▊   | 2401/3515 [12:14<03:34,  5.20it/s]
overall:  60%|██████    | 2402/4000 [12:16<05:05,  5.23it/s]

train:  68%|██████▊   | 2402/3515 [12:14<03:32,  5.23it/s]
overall:  60%|██████    | 2403/4000 [12:17<05:19,  5.00it/s]

train:  68%|██████▊   | 2403/3515 [12:14<03:42,  5.00it/s]
overall:  60%|██████    | 2404/4000 [12:17<04:45,  5.59it/s]

train:  68%|██████▊   | 2404/3515 [12:14<03:18,  5.59it/s]
overall:  60%|██████    | 2405/4000 [12:17<05:04,  5.23it/s]

train:  68%|██████▊   | 2405/3515 [12:14<03:32,  5.23it/s]
overall:  60%|██████    | 2406/4000 [12:17<05:18,  5.01it/s]

train:  68%|██████▊   | 2406/3515 [12:15<03:41,  5.01it/s]
overall:  60%|██████    | 2407/4000 [12:17<05:06,  5.20it/s]

train:  68%|██████▊   | 2407/3515 [12:15<03:32,  5.20it/s]
overall:  60%|██████    | 2409/4000 [12:18<04:40,  5.68it/s]

train:  69%|██████▊   | 2409/3515 [12:15<03:14,  5.68it/s]
overall:  60%|██████    | 2410/4000 [12:18<07:03,  3.75it/s]

train:  69%|██████▊   | 2410/3515 [12:16<04:54,  3.75it/s]
overall:  60%|██████    | 2411/4000 [12:19<06:44,  3.93it/s]

train:  69%|██████▊   | 2411/3515 [12:16<04:40,  3.93it/s]
overall:  60%|██████    | 2412/4000 [12:19<06:26,  4.11it/s]

train:  69%|██████▊   | 2412/3515 [12:16<04:28,  4.11it/s]
overall:  60%|██████    | 2413/4000 [12:19<06:23,  4.14it/s]

train:  69%|██████▊   | 2413/3515 [12:16<04:26,  4.14it/s]
overall:  60%|██████    | 2415/4000 [12:19<05:12,  5.07it/s]

train:  69%|██████▊   | 2415/3515 [12:16<03:36,  5.07it/s]
overall:  60%|██████    | 2416/4000 [12:19<05:16,  5.01it/s]

train:  69%|██████▊   | 2416/3515 [12:17<03:39,  5.01it/s]
overall:  60%|██████    | 2417/4000 [12:20<05:22,  4.91it/s]

train:  69%|██████▉   | 2417/3515 [12:17<03:43,  4.92it/s]
overall:  60%|██████    | 2418/4000 [12:20<05:30,  4.79it/s]

train:  69%|██████▉   | 2418/3515 [12:17<03:48,  4.79it/s]
overall:  60%|██████    | 2419/4000 [12:20<05:37,  4.68it/s]

train:  69%|██████▉   | 2419/3515 [12:17<03:54,  4.68it/s]
overall:  60%|██████    | 2420/4000 [12:20<04:59,  5.28it/s]

train:  69%|██████▉   | 2420/3515 [12:17<03:27,  5.28it/s]
overall:  61%|██████    | 2421/4000 [12:20<05:12,  5.05it/s]

train:  69%|██████▉   | 2421/3515 [12:18<03:36,  5.05it/s]
overall:  61%|██████    | 2422/4000 [12:21<05:22,  4.90it/s]

train:  69%|██████▉   | 2422/3515 [12:18<03:43,  4.90it/s]
overall:  61%|██████    | 2423/4000 [12:21<05:07,  5.13it/s]

train:  69%|██████▉   | 2423/3515 [12:18<03:32,  5.13it/s]
overall:  61%|██████    | 2424/4000 [12:21<05:14,  5.01it/s]

train:  69%|██████▉   | 2424/3515 [12:18<03:37,  5.01it/s]
overall:  61%|██████    | 2425/4000 [12:21<04:57,  5.29it/s]

train:  69%|██████▉   | 2425/3515 [12:18<03:25,  5.29it/s]
overall:  61%|██████    | 2426/4000 [12:21<05:10,  5.08it/s]

train:  69%|██████▉   | 2426/3515 [12:19<03:34,  5.08it/s]
overall:  61%|██████    | 2427/4000 [12:22<05:02,  5.20it/s]

train:  69%|██████▉   | 2427/3515 [12:19<03:29,  5.20it/s]
overall:  61%|██████    | 2428/4000 [12:22<05:06,  5.13it/s]

train:  69%|██████▉   | 2428/3515 [12:19<03:32,  5.13it/s]
overall:  61%|██████    | 2429/4000 [12:22<05:08,  5.10it/s]

train:  69%|██████▉   | 2429/3515 [12:19<03:33,  5.10it/s]
overall:  61%|██████    | 2430/4000 [12:22<05:16,  4.96it/s]

train:  69%|██████▉   | 2430/3515 [12:19<03:38,  4.96it/s]
overall:  61%|██████    | 2431/4000 [12:22<05:31,  4.73it/s]

train:  69%|██████▉   | 2431/3515 [12:20<03:49,  4.73it/s]
overall:  61%|██████    | 2432/4000 [12:23<05:32,  4.71it/s]

train:  69%|██████▉   | 2432/3515 [12:20<03:49,  4.71it/s]
overall:  61%|██████    | 2433/4000 [12:23<05:30,  4.74it/s]

train:  69%|██████▉   | 2433/3515 [12:20<03:48,  4.74it/s]
overall:  61%|██████    | 2434/4000 [12:24<08:34,  3.04it/s]

train:  69%|██████▉   | 2434/3515 [12:21<05:55,  3.04it/s]
overall:  61%|██████    | 2435/4000 [12:24<07:34,  3.44it/s]

train:  69%|██████▉   | 2435/3515 [12:21<05:13,  3.44it/s]
overall:  61%|██████    | 2436/4000 [12:24<06:59,  3.73it/s]

train:  69%|██████▉   | 2436/3515 [12:21<04:49,  3.73it/s]
overall:  61%|██████    | 2437/4000 [12:24<06:48,  3.83it/s]

train:  69%|██████▉   | 2437/3515 [12:21<04:41,  3.83it/s]
overall:  61%|██████    | 2438/4000 [12:24<06:28,  4.02it/s]

train:  69%|██████▉   | 2438/3515 [12:22<04:27,  4.02it/s]
overall:  61%|██████    | 2439/4000 [12:25<06:13,  4.17it/s]

train:  69%|██████▉   | 2439/3515 [12:22<04:17,  4.17it/s]
overall:  61%|██████    | 2440/4000 [12:25<05:42,  4.55it/s]

train:  69%|██████▉   | 2440/3515 [12:22<03:56,  4.55it/s]
overall:  61%|██████    | 2441/4000 [12:25<05:35,  4.65it/s]

train:  69%|██████▉   | 2441/3515 [12:22<03:51,  4.65it/s]
overall:  61%|██████    | 2442/4000 [12:25<05:37,  4.61it/s]

train:  69%|██████▉   | 2442/3515 [12:22<03:52,  4.61it/s]
overall:  61%|██████    | 2443/4000 [12:25<05:38,  4.60it/s]

train:  70%|██████▉   | 2443/3515 [12:23<03:52,  4.60it/s]
overall:  61%|██████    | 2444/4000 [12:26<05:33,  4.66it/s]

train:  70%|██████▉   | 2444/3515 [12:23<03:49,  4.66it/s]
overall:  61%|██████    | 2445/4000 [12:26<04:56,  5.25it/s]

train:  70%|██████▉   | 2445/3515 [12:23<03:23,  5.25it/s]
overall:  61%|██████    | 2447/4000 [12:26<04:21,  5.94it/s]

train:  70%|██████▉   | 2447/3515 [12:23<02:59,  5.94it/s]
overall:  61%|██████    | 2448/4000 [12:26<04:44,  5.45it/s]

train:  70%|██████▉   | 2448/3515 [12:24<03:15,  5.45it/s]
overall:  61%|██████    | 2449/4000 [12:26<04:56,  5.23it/s]

train:  70%|██████▉   | 2449/3515 [12:24<03:23,  5.23it/s]
overall:  61%|██████▏   | 2450/4000 [12:27<04:59,  5.17it/s]

train:  70%|██████▉   | 2450/3515 [12:24<03:25,  5.17it/s]
overall:  61%|██████▏   | 2451/4000 [12:27<05:21,  4.82it/s]

train:  70%|██████▉   | 2451/3515 [12:24<03:40,  4.82it/s]
overall:  61%|██████▏   | 2452/4000 [12:27<05:25,  4.76it/s]

train:  70%|██████▉   | 2452/3515 [12:24<03:43,  4.76it/s]
overall:  61%|██████▏   | 2453/4000 [12:27<05:27,  4.73it/s]

train:  70%|██████▉   | 2453/3515 [12:25<03:44,  4.73it/s]
overall:  61%|██████▏   | 2454/4000 [12:28<05:22,  4.79it/s]

train:  70%|██████▉   | 2454/3515 [12:25<03:41,  4.79it/s]
overall:  61%|██████▏   | 2455/4000 [12:28<05:24,  4.76it/s]

train:  70%|██████▉   | 2455/3515 [12:25<03:42,  4.76it/s]
overall:  61%|██████▏   | 2456/4000 [12:28<05:29,  4.69it/s]

train:  70%|██████▉   | 2456/3515 [12:25<03:45,  4.69it/s]
overall:  61%|██████▏   | 2457/4000 [12:28<05:28,  4.70it/s]

train:  70%|██████▉   | 2457/3515 [12:25<03:45,  4.70it/s]
overall:  61%|██████▏   | 2458/4000 [12:29<08:25,  3.05it/s]

train:  70%|██████▉   | 2458/3515 [12:26<05:46,  3.05it/s]
overall:  61%|██████▏   | 2459/4000 [12:29<07:34,  3.39it/s]

train:  70%|██████▉   | 2459/3515 [12:26<05:11,  3.39it/s]
overall:  62%|██████▏   | 2460/4000 [12:29<07:01,  3.65it/s]

train:  70%|██████▉   | 2460/3515 [12:26<04:49,  3.65it/s]
overall:  62%|██████▏   | 2461/4000 [12:29<06:48,  3.76it/s]

train:  70%|███████   | 2461/3515 [12:27<04:40,  3.76it/s]
overall:  62%|██████▏   | 2462/4000 [12:30<06:24,  4.00it/s]

train:  70%|███████   | 2462/3515 [12:27<04:22,  4.00it/s]
overall:  62%|██████▏   | 2463/4000 [12:30<06:04,  4.21it/s]

train:  70%|███████   | 2463/3515 [12:27<04:09,  4.21it/s]
overall:  62%|██████▏   | 2464/4000 [12:30<05:32,  4.62it/s]

train:  70%|███████   | 2464/3515 [12:27<03:47,  4.62it/s]
overall:  62%|██████▏   | 2465/4000 [12:30<05:30,  4.64it/s]

train:  70%|███████   | 2465/3515 [12:28<03:46,  4.64it/s]
overall:  62%|██████▏   | 2466/4000 [12:31<05:32,  4.61it/s]

train:  70%|███████   | 2466/3515 [12:28<03:47,  4.61it/s]
overall:  62%|██████▏   | 2467/4000 [12:31<05:20,  4.78it/s]

train:  70%|███████   | 2467/3515 [12:28<03:39,  4.78it/s]
overall:  62%|██████▏   | 2468/4000 [12:31<05:24,  4.72it/s]

train:  70%|███████   | 2468/3515 [12:28<03:41,  4.72it/s]
overall:  62%|██████▏   | 2469/4000 [12:31<05:22,  4.75it/s]

train:  70%|███████   | 2469/3515 [12:28<03:40,  4.75it/s]
overall:  62%|██████▏   | 2470/4000 [12:31<05:19,  4.80it/s]

train:  70%|███████   | 2470/3515 [12:29<03:37,  4.80it/s]
overall:  62%|██████▏   | 2471/4000 [12:32<05:20,  4.78it/s]

train:  70%|███████   | 2471/3515 [12:29<03:38,  4.78it/s]
overall:  62%|██████▏   | 2472/4000 [12:32<05:13,  4.87it/s]

train:  70%|███████   | 2472/3515 [12:29<03:34,  4.87it/s]
overall:  62%|██████▏   | 2473/4000 [12:32<04:27,  5.71it/s]

train:  70%|███████   | 2473/3515 [12:29<03:02,  5.71it/s]
overall:  62%|██████▏   | 2474/4000 [12:32<04:45,  5.35it/s]

train:  70%|███████   | 2474/3515 [12:29<03:14,  5.35it/s]
overall:  62%|██████▏   | 2475/4000 [12:32<05:17,  4.80it/s]

train:  70%|███████   | 2475/3515 [12:30<03:36,  4.80it/s]
overall:  62%|██████▏   | 2476/4000 [12:33<05:29,  4.63it/s]

train:  70%|███████   | 2476/3515 [12:30<03:44,  4.63it/s]
overall:  62%|██████▏   | 2477/4000 [12:33<05:25,  4.68it/s]

train:  70%|███████   | 2477/3515 [12:30<03:41,  4.68it/s]
overall:  62%|██████▏   | 2478/4000 [12:33<05:23,  4.71it/s]

train:  70%|███████   | 2478/3515 [12:30<03:40,  4.71it/s]
overall:  62%|██████▏   | 2479/4000 [12:33<05:26,  4.66it/s]

train:  71%|███████   | 2479/3515 [12:30<03:42,  4.66it/s]
overall:  62%|██████▏   | 2480/4000 [12:33<05:31,  4.58it/s]

train:  71%|███████   | 2480/3515 [12:31<03:45,  4.58it/s]
overall:  62%|██████▏   | 2481/4000 [12:34<05:27,  4.63it/s]

train:  71%|███████   | 2481/3515 [12:31<03:43,  4.63it/s]
overall:  62%|██████▏   | 2482/4000 [12:34<08:08,  3.11it/s]

train:  71%|███████   | 2482/3515 [12:31<05:32,  3.11it/s]
overall:  62%|██████▏   | 2483/4000 [12:34<07:12,  3.50it/s]

train:  71%|███████   | 2483/3515 [12:32<04:54,  3.50it/s]
overall:  62%|██████▏   | 2484/4000 [12:35<06:32,  3.87it/s]

train:  71%|███████   | 2484/3515 [12:32<04:26,  3.87it/s]
overall:  62%|██████▏   | 2485/4000 [12:35<06:30,  3.88it/s]

train:  71%|███████   | 2485/3515 [12:32<04:25,  3.88it/s]
overall:  62%|██████▏   | 2487/4000 [12:35<04:21,  5.79it/s]

train:  71%|███████   | 2487/3515 [12:32<02:57,  5.79it/s]
overall:  62%|██████▏   | 2488/4000 [12:35<04:20,  5.80it/s]

train:  71%|███████   | 2488/3515 [12:32<02:57,  5.80it/s]
overall:  62%|██████▏   | 2489/4000 [12:35<04:35,  5.48it/s]

train:  71%|███████   | 2489/3515 [12:33<03:07,  5.48it/s]
overall:  62%|██████▏   | 2490/4000 [12:36<04:33,  5.52it/s]

train:  71%|███████   | 2490/3515 [12:33<03:05,  5.52it/s]
overall:  62%|██████▏   | 2491/4000 [12:36<04:17,  5.85it/s]

train:  71%|███████   | 2491/3515 [12:33<02:55,  5.85it/s]
overall:  62%|██████▏   | 2492/4000 [12:36<04:36,  5.45it/s]

train:  71%|███████   | 2492/3515 [12:33<03:07,  5.45it/s]
overall:  62%|██████▏   | 2493/4000 [12:36<04:46,  5.26it/s]

train:  71%|███████   | 2493/3515 [12:33<03:14,  5.26it/s]
overall:  62%|██████▏   | 2494/4000 [12:36<04:56,  5.08it/s]

train:  71%|███████   | 2494/3515 [12:34<03:20,  5.08it/s]
overall:  62%|██████▏   | 2495/4000 [12:37<04:52,  5.14it/s]

train:  71%|███████   | 2495/3515 [12:34<03:18,  5.14it/s]
overall:  62%|██████▏   | 2496/4000 [12:37<04:57,  5.05it/s]

train:  71%|███████   | 2496/3515 [12:34<03:21,  5.05it/s]
overall:  62%|██████▏   | 2497/4000 [12:37<05:06,  4.90it/s]

train:  71%|███████   | 2497/3515 [12:34<03:27,  4.90it/s]
overall:  62%|██████▏   | 2498/4000 [12:37<05:10,  4.84it/s]

train:  71%|███████   | 2498/3515 [12:34<03:30,  4.84it/s]
overall:  62%|██████▏   | 2499/4000 [12:37<05:17,  4.73it/s]

train:  71%|███████   | 2499/3515 [12:35<03:34,  4.73it/s]
overall:  62%|██████▎   | 2500/4000 [12:38<05:17,  4.72it/s]

train:  71%|███████   | 2500/3515 [12:35<03:34,  4.72it/s]
overall:  63%|██████▎   | 2501/4000 [12:38<05:19,  4.69it/s]

train:  71%|███████   | 2501/3515 [12:35<03:36,  4.69it/s]
overall:  63%|██████▎   | 2502/4000 [12:38<04:41,  5.33it/s]

train:  71%|███████   | 2502/3515 [12:35<03:10,  5.33it/s]
overall:  63%|██████▎   | 2503/4000 [12:38<04:47,  5.21it/s]

train:  71%|███████   | 2503/3515 [12:35<03:14,  5.21it/s]
overall:  63%|██████▎   | 2504/4000 [12:38<04:55,  5.06it/s]

train:  71%|███████   | 2504/3515 [12:36<03:19,  5.06it/s]
overall:  63%|██████▎   | 2505/4000 [12:39<05:03,  4.92it/s]

train:  71%|███████▏  | 2505/3515 [12:36<03:25,  4.92it/s]
overall:  63%|██████▎   | 2506/4000 [12:39<07:53,  3.15it/s]

train:  71%|███████▏  | 2506/3515 [12:36<05:19,  3.15it/s]
overall:  63%|██████▎   | 2507/4000 [12:39<07:07,  3.49it/s]

train:  71%|███████▏  | 2507/3515 [12:37<04:48,  3.49it/s]
overall:  63%|██████▎   | 2508/4000 [12:40<06:26,  3.86it/s]

train:  71%|███████▏  | 2508/3515 [12:37<04:20,  3.86it/s]
overall:  63%|██████▎   | 2509/4000 [12:40<06:21,  3.91it/s]

train:  71%|███████▏  | 2509/3515 [12:37<04:17,  3.91it/s]
overall:  63%|██████▎   | 2510/4000 [12:40<06:01,  4.12it/s]

train:  71%|███████▏  | 2510/3515 [12:37<04:03,  4.12it/s]
overall:  63%|██████▎   | 2511/4000 [12:40<05:47,  4.29it/s]

train:  71%|███████▏  | 2511/3515 [12:37<03:54,  4.29it/s]
overall:  63%|██████▎   | 2512/4000 [12:40<05:23,  4.60it/s]

train:  71%|███████▏  | 2512/3515 [12:38<03:38,  4.60it/s]
overall:  63%|██████▎   | 2513/4000 [12:41<05:23,  4.59it/s]

train:  71%|███████▏  | 2513/3515 [12:38<03:38,  4.59it/s]
overall:  63%|██████▎   | 2514/4000 [12:41<05:16,  4.70it/s]

train:  72%|███████▏  | 2514/3515 [12:38<03:33,  4.70it/s]
overall:  63%|██████▎   | 2515/4000 [12:41<05:15,  4.70it/s]

train:  72%|███████▏  | 2515/3515 [12:38<03:32,  4.70it/s]
overall:  63%|██████▎   | 2516/4000 [12:41<05:14,  4.71it/s]

train:  72%|███████▏  | 2516/3515 [12:39<03:32,  4.71it/s]
overall:  63%|██████▎   | 2517/4000 [12:41<05:12,  4.74it/s]

train:  72%|███████▏  | 2517/3515 [12:39<03:30,  4.74it/s]
overall:  63%|██████▎   | 2518/4000 [12:42<05:17,  4.67it/s]

train:  72%|███████▏  | 2518/3515 [12:39<03:33,  4.67it/s]
overall:  63%|██████▎   | 2519/4000 [12:42<05:19,  4.63it/s]

train:  72%|███████▏  | 2519/3515 [12:39<03:35,  4.63it/s]
overall:  63%|██████▎   | 2520/4000 [12:42<05:22,  4.60it/s]

train:  72%|███████▏  | 2520/3515 [12:39<03:36,  4.60it/s]
overall:  63%|██████▎   | 2521/4000 [12:42<05:26,  4.54it/s]

train:  72%|███████▏  | 2521/3515 [12:40<03:39,  4.54it/s]
overall:  63%|██████▎   | 2522/4000 [12:43<05:21,  4.59it/s]

train:  72%|███████▏  | 2522/3515 [12:40<03:36,  4.59it/s]
overall:  63%|██████▎   | 2523/4000 [12:43<05:28,  4.49it/s]

train:  72%|███████▏  | 2523/3515 [12:40<03:40,  4.49it/s]
overall:  63%|██████▎   | 2524/4000 [12:43<05:23,  4.56it/s]

train:  72%|███████▏  | 2524/3515 [12:40<03:37,  4.56it/s]
overall:  63%|██████▎   | 2525/4000 [12:43<05:15,  4.67it/s]

train:  72%|███████▏  | 2525/3515 [12:40<03:31,  4.67it/s]
overall:  63%|██████▎   | 2526/4000 [12:43<05:18,  4.63it/s]

train:  72%|███████▏  | 2526/3515 [12:41<03:33,  4.63it/s]
overall:  63%|██████▎   | 2527/4000 [12:44<05:03,  4.86it/s]

train:  72%|███████▏  | 2527/3515 [12:41<03:23,  4.86it/s]
overall:  63%|██████▎   | 2528/4000 [12:44<04:58,  4.94it/s]

train:  72%|███████▏  | 2528/3515 [12:41<03:19,  4.94it/s]
overall:  63%|██████▎   | 2529/4000 [12:44<04:57,  4.95it/s]

train:  72%|███████▏  | 2529/3515 [12:41<03:19,  4.95it/s]
overall:  63%|██████▎   | 2530/4000 [12:45<07:28,  3.28it/s]

train:  72%|███████▏  | 2530/3515 [12:42<05:00,  3.28it/s]
overall:  63%|██████▎   | 2531/4000 [12:45<06:45,  3.63it/s]

train:  72%|███████▏  | 2531/3515 [12:42<04:31,  3.63it/s]
overall:  63%|██████▎   | 2532/4000 [12:45<06:21,  3.84it/s]

train:  72%|███████▏  | 2532/3515 [12:42<04:15,  3.84it/s]
overall:  63%|██████▎   | 2533/4000 [12:45<06:18,  3.87it/s]

train:  72%|███████▏  | 2533/3515 [12:42<04:13,  3.87it/s]
overall:  63%|██████▎   | 2534/4000 [12:45<05:50,  4.18it/s]

train:  72%|███████▏  | 2534/3515 [12:43<03:54,  4.18it/s]
overall:  63%|██████▎   | 2535/4000 [12:46<05:33,  4.39it/s]

train:  72%|███████▏  | 2535/3515 [12:43<03:43,  4.39it/s]
overall:  63%|██████▎   | 2536/4000 [12:46<05:31,  4.41it/s]

train:  72%|███████▏  | 2536/3515 [12:43<03:41,  4.41it/s]
overall:  63%|██████▎   | 2537/4000 [12:46<05:17,  4.60it/s]

train:  72%|███████▏  | 2537/3515 [12:43<03:32,  4.60it/s]
overall:  63%|██████▎   | 2538/4000 [12:46<05:16,  4.62it/s]

train:  72%|███████▏  | 2538/3515 [12:44<03:31,  4.62it/s]
overall:  63%|██████▎   | 2539/4000 [12:46<05:15,  4.63it/s]

train:  72%|███████▏  | 2539/3515 [12:44<03:30,  4.63it/s]
overall:  64%|██████▎   | 2540/4000 [12:47<05:16,  4.62it/s]

train:  72%|███████▏  | 2540/3515 [12:44<03:31,  4.62it/s]
overall:  64%|██████▎   | 2541/4000 [12:47<05:15,  4.62it/s]

train:  72%|███████▏  | 2541/3515 [12:44<03:30,  4.62it/s]
overall:  64%|██████▎   | 2542/4000 [12:47<05:06,  4.75it/s]

train:  72%|███████▏  | 2542/3515 [12:44<03:24,  4.75it/s]
overall:  64%|██████▎   | 2543/4000 [12:47<05:05,  4.76it/s]

train:  72%|███████▏  | 2543/3515 [12:45<03:24,  4.76it/s]
overall:  64%|██████▎   | 2544/4000 [12:48<05:04,  4.78it/s]

train:  72%|███████▏  | 2544/3515 [12:45<03:23,  4.78it/s]
overall:  64%|██████▎   | 2546/4000 [12:48<04:19,  5.60it/s]

train:  72%|███████▏  | 2546/3515 [12:45<02:53,  5.60it/s]
overall:  64%|██████▎   | 2547/4000 [12:48<04:35,  5.27it/s]

train:  72%|███████▏  | 2547/3515 [12:45<03:03,  5.27it/s]
overall:  64%|██████▎   | 2548/4000 [12:48<04:44,  5.11it/s]

train:  72%|███████▏  | 2548/3515 [12:46<03:09,  5.11it/s]
overall:  64%|██████▎   | 2549/4000 [12:48<04:58,  4.86it/s]

train:  73%|███████▎  | 2549/3515 [12:46<03:18,  4.86it/s]
overall:  64%|██████▍   | 2550/4000 [12:49<05:05,  4.74it/s]

train:  73%|███████▎  | 2550/3515 [12:46<03:23,  4.74it/s]
overall:  64%|██████▍   | 2551/4000 [12:49<05:04,  4.76it/s]

train:  73%|███████▎  | 2551/3515 [12:46<03:22,  4.76it/s]
overall:  64%|██████▍   | 2552/4000 [12:49<05:01,  4.80it/s]

train:  73%|███████▎  | 2552/3515 [12:46<03:20,  4.80it/s]
overall:  64%|██████▍   | 2553/4000 [12:49<05:04,  4.75it/s]

train:  73%|███████▎  | 2553/3515 [12:47<03:22,  4.75it/s]
overall:  64%|██████▍   | 2554/4000 [12:50<07:29,  3.22it/s]

train:  73%|███████▎  | 2554/3515 [12:47<04:58,  3.22it/s]
overall:  64%|██████▍   | 2555/4000 [12:50<06:44,  3.57it/s]

train:  73%|███████▎  | 2555/3515 [12:47<04:29,  3.57it/s]
overall:  64%|██████▍   | 2556/4000 [12:50<06:17,  3.82it/s]

train:  73%|███████▎  | 2556/3515 [12:48<04:10,  3.82it/s]
overall:  64%|██████▍   | 2557/4000 [12:51<06:09,  3.91it/s]

train:  73%|███████▎  | 2557/3515 [12:48<04:05,  3.91it/s]
overall:  64%|██████▍   | 2558/4000 [12:51<05:52,  4.09it/s]

train:  73%|███████▎  | 2558/3515 [12:48<03:54,  4.09it/s]
overall:  64%|██████▍   | 2559/4000 [12:51<05:35,  4.29it/s]

train:  73%|███████▎  | 2559/3515 [12:48<03:42,  4.29it/s]
overall:  64%|██████▍   | 2560/4000 [12:51<05:10,  4.64it/s]

train:  73%|███████▎  | 2560/3515 [12:48<03:25,  4.64it/s]
overall:  64%|██████▍   | 2561/4000 [12:51<04:30,  5.31it/s]

train:  73%|███████▎  | 2561/3515 [12:49<02:59,  5.31it/s]
overall:  64%|██████▍   | 2562/4000 [12:51<04:37,  5.18it/s]

train:  73%|███████▎  | 2562/3515 [12:49<03:03,  5.18it/s]
overall:  64%|██████▍   | 2563/4000 [12:52<04:44,  5.05it/s]

train:  73%|███████▎  | 2563/3515 [12:49<03:08,  5.05it/s]
overall:  64%|██████▍   | 2564/4000 [12:52<04:51,  4.93it/s]

train:  73%|███████▎  | 2564/3515 [12:49<03:12,  4.93it/s]
overall:  64%|██████▍   | 2565/4000 [12:52<04:55,  4.86it/s]

train:  73%|███████▎  | 2565/3515 [12:49<03:15,  4.86it/s]
overall:  64%|██████▍   | 2566/4000 [12:52<04:57,  4.83it/s]

train:  73%|███████▎  | 2566/3515 [12:50<03:16,  4.83it/s]
overall:  64%|██████▍   | 2567/4000 [12:53<04:57,  4.82it/s]

train:  73%|███████▎  | 2567/3515 [12:50<03:16,  4.82it/s]
overall:  64%|██████▍   | 2568/4000 [12:53<05:00,  4.77it/s]

train:  73%|███████▎  | 2568/3515 [12:50<03:18,  4.77it/s]
overall:  64%|██████▍   | 2569/4000 [12:53<05:08,  4.64it/s]

train:  73%|███████▎  | 2569/3515 [12:50<03:23,  4.64it/s]
overall:  64%|██████▍   | 2570/4000 [12:53<05:02,  4.72it/s]

train:  73%|███████▎  | 2570/3515 [12:50<03:20,  4.72it/s]
overall:  64%|██████▍   | 2571/4000 [12:53<05:12,  4.58it/s]

train:  73%|███████▎  | 2571/3515 [12:51<03:26,  4.58it/s]
overall:  64%|██████▍   | 2572/4000 [12:54<04:42,  5.06it/s]

train:  73%|███████▎  | 2572/3515 [12:51<03:06,  5.06it/s]
overall:  64%|██████▍   | 2573/4000 [12:54<04:47,  4.97it/s]

train:  73%|███████▎  | 2573/3515 [12:51<03:09,  4.97it/s]
overall:  64%|██████▍   | 2574/4000 [12:54<04:48,  4.95it/s]

train:  73%|███████▎  | 2574/3515 [12:51<03:10,  4.95it/s]
overall:  64%|██████▍   | 2575/4000 [12:54<04:31,  5.25it/s]

train:  73%|███████▎  | 2575/3515 [12:51<02:59,  5.25it/s]
overall:  64%|██████▍   | 2576/4000 [12:54<04:42,  5.05it/s]

train:  73%|███████▎  | 2576/3515 [12:52<03:06,  5.05it/s]
overall:  64%|██████▍   | 2577/4000 [12:55<04:42,  5.04it/s]

train:  73%|███████▎  | 2577/3515 [12:52<03:06,  5.04it/s]
overall:  64%|██████▍   | 2578/4000 [12:55<07:33,  3.14it/s]

train:  73%|███████▎  | 2578/3515 [12:52<04:58,  3.14it/s]
overall:  64%|██████▍   | 2579/4000 [12:55<06:47,  3.49it/s]

train:  73%|███████▎  | 2579/3515 [12:53<04:28,  3.49it/s]
overall:  64%|██████▍   | 2580/4000 [12:56<06:15,  3.78it/s]

train:  73%|███████▎  | 2580/3515 [12:53<04:07,  3.78it/s]
overall:  65%|██████▍   | 2581/4000 [12:56<06:10,  3.83it/s]

train:  73%|███████▎  | 2581/3515 [12:53<04:03,  3.83it/s]
overall:  65%|██████▍   | 2582/4000 [12:56<05:51,  4.04it/s]

train:  73%|███████▎  | 2582/3515 [12:53<03:51,  4.04it/s]
overall:  65%|██████▍   | 2583/4000 [12:56<05:37,  4.20it/s]

train:  73%|███████▎  | 2583/3515 [12:54<03:42,  4.20it/s]
overall:  65%|██████▍   | 2584/4000 [12:57<05:33,  4.25it/s]

train:  74%|███████▎  | 2584/3515 [12:54<03:39,  4.25it/s]
overall:  65%|██████▍   | 2585/4000 [12:57<05:26,  4.33it/s]

train:  74%|███████▎  | 2585/3515 [12:54<03:34,  4.33it/s]
overall:  65%|██████▍   | 2586/4000 [12:57<04:42,  5.01it/s]

train:  74%|███████▎  | 2586/3515 [12:54<03:05,  5.01it/s]
overall:  65%|██████▍   | 2587/4000 [12:57<04:38,  5.07it/s]

train:  74%|███████▎  | 2587/3515 [12:54<03:02,  5.07it/s]
overall:  65%|██████▍   | 2588/4000 [12:57<04:27,  5.28it/s]

train:  74%|███████▎  | 2588/3515 [12:54<02:55,  5.28it/s]
overall:  65%|██████▍   | 2589/4000 [12:57<04:37,  5.09it/s]

train:  74%|███████▎  | 2589/3515 [12:55<03:01,  5.09it/s]
overall:  65%|██████▍   | 2590/4000 [12:58<04:45,  4.94it/s]

train:  74%|███████▎  | 2590/3515 [12:55<03:07,  4.94it/s]
overall:  65%|██████▍   | 2591/4000 [12:58<04:51,  4.84it/s]

train:  74%|███████▎  | 2591/3515 [12:55<03:10,  4.84it/s]
overall:  65%|██████▍   | 2592/4000 [12:58<04:59,  4.71it/s]

train:  74%|███████▎  | 2592/3515 [12:55<03:16,  4.71it/s]
overall:  65%|██████▍   | 2593/4000 [12:58<05:02,  4.65it/s]

train:  74%|███████▍  | 2593/3515 [12:56<03:18,  4.65it/s]
overall:  65%|██████▍   | 2594/4000 [12:59<05:02,  4.65it/s]

train:  74%|███████▍  | 2594/3515 [12:56<03:18,  4.65it/s]
overall:  65%|██████▍   | 2595/4000 [12:59<05:15,  4.46it/s]

train:  74%|███████▍  | 2595/3515 [12:56<03:26,  4.46it/s]
overall:  65%|██████▍   | 2596/4000 [12:59<05:13,  4.48it/s]

train:  74%|███████▍  | 2596/3515 [12:56<03:25,  4.48it/s]
overall:  65%|██████▍   | 2597/4000 [12:59<05:14,  4.47it/s]

train:  74%|███████▍  | 2597/3515 [12:56<03:25,  4.47it/s]
overall:  65%|██████▍   | 2598/4000 [12:59<05:07,  4.55it/s]

train:  74%|███████▍  | 2598/3515 [12:57<03:21,  4.55it/s]
overall:  65%|██████▍   | 2599/4000 [13:00<04:56,  4.73it/s]

train:  74%|███████▍  | 2599/3515 [12:57<03:13,  4.73it/s]
overall:  65%|██████▌   | 2600/4000 [13:00<04:57,  4.71it/s]

train:  74%|███████▍  | 2600/3515 [12:57<03:14,  4.71it/s]
overall:  65%|██████▌   | 2601/4000 [13:00<04:58,  4.68it/s]

train:  74%|███████▍  | 2601/3515 [12:57<03:15,  4.68it/s]
overall:  65%|██████▌   | 2602/4000 [13:01<07:05,  3.28it/s]

train:  74%|███████▍  | 2602/3515 [12:58<04:38,  3.28it/s]
overall:  65%|██████▌   | 2603/4000 [13:01<06:18,  3.69it/s]

train:  74%|███████▍  | 2603/3515 [12:58<04:07,  3.69it/s]
overall:  65%|██████▌   | 2604/4000 [13:01<05:54,  3.94it/s]

train:  74%|███████▍  | 2604/3515 [12:58<03:51,  3.94it/s]
overall:  65%|██████▌   | 2605/4000 [13:01<05:40,  4.10it/s]

train:  74%|███████▍  | 2605/3515 [12:58<03:42,  4.10it/s]
overall:  65%|██████▌   | 2606/4000 [13:01<05:25,  4.28it/s]

train:  74%|███████▍  | 2606/3515 [12:59<03:32,  4.28it/s]
overall:  65%|██████▌   | 2607/4000 [13:02<05:18,  4.37it/s]

train:  74%|███████▍  | 2607/3515 [12:59<03:27,  4.37it/s]
overall:  65%|██████▌   | 2608/4000 [13:02<05:08,  4.51it/s]

train:  74%|███████▍  | 2608/3515 [12:59<03:21,  4.51it/s]
overall:  65%|██████▌   | 2609/4000 [13:02<05:06,  4.54it/s]

train:  74%|███████▍  | 2609/3515 [12:59<03:19,  4.54it/s]
overall:  65%|██████▌   | 2610/4000 [13:02<05:06,  4.54it/s]

train:  74%|███████▍  | 2610/3515 [13:00<03:19,  4.54it/s]
overall:  65%|██████▌   | 2612/4000 [13:03<04:13,  5.47it/s]

train:  74%|███████▍  | 2612/3515 [13:00<02:45,  5.47it/s]
overall:  65%|██████▌   | 2613/4000 [13:03<04:18,  5.36it/s]

train:  74%|███████▍  | 2613/3515 [13:00<02:48,  5.36it/s]
overall:  65%|██████▌   | 2615/4000 [13:03<03:57,  5.84it/s]

train:  74%|███████▍  | 2615/3515 [13:00<02:34,  5.84it/s]
overall:  65%|██████▌   | 2616/4000 [13:03<04:07,  5.60it/s]

train:  74%|███████▍  | 2616/3515 [13:00<02:40,  5.60it/s]
overall:  65%|██████▌   | 2618/4000 [13:04<03:51,  5.96it/s]

train:  74%|███████▍  | 2618/3515 [13:01<02:30,  5.96it/s]
overall:  65%|██████▌   | 2619/4000 [13:04<03:56,  5.84it/s]

train:  75%|███████▍  | 2619/3515 [13:01<02:33,  5.84it/s]
overall:  66%|██████▌   | 2620/4000 [13:04<04:10,  5.51it/s]

train:  75%|███████▍  | 2620/3515 [13:01<02:42,  5.51it/s]
overall:  66%|██████▌   | 2621/4000 [13:04<04:14,  5.42it/s]

train:  75%|███████▍  | 2621/3515 [13:01<02:44,  5.42it/s]
overall:  66%|██████▌   | 2622/4000 [13:04<04:23,  5.22it/s]

train:  75%|███████▍  | 2622/3515 [13:02<02:51,  5.22it/s]
overall:  66%|██████▌   | 2623/4000 [13:05<04:29,  5.12it/s]

train:  75%|███████▍  | 2623/3515 [13:02<02:54,  5.12it/s]
overall:  66%|██████▌   | 2624/4000 [13:05<04:35,  5.00it/s]

train:  75%|███████▍  | 2624/3515 [13:02<02:58,  5.00it/s]
overall:  66%|██████▌   | 2625/4000 [13:05<04:42,  4.86it/s]

train:  75%|███████▍  | 2625/3515 [13:02<03:03,  4.86it/s]
overall:  66%|██████▌   | 2626/4000 [13:05<06:09,  3.72it/s]

train:  75%|███████▍  | 2626/3515 [13:03<03:59,  3.72it/s]
overall:  66%|██████▌   | 2627/4000 [13:06<05:48,  3.95it/s]

train:  75%|███████▍  | 2627/3515 [13:03<03:45,  3.95it/s]
overall:  66%|██████▌   | 2628/4000 [13:06<05:30,  4.16it/s]

train:  75%|███████▍  | 2628/3515 [13:03<03:33,  4.16it/s]
overall:  66%|██████▌   | 2629/4000 [13:06<04:37,  4.94it/s]

train:  75%|███████▍  | 2629/3515 [13:03<02:59,  4.94it/s]
overall:  66%|██████▌   | 2630/4000 [13:06<04:42,  4.84it/s]

train:  75%|███████▍  | 2630/3515 [13:03<03:02,  4.84it/s]
overall:  66%|██████▌   | 2631/4000 [13:06<04:43,  4.83it/s]

train:  75%|███████▍  | 2631/3515 [13:04<03:03,  4.83it/s]
overall:  66%|██████▌   | 2632/4000 [13:07<04:40,  4.88it/s]

train:  75%|███████▍  | 2632/3515 [13:04<03:00,  4.88it/s]
overall:  66%|██████▌   | 2633/4000 [13:07<04:40,  4.87it/s]

train:  75%|███████▍  | 2633/3515 [13:04<03:01,  4.87it/s]
overall:  66%|██████▌   | 2634/4000 [13:07<04:39,  4.89it/s]

train:  75%|███████▍  | 2634/3515 [13:04<03:00,  4.89it/s]
overall:  66%|██████▌   | 2635/4000 [13:07<05:16,  4.31it/s]

train:  75%|███████▍  | 2635/3515 [13:05<03:23,  4.31it/s]
overall:  66%|██████▌   | 2637/4000 [13:08<04:21,  5.21it/s]

train:  75%|███████▌  | 2637/3515 [13:05<02:48,  5.21it/s]
overall:  66%|██████▌   | 2638/4000 [13:08<04:27,  5.08it/s]

train:  75%|███████▌  | 2638/3515 [13:05<02:52,  5.08it/s]
overall:  66%|██████▌   | 2639/4000 [13:08<04:27,  5.08it/s]

train:  75%|███████▌  | 2639/3515 [13:05<02:52,  5.08it/s]
overall:  66%|██████▌   | 2640/4000 [13:08<04:37,  4.90it/s]

train:  75%|███████▌  | 2640/3515 [13:05<02:58,  4.90it/s]
overall:  66%|██████▌   | 2641/4000 [13:08<04:39,  4.86it/s]

train:  75%|███████▌  | 2641/3515 [13:06<02:59,  4.86it/s]
overall:  66%|██████▌   | 2642/4000 [13:09<04:42,  4.80it/s]

train:  75%|███████▌  | 2642/3515 [13:06<03:01,  4.80it/s]
overall:  66%|██████▌   | 2643/4000 [13:09<04:40,  4.84it/s]

train:  75%|███████▌  | 2643/3515 [13:06<03:00,  4.83it/s]
overall:  66%|██████▌   | 2644/4000 [13:09<04:44,  4.76it/s]

train:  75%|███████▌  | 2644/3515 [13:06<03:02,  4.76it/s]
overall:  66%|██████▌   | 2645/4000 [13:09<04:47,  4.72it/s]

train:  75%|███████▌  | 2645/3515 [13:07<03:04,  4.72it/s]
overall:  66%|██████▌   | 2646/4000 [13:09<04:44,  4.75it/s]

train:  75%|███████▌  | 2646/3515 [13:07<03:02,  4.75it/s]
overall:  66%|██████▌   | 2647/4000 [13:10<04:40,  4.82it/s]

train:  75%|███████▌  | 2647/3515 [13:07<03:00,  4.82it/s]
overall:  66%|██████▌   | 2648/4000 [13:10<04:45,  4.74it/s]

train:  75%|███████▌  | 2648/3515 [13:07<03:03,  4.74it/s]
overall:  66%|██████▌   | 2649/4000 [13:10<04:40,  4.82it/s]

train:  75%|███████▌  | 2649/3515 [13:07<02:59,  4.82it/s]
overall:  66%|██████▋   | 2650/4000 [13:11<06:40,  3.37it/s]

train:  75%|███████▌  | 2650/3515 [13:08<04:16,  3.37it/s]
overall:  66%|██████▋   | 2651/4000 [13:11<06:05,  3.69it/s]

train:  75%|███████▌  | 2651/3515 [13:08<03:54,  3.69it/s]
overall:  66%|██████▋   | 2652/4000 [13:11<05:41,  3.95it/s]

train:  75%|███████▌  | 2652/3515 [13:08<03:38,  3.95it/s]
overall:  66%|██████▋   | 2653/4000 [13:11<05:32,  4.05it/s]

train:  75%|███████▌  | 2653/3515 [13:08<03:32,  4.05it/s]
overall:  66%|██████▋   | 2654/4000 [13:11<05:17,  4.24it/s]

train:  76%|███████▌  | 2654/3515 [13:09<03:22,  4.24it/s]
overall:  66%|██████▋   | 2655/4000 [13:12<04:59,  4.50it/s]

train:  76%|███████▌  | 2655/3515 [13:09<03:11,  4.50it/s]
overall:  66%|██████▋   | 2656/4000 [13:12<04:55,  4.54it/s]

train:  76%|███████▌  | 2656/3515 [13:09<03:09,  4.54it/s]
overall:  66%|██████▋   | 2657/4000 [13:12<04:54,  4.55it/s]

train:  76%|███████▌  | 2657/3515 [13:09<03:08,  4.55it/s]
overall:  66%|██████▋   | 2658/4000 [13:12<04:45,  4.71it/s]

train:  76%|███████▌  | 2658/3515 [13:10<03:02,  4.71it/s]
overall:  66%|██████▋   | 2659/4000 [13:13<05:16,  4.23it/s]

train:  76%|███████▌  | 2659/3515 [13:10<03:22,  4.23it/s]
overall:  66%|██████▋   | 2660/4000 [13:13<05:00,  4.46it/s]

train:  76%|███████▌  | 2660/3515 [13:10<03:11,  4.46it/s]
overall:  67%|██████▋   | 2661/4000 [13:13<04:49,  4.62it/s]

train:  76%|███████▌  | 2661/3515 [13:10<03:04,  4.62it/s]
overall:  67%|██████▋   | 2662/4000 [13:13<04:40,  4.78it/s]

train:  76%|███████▌  | 2662/3515 [13:10<02:58,  4.78it/s]
overall:  67%|██████▋   | 2663/4000 [13:13<04:38,  4.81it/s]

train:  76%|███████▌  | 2663/3515 [13:11<02:57,  4.81it/s]
overall:  67%|██████▋   | 2664/4000 [13:14<04:38,  4.80it/s]

train:  76%|███████▌  | 2664/3515 [13:11<02:57,  4.80it/s]
overall:  67%|██████▋   | 2665/4000 [13:14<04:42,  4.73it/s]

train:  76%|███████▌  | 2665/3515 [13:11<02:59,  4.73it/s]
overall:  67%|██████▋   | 2666/4000 [13:14<04:30,  4.94it/s]

train:  76%|███████▌  | 2666/3515 [13:11<02:51,  4.94it/s]
overall:  67%|██████▋   | 2667/4000 [13:14<04:36,  4.82it/s]

train:  76%|███████▌  | 2667/3515 [13:11<02:55,  4.82it/s]
overall:  67%|██████▋   | 2668/4000 [13:14<04:39,  4.77it/s]

train:  76%|███████▌  | 2668/3515 [13:12<02:57,  4.76it/s]
overall:  67%|██████▋   | 2669/4000 [13:15<04:21,  5.09it/s]

train:  76%|███████▌  | 2669/3515 [13:12<02:46,  5.10it/s]
overall:  67%|██████▋   | 2670/4000 [13:15<04:22,  5.07it/s]

train:  76%|███████▌  | 2670/3515 [13:12<02:47,  5.04it/s]
overall:  67%|██████▋   | 2671/4000 [13:15<04:31,  4.90it/s]

train:  76%|███████▌  | 2671/3515 [13:12<02:52,  4.90it/s]
overall:  67%|██████▋   | 2672/4000 [13:15<04:34,  4.83it/s]

train:  76%|███████▌  | 2672/3515 [13:12<02:54,  4.84it/s]
overall:  67%|██████▋   | 2673/4000 [13:15<04:29,  4.93it/s]

train:  76%|███████▌  | 2673/3515 [13:13<02:50,  4.93it/s]
overall:  67%|██████▋   | 2674/4000 [13:16<05:29,  4.02it/s]

train:  76%|███████▌  | 2674/3515 [13:13<03:28,  4.03it/s]
overall:  67%|██████▋   | 2675/4000 [13:16<04:31,  4.88it/s]

train:  76%|███████▌  | 2675/3515 [13:13<02:52,  4.88it/s]
overall:  67%|██████▋   | 2676/4000 [13:16<04:30,  4.89it/s]

train:  76%|███████▌  | 2676/3515 [13:13<02:51,  4.90it/s]
overall:  67%|██████▋   | 2677/4000 [13:16<04:40,  4.72it/s]

train:  76%|███████▌  | 2677/3515 [13:14<02:57,  4.72it/s]
overall:  67%|██████▋   | 2678/4000 [13:17<04:41,  4.70it/s]

train:  76%|███████▌  | 2678/3515 [13:14<02:58,  4.70it/s]
overall:  67%|██████▋   | 2679/4000 [13:17<04:43,  4.66it/s]

train:  76%|███████▌  | 2679/3515 [13:14<02:59,  4.66it/s]
overall:  67%|██████▋   | 2680/4000 [13:17<04:47,  4.59it/s]

train:  76%|███████▌  | 2680/3515 [13:14<03:01,  4.59it/s]
overall:  67%|██████▋   | 2681/4000 [13:17<04:45,  4.61it/s]

train:  76%|███████▋  | 2681/3515 [13:14<03:00,  4.62it/s]
overall:  67%|██████▋   | 2682/4000 [13:17<04:41,  4.68it/s]

train:  76%|███████▋  | 2682/3515 [13:15<02:58,  4.68it/s]
overall:  67%|██████▋   | 2683/4000 [13:18<05:11,  4.22it/s]

train:  76%|███████▋  | 2683/3515 [13:15<03:16,  4.22it/s]
overall:  67%|██████▋   | 2684/4000 [13:18<05:04,  4.32it/s]

train:  76%|███████▋  | 2684/3515 [13:15<03:12,  4.32it/s]
overall:  67%|██████▋   | 2685/4000 [13:18<05:01,  4.36it/s]

train:  76%|███████▋  | 2685/3515 [13:15<03:10,  4.36it/s]
overall:  67%|██████▋   | 2686/4000 [13:18<04:51,  4.51it/s]

train:  76%|███████▋  | 2686/3515 [13:16<03:03,  4.51it/s]
overall:  67%|██████▋   | 2687/4000 [13:19<04:43,  4.64it/s]

train:  76%|███████▋  | 2687/3515 [13:16<02:58,  4.64it/s]
overall:  67%|██████▋   | 2688/4000 [13:19<04:41,  4.66it/s]

train:  76%|███████▋  | 2688/3515 [13:16<02:57,  4.66it/s]
overall:  67%|██████▋   | 2689/4000 [13:19<04:42,  4.63it/s]

train:  77%|███████▋  | 2689/3515 [13:16<02:58,  4.63it/s]
overall:  67%|██████▋   | 2690/4000 [13:19<04:44,  4.60it/s]

train:  77%|███████▋  | 2690/3515 [13:16<02:59,  4.60it/s]
overall:  67%|██████▋   | 2691/4000 [13:19<04:31,  4.82it/s]

train:  77%|███████▋  | 2691/3515 [13:17<02:50,  4.82it/s]
overall:  67%|██████▋   | 2692/4000 [13:20<04:30,  4.83it/s]

train:  77%|███████▋  | 2692/3515 [13:17<02:50,  4.83it/s]
overall:  67%|██████▋   | 2693/4000 [13:20<03:55,  5.54it/s]

train:  77%|███████▋  | 2693/3515 [13:17<02:28,  5.55it/s]
overall:  67%|██████▋   | 2694/4000 [13:20<04:08,  5.26it/s]

train:  77%|███████▋  | 2694/3515 [13:17<02:36,  5.26it/s]
overall:  67%|██████▋   | 2696/4000 [13:20<03:42,  5.85it/s]

train:  77%|███████▋  | 2696/3515 [13:17<02:19,  5.85it/s]
overall:  67%|██████▋   | 2697/4000 [13:20<03:53,  5.58it/s]

train:  77%|███████▋  | 2697/3515 [13:18<02:26,  5.58it/s]
overall:  67%|██████▋   | 2698/4000 [13:21<05:27,  3.97it/s]

train:  77%|███████▋  | 2698/3515 [13:18<03:25,  3.97it/s]
overall:  67%|██████▋   | 2699/4000 [13:21<04:39,  4.66it/s]

train:  77%|███████▋  | 2699/3515 [13:18<02:55,  4.66it/s]
overall:  68%|██████▊   | 2700/4000 [13:21<04:07,  5.24it/s]

train:  77%|███████▋  | 2700/3515 [13:18<02:35,  5.24it/s]
overall:  68%|██████▊   | 2701/4000 [13:21<04:33,  4.74it/s]

train:  77%|███████▋  | 2701/3515 [13:19<02:51,  4.74it/s]
overall:  68%|██████▊   | 2702/4000 [13:22<04:37,  4.68it/s]

train:  77%|███████▋  | 2702/3515 [13:19<02:53,  4.68it/s]
overall:  68%|██████▊   | 2703/4000 [13:22<04:39,  4.64it/s]

train:  77%|███████▋  | 2703/3515 [13:19<02:54,  4.64it/s]
overall:  68%|██████▊   | 2704/4000 [13:22<04:37,  4.68it/s]

train:  77%|███████▋  | 2704/3515 [13:19<02:53,  4.68it/s]
overall:  68%|██████▊   | 2705/4000 [13:22<04:39,  4.64it/s]

train:  77%|███████▋  | 2705/3515 [13:19<02:54,  4.64it/s]
overall:  68%|██████▊   | 2706/4000 [13:22<04:37,  4.67it/s]

train:  77%|███████▋  | 2706/3515 [13:20<02:53,  4.67it/s]
overall:  68%|██████▊   | 2707/4000 [13:23<05:10,  4.16it/s]

train:  77%|███████▋  | 2707/3515 [13:20<03:14,  4.16it/s]
overall:  68%|██████▊   | 2708/4000 [13:23<05:04,  4.25it/s]

train:  77%|███████▋  | 2708/3515 [13:20<03:10,  4.25it/s]
overall:  68%|██████▊   | 2709/4000 [13:23<04:59,  4.31it/s]

train:  77%|███████▋  | 2709/3515 [13:20<03:06,  4.31it/s]
overall:  68%|██████▊   | 2711/4000 [13:23<03:30,  6.12it/s]

train:  77%|███████▋  | 2711/3515 [13:21<02:11,  6.12it/s]
overall:  68%|██████▊   | 2712/4000 [13:24<03:45,  5.72it/s]

train:  77%|███████▋  | 2712/3515 [13:21<02:20,  5.72it/s]
overall:  68%|██████▊   | 2713/4000 [13:24<03:48,  5.62it/s]

train:  77%|███████▋  | 2713/3515 [13:21<02:22,  5.62it/s]
overall:  68%|██████▊   | 2714/4000 [13:24<03:58,  5.39it/s]

train:  77%|███████▋  | 2714/3515 [13:21<02:28,  5.40it/s]
overall:  68%|██████▊   | 2715/4000 [13:24<04:08,  5.17it/s]

train:  77%|███████▋  | 2715/3515 [13:21<02:34,  5.17it/s]
overall:  68%|██████▊   | 2716/4000 [13:24<03:37,  5.89it/s]

train:  77%|███████▋  | 2716/3515 [13:22<02:15,  5.90it/s]
overall:  68%|██████▊   | 2717/4000 [13:24<03:51,  5.53it/s]

train:  77%|███████▋  | 2717/3515 [13:22<02:24,  5.53it/s]
overall:  68%|██████▊   | 2719/4000 [13:25<03:29,  6.11it/s]

train:  77%|███████▋  | 2719/3515 [13:22<02:10,  6.11it/s]
overall:  68%|██████▊   | 2720/4000 [13:25<03:16,  6.50it/s]

train:  77%|███████▋  | 2720/3515 [13:22<02:02,  6.50it/s]
overall:  68%|██████▊   | 2721/4000 [13:25<03:37,  5.89it/s]

train:  77%|███████▋  | 2721/3515 [13:22<02:14,  5.89it/s]
overall:  68%|██████▊   | 2722/4000 [13:26<05:29,  3.87it/s]

train:  77%|███████▋  | 2722/3515 [13:23<03:24,  3.87it/s]
overall:  68%|██████▊   | 2723/4000 [13:26<05:11,  4.10it/s]

train:  77%|███████▋  | 2723/3515 [13:23<03:13,  4.10it/s]
overall:  68%|██████▊   | 2725/4000 [13:26<04:26,  4.79it/s]

train:  78%|███████▊  | 2725/3515 [13:23<02:45,  4.79it/s]
overall:  68%|██████▊   | 2726/4000 [13:26<04:26,  4.78it/s]

train:  78%|███████▊  | 2726/3515 [13:24<02:45,  4.78it/s]
overall:  68%|██████▊   | 2727/4000 [13:27<04:28,  4.75it/s]

train:  78%|███████▊  | 2727/3515 [13:24<02:46,  4.75it/s]
overall:  68%|██████▊   | 2728/4000 [13:27<04:16,  4.96it/s]

train:  78%|███████▊  | 2728/3515 [13:24<02:38,  4.96it/s]
overall:  68%|██████▊   | 2729/4000 [13:27<04:17,  4.94it/s]

train:  78%|███████▊  | 2729/3515 [13:24<02:38,  4.94it/s]
overall:  68%|██████▊   | 2730/4000 [13:27<04:21,  4.85it/s]

train:  78%|███████▊  | 2730/3515 [13:24<02:41,  4.85it/s]
overall:  68%|██████▊   | 2731/4000 [13:27<04:16,  4.95it/s]

train:  78%|███████▊  | 2731/3515 [13:25<02:38,  4.95it/s]
overall:  68%|██████▊   | 2732/4000 [13:28<04:20,  4.87it/s]

train:  78%|███████▊  | 2732/3515 [13:25<02:40,  4.87it/s]
overall:  68%|██████▊   | 2733/4000 [13:28<04:22,  4.83it/s]

train:  78%|███████▊  | 2733/3515 [13:25<02:41,  4.83it/s]
overall:  68%|██████▊   | 2734/4000 [13:28<04:19,  4.89it/s]

train:  78%|███████▊  | 2734/3515 [13:25<02:39,  4.89it/s]
overall:  68%|██████▊   | 2735/4000 [13:28<04:24,  4.79it/s]

train:  78%|███████▊  | 2735/3515 [13:25<02:43,  4.79it/s]
overall:  68%|██████▊   | 2736/4000 [13:28<04:28,  4.71it/s]

train:  78%|███████▊  | 2736/3515 [13:26<02:45,  4.71it/s]
overall:  68%|██████▊   | 2737/4000 [13:29<03:56,  5.35it/s]

train:  78%|███████▊  | 2737/3515 [13:26<02:25,  5.35it/s]
overall:  68%|██████▊   | 2738/4000 [13:29<04:05,  5.15it/s]

train:  78%|███████▊  | 2738/3515 [13:26<02:30,  5.15it/s]
overall:  68%|██████▊   | 2739/4000 [13:29<04:12,  4.98it/s]

train:  78%|███████▊  | 2739/3515 [13:26<02:35,  4.98it/s]
overall:  68%|██████▊   | 2740/4000 [13:29<04:23,  4.77it/s]

train:  78%|███████▊  | 2740/3515 [13:26<02:42,  4.77it/s]
overall:  69%|██████▊   | 2741/4000 [13:29<04:24,  4.76it/s]

train:  78%|███████▊  | 2741/3515 [13:27<02:42,  4.76it/s]
overall:  69%|██████▊   | 2742/4000 [13:30<04:22,  4.79it/s]

train:  78%|███████▊  | 2742/3515 [13:27<02:41,  4.79it/s]
overall:  69%|██████▊   | 2743/4000 [13:30<04:23,  4.77it/s]

train:  78%|███████▊  | 2743/3515 [13:27<02:41,  4.77it/s]
overall:  69%|██████▊   | 2744/4000 [13:30<04:20,  4.83it/s]

train:  78%|███████▊  | 2744/3515 [13:27<02:39,  4.83it/s]
overall:  69%|██████▊   | 2745/4000 [13:30<04:21,  4.79it/s]

train:  78%|███████▊  | 2745/3515 [13:27<02:40,  4.79it/s]
overall:  69%|██████▊   | 2746/4000 [13:31<05:40,  3.68it/s]

train:  78%|███████▊  | 2746/3515 [13:28<03:28,  3.68it/s]
overall:  69%|██████▊   | 2747/4000 [13:31<05:15,  3.97it/s]

train:  78%|███████▊  | 2747/3515 [13:28<03:13,  3.97it/s]
overall:  69%|██████▊   | 2748/4000 [13:31<04:56,  4.22it/s]

train:  78%|███████▊  | 2748/3515 [13:28<03:01,  4.22it/s]
overall:  69%|██████▊   | 2749/4000 [13:31<05:12,  4.01it/s]

train:  78%|███████▊  | 2749/3515 [13:29<03:11,  4.01it/s]
overall:  69%|██████▉   | 2750/4000 [13:32<04:41,  4.44it/s]

train:  78%|███████▊  | 2750/3515 [13:29<02:52,  4.44it/s]
overall:  69%|██████▉   | 2751/4000 [13:32<04:34,  4.55it/s]

train:  78%|███████▊  | 2751/3515 [13:29<02:47,  4.55it/s]
overall:  69%|██████▉   | 2752/4000 [13:32<04:35,  4.52it/s]

train:  78%|███████▊  | 2752/3515 [13:29<02:48,  4.52it/s]
overall:  69%|██████▉   | 2753/4000 [13:32<04:31,  4.60it/s]

train:  78%|███████▊  | 2753/3515 [13:29<02:45,  4.60it/s]
overall:  69%|██████▉   | 2754/4000 [13:32<04:29,  4.62it/s]

train:  78%|███████▊  | 2754/3515 [13:30<02:44,  4.62it/s]
overall:  69%|██████▉   | 2755/4000 [13:33<04:51,  4.26it/s]

train:  78%|███████▊  | 2755/3515 [13:30<02:58,  4.26it/s]
overall:  69%|██████▉   | 2756/4000 [13:33<04:47,  4.32it/s]

train:  78%|███████▊  | 2756/3515 [13:30<02:55,  4.32it/s]
overall:  69%|██████▉   | 2757/4000 [13:33<04:40,  4.43it/s]

train:  78%|███████▊  | 2757/3515 [13:30<02:51,  4.43it/s]
overall:  69%|██████▉   | 2758/4000 [13:33<04:39,  4.45it/s]

train:  78%|███████▊  | 2758/3515 [13:31<02:50,  4.45it/s]
overall:  69%|██████▉   | 2759/4000 [13:34<04:36,  4.49it/s]

train:  78%|███████▊  | 2759/3515 [13:31<02:48,  4.49it/s]
overall:  69%|██████▉   | 2760/4000 [13:34<04:39,  4.44it/s]

train:  79%|███████▊  | 2760/3515 [13:31<02:49,  4.44it/s]
overall:  69%|██████▉   | 2761/4000 [13:34<04:33,  4.53it/s]

train:  79%|███████▊  | 2761/3515 [13:31<02:46,  4.53it/s]
overall:  69%|██████▉   | 2762/4000 [13:34<04:29,  4.60it/s]

train:  79%|███████▊  | 2762/3515 [13:31<02:43,  4.60it/s]
overall:  69%|██████▉   | 2763/4000 [13:34<04:21,  4.73it/s]

train:  79%|███████▊  | 2763/3515 [13:32<02:38,  4.73it/s]
overall:  69%|██████▉   | 2764/4000 [13:35<04:22,  4.70it/s]

train:  79%|███████▊  | 2764/3515 [13:32<02:39,  4.70it/s]
overall:  69%|██████▉   | 2766/4000 [13:35<03:25,  5.99it/s]

train:  79%|███████▊  | 2766/3515 [13:32<02:05,  5.99it/s]
overall:  69%|██████▉   | 2767/4000 [13:35<03:36,  5.69it/s]

train:  79%|███████▊  | 2767/3515 [13:32<02:11,  5.69it/s]
overall:  69%|██████▉   | 2768/4000 [13:35<03:51,  5.32it/s]

train:  79%|███████▊  | 2768/3515 [13:32<02:20,  5.32it/s]
overall:  69%|██████▉   | 2769/4000 [13:35<03:48,  5.39it/s]

train:  79%|███████▉  | 2769/3515 [13:33<02:18,  5.39it/s]
overall:  69%|██████▉   | 2770/4000 [13:36<05:28,  3.74it/s]

train:  79%|███████▉  | 2770/3515 [13:33<03:19,  3.74it/s]
overall:  69%|██████▉   | 2771/4000 [13:36<05:02,  4.06it/s]

train:  79%|███████▉  | 2771/3515 [13:33<03:03,  4.06it/s]
overall:  69%|██████▉   | 2772/4000 [13:36<04:51,  4.21it/s]

train:  79%|███████▉  | 2772/3515 [13:34<02:56,  4.21it/s]
overall:  69%|██████▉   | 2773/4000 [13:37<05:07,  3.99it/s]

train:  79%|███████▉  | 2773/3515 [13:34<03:06,  3.99it/s]
overall:  69%|██████▉   | 2774/4000 [13:37<04:54,  4.17it/s]

train:  79%|███████▉  | 2774/3515 [13:34<02:57,  4.17it/s]
overall:  69%|██████▉   | 2775/4000 [13:37<04:39,  4.38it/s]

train:  79%|███████▉  | 2775/3515 [13:34<02:49,  4.38it/s]
overall:  69%|██████▉   | 2776/4000 [13:37<04:21,  4.68it/s]

train:  79%|███████▉  | 2776/3515 [13:34<02:37,  4.68it/s]
overall:  69%|██████▉   | 2777/4000 [13:37<03:43,  5.48it/s]

train:  79%|███████▉  | 2777/3515 [13:35<02:14,  5.48it/s]
overall:  69%|██████▉   | 2778/4000 [13:38<03:57,  5.14it/s]

train:  79%|███████▉  | 2778/3515 [13:35<02:23,  5.14it/s]
overall:  69%|██████▉   | 2779/4000 [13:38<04:37,  4.40it/s]

train:  79%|███████▉  | 2779/3515 [13:35<02:47,  4.40it/s]
overall:  70%|██████▉   | 2780/4000 [13:38<04:18,  4.71it/s]

train:  79%|███████▉  | 2780/3515 [13:35<02:35,  4.72it/s]
overall:  70%|██████▉   | 2781/4000 [13:38<04:21,  4.67it/s]

train:  79%|███████▉  | 2781/3515 [13:35<02:37,  4.67it/s]
overall:  70%|██████▉   | 2782/4000 [13:38<04:18,  4.72it/s]

train:  79%|███████▉  | 2782/3515 [13:36<02:35,  4.72it/s]
overall:  70%|██████▉   | 2783/4000 [13:39<04:12,  4.83it/s]

train:  79%|███████▉  | 2783/3515 [13:36<02:31,  4.83it/s]
overall:  70%|██████▉   | 2784/4000 [13:39<04:12,  4.81it/s]

train:  79%|███████▉  | 2784/3515 [13:36<02:31,  4.81it/s]
overall:  70%|██████▉   | 2785/4000 [13:39<04:16,  4.74it/s]

train:  79%|███████▉  | 2785/3515 [13:36<02:34,  4.74it/s]
overall:  70%|██████▉   | 2787/4000 [13:39<03:41,  5.49it/s]

train:  79%|███████▉  | 2787/3515 [13:37<02:12,  5.49it/s]
overall:  70%|██████▉   | 2788/4000 [13:40<03:46,  5.35it/s]

train:  79%|███████▉  | 2788/3515 [13:37<02:15,  5.35it/s]
overall:  70%|██████▉   | 2789/4000 [13:40<03:49,  5.27it/s]

train:  79%|███████▉  | 2789/3515 [13:37<02:17,  5.27it/s]
overall:  70%|██████▉   | 2790/4000 [13:40<03:50,  5.26it/s]

train:  79%|███████▉  | 2790/3515 [13:37<02:17,  5.26it/s]
overall:  70%|██████▉   | 2791/4000 [13:40<03:59,  5.05it/s]

train:  79%|███████▉  | 2791/3515 [13:37<02:23,  5.05it/s]
overall:  70%|██████▉   | 2792/4000 [13:40<04:04,  4.94it/s]

train:  79%|███████▉  | 2792/3515 [13:38<02:26,  4.94it/s]
overall:  70%|██████▉   | 2793/4000 [13:41<03:59,  5.04it/s]

train:  79%|███████▉  | 2793/3515 [13:38<02:23,  5.04it/s]
overall:  70%|██████▉   | 2794/4000 [13:41<05:34,  3.60it/s]

train:  79%|███████▉  | 2794/3515 [13:38<03:20,  3.60it/s]
overall:  70%|██████▉   | 2795/4000 [13:41<05:14,  3.83it/s]

train:  80%|███████▉  | 2795/3515 [13:38<03:07,  3.83it/s]
overall:  70%|██████▉   | 2796/4000 [13:41<04:59,  4.02it/s]

train:  80%|███████▉  | 2796/3515 [13:39<02:58,  4.02it/s]
overall:  70%|██████▉   | 2797/4000 [13:42<05:02,  3.98it/s]

train:  80%|███████▉  | 2797/3515 [13:39<03:00,  3.98it/s]
overall:  70%|██████▉   | 2798/4000 [13:42<04:50,  4.14it/s]

train:  80%|███████▉  | 2798/3515 [13:39<02:53,  4.14it/s]
overall:  70%|██████▉   | 2799/4000 [13:42<04:23,  4.55it/s]

train:  80%|███████▉  | 2799/3515 [13:39<02:37,  4.55it/s]
overall:  70%|███████   | 2800/4000 [13:42<04:15,  4.69it/s]

train:  80%|███████▉  | 2800/3515 [13:40<02:32,  4.69it/s]
overall:  70%|███████   | 2801/4000 [13:42<04:07,  4.84it/s]

train:  80%|███████▉  | 2801/3515 [13:40<02:27,  4.84it/s]
overall:  70%|███████   | 2802/4000 [13:43<03:54,  5.10it/s]

train:  80%|███████▉  | 2802/3515 [13:40<02:19,  5.10it/s]
overall:  70%|███████   | 2803/4000 [13:43<04:28,  4.46it/s]

train:  80%|███████▉  | 2803/3515 [13:40<02:39,  4.46it/s]
overall:  70%|███████   | 2804/4000 [13:43<04:23,  4.53it/s]

train:  80%|███████▉  | 2804/3515 [13:40<02:36,  4.53it/s]
overall:  70%|███████   | 2805/4000 [13:43<04:18,  4.62it/s]

train:  80%|███████▉  | 2805/3515 [13:41<02:33,  4.62it/s]
overall:  70%|███████   | 2806/4000 [13:44<04:18,  4.61it/s]

train:  80%|███████▉  | 2806/3515 [13:41<02:33,  4.61it/s]
overall:  70%|███████   | 2807/4000 [13:44<04:10,  4.77it/s]

train:  80%|███████▉  | 2807/3515 [13:41<02:28,  4.77it/s]
overall:  70%|███████   | 2808/4000 [13:44<03:54,  5.08it/s]

train:  80%|███████▉  | 2808/3515 [13:41<02:19,  5.08it/s]
overall:  70%|███████   | 2809/4000 [13:44<03:59,  4.97it/s]

train:  80%|███████▉  | 2809/3515 [13:41<02:22,  4.97it/s]
overall:  70%|███████   | 2810/4000 [13:44<03:58,  4.98it/s]

train:  80%|███████▉  | 2810/3515 [13:42<02:21,  4.98it/s]
overall:  70%|███████   | 2811/4000 [13:45<04:05,  4.85it/s]

train:  80%|███████▉  | 2811/3515 [13:42<02:25,  4.85it/s]
overall:  70%|███████   | 2812/4000 [13:45<04:07,  4.80it/s]

train:  80%|████████  | 2812/3515 [13:42<02:26,  4.80it/s]
overall:  70%|███████   | 2814/4000 [13:45<03:31,  5.60it/s]

train:  80%|████████  | 2814/3515 [13:42<02:05,  5.60it/s]
overall:  70%|███████   | 2815/4000 [13:45<03:42,  5.32it/s]

train:  80%|████████  | 2815/3515 [13:43<02:11,  5.32it/s]
overall:  70%|███████   | 2816/4000 [13:46<03:50,  5.14it/s]

train:  80%|████████  | 2816/3515 [13:43<02:15,  5.14it/s]
overall:  70%|███████   | 2817/4000 [13:46<03:56,  5.00it/s]

train:  80%|████████  | 2817/3515 [13:43<02:19,  5.00it/s]
overall:  70%|███████   | 2818/4000 [13:46<05:17,  3.72it/s]

train:  80%|████████  | 2818/3515 [13:43<03:07,  3.72it/s]
overall:  70%|███████   | 2819/4000 [13:46<05:00,  3.93it/s]

train:  80%|████████  | 2819/3515 [13:44<02:56,  3.93it/s]
overall:  70%|███████   | 2820/4000 [13:47<04:45,  4.14it/s]

train:  80%|████████  | 2820/3515 [13:44<02:47,  4.14it/s]
overall:  71%|███████   | 2821/4000 [13:47<04:51,  4.04it/s]

train:  80%|████████  | 2821/3515 [13:44<02:51,  4.04it/s]
overall:  71%|███████   | 2822/4000 [13:47<04:16,  4.59it/s]

train:  80%|████████  | 2822/3515 [13:44<02:31,  4.59it/s]
overall:  71%|███████   | 2823/4000 [13:47<04:10,  4.70it/s]

train:  80%|████████  | 2823/3515 [13:44<02:27,  4.70it/s]
overall:  71%|███████   | 2824/4000 [13:47<04:07,  4.76it/s]

train:  80%|████████  | 2824/3515 [13:45<02:25,  4.76it/s]
overall:  71%|███████   | 2825/4000 [13:48<03:39,  5.35it/s]

train:  80%|████████  | 2825/3515 [13:45<02:09,  5.35it/s]
overall:  71%|███████   | 2826/4000 [13:48<03:49,  5.12it/s]

train:  80%|████████  | 2826/3515 [13:45<02:14,  5.12it/s]
overall:  71%|███████   | 2827/4000 [13:48<04:17,  4.56it/s]

train:  80%|████████  | 2827/3515 [13:45<02:30,  4.56it/s]
overall:  71%|███████   | 2828/4000 [13:48<04:16,  4.57it/s]

train:  80%|████████  | 2828/3515 [13:45<02:30,  4.57it/s]
overall:  71%|███████   | 2829/4000 [13:48<04:12,  4.64it/s]

train:  80%|████████  | 2829/3515 [13:46<02:27,  4.64it/s]
overall:  71%|███████   | 2830/4000 [13:49<04:05,  4.77it/s]

train:  81%|████████  | 2830/3515 [13:46<02:23,  4.77it/s]
overall:  71%|███████   | 2831/4000 [13:49<03:41,  5.27it/s]

train:  81%|████████  | 2831/3515 [13:46<02:09,  5.27it/s]
overall:  71%|███████   | 2833/4000 [13:49<03:15,  5.97it/s]

train:  81%|████████  | 2833/3515 [13:46<01:54,  5.97it/s]
overall:  71%|███████   | 2834/4000 [13:49<03:29,  5.56it/s]

train:  81%|████████  | 2834/3515 [13:47<02:02,  5.56it/s]
overall:  71%|███████   | 2835/4000 [13:49<03:33,  5.45it/s]

train:  81%|████████  | 2835/3515 [13:47<02:04,  5.46it/s]
overall:  71%|███████   | 2837/4000 [13:50<03:08,  6.17it/s]

train:  81%|████████  | 2837/3515 [13:47<01:49,  6.17it/s]
overall:  71%|███████   | 2838/4000 [13:50<03:21,  5.76it/s]

train:  81%|████████  | 2838/3515 [13:47<01:57,  5.76it/s]
overall:  71%|███████   | 2839/4000 [13:50<03:32,  5.46it/s]

train:  81%|████████  | 2839/3515 [13:47<02:03,  5.46it/s]
overall:  71%|███████   | 2840/4000 [13:50<03:44,  5.17it/s]

train:  81%|████████  | 2840/3515 [13:48<02:10,  5.17it/s]
overall:  71%|███████   | 2841/4000 [13:51<03:47,  5.10it/s]

train:  81%|████████  | 2841/3515 [13:48<02:12,  5.10it/s]
overall:  71%|███████   | 2842/4000 [13:51<04:40,  4.13it/s]

train:  81%|████████  | 2842/3515 [13:48<02:43,  4.13it/s]
overall:  71%|███████   | 2843/4000 [13:51<04:26,  4.34it/s]

train:  81%|████████  | 2843/3515 [13:48<02:34,  4.34it/s]
overall:  71%|███████   | 2844/4000 [13:51<04:19,  4.46it/s]

train:  81%|████████  | 2844/3515 [13:49<02:30,  4.46it/s]
overall:  71%|███████   | 2845/4000 [13:52<04:29,  4.29it/s]

train:  81%|████████  | 2845/3515 [13:49<02:36,  4.29it/s]
overall:  71%|███████   | 2847/4000 [13:52<03:42,  5.18it/s]

train:  81%|████████  | 2847/3515 [13:49<02:09,  5.18it/s]
overall:  71%|███████   | 2848/4000 [13:52<03:47,  5.07it/s]

train:  81%|████████  | 2848/3515 [13:49<02:11,  5.07it/s]
overall:  71%|███████   | 2849/4000 [13:52<03:51,  4.97it/s]

train:  81%|████████  | 2849/3515 [13:50<02:14,  4.97it/s]
overall:  71%|███████▏  | 2850/4000 [13:53<03:57,  4.85it/s]

train:  81%|████████  | 2850/3515 [13:50<02:17,  4.85it/s]
overall:  71%|███████▏  | 2851/4000 [13:53<04:22,  4.38it/s]

train:  81%|████████  | 2851/3515 [13:50<02:31,  4.38it/s]
overall:  71%|███████▏  | 2852/4000 [13:53<04:13,  4.53it/s]

train:  81%|████████  | 2852/3515 [13:50<02:26,  4.53it/s]
overall:  71%|███████▏  | 2853/4000 [13:53<04:04,  4.70it/s]

train:  81%|████████  | 2853/3515 [13:50<02:20,  4.70it/s]
overall:  71%|███████▏  | 2854/4000 [13:53<04:06,  4.65it/s]

train:  81%|████████  | 2854/3515 [13:51<02:21,  4.65it/s]
overall:  71%|███████▏  | 2855/4000 [13:54<04:01,  4.74it/s]

train:  81%|████████  | 2855/3515 [13:51<02:19,  4.74it/s]
overall:  71%|███████▏  | 2856/4000 [13:54<04:03,  4.69it/s]

train:  81%|████████▏ | 2856/3515 [13:51<02:20,  4.69it/s]
overall:  71%|███████▏  | 2857/4000 [13:54<03:56,  4.83it/s]

train:  81%|████████▏ | 2857/3515 [13:51<02:16,  4.83it/s]
overall:  71%|███████▏  | 2858/4000 [13:54<03:58,  4.78it/s]

train:  81%|████████▏ | 2858/3515 [13:52<02:17,  4.78it/s]
overall:  71%|███████▏  | 2859/4000 [13:55<03:58,  4.78it/s]

train:  81%|████████▏ | 2859/3515 [13:52<02:17,  4.78it/s]
overall:  72%|███████▏  | 2860/4000 [13:55<03:48,  4.99it/s]

train:  81%|████████▏ | 2860/3515 [13:52<02:11,  4.99it/s]
overall:  72%|███████▏  | 2861/4000 [13:55<03:57,  4.79it/s]

train:  81%|████████▏ | 2861/3515 [13:52<02:16,  4.79it/s]
overall:  72%|███████▏  | 2862/4000 [13:55<03:59,  4.74it/s]

train:  81%|████████▏ | 2862/3515 [13:52<02:17,  4.74it/s]
overall:  72%|███████▏  | 2863/4000 [13:55<04:05,  4.63it/s]

train:  81%|████████▏ | 2863/3515 [13:53<02:20,  4.63it/s]
overall:  72%|███████▏  | 2864/4000 [13:56<04:06,  4.61it/s]

train:  81%|████████▏ | 2864/3515 [13:53<02:21,  4.61it/s]
overall:  72%|███████▏  | 2866/4000 [13:56<04:53,  3.86it/s]

train:  82%|████████▏ | 2866/3515 [13:53<02:47,  3.86it/s]
overall:  72%|███████▏  | 2867/4000 [13:56<04:30,  4.19it/s]

train:  82%|████████▏ | 2867/3515 [13:54<02:34,  4.19it/s]
overall:  72%|███████▏  | 2868/4000 [13:57<04:15,  4.43it/s]

train:  82%|████████▏ | 2868/3515 [13:54<02:26,  4.43it/s]
overall:  72%|███████▏  | 2869/4000 [13:57<04:25,  4.27it/s]

train:  82%|████████▏ | 2869/3515 [13:54<02:31,  4.27it/s]
overall:  72%|███████▏  | 2870/4000 [13:57<04:21,  4.32it/s]

train:  82%|████████▏ | 2870/3515 [13:54<02:29,  4.32it/s]
overall:  72%|███████▏  | 2871/4000 [13:57<04:13,  4.46it/s]

train:  82%|████████▏ | 2871/3515 [13:54<02:24,  4.46it/s]
overall:  72%|███████▏  | 2872/4000 [13:57<04:09,  4.53it/s]

train:  82%|████████▏ | 2872/3515 [13:55<02:22,  4.53it/s]
overall:  72%|███████▏  | 2873/4000 [13:58<04:07,  4.56it/s]

train:  82%|████████▏ | 2873/3515 [13:55<02:20,  4.56it/s]
overall:  72%|███████▏  | 2874/4000 [13:58<04:03,  4.63it/s]

train:  82%|████████▏ | 2874/3515 [13:55<02:18,  4.63it/s]
overall:  72%|███████▏  | 2875/4000 [13:58<03:52,  4.85it/s]

train:  82%|████████▏ | 2875/3515 [13:55<02:12,  4.85it/s]
overall:  72%|███████▏  | 2876/4000 [13:58<03:50,  4.88it/s]

train:  82%|████████▏ | 2876/3515 [13:56<02:11,  4.88it/s]
overall:  72%|███████▏  | 2877/4000 [13:58<03:52,  4.82it/s]

train:  82%|████████▏ | 2877/3515 [13:56<02:12,  4.82it/s]
overall:  72%|███████▏  | 2878/4000 [13:59<03:56,  4.75it/s]

train:  82%|████████▏ | 2878/3515 [13:56<02:14,  4.75it/s]
overall:  72%|███████▏  | 2879/4000 [13:59<03:58,  4.70it/s]

train:  82%|████████▏ | 2879/3515 [13:56<02:15,  4.70it/s]
overall:  72%|███████▏  | 2880/4000 [13:59<04:01,  4.64it/s]

train:  82%|████████▏ | 2880/3515 [13:56<02:16,  4.64it/s]
overall:  72%|███████▏  | 2881/4000 [13:59<04:01,  4.64it/s]

train:  82%|████████▏ | 2881/3515 [13:57<02:16,  4.64it/s]
overall:  72%|███████▏  | 2882/4000 [14:00<03:46,  4.94it/s]

train:  82%|████████▏ | 2882/3515 [13:57<02:08,  4.94it/s]
overall:  72%|███████▏  | 2883/4000 [14:00<03:39,  5.08it/s]

train:  82%|████████▏ | 2883/3515 [13:57<02:04,  5.08it/s]
overall:  72%|███████▏  | 2884/4000 [14:00<03:33,  5.24it/s]

train:  82%|████████▏ | 2884/3515 [13:57<02:00,  5.24it/s]
overall:  72%|███████▏  | 2885/4000 [14:00<03:35,  5.17it/s]

train:  82%|████████▏ | 2885/3515 [13:57<02:01,  5.17it/s]
overall:  72%|███████▏  | 2886/4000 [14:00<03:43,  4.99it/s]

train:  82%|████████▏ | 2886/3515 [13:58<02:05,  4.99it/s]
overall:  72%|███████▏  | 2887/4000 [14:00<03:35,  5.15it/s]

train:  82%|████████▏ | 2887/3515 [13:58<02:01,  5.15it/s]
overall:  72%|███████▏  | 2888/4000 [14:01<03:40,  5.05it/s]

train:  82%|████████▏ | 2888/3515 [13:58<02:04,  5.05it/s]
overall:  72%|███████▏  | 2889/4000 [14:01<03:40,  5.04it/s]

train:  82%|████████▏ | 2889/3515 [13:58<02:04,  5.04it/s]
overall:  72%|███████▏  | 2890/4000 [14:01<05:15,  3.52it/s]

train:  82%|████████▏ | 2890/3515 [13:59<02:57,  3.52it/s]
overall:  72%|███████▏  | 2891/4000 [14:02<04:52,  3.79it/s]

train:  82%|████████▏ | 2891/3515 [13:59<02:44,  3.79it/s]
overall:  72%|███████▏  | 2892/4000 [14:02<04:37,  3.99it/s]

train:  82%|████████▏ | 2892/3515 [13:59<02:36,  3.99it/s]
overall:  72%|███████▏  | 2893/4000 [14:02<03:55,  4.70it/s]

train:  82%|████████▏ | 2893/3515 [13:59<02:12,  4.70it/s]
overall:  72%|███████▏  | 2894/4000 [14:02<03:26,  5.35it/s]

train:  82%|████████▏ | 2894/3515 [13:59<01:55,  5.35it/s]
overall:  72%|███████▏  | 2895/4000 [14:02<03:33,  5.18it/s]

train:  82%|████████▏ | 2895/3515 [14:00<01:59,  5.18it/s]
overall:  72%|███████▏  | 2896/4000 [14:02<03:39,  5.03it/s]

train:  82%|████████▏ | 2896/3515 [14:00<02:03,  5.03it/s]
overall:  72%|███████▏  | 2897/4000 [14:03<03:44,  4.92it/s]

train:  82%|████████▏ | 2897/3515 [14:00<02:05,  4.92it/s]
overall:  72%|███████▏  | 2898/4000 [14:03<03:45,  4.88it/s]

train:  82%|████████▏ | 2898/3515 [14:00<02:06,  4.88it/s]
overall:  72%|███████▏  | 2899/4000 [14:03<03:43,  4.93it/s]

train:  82%|████████▏ | 2899/3515 [14:00<02:04,  4.93it/s]
overall:  72%|███████▎  | 2900/4000 [14:03<03:51,  4.75it/s]

train:  83%|████████▎ | 2900/3515 [14:01<02:09,  4.75it/s]
overall:  73%|███████▎  | 2902/4000 [14:04<03:17,  5.55it/s]

train:  83%|████████▎ | 2902/3515 [14:01<01:50,  5.55it/s]
overall:  73%|███████▎  | 2903/4000 [14:04<03:27,  5.29it/s]

train:  83%|████████▎ | 2903/3515 [14:01<01:55,  5.29it/s]
overall:  73%|███████▎  | 2904/4000 [14:04<03:32,  5.16it/s]

train:  83%|████████▎ | 2904/3515 [14:01<01:58,  5.16it/s]
overall:  73%|███████▎  | 2905/4000 [14:04<03:37,  5.04it/s]

train:  83%|████████▎ | 2905/3515 [14:01<02:01,  5.04it/s]
overall:  73%|███████▎  | 2906/4000 [14:04<03:43,  4.89it/s]

train:  83%|████████▎ | 2906/3515 [14:02<02:04,  4.89it/s]
overall:  73%|███████▎  | 2907/4000 [14:05<03:43,  4.89it/s]

train:  83%|████████▎ | 2907/3515 [14:02<02:04,  4.89it/s]
overall:  73%|███████▎  | 2908/4000 [14:05<03:48,  4.78it/s]

train:  83%|████████▎ | 2908/3515 [14:02<02:07,  4.78it/s]
overall:  73%|███████▎  | 2909/4000 [14:05<03:46,  4.83it/s]

train:  83%|████████▎ | 2909/3515 [14:02<02:05,  4.83it/s]
overall:  73%|███████▎  | 2911/4000 [14:05<03:13,  5.62it/s]

train:  83%|████████▎ | 2911/3515 [14:03<01:47,  5.62it/s]
overall:  73%|███████▎  | 2912/4000 [14:06<03:21,  5.41it/s]

train:  83%|████████▎ | 2912/3515 [14:03<01:51,  5.41it/s]
overall:  73%|███████▎  | 2913/4000 [14:06<03:31,  5.13it/s]

train:  83%|████████▎ | 2913/3515 [14:03<01:57,  5.13it/s]
overall:  73%|███████▎  | 2914/4000 [14:06<04:58,  3.64it/s]

train:  83%|████████▎ | 2914/3515 [14:04<02:45,  3.64it/s]
overall:  73%|███████▎  | 2915/4000 [14:07<04:38,  3.89it/s]

train:  83%|████████▎ | 2915/3515 [14:04<02:34,  3.89it/s]
overall:  73%|███████▎  | 2916/4000 [14:07<04:20,  4.16it/s]

train:  83%|████████▎ | 2916/3515 [14:04<02:23,  4.16it/s]
overall:  73%|███████▎  | 2917/4000 [14:07<04:24,  4.09it/s]

train:  83%|████████▎ | 2917/3515 [14:04<02:26,  4.09it/s]
overall:  73%|███████▎  | 2918/4000 [14:07<03:48,  4.74it/s]

train:  83%|████████▎ | 2918/3515 [14:04<02:05,  4.74it/s]
overall:  73%|███████▎  | 2919/4000 [14:07<03:48,  4.74it/s]

train:  83%|████████▎ | 2919/3515 [14:05<02:05,  4.74it/s]
overall:  73%|███████▎  | 2920/4000 [14:08<03:53,  4.63it/s]

train:  83%|████████▎ | 2920/3515 [14:05<02:08,  4.63it/s]
overall:  73%|███████▎  | 2921/4000 [14:08<03:51,  4.65it/s]

train:  83%|████████▎ | 2921/3515 [14:05<02:07,  4.65it/s]
overall:  73%|███████▎  | 2922/4000 [14:08<03:17,  5.46it/s]

train:  83%|████████▎ | 2922/3515 [14:05<01:48,  5.46it/s]
overall:  73%|███████▎  | 2923/4000 [14:08<03:25,  5.25it/s]

train:  83%|████████▎ | 2923/3515 [14:05<01:52,  5.25it/s]
overall:  73%|███████▎  | 2924/4000 [14:08<02:59,  6.01it/s]

train:  83%|████████▎ | 2924/3515 [14:05<01:38,  6.01it/s]
overall:  73%|███████▎  | 2925/4000 [14:08<03:13,  5.55it/s]

train:  83%|████████▎ | 2925/3515 [14:06<01:46,  5.55it/s]
overall:  73%|███████▎  | 2926/4000 [14:09<03:08,  5.69it/s]

train:  83%|████████▎ | 2926/3515 [14:06<01:43,  5.69it/s]
overall:  73%|███████▎  | 2927/4000 [14:09<03:21,  5.31it/s]

train:  83%|████████▎ | 2927/3515 [14:06<01:50,  5.31it/s]
overall:  73%|███████▎  | 2928/4000 [14:09<03:32,  5.05it/s]

train:  83%|████████▎ | 2928/3515 [14:06<01:56,  5.05it/s]
overall:  73%|███████▎  | 2929/4000 [14:09<03:38,  4.90it/s]

train:  83%|████████▎ | 2929/3515 [14:06<01:59,  4.90it/s]
overall:  73%|███████▎  | 2930/4000 [14:09<03:41,  4.82it/s]

train:  83%|████████▎ | 2930/3515 [14:07<02:01,  4.82it/s]
overall:  73%|███████▎  | 2931/4000 [14:10<03:22,  5.27it/s]

train:  83%|████████▎ | 2931/3515 [14:07<01:50,  5.27it/s]
overall:  73%|███████▎  | 2932/4000 [14:10<03:30,  5.06it/s]

train:  83%|████████▎ | 2932/3515 [14:07<01:55,  5.06it/s]
overall:  73%|███████▎  | 2933/4000 [14:10<03:32,  5.01it/s]

train:  83%|████████▎ | 2933/3515 [14:07<01:56,  5.01it/s]
overall:  73%|███████▎  | 2934/4000 [14:10<03:30,  5.06it/s]

train:  83%|████████▎ | 2934/3515 [14:07<01:54,  5.06it/s]
overall:  73%|███████▎  | 2935/4000 [14:10<03:35,  4.95it/s]

train:  83%|████████▎ | 2935/3515 [14:08<01:57,  4.95it/s]
overall:  73%|███████▎  | 2936/4000 [14:11<03:11,  5.55it/s]

train:  84%|████████▎ | 2936/3515 [14:08<01:44,  5.55it/s]
overall:  73%|███████▎  | 2937/4000 [14:11<02:51,  6.21it/s]

train:  84%|████████▎ | 2937/3515 [14:08<01:33,  6.21it/s]
overall:  73%|███████▎  | 2938/4000 [14:11<04:09,  4.25it/s]

train:  84%|████████▎ | 2938/3515 [14:08<02:15,  4.25it/s]
overall:  73%|███████▎  | 2939/4000 [14:11<04:01,  4.39it/s]

train:  84%|████████▎ | 2939/3515 [14:09<02:11,  4.39it/s]
overall:  74%|███████▎  | 2940/4000 [14:11<04:01,  4.39it/s]

train:  84%|████████▎ | 2940/3515 [14:09<02:11,  4.39it/s]
overall:  74%|███████▎  | 2941/4000 [14:12<04:01,  4.38it/s]

train:  84%|████████▎ | 2941/3515 [14:09<02:10,  4.38it/s]
overall:  74%|███████▎  | 2942/4000 [14:12<03:55,  4.49it/s]

train:  84%|████████▎ | 2942/3515 [14:09<02:07,  4.49it/s]
overall:  74%|███████▎  | 2943/4000 [14:12<03:46,  4.66it/s]

train:  84%|████████▎ | 2943/3515 [14:09<02:02,  4.66it/s]
overall:  74%|███████▎  | 2944/4000 [14:12<03:48,  4.62it/s]

train:  84%|████████▍ | 2944/3515 [14:10<02:03,  4.62it/s]
overall:  74%|███████▎  | 2945/4000 [14:13<03:48,  4.62it/s]

train:  84%|████████▍ | 2945/3515 [14:10<02:03,  4.62it/s]
overall:  74%|███████▎  | 2946/4000 [14:13<03:34,  4.92it/s]

train:  84%|████████▍ | 2946/3515 [14:10<01:55,  4.92it/s]
overall:  74%|███████▎  | 2947/4000 [14:13<04:04,  4.31it/s]

train:  84%|████████▍ | 2947/3515 [14:10<02:11,  4.31it/s]
overall:  74%|███████▎  | 2948/4000 [14:13<03:57,  4.42it/s]

train:  84%|████████▍ | 2948/3515 [14:10<02:08,  4.42it/s]
overall:  74%|███████▎  | 2949/4000 [14:13<03:56,  4.44it/s]

train:  84%|████████▍ | 2949/3515 [14:11<02:07,  4.44it/s]
overall:  74%|███████▍  | 2950/4000 [14:14<03:50,  4.55it/s]

train:  84%|████████▍ | 2950/3515 [14:11<02:04,  4.55it/s]
overall:  74%|███████▍  | 2951/4000 [14:14<03:50,  4.56it/s]

train:  84%|████████▍ | 2951/3515 [14:11<02:03,  4.56it/s]
overall:  74%|███████▍  | 2952/4000 [14:14<03:24,  5.13it/s]

train:  84%|████████▍ | 2952/3515 [14:11<01:49,  5.13it/s]
overall:  74%|███████▍  | 2953/4000 [14:14<03:33,  4.91it/s]

train:  84%|████████▍ | 2953/3515 [14:12<01:54,  4.91it/s]
overall:  74%|███████▍  | 2954/4000 [14:14<03:35,  4.85it/s]

train:  84%|████████▍ | 2954/3515 [14:12<01:55,  4.85it/s]
overall:  74%|███████▍  | 2955/4000 [14:15<03:42,  4.69it/s]

train:  84%|████████▍ | 2955/3515 [14:12<01:59,  4.69it/s]
overall:  74%|███████▍  | 2956/4000 [14:15<03:39,  4.76it/s]

train:  84%|████████▍ | 2956/3515 [14:12<01:57,  4.76it/s]
overall:  74%|███████▍  | 2957/4000 [14:15<03:40,  4.72it/s]

train:  84%|████████▍ | 2957/3515 [14:12<01:58,  4.72it/s]
overall:  74%|███████▍  | 2958/4000 [14:15<03:40,  4.73it/s]

train:  84%|████████▍ | 2958/3515 [14:13<01:57,  4.73it/s]
overall:  74%|███████▍  | 2959/4000 [14:16<03:46,  4.59it/s]

train:  84%|████████▍ | 2959/3515 [14:13<02:01,  4.59it/s]
overall:  74%|███████▍  | 2960/4000 [14:16<03:49,  4.53it/s]

train:  84%|████████▍ | 2960/3515 [14:13<02:02,  4.53it/s]
overall:  74%|███████▍  | 2961/4000 [14:16<03:19,  5.20it/s]

train:  84%|████████▍ | 2961/3515 [14:13<01:46,  5.20it/s]
overall:  74%|███████▍  | 2962/4000 [14:16<04:44,  3.65it/s]

train:  84%|████████▍ | 2962/3515 [14:14<02:31,  3.65it/s]
overall:  74%|███████▍  | 2963/4000 [14:17<04:29,  3.85it/s]

train:  84%|████████▍ | 2963/3515 [14:14<02:23,  3.85it/s]
overall:  74%|███████▍  | 2964/4000 [14:17<04:17,  4.02it/s]

train:  84%|████████▍ | 2964/3515 [14:14<02:16,  4.02it/s]
overall:  74%|███████▍  | 2965/4000 [14:17<04:18,  4.00it/s]

train:  84%|████████▍ | 2965/3515 [14:14<02:17,  4.00it/s]
overall:  74%|███████▍  | 2966/4000 [14:17<04:06,  4.20it/s]

train:  84%|████████▍ | 2966/3515 [14:15<02:10,  4.20it/s]
overall:  74%|███████▍  | 2967/4000 [14:18<04:03,  4.24it/s]

train:  84%|████████▍ | 2967/3515 [14:15<02:09,  4.24it/s]
overall:  74%|███████▍  | 2968/4000 [14:18<03:57,  4.35it/s]

train:  84%|████████▍ | 2968/3515 [14:15<02:05,  4.35it/s]
overall:  74%|███████▍  | 2970/4000 [14:18<03:13,  5.31it/s]

train:  84%|████████▍ | 2970/3515 [14:15<01:42,  5.31it/s]
overall:  74%|███████▍  | 2971/4000 [14:18<03:47,  4.53it/s]

train:  85%|████████▍ | 2971/3515 [14:16<02:00,  4.53it/s]
overall:  74%|███████▍  | 2972/4000 [14:19<03:48,  4.51it/s]

train:  85%|████████▍ | 2972/3515 [14:16<02:00,  4.51it/s]
overall:  74%|███████▍  | 2973/4000 [14:19<03:43,  4.59it/s]

train:  85%|████████▍ | 2973/3515 [14:16<01:58,  4.59it/s]
overall:  74%|███████▍  | 2974/4000 [14:19<03:39,  4.68it/s]

train:  85%|████████▍ | 2974/3515 [14:16<01:55,  4.68it/s]
overall:  74%|███████▍  | 2975/4000 [14:19<03:39,  4.67it/s]

train:  85%|████████▍ | 2975/3515 [14:16<01:55,  4.67it/s]
overall:  74%|███████▍  | 2976/4000 [14:19<03:34,  4.77it/s]

train:  85%|████████▍ | 2976/3515 [14:17<01:52,  4.77it/s]
overall:  74%|███████▍  | 2977/4000 [14:20<03:37,  4.70it/s]

train:  85%|████████▍ | 2977/3515 [14:17<01:54,  4.70it/s]
overall:  74%|███████▍  | 2978/4000 [14:20<03:42,  4.59it/s]

train:  85%|████████▍ | 2978/3515 [14:17<01:57,  4.59it/s]
overall:  74%|███████▍  | 2979/4000 [14:20<03:37,  4.69it/s]

train:  85%|████████▍ | 2979/3515 [14:17<01:54,  4.69it/s]
overall:  74%|███████▍  | 2980/4000 [14:20<03:34,  4.77it/s]

train:  85%|████████▍ | 2980/3515 [14:17<01:52,  4.77it/s]
overall:  75%|███████▍  | 2982/4000 [14:20<02:33,  6.61it/s]

train:  85%|████████▍ | 2982/3515 [14:18<01:20,  6.61it/s]
overall:  75%|███████▍  | 2983/4000 [14:21<02:50,  5.95it/s]

train:  85%|████████▍ | 2983/3515 [14:18<01:29,  5.95it/s]
overall:  75%|███████▍  | 2984/4000 [14:21<02:57,  5.73it/s]

train:  85%|████████▍ | 2984/3515 [14:18<01:32,  5.73it/s]
overall:  75%|███████▍  | 2985/4000 [14:21<03:05,  5.48it/s]

train:  85%|████████▍ | 2985/3515 [14:18<01:36,  5.48it/s]
overall:  75%|███████▍  | 2986/4000 [14:22<04:31,  3.74it/s]

train:  85%|████████▍ | 2986/3515 [14:19<02:21,  3.74it/s]
overall:  75%|███████▍  | 2987/4000 [14:22<04:12,  4.01it/s]

train:  85%|████████▍ | 2987/3515 [14:19<02:11,  4.01it/s]
overall:  75%|███████▍  | 2988/4000 [14:22<04:03,  4.15it/s]

train:  85%|████████▌ | 2988/3515 [14:19<02:06,  4.15it/s]
overall:  75%|███████▍  | 2989/4000 [14:22<04:10,  4.03it/s]

train:  85%|████████▌ | 2989/3515 [14:19<02:10,  4.03it/s]
overall:  75%|███████▍  | 2990/4000 [14:22<04:01,  4.18it/s]

train:  85%|████████▌ | 2990/3515 [14:20<02:05,  4.18it/s]
overall:  75%|███████▍  | 2991/4000 [14:23<03:44,  4.49it/s]

train:  85%|████████▌ | 2991/3515 [14:20<01:56,  4.49it/s]
overall:  75%|███████▍  | 2992/4000 [14:23<03:42,  4.52it/s]

train:  85%|████████▌ | 2992/3515 [14:20<01:55,  4.52it/s]
overall:  75%|███████▍  | 2993/4000 [14:23<03:37,  4.62it/s]

train:  85%|████████▌ | 2993/3515 [14:20<01:53,  4.62it/s]
overall:  75%|███████▍  | 2994/4000 [14:23<03:33,  4.71it/s]

train:  85%|████████▌ | 2994/3515 [14:20<01:50,  4.71it/s]
overall:  75%|███████▍  | 2995/4000 [14:24<04:01,  4.16it/s]

train:  85%|████████▌ | 2995/3515 [14:21<02:05,  4.16it/s]
overall:  75%|███████▍  | 2996/4000 [14:24<03:58,  4.22it/s]

train:  85%|████████▌ | 2996/3515 [14:21<02:03,  4.22it/s]
overall:  75%|███████▍  | 2997/4000 [14:24<03:54,  4.28it/s]

train:  85%|████████▌ | 2997/3515 [14:21<02:01,  4.28it/s]
overall:  75%|███████▍  | 2998/4000 [14:24<03:44,  4.46it/s]

train:  85%|████████▌ | 2998/3515 [14:21<01:55,  4.46it/s]
overall:  75%|███████▍  | 2999/4000 [14:24<03:44,  4.47it/s]

train:  85%|████████▌ | 2999/3515 [14:22<01:55,  4.47it/s]dev loss: 2.4913253784179688
dev per: 0.6377367325702393
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 2.192991018295288
train per: 0.5972106297622574
train loss: 2.2054483890533447
train per: 0.6087950214781364
train loss: 2.2435686588287354
train per: 0.6078431372549019
train loss: 2.2611355781555176
train per: 0.6068563608909022
train loss: 2.2243733406066895
train per: 0.6039463181001796
train loss: 2.226041316986084
train per: 0.5987471604598334
train loss: 2.2645907402038574
train per: 0.605971059358803
train loss: 2.272028923034668
train per: 0.6088410991636798
train loss: 2.195225477218628
train per: 0.5968699800418634
train loss: 2.2341761589050293
train per: 0.5973382853605694
train loss: 2.2389400005340576
train per: 0.6049754083962762
train loss: 2.2509727478027344
train per: 0.6075616969202529
train loss: 2.2914016246795654
train per: 0.6148952095808383
train loss: 2.257930278778076
train per: 0.6041247118767439
train loss: 2.205244302749634
train per: 0.6049361702127659
train loss: 2.2599332332611084
train per: 0.6028658897378508
train loss: 2.2678067684173584
train per: 0.606473908535883
train loss: 2.2325994968414307
train per: 0.6026185240116606
train loss: 2.231595993041992
train per: 0.5999286478772744
train loss: 2.242018938064575
train per: 0.602073180165545
train loss: 2.22301983833313
train per: 0.6020043712351405
train loss: 2.2949674129486084
train per: 0.6151035035601452
train loss: 2.295196533203125
train per: 0.6129178162739156
train loss: 2.2461628913879395
train per: 0.6051895369981816
train loss: 2.2165884971618652
train per: 0.6006914665523156
train loss: 2.2222061157226562
train per: 0.6014105985512772
train loss: 2.1950440406799316
train per: 0.5932991759733667
train loss: 2.2127463817596436
train per: 0.6008201832222169
train loss: 2.21268367767334
train per: 0.5979085096892501
train loss: 2.2783985137939453
train per: 0.6079885358142074
train loss: 2.2088968753814697
train per: 0.6020981745325023
train loss: 2.223538398742676
train per: 0.6031602592238775
train loss: 2.230372905731201
train per: 0.6065252854812399
train loss: 2.233147144317627
train per: 0.6059299731822853
train loss: 2.2614293098449707
train per: 0.6039508110936682
train loss: 2.2385616302490234
train per: 0.6078420559201456
train loss: 2.2619576454162598
train per: 0.6085069658488472
train loss: 2.201859712600708
train per: 0.5977632451900294
train loss: 2.236476182937622
train per: 0.6024607551972847
train loss: 2.2140936851501465
train per: 0.6031563414451142
train loss: 2.1881213188171387
train per: 0.5980708994182867
train loss: 2.226881742477417
train per: 0.6043863791384647
train loss: 2.221261978149414
train per: 0.6076588244719203
train loss: 2.2706797122955322
train per: 0.6039791244103102
train loss: 2.224868059158325
train per: 0.6032403333505875
train loss: 2.246293544769287
train per: 0.6065241844769403
train loss: 2.254784107208252
train per: 0.6090377244300988
train loss: 2.281363010406494
train per: 0.6104534033546868
train loss: 2.2312045097351074
train per: 0.605109691752291
train loss: 2.255136728286743
train per: 0.6110316599270145
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:   8%|▊         | 228/2703 [00:00<00:01, 2274.94it/s]


word -> phonemes:  17%|█▋        | 456/2703 [00:00<00:00, 2273.00it/s]


word -> phonemes:  27%|██▋       | 717/2703 [00:00<00:00, 2423.81it/s]


word -> phonemes:  36%|███▌      | 960/2703 [00:00<00:00, 2377.75it/s]


word -> phonemes:  45%|████▍     | 1210/2703 [00:00<00:00, 2419.44it/s]


word -> phonemes:  55%|█████▍    | 1486/2703 [00:00<00:00, 2533.83it/s]


word -> phonemes:  64%|██████▍   | 1740/2703 [00:00<00:00, 2531.68it/s]


word -> phonemes:  75%|███████▍  | 2016/2703 [00:00<00:00, 2602.33it/s]


word -> phonemes:  84%|████████▍ | 2284/2703 [00:00<00:00, 2623.69it/s]


word -> phonemes:  94%|█████████▍| 2547/2703 [00:01<00:00, 2618.94it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2520.90it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:00<39:54,  1.13it/s]


dev:   0%|          | 3/2703 [00:01<12:35,  3.57it/s]


dev:   0%|          | 5/2703 [00:01<07:39,  5.87it/s]


dev:   0%|          | 7/2703 [00:01<05:37,  7.98it/s]


dev:   0%|          | 9/2703 [00:01<04:39,  9.63it/s]


dev:   0%|          | 11/2703 [00:01<03:56, 11.36it/s]


dev:   0%|          | 13/2703 [00:01<03:38, 12.33it/s]


dev:   1%|          | 15/2703 [00:01<03:21, 13.34it/s]


dev:   1%|          | 17/2703 [00:01<03:08, 14.26it/s]


dev:   1%|          | 19/2703 [00:02<02:57, 15.08it/s]


dev:   1%|          | 21/2703 [00:02<02:52, 15.57it/s]


dev:   1%|          | 23/2703 [00:02<02:49, 15.80it/s]


dev:   1%|          | 25/2703 [00:02<02:57, 15.09it/s]


dev:   1%|          | 27/2703 [00:02<02:52, 15.54it/s]


dev:   1%|          | 29/2703 [00:02<02:51, 15.58it/s]


dev:   1%|          | 31/2703 [00:02<02:47, 15.94it/s]


dev:   1%|          | 33/2703 [00:02<02:48, 15.80it/s]


dev:   1%|▏         | 35/2703 [00:03<02:43, 16.34it/s]


dev:   1%|▏         | 37/2703 [00:03<02:48, 15.81it/s]


dev:   1%|▏         | 39/2703 [00:03<02:44, 16.19it/s]


dev:   2%|▏         | 41/2703 [00:03<02:36, 17.02it/s]


dev:   2%|▏         | 43/2703 [00:03<02:33, 17.36it/s]


dev:   2%|▏         | 45/2703 [00:03<02:33, 17.34it/s]


dev:   2%|▏         | 47/2703 [00:03<02:29, 17.75it/s]


dev:   2%|▏         | 49/2703 [00:03<02:37, 16.80it/s]


dev:   2%|▏         | 51/2703 [00:03<02:34, 17.19it/s]


dev:   2%|▏         | 53/2703 [00:04<02:30, 17.63it/s]


dev:   2%|▏         | 55/2703 [00:04<02:35, 17.02it/s]


dev:   2%|▏         | 58/2703 [00:04<02:24, 18.25it/s]


dev:   2%|▏         | 60/2703 [00:04<02:25, 18.22it/s]


dev:   2%|▏         | 63/2703 [00:04<02:16, 19.31it/s]


dev:   2%|▏         | 65/2703 [00:04<02:21, 18.65it/s]


dev:   2%|▏         | 67/2703 [00:04<02:32, 17.30it/s]


dev:   3%|▎         | 69/2703 [00:04<02:26, 17.96it/s]


dev:   3%|▎         | 71/2703 [00:05<02:31, 17.37it/s]


dev:   3%|▎         | 73/2703 [00:05<02:30, 17.45it/s]


dev:   3%|▎         | 75/2703 [00:05<02:26, 17.98it/s]


dev:   3%|▎         | 78/2703 [00:05<02:15, 19.38it/s]


dev:   3%|▎         | 80/2703 [00:05<02:22, 18.47it/s]


dev:   3%|▎         | 82/2703 [00:05<02:26, 17.95it/s]


dev:   3%|▎         | 84/2703 [00:05<02:21, 18.48it/s]


dev:   3%|▎         | 86/2703 [00:05<02:21, 18.53it/s]


dev:   3%|▎         | 89/2703 [00:06<02:14, 19.38it/s]


dev:   3%|▎         | 91/2703 [00:06<02:22, 18.39it/s]


dev:   3%|▎         | 93/2703 [00:06<02:19, 18.69it/s]


dev:   4%|▎         | 95/2703 [00:06<02:20, 18.60it/s]


dev:   4%|▎         | 97/2703 [00:06<02:21, 18.43it/s]


dev:   4%|▎         | 99/2703 [00:06<02:26, 17.76it/s]


dev:   4%|▍         | 102/2703 [00:06<02:15, 19.20it/s]


dev:   4%|▍         | 104/2703 [00:06<02:14, 19.32it/s]


dev:   4%|▍         | 106/2703 [00:06<02:13, 19.44it/s]


dev:   4%|▍         | 108/2703 [00:07<02:16, 19.05it/s]


dev:   4%|▍         | 111/2703 [00:07<02:17, 18.85it/s]


dev:   4%|▍         | 113/2703 [00:07<02:19, 18.59it/s]


dev:   4%|▍         | 115/2703 [00:07<02:20, 18.48it/s]


dev:   4%|▍         | 117/2703 [00:07<02:23, 18.00it/s]


dev:   4%|▍         | 119/2703 [00:07<02:26, 17.66it/s]


dev:   4%|▍         | 121/2703 [00:07<02:21, 18.22it/s]


dev:   5%|▍         | 123/2703 [00:07<02:24, 17.91it/s]


dev:   5%|▍         | 125/2703 [00:07<02:20, 18.36it/s]


dev:   5%|▍         | 127/2703 [00:08<02:26, 17.61it/s]


dev:   5%|▍         | 130/2703 [00:08<02:13, 19.26it/s]


dev:   5%|▍         | 132/2703 [00:08<02:17, 18.75it/s]


dev:   5%|▍         | 134/2703 [00:08<02:20, 18.28it/s]


dev:   5%|▌         | 137/2703 [00:08<02:13, 19.28it/s]


dev:   5%|▌         | 140/2703 [00:08<02:05, 20.39it/s]


dev:   5%|▌         | 143/2703 [00:08<02:03, 20.79it/s]


dev:   5%|▌         | 146/2703 [00:09<02:02, 20.80it/s]


dev:   6%|▌         | 149/2703 [00:09<01:58, 21.50it/s]


dev:   6%|▌         | 152/2703 [00:09<02:07, 20.01it/s]


dev:   6%|▌         | 155/2703 [00:09<02:06, 20.11it/s]


dev:   6%|▌         | 158/2703 [00:09<02:05, 20.20it/s]


dev:   6%|▌         | 161/2703 [00:09<02:10, 19.53it/s]


dev:   6%|▌         | 163/2703 [00:09<02:16, 18.58it/s]


dev:   6%|▌         | 165/2703 [00:10<02:16, 18.66it/s]


dev:   6%|▌         | 167/2703 [00:10<02:16, 18.55it/s]


dev:   6%|▋         | 170/2703 [00:10<02:12, 19.12it/s]


dev:   6%|▋         | 173/2703 [00:10<02:05, 20.11it/s]


dev:   7%|▋         | 176/2703 [00:10<02:07, 19.81it/s]


dev:   7%|▋         | 178/2703 [00:10<02:11, 19.26it/s]


dev:   7%|▋         | 181/2703 [00:10<02:10, 19.39it/s]


dev:   7%|▋         | 183/2703 [00:10<02:10, 19.38it/s]


dev:   7%|▋         | 186/2703 [00:11<02:06, 19.92it/s]


dev:   7%|▋         | 188/2703 [00:11<02:10, 19.30it/s]


dev:   7%|▋         | 190/2703 [00:11<02:10, 19.20it/s]


dev:   7%|▋         | 193/2703 [00:11<02:03, 20.28it/s]


dev:   7%|▋         | 196/2703 [00:11<01:57, 21.31it/s]


dev:   7%|▋         | 199/2703 [00:11<02:08, 19.43it/s]


dev:   7%|▋         | 201/2703 [00:11<02:12, 18.88it/s]


dev:   8%|▊         | 203/2703 [00:11<02:15, 18.50it/s]


dev:   8%|▊         | 206/2703 [00:12<02:10, 19.14it/s]


dev:   8%|▊         | 209/2703 [00:12<02:01, 20.48it/s]


dev:   8%|▊         | 212/2703 [00:12<02:03, 20.12it/s]


dev:   8%|▊         | 215/2703 [00:12<02:11, 18.94it/s]


dev:   8%|▊         | 218/2703 [00:12<02:03, 20.13it/s]


dev:   8%|▊         | 221/2703 [00:12<02:01, 20.48it/s]


dev:   8%|▊         | 224/2703 [00:13<02:06, 19.57it/s]


dev:   8%|▊         | 227/2703 [00:13<02:02, 20.17it/s]


dev:   9%|▊         | 230/2703 [00:13<01:54, 21.50it/s]


dev:   9%|▊         | 233/2703 [00:13<02:02, 20.23it/s]


dev:   9%|▊         | 236/2703 [00:13<02:08, 19.22it/s]


dev:   9%|▉         | 238/2703 [00:13<02:07, 19.28it/s]


dev:   9%|▉         | 241/2703 [00:13<02:00, 20.39it/s]


dev:   9%|▉         | 244/2703 [00:14<02:05, 19.63it/s]


dev:   9%|▉         | 246/2703 [00:14<02:09, 18.96it/s]


dev:   9%|▉         | 249/2703 [00:14<02:02, 20.00it/s]


dev:   9%|▉         | 252/2703 [00:14<02:00, 20.27it/s]


dev:   9%|▉         | 255/2703 [00:14<01:55, 21.15it/s]


dev:  10%|▉         | 258/2703 [00:14<01:58, 20.68it/s]


dev:  10%|▉         | 261/2703 [00:14<02:03, 19.72it/s]


dev:  10%|▉         | 263/2703 [00:14<02:04, 19.67it/s]


dev:  10%|▉         | 265/2703 [00:15<02:05, 19.50it/s]


dev:  10%|▉         | 268/2703 [00:15<02:04, 19.63it/s]


dev:  10%|█         | 271/2703 [00:15<02:04, 19.58it/s]


dev:  10%|█         | 274/2703 [00:15<01:59, 20.27it/s]


dev:  10%|█         | 277/2703 [00:15<01:56, 20.83it/s]


dev:  10%|█         | 280/2703 [00:15<01:55, 20.92it/s]


dev:  10%|█         | 283/2703 [00:15<02:01, 19.93it/s]


dev:  11%|█         | 286/2703 [00:16<02:01, 19.95it/s]


dev:  11%|█         | 289/2703 [00:16<02:02, 19.63it/s]


dev:  11%|█         | 291/2703 [00:16<02:03, 19.45it/s]


dev:  11%|█         | 294/2703 [00:16<02:01, 19.83it/s]


dev:  11%|█         | 297/2703 [00:16<01:53, 21.19it/s]


dev:  11%|█         | 300/2703 [00:16<01:49, 21.85it/s]


dev:  11%|█         | 303/2703 [00:16<01:50, 21.63it/s]


dev:  11%|█▏        | 306/2703 [00:17<01:55, 20.69it/s]


dev:  11%|█▏        | 309/2703 [00:17<02:03, 19.31it/s]


dev:  12%|█▏        | 312/2703 [00:17<01:59, 19.95it/s]


dev:  12%|█▏        | 315/2703 [00:17<01:56, 20.51it/s]


dev:  12%|█▏        | 318/2703 [00:17<01:52, 21.19it/s]


dev:  12%|█▏        | 321/2703 [00:17<01:54, 20.81it/s]


dev:  12%|█▏        | 324/2703 [00:17<01:52, 21.14it/s]


dev:  12%|█▏        | 327/2703 [00:18<01:48, 21.80it/s]


dev:  12%|█▏        | 330/2703 [00:18<01:49, 21.57it/s]


dev:  12%|█▏        | 333/2703 [00:18<01:47, 22.07it/s]


dev:  12%|█▏        | 336/2703 [00:18<01:45, 22.46it/s]


dev:  13%|█▎        | 339/2703 [00:18<01:45, 22.32it/s]


dev:  13%|█▎        | 342/2703 [00:18<01:41, 23.25it/s]


dev:  13%|█▎        | 345/2703 [00:18<01:50, 21.40it/s]


dev:  13%|█▎        | 348/2703 [00:19<01:54, 20.59it/s]


dev:  13%|█▎        | 351/2703 [00:19<01:56, 20.25it/s]


dev:  13%|█▎        | 354/2703 [00:19<01:53, 20.74it/s]


dev:  13%|█▎        | 357/2703 [00:19<01:55, 20.33it/s]


dev:  13%|█▎        | 360/2703 [00:19<02:00, 19.46it/s]


dev:  13%|█▎        | 362/2703 [00:19<02:00, 19.49it/s]


dev:  13%|█▎        | 364/2703 [00:19<02:00, 19.42it/s]


dev:  14%|█▎        | 367/2703 [00:19<01:50, 21.10it/s]


dev:  14%|█▎        | 370/2703 [00:20<01:46, 21.96it/s]


dev:  14%|█▍        | 373/2703 [00:20<01:41, 22.87it/s]


dev:  14%|█▍        | 376/2703 [00:20<01:47, 21.68it/s]


dev:  14%|█▍        | 379/2703 [00:20<01:45, 22.11it/s]


dev:  14%|█▍        | 382/2703 [00:20<01:50, 21.07it/s]


dev:  14%|█▍        | 385/2703 [00:20<01:48, 21.30it/s]


dev:  14%|█▍        | 388/2703 [00:20<01:48, 21.27it/s]


dev:  14%|█▍        | 391/2703 [00:21<01:50, 20.97it/s]


dev:  15%|█▍        | 394/2703 [00:21<01:52, 20.47it/s]


dev:  15%|█▍        | 397/2703 [00:21<01:51, 20.67it/s]


dev:  15%|█▍        | 400/2703 [00:21<01:49, 21.09it/s]


dev:  15%|█▍        | 403/2703 [00:21<01:49, 20.94it/s]


dev:  15%|█▌        | 406/2703 [00:21<01:48, 21.20it/s]


dev:  15%|█▌        | 409/2703 [00:21<01:47, 21.33it/s]


dev:  15%|█▌        | 412/2703 [00:22<01:47, 21.38it/s]


dev:  15%|█▌        | 415/2703 [00:22<01:50, 20.76it/s]


dev:  15%|█▌        | 418/2703 [00:22<01:51, 20.54it/s]


dev:  16%|█▌        | 421/2703 [00:22<01:50, 20.62it/s]


dev:  16%|█▌        | 424/2703 [00:22<01:52, 20.18it/s]


dev:  16%|█▌        | 427/2703 [00:22<01:49, 20.84it/s]


dev:  16%|█▌        | 430/2703 [00:22<01:46, 21.28it/s]


dev:  16%|█▌        | 433/2703 [00:23<01:46, 21.39it/s]


dev:  16%|█▌        | 436/2703 [00:23<01:48, 20.85it/s]


dev:  16%|█▌        | 439/2703 [00:23<01:47, 21.10it/s]


dev:  16%|█▋        | 442/2703 [00:23<01:47, 21.07it/s]


dev:  16%|█▋        | 445/2703 [00:23<01:43, 21.73it/s]


dev:  17%|█▋        | 448/2703 [00:23<01:37, 23.20it/s]


dev:  17%|█▋        | 451/2703 [00:23<01:39, 22.55it/s]


dev:  17%|█▋        | 454/2703 [00:24<01:41, 22.12it/s]


dev:  17%|█▋        | 457/2703 [00:24<01:42, 21.81it/s]


dev:  17%|█▋        | 460/2703 [00:24<01:43, 21.77it/s]


dev:  17%|█▋        | 463/2703 [00:24<01:44, 21.43it/s]


dev:  17%|█▋        | 466/2703 [00:24<01:47, 20.80it/s]


dev:  17%|█▋        | 469/2703 [00:24<01:42, 21.80it/s]


dev:  17%|█▋        | 472/2703 [00:24<01:41, 22.00it/s]


dev:  18%|█▊        | 475/2703 [00:25<01:43, 21.46it/s]


dev:  18%|█▊        | 478/2703 [00:25<01:47, 20.70it/s]


dev:  18%|█▊        | 481/2703 [00:25<01:45, 21.15it/s]


dev:  18%|█▊        | 484/2703 [00:25<01:41, 21.85it/s]


dev:  18%|█▊        | 487/2703 [00:25<01:44, 21.29it/s]


dev:  18%|█▊        | 490/2703 [00:25<01:42, 21.49it/s]


dev:  18%|█▊        | 493/2703 [00:25<01:45, 21.04it/s]


dev:  18%|█▊        | 496/2703 [00:26<01:46, 20.78it/s]


dev:  18%|█▊        | 499/2703 [00:26<01:41, 21.77it/s]


dev:  19%|█▊        | 502/2703 [00:26<01:41, 21.75it/s]


dev:  19%|█▊        | 505/2703 [00:26<01:38, 22.30it/s]


dev:  19%|█▉        | 508/2703 [00:26<01:41, 21.73it/s]


dev:  19%|█▉        | 511/2703 [00:26<01:40, 21.82it/s]


dev:  19%|█▉        | 514/2703 [00:26<01:39, 22.02it/s]


dev:  19%|█▉        | 517/2703 [00:26<01:33, 23.45it/s]


dev:  19%|█▉        | 520/2703 [00:27<01:35, 22.94it/s]


dev:  19%|█▉        | 523/2703 [00:27<01:32, 23.68it/s]


dev:  19%|█▉        | 526/2703 [00:27<01:36, 22.58it/s]


dev:  20%|█▉        | 529/2703 [00:27<01:36, 22.48it/s]


dev:  20%|█▉        | 532/2703 [00:27<01:38, 22.05it/s]


dev:  20%|█▉        | 535/2703 [00:27<01:42, 21.09it/s]


dev:  20%|█▉        | 538/2703 [00:27<01:44, 20.66it/s]


dev:  20%|██        | 541/2703 [00:28<01:42, 21.13it/s]


dev:  20%|██        | 544/2703 [00:28<01:38, 21.89it/s]


dev:  20%|██        | 547/2703 [00:28<01:33, 23.16it/s]


dev:  20%|██        | 550/2703 [00:28<01:36, 22.26it/s]


dev:  20%|██        | 553/2703 [00:28<01:30, 23.74it/s]


dev:  21%|██        | 556/2703 [00:28<01:31, 23.53it/s]


dev:  21%|██        | 559/2703 [00:28<01:40, 21.42it/s]


dev:  21%|██        | 562/2703 [00:28<01:36, 22.21it/s]


dev:  21%|██        | 565/2703 [00:29<01:39, 21.57it/s]


dev:  21%|██        | 568/2703 [00:29<01:41, 21.08it/s]


dev:  21%|██        | 571/2703 [00:29<01:44, 20.41it/s]


dev:  21%|██        | 574/2703 [00:29<01:45, 20.23it/s]


dev:  21%|██▏       | 577/2703 [00:29<01:39, 21.43it/s]


dev:  21%|██▏       | 580/2703 [00:29<01:34, 22.56it/s]


dev:  22%|██▏       | 583/2703 [00:29<01:36, 22.03it/s]


dev:  22%|██▏       | 586/2703 [00:30<01:33, 22.56it/s]


dev:  22%|██▏       | 589/2703 [00:30<01:33, 22.62it/s]


dev:  22%|██▏       | 592/2703 [00:30<01:31, 22.97it/s]


dev:  22%|██▏       | 595/2703 [00:30<01:33, 22.46it/s]


dev:  22%|██▏       | 598/2703 [00:30<01:27, 24.06it/s]


dev:  22%|██▏       | 601/2703 [00:30<01:31, 22.88it/s]


dev:  22%|██▏       | 604/2703 [00:30<01:28, 23.59it/s]


dev:  22%|██▏       | 607/2703 [00:30<01:27, 23.99it/s]


dev:  23%|██▎       | 610/2703 [00:31<01:29, 23.30it/s]


dev:  23%|██▎       | 613/2703 [00:31<01:34, 22.03it/s]


dev:  23%|██▎       | 616/2703 [00:31<01:32, 22.49it/s]


dev:  23%|██▎       | 619/2703 [00:31<01:27, 23.75it/s]


dev:  23%|██▎       | 622/2703 [00:31<01:25, 24.24it/s]


dev:  23%|██▎       | 625/2703 [00:31<01:23, 24.84it/s]


dev:  23%|██▎       | 628/2703 [00:31<01:21, 25.52it/s]


dev:  23%|██▎       | 631/2703 [00:31<01:19, 25.96it/s]


dev:  23%|██▎       | 634/2703 [00:32<01:24, 24.61it/s]


dev:  24%|██▎       | 637/2703 [00:32<01:28, 23.24it/s]


dev:  24%|██▎       | 640/2703 [00:32<01:29, 23.05it/s]


dev:  24%|██▍       | 643/2703 [00:32<01:27, 23.48it/s]


dev:  24%|██▍       | 647/2703 [00:32<01:23, 24.75it/s]


dev:  24%|██▍       | 650/2703 [00:32<01:24, 24.28it/s]


dev:  24%|██▍       | 653/2703 [00:32<01:24, 24.31it/s]


dev:  24%|██▍       | 656/2703 [00:33<01:26, 23.55it/s]


dev:  24%|██▍       | 659/2703 [00:33<01:27, 23.34it/s]


dev:  24%|██▍       | 662/2703 [00:33<01:24, 24.08it/s]


dev:  25%|██▍       | 665/2703 [00:33<01:24, 24.17it/s]


dev:  25%|██▍       | 668/2703 [00:33<01:25, 23.79it/s]


dev:  25%|██▍       | 671/2703 [00:33<01:30, 22.41it/s]


dev:  25%|██▍       | 674/2703 [00:33<01:35, 21.22it/s]


dev:  25%|██▌       | 677/2703 [00:33<01:29, 22.72it/s]


dev:  25%|██▌       | 680/2703 [00:34<01:35, 21.08it/s]


dev:  25%|██▌       | 683/2703 [00:34<01:33, 21.70it/s]


dev:  25%|██▌       | 686/2703 [00:34<01:33, 21.67it/s]


dev:  25%|██▌       | 689/2703 [00:34<01:36, 20.83it/s]


dev:  26%|██▌       | 692/2703 [00:34<01:33, 21.44it/s]


dev:  26%|██▌       | 695/2703 [00:34<01:31, 21.96it/s]


dev:  26%|██▌       | 698/2703 [00:34<01:31, 21.92it/s]


dev:  26%|██▌       | 701/2703 [00:35<01:26, 23.02it/s]


dev:  26%|██▌       | 704/2703 [00:35<01:29, 22.22it/s]


dev:  26%|██▌       | 708/2703 [00:35<01:22, 24.18it/s]


dev:  26%|██▋       | 711/2703 [00:35<01:20, 24.60it/s]


dev:  26%|██▋       | 714/2703 [00:35<01:23, 23.96it/s]


dev:  27%|██▋       | 717/2703 [00:35<01:22, 24.22it/s]


dev:  27%|██▋       | 720/2703 [00:35<01:23, 23.87it/s]


dev:  27%|██▋       | 723/2703 [00:35<01:27, 22.72it/s]


dev:  27%|██▋       | 726/2703 [00:36<01:25, 23.07it/s]


dev:  27%|██▋       | 729/2703 [00:36<01:26, 22.84it/s]


dev:  27%|██▋       | 732/2703 [00:36<01:27, 22.47it/s]


dev:  27%|██▋       | 735/2703 [00:36<01:24, 23.16it/s]


dev:  27%|██▋       | 738/2703 [00:36<01:28, 22.20it/s]


dev:  27%|██▋       | 741/2703 [00:36<01:24, 23.23it/s]


dev:  28%|██▊       | 744/2703 [00:36<01:22, 23.84it/s]


dev:  28%|██▊       | 747/2703 [00:36<01:20, 24.38it/s]


dev:  28%|██▊       | 750/2703 [00:37<01:22, 23.55it/s]


dev:  28%|██▊       | 753/2703 [00:37<01:27, 22.19it/s]


dev:  28%|██▊       | 756/2703 [00:37<01:28, 22.00it/s]


dev:  28%|██▊       | 759/2703 [00:37<01:27, 22.23it/s]


dev:  28%|██▊       | 762/2703 [00:37<01:25, 22.77it/s]


dev:  28%|██▊       | 765/2703 [00:37<01:22, 23.57it/s]


dev:  28%|██▊       | 768/2703 [00:37<01:23, 23.21it/s]


dev:  29%|██▊       | 771/2703 [00:38<01:23, 23.10it/s]


dev:  29%|██▊       | 774/2703 [00:38<01:20, 23.98it/s]


dev:  29%|██▊       | 777/2703 [00:38<01:23, 23.17it/s]


dev:  29%|██▉       | 780/2703 [00:38<01:25, 22.36it/s]


dev:  29%|██▉       | 783/2703 [00:38<01:29, 21.45it/s]


dev:  29%|██▉       | 786/2703 [00:38<01:31, 21.02it/s]


dev:  29%|██▉       | 789/2703 [00:38<01:34, 20.35it/s]


dev:  29%|██▉       | 792/2703 [00:39<01:25, 22.22it/s]


dev:  29%|██▉       | 795/2703 [00:39<01:24, 22.54it/s]


dev:  30%|██▉       | 798/2703 [00:39<01:25, 22.18it/s]


dev:  30%|██▉       | 801/2703 [00:39<01:25, 22.25it/s]


dev:  30%|██▉       | 804/2703 [00:39<01:22, 22.94it/s]


dev:  30%|██▉       | 807/2703 [00:39<01:23, 22.63it/s]


dev:  30%|██▉       | 810/2703 [00:39<01:24, 22.31it/s]


dev:  30%|███       | 813/2703 [00:39<01:21, 23.08it/s]


dev:  30%|███       | 816/2703 [00:40<01:19, 23.82it/s]


dev:  30%|███       | 819/2703 [00:40<01:20, 23.48it/s]


dev:  30%|███       | 822/2703 [00:40<01:19, 23.79it/s]


dev:  31%|███       | 825/2703 [00:40<01:20, 23.19it/s]


dev:  31%|███       | 828/2703 [00:40<01:18, 23.96it/s]


dev:  31%|███       | 831/2703 [00:40<01:19, 23.58it/s]


dev:  31%|███       | 834/2703 [00:40<01:20, 23.10it/s]


dev:  31%|███       | 837/2703 [00:40<01:23, 22.48it/s]


dev:  31%|███       | 840/2703 [00:41<01:18, 23.75it/s]


dev:  31%|███       | 843/2703 [00:41<01:23, 22.40it/s]


dev:  31%|███▏      | 846/2703 [00:41<01:28, 21.01it/s]


dev:  31%|███▏      | 849/2703 [00:41<01:25, 21.66it/s]


dev:  32%|███▏      | 852/2703 [00:41<01:20, 22.90it/s]


dev:  32%|███▏      | 855/2703 [00:41<01:18, 23.50it/s]


dev:  32%|███▏      | 858/2703 [00:41<01:17, 23.86it/s]


dev:  32%|███▏      | 861/2703 [00:42<01:16, 24.00it/s]


dev:  32%|███▏      | 864/2703 [00:42<01:17, 23.64it/s]


dev:  32%|███▏      | 867/2703 [00:42<01:19, 23.18it/s]


dev:  32%|███▏      | 870/2703 [00:42<01:14, 24.53it/s]


dev:  32%|███▏      | 873/2703 [00:42<01:20, 22.79it/s]


dev:  32%|███▏      | 876/2703 [00:42<01:22, 22.22it/s]


dev:  33%|███▎      | 879/2703 [00:42<01:21, 22.48it/s]


dev:  33%|███▎      | 882/2703 [00:42<01:19, 22.77it/s]


dev:  33%|███▎      | 885/2703 [00:43<01:19, 22.86it/s]


dev:  33%|███▎      | 888/2703 [00:43<01:20, 22.59it/s]


dev:  33%|███▎      | 891/2703 [00:43<01:20, 22.57it/s]


dev:  33%|███▎      | 894/2703 [00:43<01:23, 21.70it/s]


dev:  33%|███▎      | 897/2703 [00:43<01:21, 22.06it/s]


dev:  33%|███▎      | 900/2703 [00:43<01:19, 22.65it/s]


dev:  33%|███▎      | 903/2703 [00:43<01:21, 22.06it/s]


dev:  34%|███▎      | 906/2703 [00:44<01:22, 21.72it/s]


dev:  34%|███▎      | 909/2703 [00:44<01:21, 22.01it/s]


dev:  34%|███▎      | 912/2703 [00:44<01:23, 21.45it/s]


dev:  34%|███▍      | 915/2703 [00:44<01:19, 22.56it/s]


dev:  34%|███▍      | 918/2703 [00:44<01:19, 22.47it/s]


dev:  34%|███▍      | 921/2703 [00:44<01:14, 24.00it/s]


dev:  34%|███▍      | 924/2703 [00:44<01:11, 24.86it/s]


dev:  34%|███▍      | 927/2703 [00:44<01:08, 25.92it/s]


dev:  34%|███▍      | 930/2703 [00:45<01:15, 23.50it/s]


dev:  35%|███▍      | 933/2703 [00:45<01:17, 22.94it/s]


dev:  35%|███▍      | 936/2703 [00:45<01:16, 23.18it/s]


dev:  35%|███▍      | 939/2703 [00:45<01:12, 24.24it/s]


dev:  35%|███▍      | 942/2703 [00:45<01:11, 24.78it/s]


dev:  35%|███▍      | 945/2703 [00:45<01:11, 24.58it/s]


dev:  35%|███▌      | 948/2703 [00:45<01:16, 22.96it/s]


dev:  35%|███▌      | 951/2703 [00:45<01:13, 23.90it/s]


dev:  35%|███▌      | 954/2703 [00:46<01:13, 23.68it/s]


dev:  35%|███▌      | 957/2703 [00:46<01:12, 24.17it/s]


dev:  36%|███▌      | 961/2703 [00:46<01:05, 26.47it/s]


dev:  36%|███▌      | 964/2703 [00:46<01:04, 26.92it/s]


dev:  36%|███▌      | 967/2703 [00:46<01:06, 26.01it/s]


dev:  36%|███▌      | 970/2703 [00:46<01:10, 24.73it/s]


dev:  36%|███▌      | 973/2703 [00:46<01:11, 24.32it/s]


dev:  36%|███▌      | 976/2703 [00:46<01:15, 22.84it/s]


dev:  36%|███▌      | 979/2703 [00:47<01:14, 23.18it/s]


dev:  36%|███▋      | 982/2703 [00:47<01:12, 23.66it/s]


dev:  36%|███▋      | 985/2703 [00:47<01:12, 23.66it/s]


dev:  37%|███▋      | 988/2703 [00:47<01:11, 24.12it/s]


dev:  37%|███▋      | 991/2703 [00:47<01:12, 23.51it/s]


dev:  37%|███▋      | 994/2703 [00:47<01:11, 23.82it/s]


dev:  37%|███▋      | 997/2703 [00:47<01:13, 23.19it/s]


dev:  37%|███▋      | 1000/2703 [00:47<01:12, 23.54it/s]


dev:  37%|███▋      | 1003/2703 [00:48<01:08, 24.70it/s]


dev:  37%|███▋      | 1006/2703 [00:48<01:10, 23.99it/s]


dev:  37%|███▋      | 1009/2703 [00:48<01:11, 23.77it/s]


dev:  37%|███▋      | 1012/2703 [00:48<01:13, 23.01it/s]


dev:  38%|███▊      | 1015/2703 [00:48<01:17, 21.84it/s]


dev:  38%|███▊      | 1018/2703 [00:48<01:17, 21.73it/s]


dev:  38%|███▊      | 1021/2703 [00:48<01:12, 23.17it/s]


dev:  38%|███▊      | 1024/2703 [00:48<01:13, 22.92it/s]


dev:  38%|███▊      | 1027/2703 [00:49<01:14, 22.56it/s]


dev:  38%|███▊      | 1030/2703 [00:49<01:14, 22.36it/s]


dev:  38%|███▊      | 1033/2703 [00:49<01:11, 23.45it/s]


dev:  38%|███▊      | 1036/2703 [00:49<01:09, 23.85it/s]


dev:  38%|███▊      | 1039/2703 [00:49<01:10, 23.73it/s]


dev:  39%|███▊      | 1042/2703 [00:49<01:06, 24.82it/s]


dev:  39%|███▊      | 1045/2703 [00:49<01:06, 24.87it/s]


dev:  39%|███▉      | 1048/2703 [00:49<01:06, 24.77it/s]


dev:  39%|███▉      | 1051/2703 [00:50<01:05, 25.20it/s]


dev:  39%|███▉      | 1054/2703 [00:50<01:05, 25.02it/s]


dev:  39%|███▉      | 1057/2703 [00:50<01:08, 24.02it/s]


dev:  39%|███▉      | 1060/2703 [00:50<01:09, 23.74it/s]


dev:  39%|███▉      | 1063/2703 [00:50<01:12, 22.70it/s]


dev:  39%|███▉      | 1066/2703 [00:50<01:11, 22.82it/s]


dev:  40%|███▉      | 1069/2703 [00:50<01:11, 22.77it/s]


dev:  40%|███▉      | 1072/2703 [00:51<01:08, 23.75it/s]


dev:  40%|███▉      | 1075/2703 [00:51<01:10, 23.20it/s]


dev:  40%|███▉      | 1078/2703 [00:51<01:11, 22.79it/s]


dev:  40%|███▉      | 1081/2703 [00:51<01:09, 23.33it/s]


dev:  40%|████      | 1084/2703 [00:51<01:04, 24.97it/s]


dev:  40%|████      | 1087/2703 [00:51<01:06, 24.26it/s]


dev:  40%|████      | 1090/2703 [00:51<01:03, 25.28it/s]


dev:  40%|████      | 1093/2703 [00:51<01:05, 24.71it/s]


dev:  41%|████      | 1096/2703 [00:51<01:05, 24.41it/s]


dev:  41%|████      | 1099/2703 [00:52<01:05, 24.55it/s]


dev:  41%|████      | 1102/2703 [00:52<01:05, 24.45it/s]


dev:  41%|████      | 1105/2703 [00:52<01:03, 25.36it/s]


dev:  41%|████      | 1108/2703 [00:52<01:02, 25.35it/s]


dev:  41%|████      | 1111/2703 [00:52<01:05, 24.18it/s]


dev:  41%|████      | 1114/2703 [00:52<01:03, 24.95it/s]


dev:  41%|████▏     | 1117/2703 [00:52<01:05, 24.17it/s]


dev:  41%|████▏     | 1120/2703 [00:52<01:04, 24.64it/s]


dev:  42%|████▏     | 1123/2703 [00:53<01:02, 25.21it/s]


dev:  42%|████▏     | 1126/2703 [00:53<01:06, 23.57it/s]


dev:  42%|████▏     | 1129/2703 [00:53<01:06, 23.82it/s]


dev:  42%|████▏     | 1132/2703 [00:53<01:05, 24.16it/s]


dev:  42%|████▏     | 1135/2703 [00:53<01:04, 24.27it/s]


dev:  42%|████▏     | 1138/2703 [00:53<01:06, 23.41it/s]


dev:  42%|████▏     | 1141/2703 [00:53<01:05, 23.90it/s]


dev:  42%|████▏     | 1144/2703 [00:53<01:05, 23.63it/s]


dev:  42%|████▏     | 1147/2703 [00:54<01:08, 22.69it/s]


dev:  43%|████▎     | 1150/2703 [00:54<01:09, 22.25it/s]


dev:  43%|████▎     | 1153/2703 [00:54<01:07, 22.85it/s]


dev:  43%|████▎     | 1156/2703 [00:54<01:07, 22.82it/s]


dev:  43%|████▎     | 1159/2703 [00:54<01:04, 23.83it/s]


dev:  43%|████▎     | 1162/2703 [00:54<01:06, 23.21it/s]


dev:  43%|████▎     | 1165/2703 [00:54<01:07, 22.93it/s]


dev:  43%|████▎     | 1168/2703 [00:55<01:08, 22.53it/s]


dev:  43%|████▎     | 1171/2703 [00:55<01:06, 23.07it/s]


dev:  43%|████▎     | 1174/2703 [00:55<01:05, 23.32it/s]


dev:  44%|████▎     | 1177/2703 [00:55<01:03, 23.99it/s]


dev:  44%|████▎     | 1180/2703 [00:55<01:07, 22.69it/s]


dev:  44%|████▍     | 1183/2703 [00:55<01:04, 23.64it/s]


dev:  44%|████▍     | 1186/2703 [00:55<01:02, 24.35it/s]


dev:  44%|████▍     | 1189/2703 [00:55<01:01, 24.52it/s]


dev:  44%|████▍     | 1192/2703 [00:56<01:05, 22.93it/s]


dev:  44%|████▍     | 1195/2703 [00:56<01:04, 23.49it/s]


dev:  44%|████▍     | 1198/2703 [00:56<01:07, 22.41it/s]


dev:  44%|████▍     | 1201/2703 [00:56<01:10, 21.39it/s]


dev:  45%|████▍     | 1204/2703 [00:56<01:09, 21.62it/s]


dev:  45%|████▍     | 1207/2703 [00:56<01:08, 21.96it/s]


dev:  45%|████▍     | 1210/2703 [00:56<01:08, 21.93it/s]


dev:  45%|████▍     | 1213/2703 [00:56<01:03, 23.32it/s]


dev:  45%|████▍     | 1216/2703 [00:57<01:04, 23.07it/s]


dev:  45%|████▌     | 1220/2703 [00:57<01:01, 24.26it/s]


dev:  45%|████▌     | 1223/2703 [00:57<01:01, 24.19it/s]


dev:  45%|████▌     | 1226/2703 [00:57<01:00, 24.36it/s]


dev:  45%|████▌     | 1229/2703 [00:57<01:02, 23.65it/s]


dev:  46%|████▌     | 1232/2703 [00:57<01:03, 23.26it/s]


dev:  46%|████▌     | 1235/2703 [00:57<01:01, 23.83it/s]


dev:  46%|████▌     | 1238/2703 [00:58<01:00, 24.14it/s]


dev:  46%|████▌     | 1241/2703 [00:58<01:02, 23.21it/s]


dev:  46%|████▌     | 1244/2703 [00:58<01:04, 22.78it/s]


dev:  46%|████▌     | 1247/2703 [00:58<01:01, 23.67it/s]


dev:  46%|████▌     | 1250/2703 [00:58<01:02, 23.34it/s]


dev:  46%|████▋     | 1253/2703 [00:58<01:00, 24.14it/s]


dev:  46%|████▋     | 1256/2703 [00:58<01:00, 23.76it/s]


dev:  47%|████▋     | 1259/2703 [00:58<00:58, 24.61it/s]


dev:  47%|████▋     | 1262/2703 [00:59<01:01, 23.39it/s]


dev:  47%|████▋     | 1265/2703 [00:59<01:01, 23.44it/s]


dev:  47%|████▋     | 1268/2703 [00:59<01:01, 23.17it/s]


dev:  47%|████▋     | 1271/2703 [00:59<01:02, 22.85it/s]


dev:  47%|████▋     | 1274/2703 [00:59<01:01, 23.27it/s]


dev:  47%|████▋     | 1277/2703 [00:59<01:00, 23.39it/s]


dev:  47%|████▋     | 1280/2703 [00:59<01:04, 22.23it/s]


dev:  47%|████▋     | 1283/2703 [00:59<01:01, 23.01it/s]


dev:  48%|████▊     | 1286/2703 [01:00<00:59, 23.69it/s]


dev:  48%|████▊     | 1289/2703 [01:00<01:03, 22.23it/s]


dev:  48%|████▊     | 1292/2703 [01:00<01:03, 22.35it/s]


dev:  48%|████▊     | 1295/2703 [01:00<01:00, 23.31it/s]


dev:  48%|████▊     | 1298/2703 [01:00<01:00, 23.14it/s]


dev:  48%|████▊     | 1301/2703 [01:00<00:59, 23.47it/s]


dev:  48%|████▊     | 1304/2703 [01:00<01:00, 23.19it/s]


dev:  48%|████▊     | 1307/2703 [01:00<00:58, 23.77it/s]


dev:  48%|████▊     | 1310/2703 [01:01<00:57, 24.19it/s]


dev:  49%|████▊     | 1313/2703 [01:01<00:54, 25.63it/s]


dev:  49%|████▊     | 1316/2703 [01:01<00:54, 25.28it/s]


dev:  49%|████▉     | 1319/2703 [01:01<00:57, 24.15it/s]


dev:  49%|████▉     | 1322/2703 [01:01<00:54, 25.13it/s]


dev:  49%|████▉     | 1325/2703 [01:01<00:55, 24.88it/s]


dev:  49%|████▉     | 1328/2703 [01:01<00:54, 25.02it/s]


dev:  49%|████▉     | 1331/2703 [01:01<00:52, 25.98it/s]


dev:  49%|████▉     | 1334/2703 [01:02<00:54, 25.26it/s]


dev:  49%|████▉     | 1337/2703 [01:02<00:56, 24.38it/s]


dev:  50%|████▉     | 1341/2703 [01:02<00:52, 25.94it/s]


dev:  50%|████▉     | 1344/2703 [01:02<00:51, 26.61it/s]


dev:  50%|████▉     | 1347/2703 [01:02<00:54, 24.71it/s]


dev:  50%|████▉     | 1350/2703 [01:02<00:52, 25.98it/s]


dev:  50%|█████     | 1353/2703 [01:02<00:54, 24.76it/s]


dev:  50%|█████     | 1356/2703 [01:02<00:54, 24.60it/s]


dev:  50%|█████     | 1359/2703 [01:03<00:55, 24.19it/s]


dev:  50%|█████     | 1362/2703 [01:03<00:56, 23.56it/s]


dev:  50%|█████     | 1365/2703 [01:03<00:55, 24.26it/s]


dev:  51%|█████     | 1368/2703 [01:03<00:56, 23.81it/s]


dev:  51%|█████     | 1371/2703 [01:03<00:58, 22.68it/s]


dev:  51%|█████     | 1374/2703 [01:03<00:58, 22.56it/s]


dev:  51%|█████     | 1377/2703 [01:03<00:59, 22.34it/s]


dev:  51%|█████     | 1380/2703 [01:03<00:56, 23.24it/s]


dev:  51%|█████     | 1384/2703 [01:04<00:52, 25.17it/s]


dev:  51%|█████▏    | 1387/2703 [01:04<00:52, 24.87it/s]


dev:  51%|█████▏    | 1390/2703 [01:04<00:55, 23.55it/s]


dev:  52%|█████▏    | 1393/2703 [01:04<00:54, 23.96it/s]


dev:  52%|█████▏    | 1396/2703 [01:04<00:53, 24.40it/s]


dev:  52%|█████▏    | 1399/2703 [01:04<00:54, 23.93it/s]


dev:  52%|█████▏    | 1402/2703 [01:04<00:52, 24.57it/s]


dev:  52%|█████▏    | 1405/2703 [01:05<00:54, 23.87it/s]


dev:  52%|█████▏    | 1408/2703 [01:05<00:52, 24.63it/s]


dev:  52%|█████▏    | 1411/2703 [01:05<00:51, 25.08it/s]


dev:  52%|█████▏    | 1414/2703 [01:05<00:51, 24.90it/s]


dev:  52%|█████▏    | 1417/2703 [01:05<00:51, 24.74it/s]


dev:  53%|█████▎    | 1420/2703 [01:05<00:51, 25.02it/s]


dev:  53%|█████▎    | 1423/2703 [01:05<00:49, 25.87it/s]


dev:  53%|█████▎    | 1426/2703 [01:05<00:51, 24.78it/s]


dev:  53%|█████▎    | 1429/2703 [01:05<00:50, 25.36it/s]


dev:  53%|█████▎    | 1432/2703 [01:06<00:49, 25.43it/s]


dev:  53%|█████▎    | 1435/2703 [01:06<00:50, 25.28it/s]


dev:  53%|█████▎    | 1438/2703 [01:06<00:51, 24.69it/s]


dev:  53%|█████▎    | 1441/2703 [01:06<00:50, 24.84it/s]


dev:  53%|█████▎    | 1444/2703 [01:06<00:52, 23.92it/s]


dev:  54%|█████▎    | 1447/2703 [01:06<00:51, 24.36it/s]


dev:  54%|█████▎    | 1450/2703 [01:06<00:50, 25.04it/s]


dev:  54%|█████▍    | 1454/2703 [01:06<00:49, 25.05it/s]


dev:  54%|█████▍    | 1457/2703 [01:07<00:49, 25.00it/s]


dev:  54%|█████▍    | 1460/2703 [01:07<00:49, 24.88it/s]


dev:  54%|█████▍    | 1463/2703 [01:07<00:49, 25.06it/s]


dev:  54%|█████▍    | 1466/2703 [01:07<00:51, 24.07it/s]


dev:  54%|█████▍    | 1469/2703 [01:07<00:51, 23.88it/s]


dev:  54%|█████▍    | 1472/2703 [01:07<00:51, 23.73it/s]


dev:  55%|█████▍    | 1475/2703 [01:07<00:50, 24.52it/s]


dev:  55%|█████▍    | 1478/2703 [01:07<00:47, 25.57it/s]


dev:  55%|█████▍    | 1481/2703 [01:08<00:50, 24.33it/s]


dev:  55%|█████▍    | 1484/2703 [01:08<00:51, 23.81it/s]


dev:  55%|█████▌    | 1487/2703 [01:08<00:53, 22.63it/s]


dev:  55%|█████▌    | 1490/2703 [01:08<00:52, 23.04it/s]


dev:  55%|█████▌    | 1493/2703 [01:08<00:51, 23.67it/s]


dev:  55%|█████▌    | 1496/2703 [01:08<00:52, 22.94it/s]


dev:  55%|█████▌    | 1499/2703 [01:08<00:50, 23.72it/s]


dev:  56%|█████▌    | 1502/2703 [01:08<00:50, 23.63it/s]


dev:  56%|█████▌    | 1505/2703 [01:09<00:49, 24.24it/s]


dev:  56%|█████▌    | 1509/2703 [01:09<00:45, 26.52it/s]


dev:  56%|█████▌    | 1512/2703 [01:09<00:45, 26.14it/s]


dev:  56%|█████▌    | 1515/2703 [01:09<00:48, 24.68it/s]


dev:  56%|█████▌    | 1519/2703 [01:09<00:46, 25.25it/s]


dev:  56%|█████▋    | 1522/2703 [01:09<00:44, 26.28it/s]


dev:  56%|█████▋    | 1525/2703 [01:09<00:45, 26.10it/s]


dev:  57%|█████▋    | 1528/2703 [01:09<00:46, 25.29it/s]


dev:  57%|█████▋    | 1531/2703 [01:10<00:48, 24.01it/s]


dev:  57%|█████▋    | 1534/2703 [01:10<00:48, 23.93it/s]


dev:  57%|█████▋    | 1537/2703 [01:10<00:48, 24.13it/s]


dev:  57%|█████▋    | 1540/2703 [01:10<00:47, 24.28it/s]


dev:  57%|█████▋    | 1543/2703 [01:10<00:48, 23.89it/s]


dev:  57%|█████▋    | 1546/2703 [01:10<00:50, 22.85it/s]


dev:  57%|█████▋    | 1549/2703 [01:10<00:48, 23.73it/s]


dev:  57%|█████▋    | 1552/2703 [01:11<00:50, 22.79it/s]


dev:  58%|█████▊    | 1555/2703 [01:11<00:49, 23.36it/s]


dev:  58%|█████▊    | 1558/2703 [01:11<00:45, 24.91it/s]


dev:  58%|█████▊    | 1562/2703 [01:11<00:43, 26.51it/s]


dev:  58%|█████▊    | 1565/2703 [01:11<00:44, 25.67it/s]


dev:  58%|█████▊    | 1568/2703 [01:11<00:45, 24.81it/s]


dev:  58%|█████▊    | 1571/2703 [01:11<00:45, 25.12it/s]


dev:  58%|█████▊    | 1574/2703 [01:11<00:44, 25.46it/s]


dev:  58%|█████▊    | 1577/2703 [01:11<00:45, 24.73it/s]


dev:  58%|█████▊    | 1580/2703 [01:12<00:45, 24.47it/s]


dev:  59%|█████▊    | 1583/2703 [01:12<00:47, 23.82it/s]


dev:  59%|█████▊    | 1586/2703 [01:12<00:46, 24.08it/s]


dev:  59%|█████▉    | 1589/2703 [01:12<00:46, 23.79it/s]


dev:  59%|█████▉    | 1592/2703 [01:12<00:44, 25.00it/s]


dev:  59%|█████▉    | 1595/2703 [01:12<00:43, 25.20it/s]


dev:  59%|█████▉    | 1598/2703 [01:12<00:43, 25.57it/s]


dev:  59%|█████▉    | 1601/2703 [01:12<00:41, 26.45it/s]


dev:  59%|█████▉    | 1604/2703 [01:13<00:43, 25.26it/s]


dev:  59%|█████▉    | 1607/2703 [01:13<00:42, 25.79it/s]


dev:  60%|█████▉    | 1610/2703 [01:13<00:45, 24.27it/s]


dev:  60%|█████▉    | 1613/2703 [01:13<00:43, 24.87it/s]


dev:  60%|█████▉    | 1616/2703 [01:13<00:43, 25.20it/s]


dev:  60%|█████▉    | 1619/2703 [01:13<00:42, 25.26it/s]


dev:  60%|██████    | 1622/2703 [01:13<00:42, 25.42it/s]


dev:  60%|██████    | 1625/2703 [01:13<00:43, 24.59it/s]


dev:  60%|██████    | 1628/2703 [01:14<00:41, 25.78it/s]


dev:  60%|██████    | 1631/2703 [01:14<00:41, 25.63it/s]


dev:  60%|██████    | 1635/2703 [01:14<00:39, 27.13it/s]


dev:  61%|██████    | 1638/2703 [01:14<00:39, 27.12it/s]


dev:  61%|██████    | 1641/2703 [01:14<00:42, 25.15it/s]


dev:  61%|██████    | 1644/2703 [01:14<00:42, 25.04it/s]


dev:  61%|██████    | 1647/2703 [01:14<00:42, 24.86it/s]


dev:  61%|██████    | 1650/2703 [01:14<00:42, 24.78it/s]


dev:  61%|██████    | 1653/2703 [01:14<00:41, 25.39it/s]


dev:  61%|██████▏   | 1656/2703 [01:15<00:40, 26.15it/s]


dev:  61%|██████▏   | 1659/2703 [01:15<00:41, 25.13it/s]


dev:  61%|██████▏   | 1662/2703 [01:15<00:41, 24.86it/s]


dev:  62%|██████▏   | 1665/2703 [01:15<00:40, 25.50it/s]


dev:  62%|██████▏   | 1668/2703 [01:15<00:39, 26.30it/s]


dev:  62%|██████▏   | 1671/2703 [01:15<00:41, 24.90it/s]


dev:  62%|██████▏   | 1674/2703 [01:15<00:44, 23.24it/s]


dev:  62%|██████▏   | 1677/2703 [01:15<00:43, 23.58it/s]


dev:  62%|██████▏   | 1680/2703 [01:16<00:41, 24.62it/s]


dev:  62%|██████▏   | 1683/2703 [01:16<00:42, 24.03it/s]


dev:  62%|██████▏   | 1687/2703 [01:16<00:39, 25.61it/s]


dev:  63%|██████▎   | 1690/2703 [01:16<00:39, 25.67it/s]


dev:  63%|██████▎   | 1693/2703 [01:16<00:39, 25.78it/s]


dev:  63%|██████▎   | 1696/2703 [01:16<00:41, 24.32it/s]


dev:  63%|██████▎   | 1699/2703 [01:16<00:41, 24.08it/s]


dev:  63%|██████▎   | 1702/2703 [01:17<00:43, 22.80it/s]


dev:  63%|██████▎   | 1705/2703 [01:17<00:43, 22.95it/s]


dev:  63%|██████▎   | 1708/2703 [01:17<00:42, 23.41it/s]


dev:  63%|██████▎   | 1711/2703 [01:17<00:39, 24.88it/s]


dev:  63%|██████▎   | 1714/2703 [01:17<00:40, 24.53it/s]


dev:  64%|██████▎   | 1717/2703 [01:17<00:40, 24.24it/s]


dev:  64%|██████▎   | 1720/2703 [01:17<00:39, 24.87it/s]


dev:  64%|██████▎   | 1723/2703 [01:17<00:40, 24.15it/s]


dev:  64%|██████▍   | 1726/2703 [01:17<00:38, 25.43it/s]


dev:  64%|██████▍   | 1729/2703 [01:18<00:38, 25.62it/s]


dev:  64%|██████▍   | 1732/2703 [01:18<00:37, 25.93it/s]


dev:  64%|██████▍   | 1735/2703 [01:18<00:39, 24.48it/s]


dev:  64%|██████▍   | 1739/2703 [01:18<00:36, 26.22it/s]


dev:  64%|██████▍   | 1742/2703 [01:18<00:37, 25.66it/s]


dev:  65%|██████▍   | 1745/2703 [01:18<00:36, 25.98it/s]


dev:  65%|██████▍   | 1748/2703 [01:18<00:37, 25.73it/s]


dev:  65%|██████▍   | 1751/2703 [01:18<00:37, 25.72it/s]


dev:  65%|██████▍   | 1754/2703 [01:19<00:38, 24.65it/s]


dev:  65%|██████▌   | 1757/2703 [01:19<00:36, 25.72it/s]


dev:  65%|██████▌   | 1760/2703 [01:19<00:35, 26.63it/s]


dev:  65%|██████▌   | 1763/2703 [01:19<00:35, 26.41it/s]


dev:  65%|██████▌   | 1766/2703 [01:19<00:35, 26.19it/s]


dev:  65%|██████▌   | 1769/2703 [01:19<00:34, 27.21it/s]


dev:  66%|██████▌   | 1772/2703 [01:19<00:34, 26.66it/s]


dev:  66%|██████▌   | 1775/2703 [01:19<00:34, 27.29it/s]


dev:  66%|██████▌   | 1778/2703 [01:19<00:34, 26.84it/s]


dev:  66%|██████▌   | 1781/2703 [01:20<00:33, 27.35it/s]


dev:  66%|██████▌   | 1784/2703 [01:20<00:34, 26.44it/s]


dev:  66%|██████▌   | 1787/2703 [01:20<00:34, 26.28it/s]


dev:  66%|██████▌   | 1790/2703 [01:20<00:34, 26.60it/s]


dev:  66%|██████▋   | 1793/2703 [01:20<00:35, 25.37it/s]


dev:  66%|██████▋   | 1796/2703 [01:20<00:37, 24.48it/s]


dev:  67%|██████▋   | 1799/2703 [01:20<00:37, 24.33it/s]


dev:  67%|██████▋   | 1802/2703 [01:20<00:35, 25.35it/s]


dev:  67%|██████▋   | 1805/2703 [01:21<00:35, 25.06it/s]


dev:  67%|██████▋   | 1808/2703 [01:21<00:34, 26.11it/s]


dev:  67%|██████▋   | 1811/2703 [01:21<00:34, 25.95it/s]


dev:  67%|██████▋   | 1814/2703 [01:21<00:33, 26.53it/s]


dev:  67%|██████▋   | 1817/2703 [01:21<00:33, 26.64it/s]


dev:  67%|██████▋   | 1820/2703 [01:21<00:34, 25.26it/s]


dev:  67%|██████▋   | 1823/2703 [01:21<00:35, 24.46it/s]


dev:  68%|██████▊   | 1826/2703 [01:21<00:37, 23.19it/s]


dev:  68%|██████▊   | 1829/2703 [01:21<00:35, 24.45it/s]


dev:  68%|██████▊   | 1832/2703 [01:22<00:34, 25.59it/s]


dev:  68%|██████▊   | 1835/2703 [01:22<00:35, 24.35it/s]


dev:  68%|██████▊   | 1838/2703 [01:22<00:34, 24.99it/s]


dev:  68%|██████▊   | 1841/2703 [01:22<00:34, 24.93it/s]


dev:  68%|██████▊   | 1844/2703 [01:22<00:33, 25.96it/s]


dev:  68%|██████▊   | 1847/2703 [01:22<00:34, 25.16it/s]


dev:  68%|██████▊   | 1850/2703 [01:22<00:35, 24.06it/s]


dev:  69%|██████▊   | 1854/2703 [01:22<00:34, 24.69it/s]


dev:  69%|██████▊   | 1857/2703 [01:23<00:35, 23.98it/s]


dev:  69%|██████▉   | 1860/2703 [01:23<00:34, 24.32it/s]


dev:  69%|██████▉   | 1863/2703 [01:23<00:34, 24.15it/s]


dev:  69%|██████▉   | 1866/2703 [01:23<00:34, 24.42it/s]


dev:  69%|██████▉   | 1869/2703 [01:23<00:34, 24.45it/s]


dev:  69%|██████▉   | 1872/2703 [01:23<00:34, 23.75it/s]


dev:  69%|██████▉   | 1875/2703 [01:23<00:32, 25.19it/s]


dev:  69%|██████▉   | 1878/2703 [01:23<00:31, 26.26it/s]


dev:  70%|██████▉   | 1881/2703 [01:24<00:32, 25.50it/s]


dev:  70%|██████▉   | 1884/2703 [01:24<00:32, 24.98it/s]


dev:  70%|██████▉   | 1887/2703 [01:24<00:31, 25.65it/s]


dev:  70%|██████▉   | 1891/2703 [01:24<00:30, 26.70it/s]


dev:  70%|███████   | 1894/2703 [01:24<00:31, 26.06it/s]


dev:  70%|███████   | 1897/2703 [01:24<00:31, 25.56it/s]


dev:  70%|███████   | 1900/2703 [01:24<00:32, 24.57it/s]


dev:  70%|███████   | 1903/2703 [01:24<00:31, 25.03it/s]


dev:  71%|███████   | 1906/2703 [01:25<00:30, 25.72it/s]


dev:  71%|███████   | 1909/2703 [01:25<00:30, 25.76it/s]


dev:  71%|███████   | 1912/2703 [01:25<00:31, 25.51it/s]


dev:  71%|███████   | 1915/2703 [01:25<00:29, 26.31it/s]


dev:  71%|███████   | 1919/2703 [01:25<00:26, 29.06it/s]


dev:  71%|███████   | 1922/2703 [01:25<00:28, 27.14it/s]


dev:  71%|███████   | 1925/2703 [01:25<00:27, 27.88it/s]


dev:  71%|███████▏  | 1928/2703 [01:25<00:28, 27.09it/s]


dev:  71%|███████▏  | 1931/2703 [01:25<00:28, 27.04it/s]


dev:  72%|███████▏  | 1934/2703 [01:26<00:28, 26.65it/s]


dev:  72%|███████▏  | 1937/2703 [01:26<00:29, 26.21it/s]


dev:  72%|███████▏  | 1940/2703 [01:26<00:29, 26.29it/s]


dev:  72%|███████▏  | 1943/2703 [01:26<00:28, 26.57it/s]


dev:  72%|███████▏  | 1948/2703 [01:26<00:23, 31.85it/s]


dev:  72%|███████▏  | 1953/2703 [01:26<00:22, 33.59it/s]


dev:  72%|███████▏  | 1957/2703 [01:26<00:24, 30.24it/s]


dev:  73%|███████▎  | 1961/2703 [01:26<00:25, 28.94it/s]


dev:  73%|███████▎  | 1964/2703 [01:27<00:26, 27.95it/s]


dev:  73%|███████▎  | 1968/2703 [01:27<00:24, 29.82it/s]


dev:  73%|███████▎  | 1972/2703 [01:27<00:24, 30.03it/s]


dev:  73%|███████▎  | 1976/2703 [01:27<00:24, 29.63it/s]


dev:  73%|███████▎  | 1979/2703 [01:27<00:25, 28.69it/s]


dev:  73%|███████▎  | 1982/2703 [01:27<00:25, 28.32it/s]


dev:  73%|███████▎  | 1986/2703 [01:27<00:25, 28.53it/s]


dev:  74%|███████▎  | 1989/2703 [01:27<00:26, 27.21it/s]


dev:  74%|███████▎  | 1992/2703 [01:28<00:28, 24.67it/s]


dev:  74%|███████▍  | 1995/2703 [01:28<00:27, 25.79it/s]


dev:  74%|███████▍  | 1998/2703 [01:28<00:27, 25.66it/s]


dev:  74%|███████▍  | 2001/2703 [01:28<00:27, 25.92it/s]


dev:  74%|███████▍  | 2004/2703 [01:28<00:25, 26.99it/s]


dev:  74%|███████▍  | 2008/2703 [01:28<00:24, 27.98it/s]


dev:  74%|███████▍  | 2011/2703 [01:28<00:24, 28.43it/s]


dev:  75%|███████▍  | 2014/2703 [01:28<00:24, 28.54it/s]


dev:  75%|███████▍  | 2017/2703 [01:28<00:23, 28.70it/s]


dev:  75%|███████▍  | 2020/2703 [01:29<00:24, 27.86it/s]


dev:  75%|███████▍  | 2023/2703 [01:29<00:24, 27.57it/s]


dev:  75%|███████▍  | 2026/2703 [01:29<00:24, 27.50it/s]


dev:  75%|███████▌  | 2030/2703 [01:29<00:22, 29.50it/s]


dev:  75%|███████▌  | 2034/2703 [01:29<00:23, 28.54it/s]


dev:  75%|███████▌  | 2037/2703 [01:29<00:23, 27.83it/s]


dev:  76%|███████▌  | 2041/2703 [01:29<00:23, 28.31it/s]


dev:  76%|███████▌  | 2044/2703 [01:29<00:23, 27.95it/s]


dev:  76%|███████▌  | 2047/2703 [01:30<00:24, 26.50it/s]


dev:  76%|███████▌  | 2051/2703 [01:30<00:22, 28.99it/s]


dev:  76%|███████▌  | 2054/2703 [01:30<00:23, 27.74it/s]


dev:  76%|███████▌  | 2058/2703 [01:30<00:22, 28.66it/s]


dev:  76%|███████▌  | 2061/2703 [01:30<00:23, 27.61it/s]


dev:  76%|███████▋  | 2065/2703 [01:30<00:21, 29.27it/s]


dev:  77%|███████▋  | 2068/2703 [01:30<00:21, 29.16it/s]


dev:  77%|███████▋  | 2071/2703 [01:30<00:21, 29.04it/s]


dev:  77%|███████▋  | 2075/2703 [01:31<00:20, 30.81it/s]


dev:  77%|███████▋  | 2079/2703 [01:31<00:20, 30.33it/s]


dev:  77%|███████▋  | 2083/2703 [01:31<00:21, 28.54it/s]


dev:  77%|███████▋  | 2086/2703 [01:31<00:21, 28.50it/s]


dev:  77%|███████▋  | 2089/2703 [01:31<00:21, 28.71it/s]


dev:  77%|███████▋  | 2092/2703 [01:31<00:22, 27.32it/s]


dev:  78%|███████▊  | 2095/2703 [01:31<00:21, 27.94it/s]


dev:  78%|███████▊  | 2098/2703 [01:31<00:22, 27.01it/s]


dev:  78%|███████▊  | 2101/2703 [01:31<00:22, 26.65it/s]


dev:  78%|███████▊  | 2104/2703 [01:32<00:22, 26.26it/s]


dev:  78%|███████▊  | 2108/2703 [01:32<00:20, 28.57it/s]


dev:  78%|███████▊  | 2111/2703 [01:32<00:20, 28.91it/s]


dev:  78%|███████▊  | 2114/2703 [01:32<00:20, 28.93it/s]


dev:  78%|███████▊  | 2118/2703 [01:32<00:20, 28.71it/s]


dev:  78%|███████▊  | 2121/2703 [01:32<00:21, 27.68it/s]


dev:  79%|███████▊  | 2124/2703 [01:32<00:20, 28.07it/s]


dev:  79%|███████▊  | 2127/2703 [01:32<00:20, 27.77it/s]


dev:  79%|███████▉  | 2130/2703 [01:33<00:20, 27.63it/s]


dev:  79%|███████▉  | 2133/2703 [01:33<00:20, 27.79it/s]


dev:  79%|███████▉  | 2136/2703 [01:33<00:20, 27.28it/s]


dev:  79%|███████▉  | 2139/2703 [01:33<00:22, 25.48it/s]


dev:  79%|███████▉  | 2143/2703 [01:33<00:20, 26.73it/s]


dev:  79%|███████▉  | 2147/2703 [01:33<00:19, 28.35it/s]


dev:  80%|███████▉  | 2150/2703 [01:33<00:21, 25.90it/s]


dev:  80%|███████▉  | 2153/2703 [01:33<00:20, 26.57it/s]


dev:  80%|███████▉  | 2156/2703 [01:33<00:20, 27.12it/s]


dev:  80%|███████▉  | 2159/2703 [01:34<00:20, 27.07it/s]


dev:  80%|████████  | 2163/2703 [01:34<00:19, 27.02it/s]


dev:  80%|████████  | 2166/2703 [01:34<00:20, 25.72it/s]


dev:  80%|████████  | 2169/2703 [01:34<00:21, 25.12it/s]


dev:  80%|████████  | 2172/2703 [01:34<00:21, 24.46it/s]


dev:  80%|████████  | 2175/2703 [01:34<00:21, 25.06it/s]


dev:  81%|████████  | 2179/2703 [01:34<00:19, 26.58it/s]


dev:  81%|████████  | 2182/2703 [01:34<00:19, 27.35it/s]


dev:  81%|████████  | 2185/2703 [01:35<00:18, 27.42it/s]


dev:  81%|████████  | 2188/2703 [01:35<00:18, 27.29it/s]


dev:  81%|████████  | 2191/2703 [01:35<00:18, 27.72it/s]


dev:  81%|████████  | 2194/2703 [01:35<00:18, 27.43it/s]


dev:  81%|████████▏ | 2198/2703 [01:35<00:17, 29.17it/s]


dev:  81%|████████▏ | 2201/2703 [01:35<00:18, 27.26it/s]


dev:  82%|████████▏ | 2204/2703 [01:35<00:17, 27.82it/s]


dev:  82%|████████▏ | 2207/2703 [01:35<00:18, 26.80it/s]


dev:  82%|████████▏ | 2210/2703 [01:35<00:18, 26.93it/s]


dev:  82%|████████▏ | 2214/2703 [01:36<00:17, 27.96it/s]


dev:  82%|████████▏ | 2217/2703 [01:36<00:17, 27.96it/s]


dev:  82%|████████▏ | 2220/2703 [01:36<00:17, 28.24it/s]


dev:  82%|████████▏ | 2223/2703 [01:36<00:17, 27.61it/s]


dev:  82%|████████▏ | 2226/2703 [01:36<00:17, 27.19it/s]


dev:  82%|████████▏ | 2229/2703 [01:36<00:16, 27.95it/s]


dev:  83%|████████▎ | 2233/2703 [01:36<00:16, 27.93it/s]


dev:  83%|████████▎ | 2236/2703 [01:36<00:16, 27.50it/s]


dev:  83%|████████▎ | 2240/2703 [01:37<00:17, 27.05it/s]


dev:  83%|████████▎ | 2243/2703 [01:37<00:17, 26.44it/s]


dev:  83%|████████▎ | 2246/2703 [01:37<00:17, 25.76it/s]


dev:  83%|████████▎ | 2250/2703 [01:37<00:16, 27.48it/s]


dev:  83%|████████▎ | 2253/2703 [01:37<00:16, 26.86it/s]


dev:  83%|████████▎ | 2256/2703 [01:37<00:16, 27.01it/s]


dev:  84%|████████▎ | 2259/2703 [01:37<00:16, 27.57it/s]


dev:  84%|████████▎ | 2262/2703 [01:37<00:16, 26.33it/s]


dev:  84%|████████▍ | 2265/2703 [01:38<00:16, 26.65it/s]


dev:  84%|████████▍ | 2268/2703 [01:38<00:16, 26.78it/s]


dev:  84%|████████▍ | 2271/2703 [01:38<00:16, 26.66it/s]


dev:  84%|████████▍ | 2275/2703 [01:38<00:14, 28.88it/s]


dev:  84%|████████▍ | 2279/2703 [01:38<00:15, 28.10it/s]


dev:  84%|████████▍ | 2283/2703 [01:38<00:14, 28.73it/s]


dev:  85%|████████▍ | 2286/2703 [01:38<00:15, 27.18it/s]


dev:  85%|████████▍ | 2289/2703 [01:38<00:15, 27.44it/s]


dev:  85%|████████▍ | 2292/2703 [01:38<00:15, 27.13it/s]


dev:  85%|████████▍ | 2296/2703 [01:39<00:13, 30.18it/s]


dev:  85%|████████▌ | 2300/2703 [01:39<00:14, 28.04it/s]


dev:  85%|████████▌ | 2303/2703 [01:39<00:14, 27.82it/s]


dev:  85%|████████▌ | 2306/2703 [01:39<00:14, 26.82it/s]


dev:  85%|████████▌ | 2309/2703 [01:39<00:15, 25.87it/s]


dev:  86%|████████▌ | 2312/2703 [01:39<00:14, 26.65it/s]


dev:  86%|████████▌ | 2315/2703 [01:39<00:14, 26.95it/s]


dev:  86%|████████▌ | 2318/2703 [01:39<00:14, 27.01it/s]


dev:  86%|████████▌ | 2322/2703 [01:40<00:13, 28.46it/s]


dev:  86%|████████▌ | 2325/2703 [01:40<00:13, 28.15it/s]


dev:  86%|████████▌ | 2328/2703 [01:40<00:13, 27.05it/s]


dev:  86%|████████▌ | 2331/2703 [01:40<00:14, 26.36it/s]


dev:  86%|████████▋ | 2334/2703 [01:40<00:13, 27.23it/s]


dev:  86%|████████▋ | 2337/2703 [01:40<00:13, 27.00it/s]


dev:  87%|████████▋ | 2341/2703 [01:40<00:12, 29.08it/s]


dev:  87%|████████▋ | 2345/2703 [01:40<00:11, 30.12it/s]


dev:  87%|████████▋ | 2349/2703 [01:41<00:11, 29.82it/s]


dev:  87%|████████▋ | 2353/2703 [01:41<00:11, 31.29it/s]


dev:  87%|████████▋ | 2357/2703 [01:41<00:11, 30.81it/s]


dev:  87%|████████▋ | 2361/2703 [01:41<00:11, 29.91it/s]


dev:  87%|████████▋ | 2365/2703 [01:41<00:11, 30.42it/s]


dev:  88%|████████▊ | 2369/2703 [01:41<00:11, 30.05it/s]


dev:  88%|████████▊ | 2373/2703 [01:41<00:11, 29.15it/s]


dev:  88%|████████▊ | 2377/2703 [01:41<00:10, 30.18it/s]


dev:  88%|████████▊ | 2381/2703 [01:42<00:10, 31.31it/s]


dev:  88%|████████▊ | 2385/2703 [01:42<00:10, 31.25it/s]


dev:  88%|████████▊ | 2389/2703 [01:42<00:10, 29.05it/s]


dev:  88%|████████▊ | 2392/2703 [01:42<00:10, 29.19it/s]


dev:  89%|████████▊ | 2395/2703 [01:42<00:10, 29.32it/s]


dev:  89%|████████▉ | 2399/2703 [01:42<00:10, 29.92it/s]


dev:  89%|████████▉ | 2403/2703 [01:42<00:09, 30.27it/s]


dev:  89%|████████▉ | 2407/2703 [01:42<00:09, 30.12it/s]


dev:  89%|████████▉ | 2411/2703 [01:43<00:09, 29.56it/s]


dev:  89%|████████▉ | 2414/2703 [01:43<00:10, 27.66it/s]


dev:  89%|████████▉ | 2418/2703 [01:43<00:10, 28.33it/s]


dev:  90%|████████▉ | 2421/2703 [01:43<00:09, 28.48it/s]


dev:  90%|████████▉ | 2425/2703 [01:43<00:09, 28.00it/s]


dev:  90%|████████▉ | 2429/2703 [01:43<00:09, 29.55it/s]


dev:  90%|████████▉ | 2432/2703 [01:43<00:09, 28.36it/s]


dev:  90%|█████████ | 2435/2703 [01:43<00:09, 27.72it/s]


dev:  90%|█████████ | 2438/2703 [01:44<00:09, 27.48it/s]


dev:  90%|█████████ | 2442/2703 [01:44<00:09, 28.58it/s]


dev:  90%|█████████ | 2446/2703 [01:44<00:08, 29.81it/s]


dev:  91%|█████████ | 2449/2703 [01:44<00:08, 29.29it/s]


dev:  91%|█████████ | 2452/2703 [01:44<00:08, 28.59it/s]


dev:  91%|█████████ | 2455/2703 [01:44<00:08, 28.94it/s]


dev:  91%|█████████ | 2458/2703 [01:44<00:08, 28.37it/s]


dev:  91%|█████████ | 2462/2703 [01:44<00:08, 28.77it/s]


dev:  91%|█████████ | 2466/2703 [01:44<00:07, 29.71it/s]


dev:  91%|█████████▏| 2470/2703 [01:45<00:08, 28.79it/s]


dev:  92%|█████████▏| 2474/2703 [01:45<00:08, 27.79it/s]


dev:  92%|█████████▏| 2477/2703 [01:45<00:08, 27.50it/s]


dev:  92%|█████████▏| 2480/2703 [01:45<00:08, 27.65it/s]


dev:  92%|█████████▏| 2484/2703 [01:45<00:07, 28.68it/s]


dev:  92%|█████████▏| 2488/2703 [01:45<00:07, 29.40it/s]


dev:  92%|█████████▏| 2492/2703 [01:45<00:06, 30.81it/s]


dev:  92%|█████████▏| 2496/2703 [01:46<00:06, 30.18it/s]


dev:  92%|█████████▏| 2500/2703 [01:46<00:06, 30.97it/s]


dev:  93%|█████████▎| 2504/2703 [01:46<00:06, 29.96it/s]


dev:  93%|█████████▎| 2508/2703 [01:46<00:06, 30.20it/s]


dev:  93%|█████████▎| 2512/2703 [01:46<00:06, 29.10it/s]


dev:  93%|█████████▎| 2515/2703 [01:46<00:06, 27.64it/s]


dev:  93%|█████████▎| 2518/2703 [01:46<00:06, 27.64it/s]


dev:  93%|█████████▎| 2522/2703 [01:46<00:06, 29.52it/s]


dev:  93%|█████████▎| 2525/2703 [01:47<00:06, 28.80it/s]


dev:  94%|█████████▎| 2529/2703 [01:47<00:05, 29.69it/s]


dev:  94%|█████████▎| 2533/2703 [01:47<00:05, 30.40it/s]


dev:  94%|█████████▍| 2537/2703 [01:47<00:05, 29.44it/s]


dev:  94%|█████████▍| 2540/2703 [01:47<00:05, 28.27it/s]


dev:  94%|█████████▍| 2544/2703 [01:47<00:05, 29.17it/s]


dev:  94%|█████████▍| 2548/2703 [01:47<00:05, 29.39it/s]


dev:  94%|█████████▍| 2551/2703 [01:47<00:05, 28.90it/s]


dev:  95%|█████████▍| 2555/2703 [01:48<00:04, 30.67it/s]


dev:  95%|█████████▍| 2559/2703 [01:48<00:04, 31.91it/s]


dev:  95%|█████████▍| 2563/2703 [01:48<00:04, 32.40it/s]


dev:  95%|█████████▍| 2567/2703 [01:48<00:04, 32.90it/s]


dev:  95%|█████████▌| 2571/2703 [01:48<00:03, 33.07it/s]


dev:  95%|█████████▌| 2575/2703 [01:48<00:03, 33.18it/s]


dev:  95%|█████████▌| 2579/2703 [01:48<00:03, 31.94it/s]


dev:  96%|█████████▌| 2583/2703 [01:48<00:03, 31.98it/s]


dev:  96%|█████████▌| 2587/2703 [01:49<00:03, 31.92it/s]


dev:  96%|█████████▌| 2591/2703 [01:49<00:03, 32.99it/s]


dev:  96%|█████████▌| 2595/2703 [01:49<00:03, 31.01it/s]


dev:  96%|█████████▌| 2599/2703 [01:49<00:03, 32.61it/s]


dev:  96%|█████████▋| 2603/2703 [01:49<00:03, 30.32it/s]


dev:  96%|█████████▋| 2607/2703 [01:49<00:03, 28.25it/s]


dev:  97%|█████████▋| 2610/2703 [01:49<00:03, 28.50it/s]


dev:  97%|█████████▋| 2613/2703 [01:49<00:03, 28.45it/s]


dev:  97%|█████████▋| 2617/2703 [01:50<00:02, 29.60it/s]


dev:  97%|█████████▋| 2621/2703 [01:50<00:02, 29.56it/s]


dev:  97%|█████████▋| 2624/2703 [01:50<00:02, 29.63it/s]


dev:  97%|█████████▋| 2628/2703 [01:50<00:02, 30.72it/s]


dev:  97%|█████████▋| 2632/2703 [01:50<00:02, 31.05it/s]


dev:  98%|█████████▊| 2636/2703 [01:50<00:02, 31.41it/s]


dev:  98%|█████████▊| 2640/2703 [01:50<00:01, 31.75it/s]


dev:  98%|█████████▊| 2644/2703 [01:50<00:01, 31.12it/s]


dev:  98%|█████████▊| 2648/2703 [01:51<00:01, 32.59it/s]


dev:  98%|█████████▊| 2652/2703 [01:51<00:01, 32.18it/s]


dev:  98%|█████████▊| 2656/2703 [01:51<00:01, 30.81it/s]


dev:  98%|█████████▊| 2660/2703 [01:51<00:01, 32.10it/s]


dev:  99%|█████████▊| 2664/2703 [01:51<00:01, 31.84it/s]


dev:  99%|█████████▊| 2668/2703 [01:51<00:01, 31.41it/s]


dev:  99%|█████████▉| 2672/2703 [01:51<00:00, 32.24it/s]


dev:  99%|█████████▉| 2676/2703 [01:51<00:00, 32.43it/s]


dev:  99%|█████████▉| 2680/2703 [01:52<00:00, 31.54it/s]


dev:  99%|█████████▉| 2684/2703 [01:52<00:00, 32.02it/s]


dev:  99%|█████████▉| 2688/2703 [01:52<00:00, 31.02it/s]


dev: 100%|█████████▉| 2692/2703 [01:52<00:00, 32.81it/s]


dev: 100%|█████████▉| 2696/2703 [01:52<00:00, 32.18it/s]


dev: 100%|█████████▉| 2700/2703 [01:52<00:00, 32.07it/s]
dev: 100%|██████████| 2703/2703 [01:52<00:00, 23.93it/s]

overall:  75%|███████▌  | 3000/4000 [16:20<9:39:22, 34.76s/it]

train:  85%|████████▌ | 3000/3515 [16:17<4:58:22, 34.76s/it]
overall:  75%|███████▌  | 3001/4000 [16:20<6:46:10, 24.39s/it]

train:  85%|████████▌ | 3001/3515 [16:17<3:28:58, 24.39s/it]
overall:  75%|███████▌  | 3002/4000 [16:20<4:45:09, 17.14s/it]

train:  85%|████████▌ | 3002/3515 [16:17<2:26:34, 17.14s/it]
overall:  75%|███████▌  | 3003/4000 [16:20<3:20:25, 12.06s/it]

train:  85%|████████▌ | 3003/3515 [16:18<1:42:55, 12.06s/it]
overall:  75%|███████▌  | 3004/4000 [16:21<2:21:04,  8.50s/it]

train:  85%|████████▌ | 3004/3515 [16:18<1:12:22,  8.50s/it]
overall:  75%|███████▌  | 3005/4000 [16:21<1:39:40,  6.01s/it]

train:  85%|████████▌ | 3005/3515 [16:18<51:05,  6.01s/it]  
overall:  75%|███████▌  | 3006/4000 [16:21<1:10:45,  4.27s/it]

train:  86%|████████▌ | 3006/3515 [16:18<36:13,  4.27s/it]
overall:  75%|███████▌  | 3007/4000 [16:21<50:34,  3.06s/it]  

train:  86%|████████▌ | 3007/3515 [16:18<25:52,  3.06s/it]
overall:  75%|███████▌  | 3008/4000 [16:21<36:24,  2.20s/it]

train:  86%|████████▌ | 3008/3515 [16:19<18:36,  2.20s/it]
overall:  75%|███████▌  | 3009/4000 [16:22<26:28,  1.60s/it]

train:  86%|████████▌ | 3009/3515 [16:19<13:31,  1.60s/it]
overall:  75%|███████▌  | 3010/4000 [16:22<20:48,  1.26s/it]

train:  86%|████████▌ | 3010/3515 [16:19<10:36,  1.26s/it]
overall:  75%|███████▌  | 3011/4000 [16:22<15:34,  1.06it/s]

train:  86%|████████▌ | 3011/3515 [16:20<07:56,  1.06it/s]
overall:  75%|███████▌  | 3012/4000 [16:23<11:55,  1.38it/s]

train:  86%|████████▌ | 3012/3515 [16:20<06:04,  1.38it/s]
overall:  75%|███████▌  | 3013/4000 [16:23<09:23,  1.75it/s]

train:  86%|████████▌ | 3013/3515 [16:20<04:46,  1.75it/s]
overall:  75%|███████▌  | 3014/4000 [16:23<07:34,  2.17it/s]

train:  86%|████████▌ | 3014/3515 [16:20<03:50,  2.17it/s]
overall:  75%|███████▌  | 3015/4000 [16:23<06:20,  2.59it/s]

train:  86%|████████▌ | 3015/3515 [16:20<03:13,  2.59it/s]
overall:  75%|███████▌  | 3016/4000 [16:23<05:18,  3.09it/s]

train:  86%|████████▌ | 3016/3515 [16:21<02:41,  3.09it/s]
overall:  75%|███████▌  | 3017/4000 [16:24<04:46,  3.43it/s]

train:  86%|████████▌ | 3017/3515 [16:21<02:25,  3.43it/s]
overall:  75%|███████▌  | 3018/4000 [16:24<04:26,  3.68it/s]

train:  86%|████████▌ | 3018/3515 [16:21<02:14,  3.68it/s]
overall:  75%|███████▌  | 3019/4000 [16:24<04:19,  3.79it/s]

train:  86%|████████▌ | 3019/3515 [16:21<02:10,  3.79it/s]
overall:  76%|███████▌  | 3020/4000 [16:24<04:02,  4.04it/s]

train:  86%|████████▌ | 3020/3515 [16:21<02:02,  4.04it/s]
overall:  76%|███████▌  | 3021/4000 [16:24<03:50,  4.25it/s]

train:  86%|████████▌ | 3021/3515 [16:22<01:56,  4.25it/s]
overall:  76%|███████▌  | 3022/4000 [16:25<03:37,  4.49it/s]

train:  86%|████████▌ | 3022/3515 [16:22<01:49,  4.49it/s]
overall:  76%|███████▌  | 3023/4000 [16:25<03:31,  4.61it/s]

train:  86%|████████▌ | 3023/3515 [16:22<01:46,  4.61it/s]
overall:  76%|███████▌  | 3024/4000 [16:25<03:16,  4.98it/s]

train:  86%|████████▌ | 3024/3515 [16:22<01:38,  4.98it/s]
overall:  76%|███████▌  | 3025/4000 [16:25<03:18,  4.91it/s]

train:  86%|████████▌ | 3025/3515 [16:22<01:39,  4.91it/s]
overall:  76%|███████▌  | 3026/4000 [16:25<03:00,  5.40it/s]

train:  86%|████████▌ | 3026/3515 [16:23<01:30,  5.40it/s]
overall:  76%|███████▌  | 3027/4000 [16:26<03:06,  5.23it/s]

train:  86%|████████▌ | 3027/3515 [16:23<01:33,  5.23it/s]
overall:  76%|███████▌  | 3028/4000 [16:26<03:11,  5.07it/s]

train:  86%|████████▌ | 3028/3515 [16:23<01:36,  5.07it/s]
overall:  76%|███████▌  | 3029/4000 [16:26<03:06,  5.20it/s]

train:  86%|████████▌ | 3029/3515 [16:23<01:33,  5.20it/s]
overall:  76%|███████▌  | 3030/4000 [16:26<03:06,  5.21it/s]

train:  86%|████████▌ | 3030/3515 [16:23<01:33,  5.21it/s]
overall:  76%|███████▌  | 3031/4000 [16:26<03:11,  5.06it/s]

train:  86%|████████▌ | 3031/3515 [16:24<01:35,  5.06it/s]
overall:  76%|███████▌  | 3032/4000 [16:27<03:15,  4.96it/s]

train:  86%|████████▋ | 3032/3515 [16:24<01:37,  4.96it/s]
overall:  76%|███████▌  | 3033/4000 [16:27<03:19,  4.86it/s]

train:  86%|████████▋ | 3033/3515 [16:24<01:39,  4.86it/s]
overall:  76%|███████▌  | 3034/4000 [16:27<04:36,  3.50it/s]

train:  86%|████████▋ | 3034/3515 [16:25<02:17,  3.50it/s]
overall:  76%|███████▌  | 3035/4000 [16:27<04:12,  3.82it/s]

train:  86%|████████▋ | 3035/3515 [16:25<02:05,  3.82it/s]
overall:  76%|███████▌  | 3036/4000 [16:28<03:34,  4.49it/s]

train:  86%|████████▋ | 3036/3515 [16:25<01:46,  4.49it/s]
overall:  76%|███████▌  | 3037/4000 [16:28<03:07,  5.14it/s]

train:  86%|████████▋ | 3037/3515 [16:25<01:32,  5.14it/s]
overall:  76%|███████▌  | 3038/4000 [16:28<03:06,  5.15it/s]

train:  86%|████████▋ | 3038/3515 [16:25<01:32,  5.15it/s]
overall:  76%|███████▌  | 3039/4000 [16:28<03:12,  5.00it/s]

train:  86%|████████▋ | 3039/3515 [16:25<01:35,  5.00it/s]
overall:  76%|███████▌  | 3040/4000 [16:28<02:54,  5.50it/s]

train:  86%|████████▋ | 3040/3515 [16:26<01:26,  5.50it/s]
overall:  76%|███████▌  | 3041/4000 [16:28<02:59,  5.35it/s]

train:  87%|████████▋ | 3041/3515 [16:26<01:28,  5.35it/s]
overall:  76%|███████▌  | 3042/4000 [16:29<03:04,  5.18it/s]

train:  87%|████████▋ | 3042/3515 [16:26<01:31,  5.18it/s]
overall:  76%|███████▌  | 3043/4000 [16:29<03:32,  4.51it/s]

train:  87%|████████▋ | 3043/3515 [16:26<01:44,  4.51it/s]
overall:  76%|███████▌  | 3044/4000 [16:29<03:26,  4.62it/s]

train:  87%|████████▋ | 3044/3515 [16:26<01:41,  4.62it/s]
overall:  76%|███████▌  | 3045/4000 [16:29<03:19,  4.78it/s]

train:  87%|████████▋ | 3045/3515 [16:27<01:38,  4.78it/s]
overall:  76%|███████▌  | 3046/4000 [16:30<03:21,  4.74it/s]

train:  87%|████████▋ | 3046/3515 [16:27<01:38,  4.74it/s]
overall:  76%|███████▌  | 3047/4000 [16:30<03:23,  4.69it/s]

train:  87%|████████▋ | 3047/3515 [16:27<01:39,  4.69it/s]
overall:  76%|███████▌  | 3048/4000 [16:30<03:17,  4.81it/s]

train:  87%|████████▋ | 3048/3515 [16:27<01:37,  4.81it/s]
overall:  76%|███████▌  | 3049/4000 [16:30<03:20,  4.74it/s]

train:  87%|████████▋ | 3049/3515 [16:27<01:38,  4.74it/s]
overall:  76%|███████▋  | 3050/4000 [16:30<03:21,  4.70it/s]

train:  87%|████████▋ | 3050/3515 [16:28<01:38,  4.70it/s]
overall:  76%|███████▋  | 3051/4000 [16:31<03:19,  4.75it/s]

train:  87%|████████▋ | 3051/3515 [16:28<01:37,  4.75it/s]
overall:  76%|███████▋  | 3052/4000 [16:31<03:17,  4.80it/s]

train:  87%|████████▋ | 3052/3515 [16:28<01:36,  4.80it/s]
overall:  76%|███████▋  | 3053/4000 [16:31<03:37,  4.35it/s]

train:  87%|████████▋ | 3053/3515 [16:28<01:46,  4.35it/s]
overall:  76%|███████▋  | 3054/4000 [16:31<03:43,  4.24it/s]

train:  87%|████████▋ | 3054/3515 [16:29<01:48,  4.24it/s]
overall:  76%|███████▋  | 3055/4000 [16:32<03:44,  4.21it/s]

train:  87%|████████▋ | 3055/3515 [16:29<01:49,  4.21it/s]
overall:  76%|███████▋  | 3056/4000 [16:32<03:17,  4.77it/s]

train:  87%|████████▋ | 3056/3515 [16:29<01:36,  4.77it/s]
overall:  76%|███████▋  | 3057/4000 [16:32<03:19,  4.72it/s]

train:  87%|████████▋ | 3057/3515 [16:29<01:36,  4.72it/s]
overall:  76%|███████▋  | 3058/4000 [16:32<04:32,  3.46it/s]

train:  87%|████████▋ | 3058/3515 [16:30<02:12,  3.46it/s]
overall:  76%|███████▋  | 3059/4000 [16:33<04:13,  3.70it/s]

train:  87%|████████▋ | 3059/3515 [16:30<02:03,  3.70it/s]
overall:  76%|███████▋  | 3060/4000 [16:33<03:55,  3.98it/s]

train:  87%|████████▋ | 3060/3515 [16:30<01:54,  3.98it/s]
overall:  77%|███████▋  | 3061/4000 [16:33<03:50,  4.07it/s]

train:  87%|████████▋ | 3061/3515 [16:30<01:51,  4.07it/s]
overall:  77%|███████▋  | 3062/4000 [16:33<03:44,  4.17it/s]

train:  87%|████████▋ | 3062/3515 [16:31<01:48,  4.17it/s]
overall:  77%|███████▋  | 3063/4000 [16:33<03:18,  4.72it/s]

train:  87%|████████▋ | 3063/3515 [16:31<01:35,  4.72it/s]
overall:  77%|███████▋  | 3064/4000 [16:34<03:18,  4.71it/s]

train:  87%|████████▋ | 3064/3515 [16:31<01:35,  4.71it/s]
overall:  77%|███████▋  | 3065/4000 [16:34<03:13,  4.83it/s]

train:  87%|████████▋ | 3065/3515 [16:31<01:33,  4.83it/s]
overall:  77%|███████▋  | 3066/4000 [16:34<03:03,  5.08it/s]

train:  87%|████████▋ | 3066/3515 [16:31<01:28,  5.08it/s]
overall:  77%|███████▋  | 3067/4000 [16:34<03:31,  4.42it/s]

train:  87%|████████▋ | 3067/3515 [16:32<01:41,  4.42it/s]
overall:  77%|███████▋  | 3068/4000 [16:35<03:23,  4.58it/s]

train:  87%|████████▋ | 3068/3515 [16:32<01:37,  4.58it/s]
overall:  77%|███████▋  | 3069/4000 [16:35<03:20,  4.65it/s]

train:  87%|████████▋ | 3069/3515 [16:32<01:35,  4.65it/s]
overall:  77%|███████▋  | 3070/4000 [16:35<03:00,  5.16it/s]

train:  87%|████████▋ | 3070/3515 [16:32<01:26,  5.16it/s]
overall:  77%|███████▋  | 3071/4000 [16:35<03:06,  4.98it/s]

train:  87%|████████▋ | 3071/3515 [16:32<01:29,  4.98it/s]
overall:  77%|███████▋  | 3072/4000 [16:35<03:11,  4.85it/s]

train:  87%|████████▋ | 3072/3515 [16:33<01:31,  4.85it/s]
overall:  77%|███████▋  | 3073/4000 [16:36<03:08,  4.93it/s]

train:  87%|████████▋ | 3073/3515 [16:33<01:29,  4.93it/s]
overall:  77%|███████▋  | 3074/4000 [16:36<03:12,  4.82it/s]

train:  87%|████████▋ | 3074/3515 [16:33<01:31,  4.82it/s]
overall:  77%|███████▋  | 3075/4000 [16:36<03:15,  4.73it/s]

train:  87%|████████▋ | 3075/3515 [16:33<01:33,  4.73it/s]
overall:  77%|███████▋  | 3076/4000 [16:36<03:14,  4.75it/s]

train:  88%|████████▊ | 3076/3515 [16:33<01:32,  4.75it/s]
overall:  77%|███████▋  | 3077/4000 [16:36<03:14,  4.74it/s]

train:  88%|████████▊ | 3077/3515 [16:34<01:32,  4.74it/s]
overall:  77%|███████▋  | 3078/4000 [16:37<02:51,  5.37it/s]

train:  88%|████████▊ | 3078/3515 [16:34<01:21,  5.37it/s]
overall:  77%|███████▋  | 3079/4000 [16:37<02:57,  5.18it/s]

train:  88%|████████▊ | 3079/3515 [16:34<01:24,  5.18it/s]
overall:  77%|███████▋  | 3080/4000 [16:37<02:56,  5.21it/s]

train:  88%|████████▊ | 3080/3515 [16:34<01:23,  5.21it/s]
overall:  77%|███████▋  | 3081/4000 [16:37<03:01,  5.06it/s]

train:  88%|████████▊ | 3081/3515 [16:34<01:25,  5.06it/s]
overall:  77%|███████▋  | 3082/4000 [16:38<04:14,  3.60it/s]

train:  88%|████████▊ | 3082/3515 [16:35<02:00,  3.60it/s]
overall:  77%|███████▋  | 3083/4000 [16:38<03:55,  3.89it/s]

train:  88%|████████▊ | 3083/3515 [16:35<01:50,  3.90it/s]
overall:  77%|███████▋  | 3084/4000 [16:38<03:33,  4.28it/s]

train:  88%|████████▊ | 3084/3515 [16:35<01:40,  4.28it/s]
overall:  77%|███████▋  | 3085/4000 [16:38<03:28,  4.39it/s]

train:  88%|████████▊ | 3085/3515 [16:35<01:37,  4.39it/s]
overall:  77%|███████▋  | 3086/4000 [16:38<03:21,  4.53it/s]

train:  88%|████████▊ | 3086/3515 [16:36<01:34,  4.53it/s]
overall:  77%|███████▋  | 3088/4000 [16:39<02:48,  5.40it/s]

train:  88%|████████▊ | 3088/3515 [16:36<01:19,  5.40it/s]
overall:  77%|███████▋  | 3089/4000 [16:39<02:57,  5.13it/s]

train:  88%|████████▊ | 3089/3515 [16:36<01:23,  5.13it/s]
overall:  77%|███████▋  | 3090/4000 [16:39<03:02,  5.00it/s]

train:  88%|████████▊ | 3090/3515 [16:36<01:25,  5.00it/s]
overall:  77%|███████▋  | 3091/4000 [16:39<03:22,  4.50it/s]

train:  88%|████████▊ | 3091/3515 [16:37<01:34,  4.50it/s]
overall:  77%|███████▋  | 3092/4000 [16:40<03:18,  4.57it/s]

train:  88%|████████▊ | 3092/3515 [16:37<01:32,  4.57it/s]
overall:  77%|███████▋  | 3093/4000 [16:40<03:18,  4.57it/s]

train:  88%|████████▊ | 3093/3515 [16:37<01:32,  4.57it/s]
overall:  77%|███████▋  | 3094/4000 [16:40<03:14,  4.65it/s]

train:  88%|████████▊ | 3094/3515 [16:37<01:30,  4.65it/s]
overall:  77%|███████▋  | 3095/4000 [16:40<03:16,  4.60it/s]

train:  88%|████████▊ | 3095/3515 [16:38<01:31,  4.60it/s]
overall:  77%|███████▋  | 3096/4000 [16:40<03:17,  4.57it/s]

train:  88%|████████▊ | 3096/3515 [16:38<01:31,  4.57it/s]
overall:  77%|███████▋  | 3097/4000 [16:41<03:17,  4.58it/s]

train:  88%|████████▊ | 3097/3515 [16:38<01:31,  4.58it/s]
overall:  77%|███████▋  | 3098/4000 [16:41<03:14,  4.63it/s]

train:  88%|████████▊ | 3098/3515 [16:38<01:29,  4.63it/s]
overall:  77%|███████▋  | 3099/4000 [16:41<03:12,  4.69it/s]

train:  88%|████████▊ | 3099/3515 [16:38<01:28,  4.69it/s]
overall:  78%|███████▊  | 3100/4000 [16:41<03:11,  4.70it/s]

train:  88%|████████▊ | 3100/3515 [16:39<01:28,  4.70it/s]
overall:  78%|███████▊  | 3101/4000 [16:42<03:06,  4.81it/s]

train:  88%|████████▊ | 3101/3515 [16:39<01:26,  4.81it/s]
overall:  78%|███████▊  | 3102/4000 [16:42<03:08,  4.76it/s]

train:  88%|████████▊ | 3102/3515 [16:39<01:26,  4.76it/s]
overall:  78%|███████▊  | 3103/4000 [16:42<03:06,  4.81it/s]

train:  88%|████████▊ | 3103/3515 [16:39<01:25,  4.81it/s]
overall:  78%|███████▊  | 3104/4000 [16:42<03:10,  4.71it/s]

train:  88%|████████▊ | 3104/3515 [16:39<01:27,  4.71it/s]
overall:  78%|███████▊  | 3105/4000 [16:42<03:12,  4.64it/s]

train:  88%|████████▊ | 3105/3515 [16:40<01:28,  4.64it/s]
overall:  78%|███████▊  | 3106/4000 [16:43<04:21,  3.42it/s]

train:  88%|████████▊ | 3106/3515 [16:40<01:59,  3.42it/s]
overall:  78%|███████▊  | 3107/4000 [16:43<03:56,  3.78it/s]

train:  88%|████████▊ | 3107/3515 [16:40<01:48,  3.78it/s]
overall:  78%|███████▊  | 3108/4000 [16:43<03:36,  4.12it/s]

train:  88%|████████▊ | 3108/3515 [16:41<01:38,  4.12it/s]
overall:  78%|███████▊  | 3109/4000 [16:44<03:34,  4.15it/s]

train:  88%|████████▊ | 3109/3515 [16:41<01:37,  4.15it/s]
overall:  78%|███████▊  | 3110/4000 [16:44<03:09,  4.70it/s]

train:  88%|████████▊ | 3110/3515 [16:41<01:26,  4.70it/s]
overall:  78%|███████▊  | 3111/4000 [16:44<03:01,  4.91it/s]

train:  89%|████████▊ | 3111/3515 [16:41<01:22,  4.91it/s]
overall:  78%|███████▊  | 3112/4000 [16:44<03:06,  4.76it/s]

train:  89%|████████▊ | 3112/3515 [16:41<01:24,  4.76it/s]
overall:  78%|███████▊  | 3113/4000 [16:44<03:07,  4.73it/s]

train:  89%|████████▊ | 3113/3515 [16:42<01:25,  4.73it/s]
overall:  78%|███████▊  | 3114/4000 [16:44<03:03,  4.83it/s]

train:  89%|████████▊ | 3114/3515 [16:42<01:22,  4.83it/s]
overall:  78%|███████▊  | 3115/4000 [16:45<03:20,  4.41it/s]

train:  89%|████████▊ | 3115/3515 [16:42<01:30,  4.41it/s]
overall:  78%|███████▊  | 3116/4000 [16:45<03:12,  4.59it/s]

train:  89%|████████▊ | 3116/3515 [16:42<01:26,  4.59it/s]
overall:  78%|███████▊  | 3117/4000 [16:45<03:11,  4.61it/s]

train:  89%|████████▊ | 3117/3515 [16:42<01:26,  4.61it/s]
overall:  78%|███████▊  | 3118/4000 [16:45<03:10,  4.62it/s]

train:  89%|████████▊ | 3118/3515 [16:43<01:25,  4.62it/s]
overall:  78%|███████▊  | 3119/4000 [16:46<03:06,  4.74it/s]

train:  89%|████████▊ | 3119/3515 [16:43<01:23,  4.74it/s]
overall:  78%|███████▊  | 3120/4000 [16:46<02:37,  5.60it/s]

train:  89%|████████▉ | 3120/3515 [16:43<01:10,  5.60it/s]
overall:  78%|███████▊  | 3121/4000 [16:46<02:41,  5.45it/s]

train:  89%|████████▉ | 3121/3515 [16:43<01:12,  5.45it/s]
overall:  78%|███████▊  | 3122/4000 [16:46<02:48,  5.20it/s]

train:  89%|████████▉ | 3122/3515 [16:43<01:15,  5.20it/s]
overall:  78%|███████▊  | 3123/4000 [16:46<02:52,  5.09it/s]

train:  89%|████████▉ | 3123/3515 [16:44<01:16,  5.09it/s]
overall:  78%|███████▊  | 3124/4000 [16:47<02:57,  4.94it/s]

train:  89%|████████▉ | 3124/3515 [16:44<01:19,  4.94it/s]
overall:  78%|███████▊  | 3125/4000 [16:47<02:58,  4.91it/s]

train:  89%|████████▉ | 3125/3515 [16:44<01:19,  4.91it/s]
overall:  78%|███████▊  | 3126/4000 [16:47<02:58,  4.89it/s]

train:  89%|████████▉ | 3126/3515 [16:44<01:19,  4.89it/s]
overall:  78%|███████▊  | 3127/4000 [16:47<02:45,  5.29it/s]

train:  89%|████████▉ | 3127/3515 [16:44<01:13,  5.29it/s]
overall:  78%|███████▊  | 3128/4000 [16:47<02:49,  5.15it/s]

train:  89%|████████▉ | 3128/3515 [16:45<01:15,  5.15it/s]
overall:  78%|███████▊  | 3129/4000 [16:47<02:56,  4.95it/s]

train:  89%|████████▉ | 3129/3515 [16:45<01:18,  4.95it/s]
overall:  78%|███████▊  | 3130/4000 [16:48<03:45,  3.85it/s]

train:  89%|████████▉ | 3130/3515 [16:45<01:39,  3.85it/s]
overall:  78%|███████▊  | 3131/4000 [16:48<03:33,  4.06it/s]

train:  89%|████████▉ | 3131/3515 [16:45<01:34,  4.06it/s]
overall:  78%|███████▊  | 3132/4000 [16:48<03:22,  4.28it/s]

train:  89%|████████▉ | 3132/3515 [16:46<01:29,  4.28it/s]
overall:  78%|███████▊  | 3133/4000 [16:49<03:19,  4.35it/s]

train:  89%|████████▉ | 3133/3515 [16:46<01:27,  4.35it/s]
overall:  78%|███████▊  | 3134/4000 [16:49<03:12,  4.49it/s]

train:  89%|████████▉ | 3134/3515 [16:46<01:24,  4.49it/s]
overall:  78%|███████▊  | 3135/4000 [16:49<03:15,  4.44it/s]

train:  89%|████████▉ | 3135/3515 [16:46<01:25,  4.44it/s]
overall:  78%|███████▊  | 3136/4000 [16:49<03:10,  4.54it/s]

train:  89%|████████▉ | 3136/3515 [16:46<01:23,  4.54it/s]
overall:  78%|███████▊  | 3137/4000 [16:49<03:07,  4.61it/s]

train:  89%|████████▉ | 3137/3515 [16:47<01:21,  4.61it/s]
overall:  78%|███████▊  | 3138/4000 [16:50<03:04,  4.67it/s]

train:  89%|████████▉ | 3138/3515 [16:47<01:20,  4.67it/s]
overall:  78%|███████▊  | 3139/4000 [16:50<03:24,  4.21it/s]

train:  89%|████████▉ | 3139/3515 [16:47<01:29,  4.21it/s]
overall:  78%|███████▊  | 3140/4000 [16:50<03:17,  4.35it/s]

train:  89%|████████▉ | 3140/3515 [16:47<01:26,  4.35it/s]
overall:  79%|███████▊  | 3141/4000 [16:50<03:13,  4.43it/s]

train:  89%|████████▉ | 3141/3515 [16:48<01:24,  4.43it/s]
overall:  79%|███████▊  | 3142/4000 [16:51<03:09,  4.53it/s]

train:  89%|████████▉ | 3142/3515 [16:48<01:22,  4.53it/s]
overall:  79%|███████▊  | 3143/4000 [16:51<03:05,  4.62it/s]

train:  89%|████████▉ | 3143/3515 [16:48<01:20,  4.62it/s]
overall:  79%|███████▊  | 3144/4000 [16:51<02:54,  4.90it/s]

train:  89%|████████▉ | 3144/3515 [16:48<01:15,  4.90it/s]
overall:  79%|███████▊  | 3145/4000 [16:51<02:55,  4.88it/s]

train:  89%|████████▉ | 3145/3515 [16:48<01:15,  4.88it/s]
overall:  79%|███████▊  | 3146/4000 [16:51<02:54,  4.89it/s]

train:  90%|████████▉ | 3146/3515 [16:49<01:15,  4.89it/s]
overall:  79%|███████▊  | 3147/4000 [16:52<02:51,  4.97it/s]

train:  90%|████████▉ | 3147/3515 [16:49<01:14,  4.97it/s]
overall:  79%|███████▊  | 3148/4000 [16:52<02:55,  4.84it/s]

train:  90%|████████▉ | 3148/3515 [16:49<01:15,  4.84it/s]
overall:  79%|███████▊  | 3149/4000 [16:52<02:58,  4.76it/s]

train:  90%|████████▉ | 3149/3515 [16:49<01:16,  4.76it/s]
overall:  79%|███████▉  | 3150/4000 [16:52<02:57,  4.79it/s]

train:  90%|████████▉ | 3150/3515 [16:49<01:16,  4.79it/s]
overall:  79%|███████▉  | 3151/4000 [16:52<02:57,  4.78it/s]

train:  90%|████████▉ | 3151/3515 [16:50<01:16,  4.78it/s]
overall:  79%|███████▉  | 3152/4000 [16:53<02:48,  5.03it/s]

train:  90%|████████▉ | 3152/3515 [16:50<01:12,  5.03it/s]
overall:  79%|███████▉  | 3153/4000 [16:53<02:49,  4.99it/s]

train:  90%|████████▉ | 3153/3515 [16:50<01:12,  4.99it/s]
overall:  79%|███████▉  | 3154/4000 [16:53<03:48,  3.71it/s]

train:  90%|████████▉ | 3154/3515 [16:50<01:37,  3.71it/s]
overall:  79%|███████▉  | 3155/4000 [16:53<03:32,  3.99it/s]

train:  90%|████████▉ | 3155/3515 [16:51<01:30,  3.98it/s]
overall:  79%|███████▉  | 3156/4000 [16:54<03:20,  4.21it/s]

train:  90%|████████▉ | 3156/3515 [16:51<01:25,  4.21it/s]
overall:  79%|███████▉  | 3157/4000 [16:54<03:23,  4.13it/s]

train:  90%|████████▉ | 3157/3515 [16:51<01:26,  4.13it/s]
overall:  79%|███████▉  | 3158/4000 [16:54<03:06,  4.51it/s]

train:  90%|████████▉ | 3158/3515 [16:51<01:19,  4.51it/s]
overall:  79%|███████▉  | 3160/4000 [16:54<02:41,  5.19it/s]

train:  90%|████████▉ | 3160/3515 [16:52<01:08,  5.19it/s]
overall:  79%|███████▉  | 3161/4000 [16:55<02:42,  5.17it/s]

train:  90%|████████▉ | 3161/3515 [16:52<01:08,  5.17it/s]
overall:  79%|███████▉  | 3162/4000 [16:55<02:48,  4.97it/s]

train:  90%|████████▉ | 3162/3515 [16:52<01:11,  4.97it/s]
overall:  79%|███████▉  | 3163/4000 [16:55<02:40,  5.21it/s]

train:  90%|████████▉ | 3163/3515 [16:52<01:07,  5.21it/s]
overall:  79%|███████▉  | 3164/4000 [16:55<02:45,  5.04it/s]

train:  90%|█████████ | 3164/3515 [16:52<01:09,  5.04it/s]
overall:  79%|███████▉  | 3165/4000 [16:55<02:49,  4.93it/s]

train:  90%|█████████ | 3165/3515 [16:53<01:10,  4.93it/s]
overall:  79%|███████▉  | 3166/4000 [16:56<02:47,  4.97it/s]

train:  90%|█████████ | 3166/3515 [16:53<01:10,  4.97it/s]
overall:  79%|███████▉  | 3167/4000 [16:56<02:52,  4.82it/s]

train:  90%|█████████ | 3167/3515 [16:53<01:12,  4.82it/s]
overall:  79%|███████▉  | 3168/4000 [16:56<02:55,  4.75it/s]

train:  90%|█████████ | 3168/3515 [16:53<01:13,  4.75it/s]
overall:  79%|███████▉  | 3169/4000 [16:56<02:53,  4.78it/s]

train:  90%|█████████ | 3169/3515 [16:53<01:12,  4.78it/s]
overall:  79%|███████▉  | 3170/4000 [16:56<02:52,  4.82it/s]

train:  90%|█████████ | 3170/3515 [16:54<01:11,  4.82it/s]
overall:  79%|███████▉  | 3171/4000 [16:57<02:55,  4.72it/s]

train:  90%|█████████ | 3171/3515 [16:54<01:12,  4.72it/s]
overall:  79%|███████▉  | 3172/4000 [16:57<02:52,  4.81it/s]

train:  90%|█████████ | 3172/3515 [16:54<01:11,  4.81it/s]
overall:  79%|███████▉  | 3173/4000 [16:57<02:26,  5.64it/s]

train:  90%|█████████ | 3173/3515 [16:54<01:00,  5.64it/s]
overall:  79%|███████▉  | 3174/4000 [16:57<02:36,  5.27it/s]

train:  90%|█████████ | 3174/3515 [16:54<01:04,  5.27it/s]
overall:  79%|███████▉  | 3175/4000 [16:57<02:42,  5.06it/s]

train:  90%|█████████ | 3175/3515 [16:55<01:07,  5.06it/s]
overall:  79%|███████▉  | 3176/4000 [16:58<02:42,  5.08it/s]

train:  90%|█████████ | 3176/3515 [16:55<01:06,  5.08it/s]
overall:  79%|███████▉  | 3177/4000 [16:58<02:47,  4.91it/s]

train:  90%|█████████ | 3177/3515 [16:55<01:08,  4.91it/s]
overall:  79%|███████▉  | 3178/4000 [16:58<03:54,  3.51it/s]

train:  90%|█████████ | 3178/3515 [16:55<01:35,  3.51it/s]
overall:  79%|███████▉  | 3179/4000 [16:58<03:36,  3.80it/s]

train:  90%|█████████ | 3179/3515 [16:56<01:28,  3.80it/s]
overall:  80%|███████▉  | 3180/4000 [16:59<03:15,  4.19it/s]

train:  90%|█████████ | 3180/3515 [16:56<01:19,  4.19it/s]
overall:  80%|███████▉  | 3181/4000 [16:59<03:18,  4.12it/s]

train:  90%|█████████ | 3181/3515 [16:56<01:21,  4.12it/s]
overall:  80%|███████▉  | 3182/4000 [16:59<03:11,  4.27it/s]

train:  91%|█████████ | 3182/3515 [16:56<01:17,  4.27it/s]
overall:  80%|███████▉  | 3183/4000 [16:59<03:05,  4.39it/s]

train:  91%|█████████ | 3183/3515 [16:57<01:15,  4.39it/s]
overall:  80%|███████▉  | 3184/4000 [16:59<02:46,  4.89it/s]

train:  91%|█████████ | 3184/3515 [16:57<01:07,  4.89it/s]
overall:  80%|███████▉  | 3185/4000 [17:00<02:22,  5.71it/s]

train:  91%|█████████ | 3185/3515 [16:57<00:57,  5.71it/s]
overall:  80%|███████▉  | 3186/4000 [17:00<02:27,  5.53it/s]

train:  91%|█████████ | 3186/3515 [16:57<00:59,  5.53it/s]
overall:  80%|███████▉  | 3187/4000 [17:00<02:47,  4.85it/s]

train:  91%|█████████ | 3187/3515 [16:57<01:07,  4.85it/s]
overall:  80%|███████▉  | 3188/4000 [17:00<02:47,  4.85it/s]

train:  91%|█████████ | 3188/3515 [16:57<01:07,  4.85it/s]
overall:  80%|███████▉  | 3189/4000 [17:00<02:49,  4.77it/s]

train:  91%|█████████ | 3189/3515 [16:58<01:08,  4.77it/s]
overall:  80%|███████▉  | 3190/4000 [17:01<02:51,  4.74it/s]

train:  91%|█████████ | 3190/3515 [16:58<01:08,  4.74it/s]
overall:  80%|███████▉  | 3191/4000 [17:01<02:52,  4.70it/s]

train:  91%|█████████ | 3191/3515 [16:58<01:08,  4.70it/s]
overall:  80%|███████▉  | 3192/4000 [17:01<02:54,  4.64it/s]

train:  91%|█████████ | 3192/3515 [16:58<01:09,  4.64it/s]
overall:  80%|███████▉  | 3193/4000 [17:01<02:48,  4.78it/s]

train:  91%|█████████ | 3193/3515 [16:59<01:07,  4.78it/s]
overall:  80%|███████▉  | 3194/4000 [17:02<02:56,  4.58it/s]

train:  91%|█████████ | 3194/3515 [16:59<01:10,  4.58it/s]
overall:  80%|███████▉  | 3195/4000 [17:02<02:54,  4.60it/s]

train:  91%|█████████ | 3195/3515 [16:59<01:09,  4.60it/s]
overall:  80%|███████▉  | 3196/4000 [17:02<02:53,  4.63it/s]

train:  91%|█████████ | 3196/3515 [16:59<01:08,  4.63it/s]
overall:  80%|███████▉  | 3197/4000 [17:02<02:51,  4.69it/s]

train:  91%|█████████ | 3197/3515 [16:59<01:07,  4.69it/s]
overall:  80%|███████▉  | 3198/4000 [17:02<02:51,  4.68it/s]

train:  91%|█████████ | 3198/3515 [17:00<01:07,  4.68it/s]
overall:  80%|███████▉  | 3199/4000 [17:03<02:49,  4.72it/s]

train:  91%|█████████ | 3199/3515 [17:00<01:06,  4.72it/s]
overall:  80%|████████  | 3200/4000 [17:03<02:51,  4.67it/s]

train:  91%|█████████ | 3200/3515 [17:00<01:07,  4.67it/s]
overall:  80%|████████  | 3201/4000 [17:03<02:50,  4.69it/s]

train:  91%|█████████ | 3201/3515 [17:00<01:06,  4.69it/s]
overall:  80%|████████  | 3202/4000 [17:03<03:45,  3.53it/s]

train:  91%|█████████ | 3202/3515 [17:01<01:28,  3.53it/s]
overall:  80%|████████  | 3204/4000 [17:04<02:54,  4.56it/s]

train:  91%|█████████ | 3204/3515 [17:01<01:08,  4.56it/s]
overall:  80%|████████  | 3205/4000 [17:04<03:02,  4.36it/s]

train:  91%|█████████ | 3205/3515 [17:01<01:11,  4.36it/s]
overall:  80%|████████  | 3206/4000 [17:04<02:58,  4.45it/s]

train:  91%|█████████ | 3206/3515 [17:01<01:09,  4.45it/s]
overall:  80%|████████  | 3207/4000 [17:04<02:56,  4.48it/s]

train:  91%|█████████ | 3207/3515 [17:02<01:08,  4.48it/s]
overall:  80%|████████  | 3208/4000 [17:05<02:54,  4.55it/s]

train:  91%|█████████▏| 3208/3515 [17:02<01:07,  4.55it/s]
overall:  80%|████████  | 3209/4000 [17:05<02:47,  4.71it/s]

train:  91%|█████████▏| 3209/3515 [17:02<01:04,  4.71it/s]
overall:  80%|████████  | 3210/4000 [17:05<02:51,  4.62it/s]

train:  91%|█████████▏| 3210/3515 [17:02<01:06,  4.62it/s]
overall:  80%|████████  | 3211/4000 [17:05<03:03,  4.30it/s]

train:  91%|█████████▏| 3211/3515 [17:03<01:10,  4.30it/s]
overall:  80%|████████  | 3213/4000 [17:06<02:14,  5.87it/s]

train:  91%|█████████▏| 3213/3515 [17:03<00:51,  5.87it/s]
overall:  80%|████████  | 3214/4000 [17:06<02:23,  5.46it/s]

train:  91%|█████████▏| 3214/3515 [17:03<00:55,  5.46it/s]
overall:  80%|████████  | 3215/4000 [17:06<02:25,  5.38it/s]

train:  91%|█████████▏| 3215/3515 [17:03<00:55,  5.38it/s]
overall:  80%|████████  | 3216/4000 [17:06<02:30,  5.21it/s]

train:  91%|█████████▏| 3216/3515 [17:03<00:57,  5.21it/s]
overall:  80%|████████  | 3217/4000 [17:06<02:34,  5.08it/s]

train:  92%|█████████▏| 3217/3515 [17:04<00:58,  5.08it/s]
overall:  80%|████████  | 3218/4000 [17:07<02:38,  4.93it/s]

train:  92%|█████████▏| 3218/3515 [17:04<01:00,  4.93it/s]
overall:  80%|████████  | 3219/4000 [17:07<02:36,  5.00it/s]

train:  92%|█████████▏| 3219/3515 [17:04<00:59,  5.00it/s]
overall:  81%|████████  | 3221/4000 [17:07<02:14,  5.81it/s]

train:  92%|█████████▏| 3221/3515 [17:04<00:50,  5.81it/s]
overall:  81%|████████  | 3222/4000 [17:07<02:22,  5.45it/s]

train:  92%|█████████▏| 3222/3515 [17:05<00:53,  5.45it/s]
overall:  81%|████████  | 3223/4000 [17:07<02:26,  5.30it/s]

train:  92%|█████████▏| 3223/3515 [17:05<00:55,  5.30it/s]
overall:  81%|████████  | 3224/4000 [17:08<02:33,  5.05it/s]

train:  92%|█████████▏| 3224/3515 [17:05<00:57,  5.05it/s]
overall:  81%|████████  | 3225/4000 [17:08<02:36,  4.96it/s]

train:  92%|█████████▏| 3225/3515 [17:05<00:58,  4.96it/s]
overall:  81%|████████  | 3226/4000 [17:08<03:01,  4.28it/s]

train:  92%|█████████▏| 3226/3515 [17:05<01:07,  4.28it/s]
overall:  81%|████████  | 3227/4000 [17:08<02:57,  4.36it/s]

train:  92%|█████████▏| 3227/3515 [17:06<01:06,  4.36it/s]
overall:  81%|████████  | 3228/4000 [17:09<02:53,  4.45it/s]

train:  92%|█████████▏| 3228/3515 [17:06<01:04,  4.45it/s]
overall:  81%|████████  | 3229/4000 [17:09<03:03,  4.20it/s]

train:  92%|█████████▏| 3229/3515 [17:06<01:08,  4.20it/s]
overall:  81%|████████  | 3230/4000 [17:09<02:46,  4.63it/s]

train:  92%|█████████▏| 3230/3515 [17:06<01:01,  4.63it/s]
overall:  81%|████████  | 3231/4000 [17:09<02:40,  4.79it/s]

train:  92%|█████████▏| 3231/3515 [17:07<00:59,  4.79it/s]
overall:  81%|████████  | 3232/4000 [17:10<02:40,  4.78it/s]

train:  92%|█████████▏| 3232/3515 [17:07<00:59,  4.78it/s]
overall:  81%|████████  | 3233/4000 [17:10<02:42,  4.73it/s]

train:  92%|█████████▏| 3233/3515 [17:07<00:59,  4.73it/s]
overall:  81%|████████  | 3234/4000 [17:10<02:42,  4.72it/s]

train:  92%|█████████▏| 3234/3515 [17:07<00:59,  4.72it/s]
overall:  81%|████████  | 3235/4000 [17:10<03:02,  4.19it/s]

train:  92%|█████████▏| 3235/3515 [17:07<01:06,  4.19it/s]
overall:  81%|████████  | 3236/4000 [17:10<02:56,  4.32it/s]

train:  92%|█████████▏| 3236/3515 [17:08<01:04,  4.32it/s]
overall:  81%|████████  | 3237/4000 [17:11<02:54,  4.38it/s]

train:  92%|█████████▏| 3237/3515 [17:08<01:03,  4.38it/s]
overall:  81%|████████  | 3238/4000 [17:11<02:46,  4.56it/s]

train:  92%|█████████▏| 3238/3515 [17:08<01:00,  4.56it/s]
overall:  81%|████████  | 3239/4000 [17:11<02:45,  4.60it/s]

train:  92%|█████████▏| 3239/3515 [17:08<01:00,  4.60it/s]
overall:  81%|████████  | 3240/4000 [17:11<02:44,  4.62it/s]

train:  92%|█████████▏| 3240/3515 [17:09<00:59,  4.62it/s]
overall:  81%|████████  | 3241/4000 [17:12<02:42,  4.66it/s]

train:  92%|█████████▏| 3241/3515 [17:09<00:58,  4.66it/s]
overall:  81%|████████  | 3242/4000 [17:12<02:40,  4.73it/s]

train:  92%|█████████▏| 3242/3515 [17:09<00:57,  4.73it/s]
overall:  81%|████████  | 3243/4000 [17:12<02:39,  4.75it/s]

train:  92%|█████████▏| 3243/3515 [17:09<00:57,  4.75it/s]
overall:  81%|████████  | 3244/4000 [17:12<02:29,  5.07it/s]

train:  92%|█████████▏| 3244/3515 [17:09<00:53,  5.07it/s]
overall:  81%|████████  | 3245/4000 [17:12<02:12,  5.68it/s]

train:  92%|█████████▏| 3245/3515 [17:09<00:47,  5.68it/s]
overall:  81%|████████  | 3246/4000 [17:12<02:19,  5.39it/s]

train:  92%|█████████▏| 3246/3515 [17:10<00:49,  5.39it/s]
overall:  81%|████████  | 3247/4000 [17:13<02:24,  5.21it/s]

train:  92%|█████████▏| 3247/3515 [17:10<00:51,  5.21it/s]
overall:  81%|████████  | 3248/4000 [17:13<02:29,  5.03it/s]

train:  92%|█████████▏| 3248/3515 [17:10<00:53,  5.03it/s]
overall:  81%|████████  | 3249/4000 [17:13<02:33,  4.88it/s]

train:  92%|█████████▏| 3249/3515 [17:10<00:54,  4.88it/s]
overall:  81%|████████▏ | 3250/4000 [17:13<03:22,  3.70it/s]

train:  92%|█████████▏| 3250/3515 [17:11<01:11,  3.70it/s]
overall:  81%|████████▏ | 3251/4000 [17:14<03:10,  3.93it/s]

train:  92%|█████████▏| 3251/3515 [17:11<01:07,  3.93it/s]
overall:  81%|████████▏ | 3252/4000 [17:14<03:00,  4.14it/s]

train:  93%|█████████▎| 3252/3515 [17:11<01:03,  4.14it/s]
overall:  81%|████████▏ | 3253/4000 [17:14<02:32,  4.89it/s]

train:  93%|█████████▎| 3253/3515 [17:11<00:53,  4.89it/s]
overall:  81%|████████▏ | 3254/4000 [17:14<02:35,  4.80it/s]

train:  93%|█████████▎| 3254/3515 [17:11<00:54,  4.80it/s]
overall:  81%|████████▏ | 3255/4000 [17:14<02:35,  4.80it/s]

train:  93%|█████████▎| 3255/3515 [17:12<00:54,  4.80it/s]
overall:  81%|████████▏ | 3256/4000 [17:15<02:34,  4.82it/s]

train:  93%|█████████▎| 3256/3515 [17:12<00:53,  4.82it/s]
overall:  81%|████████▏ | 3257/4000 [17:15<02:30,  4.93it/s]

train:  93%|█████████▎| 3257/3515 [17:12<00:52,  4.93it/s]
overall:  81%|████████▏ | 3258/4000 [17:15<02:33,  4.84it/s]

train:  93%|█████████▎| 3258/3515 [17:12<00:53,  4.84it/s]
overall:  81%|████████▏ | 3259/4000 [17:15<02:42,  4.55it/s]

train:  93%|█████████▎| 3259/3515 [17:13<00:56,  4.55it/s]
overall:  82%|████████▏ | 3260/4000 [17:16<02:43,  4.52it/s]

train:  93%|█████████▎| 3260/3515 [17:13<00:56,  4.52it/s]
overall:  82%|████████▏ | 3261/4000 [17:16<02:38,  4.67it/s]

train:  93%|█████████▎| 3261/3515 [17:13<00:54,  4.67it/s]
overall:  82%|████████▏ | 3262/4000 [17:16<02:33,  4.80it/s]

train:  93%|█████████▎| 3262/3515 [17:13<00:52,  4.80it/s]
overall:  82%|████████▏ | 3263/4000 [17:16<02:35,  4.75it/s]

train:  93%|█████████▎| 3263/3515 [17:13<00:53,  4.75it/s]
overall:  82%|████████▏ | 3264/4000 [17:16<02:25,  5.06it/s]

train:  93%|█████████▎| 3264/3515 [17:14<00:49,  5.06it/s]
overall:  82%|████████▏ | 3265/4000 [17:17<02:28,  4.95it/s]

train:  93%|█████████▎| 3265/3515 [17:14<00:50,  4.95it/s]
overall:  82%|████████▏ | 3267/4000 [17:17<02:03,  5.93it/s]

train:  93%|█████████▎| 3267/3515 [17:14<00:41,  5.93it/s]
overall:  82%|████████▏ | 3268/4000 [17:17<02:07,  5.73it/s]

train:  93%|█████████▎| 3268/3515 [17:14<00:43,  5.73it/s]
overall:  82%|████████▏ | 3269/4000 [17:17<02:14,  5.43it/s]

train:  93%|█████████▎| 3269/3515 [17:14<00:45,  5.43it/s]
overall:  82%|████████▏ | 3270/4000 [17:17<02:19,  5.23it/s]

train:  93%|█████████▎| 3270/3515 [17:15<00:46,  5.23it/s]
overall:  82%|████████▏ | 3271/4000 [17:18<02:22,  5.12it/s]

train:  93%|█████████▎| 3271/3515 [17:15<00:47,  5.12it/s]
overall:  82%|████████▏ | 3272/4000 [17:18<02:25,  4.99it/s]

train:  93%|█████████▎| 3272/3515 [17:15<00:48,  4.99it/s]
overall:  82%|████████▏ | 3273/4000 [17:18<02:28,  4.89it/s]

train:  93%|█████████▎| 3273/3515 [17:15<00:49,  4.89it/s]
overall:  82%|████████▏ | 3274/4000 [17:18<03:18,  3.65it/s]

train:  93%|█████████▎| 3274/3515 [17:16<01:06,  3.65it/s]
overall:  82%|████████▏ | 3275/4000 [17:19<03:01,  4.00it/s]

train:  93%|█████████▎| 3275/3515 [17:16<01:00,  4.00it/s]
overall:  82%|████████▏ | 3276/4000 [17:19<02:51,  4.21it/s]

train:  93%|█████████▎| 3276/3515 [17:16<00:56,  4.21it/s]
overall:  82%|████████▏ | 3277/4000 [17:19<03:00,  4.00it/s]

train:  93%|█████████▎| 3277/3515 [17:16<00:59,  4.00it/s]
overall:  82%|████████▏ | 3278/4000 [17:19<02:54,  4.15it/s]

train:  93%|█████████▎| 3278/3515 [17:17<00:57,  4.15it/s]
overall:  82%|████████▏ | 3279/4000 [17:20<02:47,  4.31it/s]

train:  93%|█████████▎| 3279/3515 [17:17<00:54,  4.31it/s]
overall:  82%|████████▏ | 3280/4000 [17:20<02:45,  4.35it/s]

train:  93%|█████████▎| 3280/3515 [17:17<00:54,  4.35it/s]
overall:  82%|████████▏ | 3281/4000 [17:20<02:42,  4.43it/s]

train:  93%|█████████▎| 3281/3515 [17:17<00:52,  4.43it/s]
overall:  82%|████████▏ | 3282/4000 [17:20<02:39,  4.49it/s]

train:  93%|█████████▎| 3282/3515 [17:17<00:51,  4.49it/s]
overall:  82%|████████▏ | 3283/4000 [17:21<02:50,  4.21it/s]

train:  93%|█████████▎| 3283/3515 [17:18<00:55,  4.21it/s]
overall:  82%|████████▏ | 3284/4000 [17:21<02:44,  4.36it/s]

train:  93%|█████████▎| 3284/3515 [17:18<00:52,  4.36it/s]
overall:  82%|████████▏ | 3285/4000 [17:21<02:39,  4.49it/s]

train:  93%|█████████▎| 3285/3515 [17:18<00:51,  4.49it/s]
overall:  82%|████████▏ | 3286/4000 [17:21<02:36,  4.56it/s]

train:  93%|█████████▎| 3286/3515 [17:18<00:50,  4.56it/s]
overall:  82%|████████▏ | 3287/4000 [17:21<02:31,  4.69it/s]

train:  94%|█████████▎| 3287/3515 [17:19<00:48,  4.69it/s]
overall:  82%|████████▏ | 3288/4000 [17:22<02:32,  4.66it/s]

train:  94%|█████████▎| 3288/3515 [17:19<00:48,  4.66it/s]
overall:  82%|████████▏ | 3289/4000 [17:22<02:34,  4.61it/s]

train:  94%|█████████▎| 3289/3515 [17:19<00:49,  4.61it/s]
overall:  82%|████████▏ | 3290/4000 [17:22<02:32,  4.66it/s]

train:  94%|█████████▎| 3290/3515 [17:19<00:48,  4.66it/s]
overall:  82%|████████▏ | 3291/4000 [17:22<02:12,  5.35it/s]

train:  94%|█████████▎| 3291/3515 [17:19<00:41,  5.35it/s]
overall:  82%|████████▏ | 3292/4000 [17:22<02:16,  5.17it/s]

train:  94%|█████████▎| 3292/3515 [17:20<00:43,  5.17it/s]
overall:  82%|████████▏ | 3293/4000 [17:23<02:22,  4.95it/s]

train:  94%|█████████▎| 3293/3515 [17:20<00:44,  4.95it/s]
overall:  82%|████████▏ | 3294/4000 [17:23<02:22,  4.96it/s]

train:  94%|█████████▎| 3294/3515 [17:20<00:44,  4.96it/s]
overall:  82%|████████▏ | 3295/4000 [17:23<02:21,  4.97it/s]

train:  94%|█████████▎| 3295/3515 [17:20<00:44,  4.97it/s]
overall:  82%|████████▏ | 3297/4000 [17:23<01:58,  5.93it/s]

train:  94%|█████████▍| 3297/3515 [17:20<00:36,  5.93it/s]
overall:  82%|████████▏ | 3298/4000 [17:24<02:50,  4.13it/s]

train:  94%|█████████▍| 3298/3515 [17:21<00:52,  4.13it/s]
overall:  82%|████████▏ | 3299/4000 [17:24<02:37,  4.44it/s]

train:  94%|█████████▍| 3299/3515 [17:21<00:48,  4.44it/s]
overall:  82%|████████▎ | 3300/4000 [17:24<02:29,  4.68it/s]

train:  94%|█████████▍| 3300/3515 [17:21<00:45,  4.68it/s]
overall:  83%|████████▎ | 3301/4000 [17:24<02:40,  4.36it/s]

train:  94%|█████████▍| 3301/3515 [17:22<00:49,  4.36it/s]
overall:  83%|████████▎ | 3302/4000 [17:25<02:37,  4.42it/s]

train:  94%|█████████▍| 3302/3515 [17:22<00:48,  4.42it/s]
overall:  83%|████████▎ | 3303/4000 [17:25<02:27,  4.72it/s]

train:  94%|█████████▍| 3303/3515 [17:22<00:44,  4.72it/s]
overall:  83%|████████▎ | 3304/4000 [17:25<02:31,  4.60it/s]

train:  94%|█████████▍| 3304/3515 [17:22<00:45,  4.60it/s]
overall:  83%|████████▎ | 3305/4000 [17:25<02:32,  4.55it/s]

train:  94%|█████████▍| 3305/3515 [17:22<00:46,  4.55it/s]
overall:  83%|████████▎ | 3306/4000 [17:25<02:32,  4.56it/s]

train:  94%|█████████▍| 3306/3515 [17:23<00:45,  4.56it/s]
overall:  83%|████████▎ | 3307/4000 [17:26<02:45,  4.18it/s]

train:  94%|█████████▍| 3307/3515 [17:23<00:49,  4.18it/s]
overall:  83%|████████▎ | 3308/4000 [17:26<02:40,  4.32it/s]

train:  94%|█████████▍| 3308/3515 [17:23<00:47,  4.32it/s]
overall:  83%|████████▎ | 3309/4000 [17:26<02:36,  4.40it/s]

train:  94%|█████████▍| 3309/3515 [17:23<00:46,  4.40it/s]
overall:  83%|████████▎ | 3310/4000 [17:26<02:28,  4.63it/s]

train:  94%|█████████▍| 3310/3515 [17:24<00:44,  4.63it/s]
overall:  83%|████████▎ | 3311/4000 [17:26<02:22,  4.84it/s]

train:  94%|█████████▍| 3311/3515 [17:24<00:42,  4.84it/s]
overall:  83%|████████▎ | 3312/4000 [17:27<02:23,  4.80it/s]

train:  94%|█████████▍| 3312/3515 [17:24<00:42,  4.80it/s]
overall:  83%|████████▎ | 3313/4000 [17:27<02:22,  4.81it/s]

train:  94%|█████████▍| 3313/3515 [17:24<00:42,  4.81it/s]
overall:  83%|████████▎ | 3314/4000 [17:27<02:21,  4.84it/s]

train:  94%|█████████▍| 3314/3515 [17:24<00:41,  4.84it/s]
overall:  83%|████████▎ | 3315/4000 [17:27<02:23,  4.78it/s]

train:  94%|█████████▍| 3315/3515 [17:25<00:41,  4.78it/s]
overall:  83%|████████▎ | 3316/4000 [17:28<02:22,  4.80it/s]

train:  94%|█████████▍| 3316/3515 [17:25<00:41,  4.80it/s]
overall:  83%|████████▎ | 3317/4000 [17:28<02:23,  4.74it/s]

train:  94%|█████████▍| 3317/3515 [17:25<00:41,  4.74it/s]
overall:  83%|████████▎ | 3318/4000 [17:28<02:25,  4.69it/s]

train:  94%|█████████▍| 3318/3515 [17:25<00:41,  4.69it/s]
overall:  83%|████████▎ | 3319/4000 [17:28<02:27,  4.63it/s]

train:  94%|█████████▍| 3319/3515 [17:25<00:42,  4.63it/s]
overall:  83%|████████▎ | 3320/4000 [17:28<02:29,  4.56it/s]

train:  94%|█████████▍| 3320/3515 [17:26<00:42,  4.56it/s]
overall:  83%|████████▎ | 3321/4000 [17:29<02:17,  4.92it/s]

train:  94%|█████████▍| 3321/3515 [17:26<00:39,  4.92it/s]
overall:  83%|████████▎ | 3322/4000 [17:29<03:04,  3.67it/s]

train:  95%|█████████▍| 3322/3515 [17:26<00:52,  3.67it/s]
overall:  83%|████████▎ | 3323/4000 [17:29<02:52,  3.93it/s]

train:  95%|█████████▍| 3323/3515 [17:26<00:48,  3.93it/s]
overall:  83%|████████▎ | 3324/4000 [17:29<02:43,  4.13it/s]

train:  95%|█████████▍| 3324/3515 [17:27<00:46,  4.13it/s]
overall:  83%|████████▎ | 3325/4000 [17:30<02:47,  4.02it/s]

train:  95%|█████████▍| 3325/3515 [17:27<00:47,  4.02it/s]
overall:  83%|████████▎ | 3326/4000 [17:30<02:40,  4.19it/s]

train:  95%|█████████▍| 3326/3515 [17:27<00:45,  4.19it/s]
overall:  83%|████████▎ | 3327/4000 [17:30<02:32,  4.41it/s]

train:  95%|█████████▍| 3327/3515 [17:27<00:42,  4.41it/s]
overall:  83%|████████▎ | 3328/4000 [17:30<02:30,  4.48it/s]

train:  95%|█████████▍| 3328/3515 [17:28<00:41,  4.48it/s]
overall:  83%|████████▎ | 3329/4000 [17:31<02:29,  4.49it/s]

train:  95%|█████████▍| 3329/3515 [17:28<00:41,  4.49it/s]
overall:  83%|████████▎ | 3330/4000 [17:31<02:29,  4.47it/s]

train:  95%|█████████▍| 3330/3515 [17:28<00:41,  4.47it/s]
overall:  83%|████████▎ | 3331/4000 [17:31<02:43,  4.10it/s]

train:  95%|█████████▍| 3331/3515 [17:28<00:44,  4.10it/s]
overall:  83%|████████▎ | 3332/4000 [17:31<02:38,  4.21it/s]

train:  95%|█████████▍| 3332/3515 [17:29<00:43,  4.21it/s]
overall:  83%|████████▎ | 3333/4000 [17:31<02:17,  4.84it/s]

train:  95%|█████████▍| 3333/3515 [17:29<00:37,  4.84it/s]
overall:  83%|████████▎ | 3334/4000 [17:32<02:18,  4.81it/s]

train:  95%|█████████▍| 3334/3515 [17:29<00:37,  4.81it/s]
overall:  83%|████████▎ | 3335/4000 [17:32<02:21,  4.71it/s]

train:  95%|█████████▍| 3335/3515 [17:29<00:38,  4.71it/s]
overall:  83%|████████▎ | 3336/4000 [17:32<02:20,  4.74it/s]

train:  95%|█████████▍| 3336/3515 [17:29<00:37,  4.74it/s]
overall:  83%|████████▎ | 3337/4000 [17:32<02:22,  4.65it/s]

train:  95%|█████████▍| 3337/3515 [17:30<00:38,  4.65it/s]
overall:  83%|████████▎ | 3338/4000 [17:33<02:23,  4.62it/s]

train:  95%|█████████▍| 3338/3515 [17:30<00:38,  4.62it/s]
overall:  83%|████████▎ | 3339/4000 [17:33<02:24,  4.59it/s]

train:  95%|█████████▍| 3339/3515 [17:30<00:38,  4.59it/s]
overall:  84%|████████▎ | 3340/4000 [17:33<02:23,  4.60it/s]

train:  95%|█████████▌| 3340/3515 [17:30<00:38,  4.60it/s]
overall:  84%|████████▎ | 3341/4000 [17:33<02:22,  4.64it/s]

train:  95%|█████████▌| 3341/3515 [17:30<00:37,  4.64it/s]
overall:  84%|████████▎ | 3342/4000 [17:33<02:19,  4.70it/s]

train:  95%|█████████▌| 3342/3515 [17:31<00:36,  4.70it/s]
overall:  84%|████████▎ | 3343/4000 [17:34<02:17,  4.79it/s]

train:  95%|█████████▌| 3343/3515 [17:31<00:35,  4.79it/s]
overall:  84%|████████▎ | 3344/4000 [17:34<02:19,  4.69it/s]

train:  95%|█████████▌| 3344/3515 [17:31<00:36,  4.69it/s]
overall:  84%|████████▎ | 3345/4000 [17:34<02:18,  4.75it/s]

train:  95%|█████████▌| 3345/3515 [17:31<00:35,  4.75it/s]
overall:  84%|████████▎ | 3346/4000 [17:34<02:52,  3.80it/s]

train:  95%|█████████▌| 3346/3515 [17:32<00:44,  3.80it/s]
overall:  84%|████████▎ | 3347/4000 [17:35<02:35,  4.19it/s]

train:  95%|█████████▌| 3347/3515 [17:32<00:40,  4.19it/s]
overall:  84%|████████▎ | 3349/4000 [17:35<02:14,  4.85it/s]

train:  95%|█████████▌| 3349/3515 [17:32<00:34,  4.85it/s]
overall:  84%|████████▍ | 3350/4000 [17:35<02:11,  4.94it/s]

train:  95%|█████████▌| 3350/3515 [17:32<00:33,  4.94it/s]
overall:  84%|████████▍ | 3351/4000 [17:35<02:08,  5.06it/s]

train:  95%|█████████▌| 3351/3515 [17:33<00:32,  5.06it/s]
overall:  84%|████████▍ | 3352/4000 [17:35<02:09,  5.01it/s]

train:  95%|█████████▌| 3352/3515 [17:33<00:32,  5.02it/s]
overall:  84%|████████▍ | 3353/4000 [17:36<02:12,  4.87it/s]

train:  95%|█████████▌| 3353/3515 [17:33<00:33,  4.87it/s]
overall:  84%|████████▍ | 3354/4000 [17:36<01:55,  5.60it/s]

train:  95%|█████████▌| 3354/3515 [17:33<00:28,  5.60it/s]
overall:  84%|████████▍ | 3355/4000 [17:36<02:16,  4.72it/s]

train:  95%|█████████▌| 3355/3515 [17:33<00:33,  4.72it/s]
overall:  84%|████████▍ | 3356/4000 [17:36<02:17,  4.68it/s]

train:  95%|█████████▌| 3356/3515 [17:34<00:33,  4.68it/s]
overall:  84%|████████▍ | 3357/4000 [17:36<01:59,  5.36it/s]

train:  96%|█████████▌| 3357/3515 [17:34<00:29,  5.36it/s]
overall:  84%|████████▍ | 3358/4000 [17:37<02:02,  5.23it/s]

train:  96%|█████████▌| 3358/3515 [17:34<00:30,  5.23it/s]
overall:  84%|████████▍ | 3359/4000 [17:37<02:06,  5.08it/s]

train:  96%|█████████▌| 3359/3515 [17:34<00:30,  5.08it/s]
overall:  84%|████████▍ | 3360/4000 [17:37<02:07,  5.04it/s]

train:  96%|█████████▌| 3360/3515 [17:34<00:30,  5.04it/s]
overall:  84%|████████▍ | 3361/4000 [17:37<02:10,  4.90it/s]

train:  96%|█████████▌| 3361/3515 [17:35<00:31,  4.90it/s]
overall:  84%|████████▍ | 3362/4000 [17:37<02:13,  4.79it/s]

train:  96%|█████████▌| 3362/3515 [17:35<00:31,  4.79it/s]
overall:  84%|████████▍ | 3363/4000 [17:38<02:15,  4.70it/s]

train:  96%|█████████▌| 3363/3515 [17:35<00:32,  4.70it/s]
overall:  84%|████████▍ | 3364/4000 [17:38<02:15,  4.70it/s]

train:  96%|█████████▌| 3364/3515 [17:35<00:32,  4.70it/s]
overall:  84%|████████▍ | 3366/4000 [17:38<01:52,  5.62it/s]

train:  96%|█████████▌| 3366/3515 [17:35<00:26,  5.62it/s]
overall:  84%|████████▍ | 3367/4000 [17:38<01:52,  5.64it/s]

train:  96%|█████████▌| 3367/3515 [17:36<00:26,  5.64it/s]
overall:  84%|████████▍ | 3369/4000 [17:39<01:44,  6.06it/s]

train:  96%|█████████▌| 3369/3515 [17:36<00:24,  6.06it/s]
overall:  84%|████████▍ | 3370/4000 [17:39<02:20,  4.48it/s]

train:  96%|█████████▌| 3370/3515 [17:36<00:32,  4.48it/s]
overall:  84%|████████▍ | 3371/4000 [17:39<02:20,  4.48it/s]

train:  96%|█████████▌| 3371/3515 [17:37<00:32,  4.48it/s]
overall:  84%|████████▍ | 3372/4000 [17:39<02:10,  4.81it/s]

train:  96%|█████████▌| 3372/3515 [17:37<00:29,  4.81it/s]
overall:  84%|████████▍ | 3373/4000 [17:40<02:22,  4.41it/s]

train:  96%|█████████▌| 3373/3515 [17:37<00:32,  4.41it/s]
overall:  84%|████████▍ | 3374/4000 [17:40<02:20,  4.47it/s]

train:  96%|█████████▌| 3374/3515 [17:37<00:31,  4.47it/s]
overall:  84%|████████▍ | 3375/4000 [17:40<02:16,  4.57it/s]

train:  96%|█████████▌| 3375/3515 [17:37<00:30,  4.57it/s]
overall:  84%|████████▍ | 3376/4000 [17:40<02:15,  4.61it/s]

train:  96%|█████████▌| 3376/3515 [17:38<00:30,  4.61it/s]
overall:  84%|████████▍ | 3377/4000 [17:41<02:13,  4.66it/s]

train:  96%|█████████▌| 3377/3515 [17:38<00:29,  4.66it/s]
overall:  84%|████████▍ | 3378/4000 [17:41<01:52,  5.52it/s]

train:  96%|█████████▌| 3378/3515 [17:38<00:24,  5.52it/s]
overall:  84%|████████▍ | 3379/4000 [17:41<02:11,  4.71it/s]

train:  96%|█████████▌| 3379/3515 [17:38<00:28,  4.71it/s]
overall:  85%|████████▍ | 3381/4000 [17:41<01:53,  5.43it/s]

train:  96%|█████████▌| 3381/3515 [17:39<00:24,  5.43it/s]
overall:  85%|████████▍ | 3382/4000 [17:41<01:41,  6.11it/s]

train:  96%|█████████▌| 3382/3515 [17:39<00:21,  6.11it/s]
overall:  85%|████████▍ | 3383/4000 [17:42<01:48,  5.66it/s]

train:  96%|█████████▌| 3383/3515 [17:39<00:23,  5.66it/s]
overall:  85%|████████▍ | 3384/4000 [17:42<01:55,  5.34it/s]

train:  96%|█████████▋| 3384/3515 [17:39<00:24,  5.34it/s]
overall:  85%|████████▍ | 3385/4000 [17:42<01:58,  5.20it/s]

train:  96%|█████████▋| 3385/3515 [17:39<00:24,  5.21it/s]
overall:  85%|████████▍ | 3386/4000 [17:42<02:02,  5.00it/s]

train:  96%|█████████▋| 3386/3515 [17:39<00:25,  5.00it/s]
overall:  85%|████████▍ | 3387/4000 [17:42<02:06,  4.86it/s]

train:  96%|█████████▋| 3387/3515 [17:40<00:26,  4.86it/s]
overall:  85%|████████▍ | 3388/4000 [17:43<02:08,  4.77it/s]

train:  96%|█████████▋| 3388/3515 [17:40<00:26,  4.77it/s]
overall:  85%|████████▍ | 3390/4000 [17:43<01:50,  5.51it/s]

train:  96%|█████████▋| 3390/3515 [17:40<00:22,  5.51it/s]
overall:  85%|████████▍ | 3391/4000 [17:43<01:54,  5.34it/s]

train:  96%|█████████▋| 3391/3515 [17:40<00:23,  5.34it/s]
overall:  85%|████████▍ | 3392/4000 [17:43<01:56,  5.20it/s]

train:  97%|█████████▋| 3392/3515 [17:41<00:23,  5.20it/s]
overall:  85%|████████▍ | 3394/4000 [17:44<02:09,  4.68it/s]

train:  97%|█████████▋| 3394/3515 [17:41<00:25,  4.68it/s]
overall:  85%|████████▍ | 3395/4000 [17:44<02:05,  4.81it/s]

train:  97%|█████████▋| 3395/3515 [17:41<00:24,  4.81it/s]
overall:  85%|████████▍ | 3396/4000 [17:44<02:07,  4.72it/s]

train:  97%|█████████▋| 3396/3515 [17:42<00:25,  4.72it/s]
overall:  85%|████████▍ | 3397/4000 [17:45<02:20,  4.30it/s]

train:  97%|█████████▋| 3397/3515 [17:42<00:27,  4.30it/s]
overall:  85%|████████▍ | 3398/4000 [17:45<02:00,  5.01it/s]

train:  97%|█████████▋| 3398/3515 [17:42<00:23,  5.01it/s]
overall:  85%|████████▌ | 3400/4000 [17:45<01:43,  5.77it/s]

train:  97%|█████████▋| 3400/3515 [17:42<00:19,  5.77it/s]
overall:  85%|████████▌ | 3401/4000 [17:45<01:49,  5.48it/s]

train:  97%|█████████▋| 3401/3515 [17:42<00:20,  5.48it/s]
overall:  85%|████████▌ | 3402/4000 [17:45<01:50,  5.39it/s]

train:  97%|█████████▋| 3402/3515 [17:43<00:20,  5.39it/s]
overall:  85%|████████▌ | 3403/4000 [17:46<02:06,  4.72it/s]

train:  97%|█████████▋| 3403/3515 [17:43<00:23,  4.72it/s]
overall:  85%|████████▌ | 3404/4000 [17:46<02:07,  4.67it/s]

train:  97%|█████████▋| 3404/3515 [17:43<00:23,  4.67it/s]
overall:  85%|████████▌ | 3406/4000 [17:46<01:32,  6.45it/s]

train:  97%|█████████▋| 3406/3515 [17:43<00:16,  6.45it/s]
overall:  85%|████████▌ | 3407/4000 [17:46<01:35,  6.19it/s]

train:  97%|█████████▋| 3407/3515 [17:43<00:17,  6.19it/s]
overall:  85%|████████▌ | 3408/4000 [17:46<01:38,  6.03it/s]

train:  97%|█████████▋| 3408/3515 [17:44<00:17,  6.03it/s]
overall:  85%|████████▌ | 3409/4000 [17:47<01:29,  6.57it/s]

train:  97%|█████████▋| 3409/3515 [17:44<00:16,  6.57it/s]
overall:  85%|████████▌ | 3410/4000 [17:47<01:39,  5.90it/s]

train:  97%|█████████▋| 3410/3515 [17:44<00:17,  5.90it/s]
overall:  85%|████████▌ | 3411/4000 [17:47<01:47,  5.50it/s]

train:  97%|█████████▋| 3411/3515 [17:44<00:18,  5.50it/s]
overall:  85%|████████▌ | 3412/4000 [17:47<01:53,  5.18it/s]

train:  97%|█████████▋| 3412/3515 [17:44<00:19,  5.18it/s]
overall:  85%|████████▌ | 3413/4000 [17:47<01:56,  5.05it/s]

train:  97%|█████████▋| 3413/3515 [17:45<00:20,  5.05it/s]
overall:  85%|████████▌ | 3415/4000 [17:48<01:44,  5.58it/s]

train:  97%|█████████▋| 3415/3515 [17:45<00:17,  5.58it/s]
overall:  85%|████████▌ | 3416/4000 [17:48<01:49,  5.31it/s]

train:  97%|█████████▋| 3416/3515 [17:45<00:18,  5.31it/s]
overall:  85%|████████▌ | 3417/4000 [17:48<01:54,  5.09it/s]

train:  97%|█████████▋| 3417/3515 [17:45<00:19,  5.09it/s]
overall:  85%|████████▌ | 3418/4000 [17:48<02:18,  4.19it/s]

train:  97%|█████████▋| 3418/3515 [17:46<00:23,  4.19it/s]
overall:  85%|████████▌ | 3419/4000 [17:49<02:04,  4.67it/s]

train:  97%|█████████▋| 3419/3515 [17:46<00:20,  4.67it/s]
overall:  86%|████████▌ | 3420/4000 [17:49<02:03,  4.68it/s]

train:  97%|█████████▋| 3420/3515 [17:46<00:20,  4.68it/s]
overall:  86%|████████▌ | 3421/4000 [17:49<02:05,  4.61it/s]

train:  97%|█████████▋| 3421/3515 [17:46<00:20,  4.61it/s]
overall:  86%|████████▌ | 3422/4000 [17:49<01:49,  5.26it/s]

train:  97%|█████████▋| 3422/3515 [17:46<00:17,  5.26it/s]
overall:  86%|████████▌ | 3423/4000 [17:49<01:49,  5.25it/s]

train:  97%|█████████▋| 3423/3515 [17:47<00:17,  5.25it/s]
overall:  86%|████████▌ | 3424/4000 [17:50<01:52,  5.14it/s]

train:  97%|█████████▋| 3424/3515 [17:47<00:17,  5.14it/s]
overall:  86%|████████▌ | 3425/4000 [17:50<01:53,  5.04it/s]

train:  97%|█████████▋| 3425/3515 [17:47<00:17,  5.04it/s]
overall:  86%|████████▌ | 3426/4000 [17:50<01:56,  4.93it/s]

train:  97%|█████████▋| 3426/3515 [17:47<00:18,  4.93it/s]
overall:  86%|████████▌ | 3427/4000 [17:50<02:10,  4.40it/s]

train:  97%|█████████▋| 3427/3515 [17:48<00:20,  4.40it/s]
overall:  86%|████████▌ | 3428/4000 [17:51<02:11,  4.37it/s]

train:  98%|█████████▊| 3428/3515 [17:48<00:19,  4.37it/s]
overall:  86%|████████▌ | 3430/4000 [17:51<01:49,  5.21it/s]

train:  98%|█████████▊| 3430/3515 [17:48<00:16,  5.21it/s]
overall:  86%|████████▌ | 3431/4000 [17:51<01:49,  5.19it/s]

train:  98%|█████████▊| 3431/3515 [17:48<00:16,  5.19it/s]
overall:  86%|████████▌ | 3432/4000 [17:51<01:51,  5.11it/s]

train:  98%|█████████▊| 3432/3515 [17:48<00:16,  5.11it/s]
overall:  86%|████████▌ | 3433/4000 [17:51<01:51,  5.09it/s]

train:  98%|█████████▊| 3433/3515 [17:49<00:16,  5.09it/s]
overall:  86%|████████▌ | 3434/4000 [17:52<01:41,  5.58it/s]

train:  98%|█████████▊| 3434/3515 [17:49<00:14,  5.58it/s]
overall:  86%|████████▌ | 3435/4000 [17:52<01:46,  5.32it/s]

train:  98%|█████████▊| 3435/3515 [17:49<00:15,  5.32it/s]
overall:  86%|████████▌ | 3436/4000 [17:52<01:46,  5.28it/s]

train:  98%|█████████▊| 3436/3515 [17:49<00:14,  5.28it/s]
overall:  86%|████████▌ | 3437/4000 [17:52<01:50,  5.10it/s]

train:  98%|█████████▊| 3437/3515 [17:49<00:15,  5.10it/s]
overall:  86%|████████▌ | 3438/4000 [17:52<01:53,  4.96it/s]

train:  98%|█████████▊| 3438/3515 [17:50<00:15,  4.96it/s]
overall:  86%|████████▌ | 3439/4000 [17:53<01:55,  4.85it/s]

train:  98%|█████████▊| 3439/3515 [17:50<00:15,  4.85it/s]
overall:  86%|████████▌ | 3440/4000 [17:53<01:58,  4.71it/s]

train:  98%|█████████▊| 3440/3515 [17:50<00:15,  4.71it/s]
overall:  86%|████████▌ | 3441/4000 [17:53<01:59,  4.66it/s]

train:  98%|█████████▊| 3441/3515 [17:50<00:15,  4.66it/s]
overall:  86%|████████▌ | 3442/4000 [17:53<02:34,  3.61it/s]

train:  98%|█████████▊| 3442/3515 [17:51<00:20,  3.61it/s]
overall:  86%|████████▌ | 3443/4000 [17:54<02:23,  3.88it/s]

train:  98%|█████████▊| 3443/3515 [17:51<00:18,  3.88it/s]
overall:  86%|████████▌ | 3444/4000 [17:54<02:10,  4.26it/s]

train:  98%|█████████▊| 3444/3515 [17:51<00:16,  4.26it/s]
overall:  86%|████████▌ | 3445/4000 [17:54<02:16,  4.07it/s]

train:  98%|█████████▊| 3445/3515 [17:51<00:17,  4.07it/s]
overall:  86%|████████▌ | 3446/4000 [17:54<02:11,  4.23it/s]

train:  98%|█████████▊| 3446/3515 [17:52<00:16,  4.23it/s]
overall:  86%|████████▌ | 3447/4000 [17:55<02:07,  4.35it/s]

train:  98%|█████████▊| 3447/3515 [17:52<00:15,  4.35it/s]
overall:  86%|████████▌ | 3448/4000 [17:55<02:03,  4.46it/s]

train:  98%|█████████▊| 3448/3515 [17:52<00:15,  4.46it/s]
overall:  86%|████████▋ | 3450/4000 [17:55<01:25,  6.45it/s]

train:  98%|█████████▊| 3450/3515 [17:52<00:10,  6.45it/s]
overall:  86%|████████▋ | 3451/4000 [17:55<01:41,  5.39it/s]

train:  98%|█████████▊| 3451/3515 [17:52<00:11,  5.39it/s]
overall:  86%|████████▋ | 3452/4000 [17:55<01:45,  5.19it/s]

train:  98%|█████████▊| 3452/3515 [17:53<00:12,  5.19it/s]
overall:  86%|████████▋ | 3453/4000 [17:56<01:48,  5.05it/s]

train:  98%|█████████▊| 3453/3515 [17:53<00:12,  5.05it/s]
overall:  86%|████████▋ | 3454/4000 [17:56<01:48,  5.05it/s]

train:  98%|█████████▊| 3454/3515 [17:53<00:12,  5.05it/s]
overall:  86%|████████▋ | 3455/4000 [17:56<01:49,  4.97it/s]

train:  98%|█████████▊| 3455/3515 [17:53<00:12,  4.97it/s]
overall:  86%|████████▋ | 3456/4000 [17:56<01:52,  4.83it/s]

train:  98%|█████████▊| 3456/3515 [17:53<00:12,  4.83it/s]
overall:  86%|████████▋ | 3457/4000 [17:56<01:39,  5.45it/s]

train:  98%|█████████▊| 3457/3515 [17:54<00:10,  5.46it/s]
overall:  86%|████████▋ | 3458/4000 [17:57<01:44,  5.17it/s]

train:  98%|█████████▊| 3458/3515 [17:54<00:11,  5.17it/s]
overall:  86%|████████▋ | 3459/4000 [17:57<01:49,  4.93it/s]

train:  98%|█████████▊| 3459/3515 [17:54<00:11,  4.93it/s]
overall:  86%|████████▋ | 3460/4000 [17:57<01:53,  4.77it/s]

train:  98%|█████████▊| 3460/3515 [17:54<00:11,  4.77it/s]
overall:  87%|████████▋ | 3461/4000 [17:57<01:39,  5.42it/s]

train:  98%|█████████▊| 3461/3515 [17:54<00:09,  5.42it/s]
overall:  87%|████████▋ | 3462/4000 [17:57<01:38,  5.48it/s]

train:  98%|█████████▊| 3462/3515 [17:55<00:09,  5.48it/s]
overall:  87%|████████▋ | 3463/4000 [17:58<01:44,  5.13it/s]

train:  99%|█████████▊| 3463/3515 [17:55<00:10,  5.13it/s]
overall:  87%|████████▋ | 3464/4000 [17:58<01:46,  5.02it/s]

train:  99%|█████████▊| 3464/3515 [17:55<00:10,  5.02it/s]
overall:  87%|████████▋ | 3465/4000 [17:58<01:47,  4.99it/s]

train:  99%|█████████▊| 3465/3515 [17:55<00:10,  4.99it/s]
overall:  87%|████████▋ | 3466/4000 [17:58<02:21,  3.77it/s]

train:  99%|█████████▊| 3466/3515 [17:56<00:13,  3.77it/s]
overall:  87%|████████▋ | 3467/4000 [17:59<02:12,  4.02it/s]

train:  99%|█████████▊| 3467/3515 [17:56<00:11,  4.02it/s]
overall:  87%|████████▋ | 3468/4000 [17:59<01:52,  4.75it/s]

train:  99%|█████████▊| 3468/3515 [17:56<00:09,  4.75it/s]
overall:  87%|████████▋ | 3469/4000 [17:59<02:00,  4.39it/s]

train:  99%|█████████▊| 3469/3515 [17:56<00:10,  4.39it/s]
overall:  87%|████████▋ | 3470/4000 [17:59<01:57,  4.50it/s]

train:  99%|█████████▊| 3470/3515 [17:56<00:10,  4.50it/s]
overall:  87%|████████▋ | 3471/4000 [17:59<01:55,  4.57it/s]

train:  99%|█████████▊| 3471/3515 [17:57<00:09,  4.57it/s]
overall:  87%|████████▋ | 3473/4000 [18:00<01:40,  5.25it/s]

train:  99%|█████████▉| 3473/3515 [17:57<00:07,  5.25it/s]
overall:  87%|████████▋ | 3474/4000 [18:00<01:43,  5.06it/s]

train:  99%|█████████▉| 3474/3515 [17:57<00:08,  5.06it/s]
overall:  87%|████████▋ | 3475/4000 [18:00<01:53,  4.63it/s]

train:  99%|█████████▉| 3475/3515 [17:57<00:08,  4.63it/s]
overall:  87%|████████▋ | 3476/4000 [18:00<01:52,  4.65it/s]

train:  99%|█████████▉| 3476/3515 [17:58<00:08,  4.65it/s]
overall:  87%|████████▋ | 3477/4000 [18:01<01:47,  4.86it/s]

train:  99%|█████████▉| 3477/3515 [17:58<00:07,  4.86it/s]
overall:  87%|████████▋ | 3478/4000 [18:01<01:48,  4.80it/s]

train:  99%|█████████▉| 3478/3515 [17:58<00:07,  4.80it/s]
overall:  87%|████████▋ | 3479/4000 [18:01<01:46,  4.89it/s]

train:  99%|█████████▉| 3479/3515 [17:58<00:07,  4.89it/s]
overall:  87%|████████▋ | 3480/4000 [18:01<01:48,  4.80it/s]

train:  99%|█████████▉| 3480/3515 [17:58<00:07,  4.80it/s]
overall:  87%|████████▋ | 3481/4000 [18:01<01:49,  4.74it/s]

train:  99%|█████████▉| 3481/3515 [17:59<00:07,  4.74it/s]
overall:  87%|████████▋ | 3482/4000 [18:02<01:49,  4.71it/s]

train:  99%|█████████▉| 3482/3515 [17:59<00:07,  4.71it/s]
overall:  87%|████████▋ | 3483/4000 [18:02<01:50,  4.66it/s]

train:  99%|█████████▉| 3483/3515 [17:59<00:06,  4.66it/s]
overall:  87%|████████▋ | 3484/4000 [18:02<01:50,  4.66it/s]

train:  99%|█████████▉| 3484/3515 [17:59<00:06,  4.66it/s]
overall:  87%|████████▋ | 3486/4000 [18:02<01:33,  5.51it/s]

train:  99%|█████████▉| 3486/3515 [18:00<00:05,  5.51it/s]
overall:  87%|████████▋ | 3487/4000 [18:03<01:39,  5.14it/s]

train:  99%|█████████▉| 3487/3515 [18:00<00:05,  5.14it/s]
overall:  87%|████████▋ | 3488/4000 [18:03<01:43,  4.94it/s]

train:  99%|█████████▉| 3488/3515 [18:00<00:05,  4.94it/s]
overall:  87%|████████▋ | 3489/4000 [18:03<01:45,  4.86it/s]

train:  99%|█████████▉| 3489/3515 [18:00<00:05,  4.86it/s]
overall:  87%|████████▋ | 3490/4000 [18:04<02:18,  3.69it/s]

train:  99%|█████████▉| 3490/3515 [18:01<00:06,  3.69it/s]
overall:  87%|████████▋ | 3491/4000 [18:04<02:09,  3.94it/s]

train:  99%|█████████▉| 3491/3515 [18:01<00:06,  3.94it/s]
overall:  87%|████████▋ | 3492/4000 [18:04<02:04,  4.09it/s]

train:  99%|█████████▉| 3492/3515 [18:01<00:05,  4.09it/s]
overall:  87%|████████▋ | 3493/4000 [18:04<02:02,  4.15it/s]

train:  99%|█████████▉| 3493/3515 [18:01<00:05,  4.15it/s]
overall:  87%|████████▋ | 3494/4000 [18:04<01:57,  4.30it/s]

train:  99%|█████████▉| 3494/3515 [18:02<00:04,  4.30it/s]
overall:  87%|████████▋ | 3495/4000 [18:05<01:56,  4.34it/s]

train:  99%|█████████▉| 3495/3515 [18:02<00:04,  4.34it/s]
overall:  87%|████████▋ | 3496/4000 [18:05<01:52,  4.47it/s]

train:  99%|█████████▉| 3496/3515 [18:02<00:04,  4.47it/s]
overall:  87%|████████▋ | 3497/4000 [18:05<01:38,  5.12it/s]

train:  99%|█████████▉| 3497/3515 [18:02<00:03,  5.12it/s]
overall:  87%|████████▋ | 3498/4000 [18:05<01:37,  5.13it/s]

train: 100%|█████████▉| 3498/3515 [18:02<00:03,  5.13it/s]
overall:  87%|████████▋ | 3499/4000 [18:05<01:40,  4.97it/s]

train: 100%|█████████▉| 3499/3515 [18:03<00:03,  4.97it/s]
overall:  88%|████████▊ | 3500/4000 [18:06<01:44,  4.77it/s]

train: 100%|█████████▉| 3500/3515 [18:03<00:03,  4.77it/s]
overall:  88%|████████▊ | 3501/4000 [18:06<01:44,  4.76it/s]

train: 100%|█████████▉| 3501/3515 [18:03<00:02,  4.76it/s]
overall:  88%|████████▊ | 3502/4000 [18:06<01:42,  4.87it/s]

train: 100%|█████████▉| 3502/3515 [18:03<00:02,  4.87it/s]
overall:  88%|████████▊ | 3503/4000 [18:06<01:44,  4.77it/s]

train: 100%|█████████▉| 3503/3515 [18:03<00:02,  4.77it/s]
overall:  88%|████████▊ | 3504/4000 [18:06<01:43,  4.79it/s]

train: 100%|█████████▉| 3504/3515 [18:04<00:02,  4.79it/s]
overall:  88%|████████▊ | 3505/4000 [18:07<01:30,  5.45it/s]

train: 100%|█████████▉| 3505/3515 [18:04<00:01,  5.45it/s]
overall:  88%|████████▊ | 3506/4000 [18:07<01:37,  5.08it/s]

train: 100%|█████████▉| 3506/3515 [18:04<00:01,  5.08it/s]
overall:  88%|████████▊ | 3507/4000 [18:07<01:40,  4.91it/s]

train: 100%|█████████▉| 3507/3515 [18:04<00:01,  4.91it/s]
overall:  88%|████████▊ | 3508/4000 [18:07<01:39,  4.93it/s]

train: 100%|█████████▉| 3508/3515 [18:04<00:01,  4.93it/s]
overall:  88%|████████▊ | 3509/4000 [18:07<01:38,  4.99it/s]

train: 100%|█████████▉| 3509/3515 [18:05<00:01,  4.99it/s]
overall:  88%|████████▊ | 3510/4000 [18:08<01:37,  5.03it/s]

train: 100%|█████████▉| 3510/3515 [18:05<00:00,  5.03it/s]
overall:  88%|████████▊ | 3511/4000 [18:08<01:42,  4.76it/s]

train: 100%|█████████▉| 3511/3515 [18:05<00:00,  4.76it/s]
overall:  88%|████████▊ | 3512/4000 [18:08<01:44,  4.67it/s]

train: 100%|█████████▉| 3512/3515 [18:05<00:00,  4.67it/s]
overall:  88%|████████▊ | 3513/4000 [18:08<01:38,  4.95it/s]

train: 100%|█████████▉| 3513/3515 [18:05<00:00,  4.95it/s]
overall:  88%|████████▊ | 3514/4000 [18:08<01:36,  5.02it/s]

train: 100%|█████████▉| 3514/3515 [18:06<00:00,  5.02it/s]
overall:  88%|████████▊ | 3515/4000 [18:09<01:38,  4.94it/s]

train: 100%|██████████| 3515/3515 [18:06<00:00,  4.94it/s]403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
/home/victor/glockenspiel/s3prl/data/LibriSpeech/train-clean-100/403/128339/403-128339-0009.flac WTF Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!

train: 100%|██████████| 3515/3515 [18:06<00:00,  3.24it/s]
dev loss: 2.4990060329437256
dev per: 0.6407180020811655
train loss: 2.1954407691955566
train per: 0.5994242082863938
train loss: 2.2324485778808594
train per: 0.6041973691392392
train loss: 2.202881097793579
train per: 0.5980821651090342
train loss: 2.197868824005127
train per: 0.5927718130954182
train loss: 2.221977710723877
train per: 0.5947167846237603
train loss: 2.2270090579986572
train per: 0.60091906164314
train loss: 2.1958155632019043
train per: 0.594696015715509
train loss: 2.2530734539031982
train per: 0.6041401503326049
train loss: 2.2614715099334717
train per: 0.6086945696287628
train loss: 2.2093775272369385
train per: 0.59954353097808
train loss: 2.2472221851348877
train per: 0.609265518094139
train loss: 2.2783005237579346
train per: 0.6087489105085864
train loss: 2.1996400356292725
train per: 0.6015851050446597
train loss: 2.2046921253204346
train per: 0.5969832115254395
train loss: 2.236279010772705
train per: 0.604111470905701
train loss: 2.250220537185669
train per: 0.6028355861503043
train loss: 2.2659454345703125
train per: 0.605962840929892
train loss: 2.2259860038757324
train per: 0.6077861556183893
train loss: 2.24814772605896
train per: 0.6092102488401518
train loss: 2.2356150150299072
train per: 0.602890833016356
train loss: 2.263242483139038
train per: 0.6159412314972762
train loss: 2.2768445014953613
train per: 0.6134495189190591
train loss: 2.2723422050476074
train per: 0.6077218786561925
train loss: 2.247323513031006
train per: 0.6088925178147269
train loss: 2.2544689178466797
train per: 0.603368053095255
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.


word -> phonemes:   0%|          | 0/3515 [00:00<?, ?it/s]

word -> phonemes:   7%|▋         | 255/3515 [00:00<00:01, 2548.91it/s]

word -> phonemes:  15%|█▍        | 510/3515 [00:00<00:01, 2523.86it/s]

word -> phonemes:  22%|██▏       | 783/3515 [00:00<00:01, 2615.50it/s]

word -> phonemes:  30%|███       | 1055/3515 [00:00<00:00, 2655.76it/s]

word -> phonemes:  38%|███▊      | 1321/3515 [00:00<00:00, 2655.23it/s]

word -> phonemes:  45%|████▌     | 1597/3515 [00:00<00:00, 2688.00it/s]

word -> phonemes:  53%|█████▎    | 1866/3515 [00:00<00:00, 2597.17it/s]

word -> phonemes:  61%|██████    | 2147/3515 [00:00<00:00, 2662.99it/s]

word -> phonemes:  69%|██████▊   | 2414/3515 [00:00<00:00, 2604.01it/s]

word -> phonemes:  76%|███████▌  | 2675/3515 [00:01<00:00, 2602.62it/s]

word -> phonemes:  84%|████████▎ | 2936/3515 [00:01<00:00, 2552.80it/s]

word -> phonemes:  91%|█████████ | 3198/3515 [00:01<00:00, 2570.58it/s]

word -> phonemes:  98%|█████████▊| 3456/3515 [00:01<00:00, 2531.64it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:01<00:00, 2592.37it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:  88%|████████▊ | 3516/4000 [18:12<10:18,  1.28s/it]

train:   0%|          | 1/3515 [00:01<1:11:11,  1.22s/it]
overall:  88%|████████▊ | 3517/4000 [18:13<07:28,  1.08it/s]

train:   0%|          | 2/3515 [00:01<33:13,  1.76it/s]  
overall:  88%|████████▊ | 3518/4000 [18:13<05:44,  1.40it/s]

train:   0%|          | 3/3515 [00:01<23:54,  2.45it/s]
overall:  88%|████████▊ | 3519/4000 [18:13<04:37,  1.73it/s]

train:   0%|          | 4/3515 [00:01<20:17,  2.88it/s]
overall:  88%|████████▊ | 3520/4000 [18:13<03:40,  2.17it/s]

train:   0%|          | 5/3515 [00:01<16:57,  3.45it/s]
overall:  88%|████████▊ | 3521/4000 [18:13<02:58,  2.68it/s]

train:   0%|          | 6/3515 [00:02<14:35,  4.01it/s]
overall:  88%|████████▊ | 3523/4000 [18:14<02:10,  3.65it/s]

train:   0%|          | 8/3515 [00:02<11:55,  4.90it/s]
overall:  88%|████████▊ | 3524/4000 [18:14<02:04,  3.82it/s]

train:   0%|          | 9/3515 [00:02<12:14,  4.77it/s]
overall:  88%|████████▊ | 3525/4000 [18:14<01:52,  4.22it/s]

train:   0%|          | 10/3515 [00:02<11:35,  5.04it/s]
overall:  88%|████████▊ | 3527/4000 [18:14<01:38,  4.82it/s]

train:   0%|          | 12/3515 [00:03<10:47,  5.41it/s]
overall:  88%|████████▊ | 3528/4000 [18:15<01:44,  4.50it/s]

train:   0%|          | 13/3515 [00:03<11:59,  4.87it/s]
overall:  88%|████████▊ | 3529/4000 [18:15<01:44,  4.49it/s]

train:   0%|          | 14/3515 [00:03<12:15,  4.76it/s]
overall:  88%|████████▊ | 3530/4000 [18:15<01:39,  4.73it/s]

train:   0%|          | 15/3515 [00:03<11:46,  4.95it/s]
overall:  88%|████████▊ | 3531/4000 [18:15<01:42,  4.59it/s]

train:   0%|          | 16/3515 [00:04<12:18,  4.74it/s]
overall:  88%|████████▊ | 3532/4000 [18:16<01:42,  4.57it/s]

train:   0%|          | 17/3515 [00:04<12:28,  4.67it/s]
overall:  88%|████████▊ | 3533/4000 [18:16<01:36,  4.84it/s]

train:   1%|          | 18/3515 [00:04<11:50,  4.92it/s]
overall:  88%|████████▊ | 3534/4000 [18:16<01:38,  4.74it/s]

train:   1%|          | 19/3515 [00:04<12:08,  4.80it/s]
overall:  88%|████████▊ | 3535/4000 [18:16<01:40,  4.63it/s]

train:   1%|          | 20/3515 [00:04<12:28,  4.67it/s]
overall:  88%|████████▊ | 3536/4000 [18:16<01:40,  4.63it/s]

train:   1%|          | 21/3515 [00:05<12:31,  4.65it/s]
overall:  88%|████████▊ | 3538/4000 [18:17<01:25,  5.41it/s]

train:   1%|          | 23/3515 [00:05<10:43,  5.43it/s]
overall:  88%|████████▊ | 3539/4000 [18:17<01:30,  5.10it/s]

train:   1%|          | 24/3515 [00:05<11:22,  5.12it/s]
overall:  88%|████████▊ | 3540/4000 [18:17<01:48,  4.23it/s]

train:   1%|          | 25/3515 [00:06<13:44,  4.23it/s]
overall:  89%|████████▊ | 3541/4000 [18:17<01:46,  4.33it/s]

train:   1%|          | 26/3515 [00:06<13:25,  4.33it/s]
overall:  89%|████████▊ | 3542/4000 [18:18<01:42,  4.47it/s]

train:   1%|          | 27/3515 [00:06<12:58,  4.48it/s]
overall:  89%|████████▊ | 3543/4000 [18:18<01:26,  5.30it/s]

train:   1%|          | 28/3515 [00:06<10:57,  5.31it/s]
overall:  89%|████████▊ | 3544/4000 [18:18<01:29,  5.12it/s]

train:   1%|          | 29/3515 [00:06<11:20,  5.13it/s]
overall:  89%|████████▊ | 3546/4000 [18:18<01:21,  5.60it/s]

train:   1%|          | 31/3515 [00:07<10:22,  5.60it/s]
overall:  89%|████████▊ | 3547/4000 [18:19<01:25,  5.30it/s]

train:   1%|          | 32/3515 [00:07<10:56,  5.31it/s]
overall:  89%|████████▊ | 3548/4000 [18:19<01:28,  5.12it/s]

train:   1%|          | 33/3515 [00:07<11:19,  5.12it/s]
overall:  89%|████████▊ | 3549/4000 [18:19<01:30,  4.98it/s]

train:   1%|          | 34/3515 [00:07<11:38,  4.98it/s]
overall:  89%|████████▉ | 3550/4000 [18:19<01:28,  5.08it/s]

train:   1%|          | 35/3515 [00:07<11:25,  5.08it/s]
overall:  89%|████████▉ | 3551/4000 [18:19<01:34,  4.77it/s]

train:   1%|          | 36/3515 [00:08<12:08,  4.77it/s]
overall:  89%|████████▉ | 3552/4000 [18:20<01:54,  3.91it/s]

train:   1%|          | 37/3515 [00:08<14:50,  3.91it/s]
overall:  89%|████████▉ | 3553/4000 [18:20<01:49,  4.10it/s]

train:   1%|          | 38/3515 [00:08<14:08,  4.10it/s]
overall:  89%|████████▉ | 3554/4000 [18:20<01:44,  4.25it/s]

train:   1%|          | 39/3515 [00:08<13:38,  4.25it/s]
overall:  89%|████████▉ | 3555/4000 [18:20<01:26,  5.12it/s]

train:   1%|          | 40/3515 [00:09<11:19,  5.12it/s]
overall:  89%|████████▉ | 3556/4000 [18:20<01:28,  5.01it/s]

train:   1%|          | 41/3515 [00:09<11:33,  5.01it/s]
overall:  89%|████████▉ | 3557/4000 [18:21<01:29,  4.94it/s]

train:   1%|          | 42/3515 [00:09<11:43,  4.94it/s]
overall:  89%|████████▉ | 3558/4000 [18:21<01:31,  4.86it/s]

train:   1%|          | 43/3515 [00:09<11:55,  4.86it/s]
overall:  89%|████████▉ | 3559/4000 [18:21<01:20,  5.49it/s]

train:   1%|▏         | 44/3515 [00:09<10:31,  5.49it/s]
overall:  89%|████████▉ | 3560/4000 [18:21<01:25,  5.15it/s]

train:   1%|▏         | 45/3515 [00:10<11:13,  5.15it/s]
overall:  89%|████████▉ | 3561/4000 [18:21<01:28,  4.98it/s]

train:   1%|▏         | 46/3515 [00:10<11:36,  4.98it/s]
overall:  89%|████████▉ | 3562/4000 [18:22<01:30,  4.85it/s]

train:   1%|▏         | 47/3515 [00:10<11:55,  4.85it/s]
overall:  89%|████████▉ | 3563/4000 [18:22<01:21,  5.35it/s]

train:   1%|▏         | 48/3515 [00:10<10:47,  5.35it/s]
overall:  89%|████████▉ | 3564/4000 [18:22<01:46,  4.10it/s]

train:   1%|▏         | 49/3515 [00:11<14:04,  4.10it/s]
overall:  89%|████████▉ | 3565/4000 [18:22<01:29,  4.88it/s]

train:   1%|▏         | 50/3515 [00:11<11:49,  4.88it/s]
overall:  89%|████████▉ | 3566/4000 [18:23<01:31,  4.77it/s]

train:   1%|▏         | 51/3515 [00:11<12:06,  4.77it/s]
overall:  89%|████████▉ | 3567/4000 [18:23<01:30,  4.76it/s]

train:   1%|▏         | 52/3515 [00:11<12:07,  4.76it/s]
overall:  89%|████████▉ | 3569/4000 [18:23<01:18,  5.48it/s]

train:   2%|▏         | 54/3515 [00:11<10:31,  5.48it/s]
overall:  89%|████████▉ | 3570/4000 [18:23<01:21,  5.31it/s]

train:   2%|▏         | 55/3515 [00:12<10:52,  5.31it/s]
overall:  89%|████████▉ | 3571/4000 [18:23<01:23,  5.13it/s]

train:   2%|▏         | 56/3515 [00:12<11:13,  5.13it/s]
overall:  89%|████████▉ | 3572/4000 [18:24<01:26,  4.97it/s]

train:   2%|▏         | 57/3515 [00:12<11:35,  4.97it/s]
overall:  89%|████████▉ | 3573/4000 [18:24<01:26,  4.93it/s]

train:   2%|▏         | 58/3515 [00:12<11:41,  4.93it/s]
overall:  89%|████████▉ | 3574/4000 [18:24<01:27,  4.86it/s]

train:   2%|▏         | 59/3515 [00:12<11:51,  4.86it/s]
overall:  89%|████████▉ | 3575/4000 [18:24<01:29,  4.75it/s]

train:   2%|▏         | 60/3515 [00:13<12:06,  4.75it/s]
overall:  89%|████████▉ | 3576/4000 [18:25<01:46,  3.98it/s]

train:   2%|▏         | 61/3515 [00:13<14:27,  3.98it/s]
overall:  89%|████████▉ | 3577/4000 [18:25<01:39,  4.25it/s]

train:   2%|▏         | 62/3515 [00:13<13:31,  4.25it/s]
overall:  89%|████████▉ | 3578/4000 [18:25<01:36,  4.39it/s]

train:   2%|▏         | 63/3515 [00:13<13:06,  4.39it/s]
overall:  89%|████████▉ | 3579/4000 [18:25<01:36,  4.36it/s]

train:   2%|▏         | 64/3515 [00:14<13:11,  4.36it/s]
overall:  90%|████████▉ | 3580/4000 [18:26<01:35,  4.40it/s]

train:   2%|▏         | 65/3515 [00:14<13:04,  4.40it/s]
overall:  90%|████████▉ | 3581/4000 [18:26<01:33,  4.47it/s]

train:   2%|▏         | 66/3515 [00:14<12:50,  4.47it/s]
overall:  90%|████████▉ | 3582/4000 [18:26<01:32,  4.53it/s]

train:   2%|▏         | 67/3515 [00:14<12:41,  4.53it/s]
overall:  90%|████████▉ | 3583/4000 [18:26<01:30,  4.61it/s]

train:   2%|▏         | 68/3515 [00:14<12:27,  4.61it/s]
overall:  90%|████████▉ | 3584/4000 [18:26<01:17,  5.38it/s]

train:   2%|▏         | 69/3515 [00:15<10:40,  5.38it/s]
overall:  90%|████████▉ | 3586/4000 [18:27<01:08,  6.03it/s]

train:   2%|▏         | 71/3515 [00:15<09:30,  6.03it/s]
overall:  90%|████████▉ | 3587/4000 [18:27<01:14,  5.57it/s]

train:   2%|▏         | 72/3515 [00:15<10:18,  5.57it/s]
overall:  90%|████████▉ | 3588/4000 [18:27<01:32,  4.47it/s]

train:   2%|▏         | 73/3515 [00:15<12:50,  4.47it/s]
overall:  90%|████████▉ | 3589/4000 [18:27<01:32,  4.45it/s]

train:   2%|▏         | 74/3515 [00:16<12:52,  4.45it/s]
overall:  90%|████████▉ | 3590/4000 [18:28<01:30,  4.52it/s]

train:   2%|▏         | 75/3515 [00:16<12:41,  4.52it/s]
overall:  90%|████████▉ | 3591/4000 [18:28<01:27,  4.66it/s]

train:   2%|▏         | 76/3515 [00:16<12:17,  4.66it/s]
overall:  90%|████████▉ | 3592/4000 [18:28<01:23,  4.91it/s]

train:   2%|▏         | 77/3515 [00:16<11:39,  4.91it/s]
overall:  90%|████████▉ | 3593/4000 [18:28<01:24,  4.80it/s]

train:   2%|▏         | 78/3515 [00:16<11:55,  4.80it/s]
overall:  90%|████████▉ | 3594/4000 [18:28<01:23,  4.88it/s]

train:   2%|▏         | 79/3515 [00:17<11:44,  4.88it/s]
overall:  90%|████████▉ | 3595/4000 [18:29<01:19,  5.11it/s]

train:   2%|▏         | 80/3515 [00:17<11:11,  5.11it/s]
overall:  90%|████████▉ | 3596/4000 [18:29<01:19,  5.11it/s]

train:   2%|▏         | 81/3515 [00:17<11:12,  5.11it/s]
overall:  90%|████████▉ | 3597/4000 [18:29<01:21,  4.94it/s]

train:   2%|▏         | 82/3515 [00:17<11:35,  4.94it/s]
overall:  90%|████████▉ | 3598/4000 [18:29<01:20,  4.99it/s]

train:   2%|▏         | 83/3515 [00:17<11:27,  4.99it/s]
overall:  90%|████████▉ | 3599/4000 [18:29<01:18,  5.09it/s]

train:   2%|▏         | 84/3515 [00:18<11:14,  5.09it/s]
overall:  90%|█████████ | 3600/4000 [18:30<01:37,  4.10it/s]

train:   2%|▏         | 85/3515 [00:18<13:56,  4.10it/s]
overall:  90%|█████████ | 3601/4000 [18:30<01:33,  4.25it/s]

train:   2%|▏         | 86/3515 [00:18<13:27,  4.25it/s]
overall:  90%|█████████ | 3602/4000 [18:30<01:29,  4.47it/s]

train:   2%|▏         | 87/3515 [00:18<12:46,  4.47it/s]
overall:  90%|█████████ | 3603/4000 [18:30<01:29,  4.44it/s]

train:   3%|▎         | 88/3515 [00:19<12:52,  4.44it/s]
overall:  90%|█████████ | 3604/4000 [18:31<01:27,  4.51it/s]

train:   3%|▎         | 89/3515 [00:19<12:40,  4.51it/s]
overall:  90%|█████████ | 3606/4000 [18:31<01:08,  5.75it/s]

train:   3%|▎         | 91/3515 [00:19<09:55,  5.75it/s]
overall:  90%|█████████ | 3607/4000 [18:31<01:11,  5.50it/s]

train:   3%|▎         | 92/3515 [00:19<10:22,  5.50it/s]
overall:  90%|█████████ | 3608/4000 [18:31<01:09,  5.63it/s]

train:   3%|▎         | 93/3515 [00:19<10:07,  5.63it/s]
overall:  90%|█████████ | 3609/4000 [18:31<01:12,  5.42it/s]

train:   3%|▎         | 94/3515 [00:20<10:31,  5.42it/s]
overall:  90%|█████████ | 3610/4000 [18:32<01:14,  5.25it/s]

train:   3%|▎         | 95/3515 [00:20<10:51,  5.25it/s]
overall:  90%|█████████ | 3611/4000 [18:32<01:18,  4.96it/s]

train:   3%|▎         | 96/3515 [00:20<11:28,  4.96it/s]
overall:  90%|█████████ | 3612/4000 [18:32<01:34,  4.13it/s]

train:   3%|▎         | 97/3515 [00:20<13:48,  4.13it/s]
overall:  90%|█████████ | 3613/4000 [18:32<01:29,  4.35it/s]

train:   3%|▎         | 98/3515 [00:21<13:06,  4.35it/s]
overall:  90%|█████████ | 3614/4000 [18:33<01:26,  4.49it/s]

train:   3%|▎         | 99/3515 [00:21<12:41,  4.49it/s]
overall:  90%|█████████ | 3615/4000 [18:33<01:27,  4.38it/s]

train:   3%|▎         | 100/3515 [00:21<12:59,  4.38it/s]
overall:  90%|█████████ | 3616/4000 [18:33<01:26,  4.43it/s]

train:   3%|▎         | 101/3515 [00:21<12:50,  4.43it/s]
overall:  90%|█████████ | 3617/4000 [18:33<01:24,  4.54it/s]

train:   3%|▎         | 102/3515 [00:22<12:31,  4.54it/s]
overall:  90%|█████████ | 3618/4000 [18:33<01:24,  4.53it/s]

train:   3%|▎         | 103/3515 [00:22<12:33,  4.53it/s]
overall:  90%|█████████ | 3619/4000 [18:34<01:24,  4.53it/s]

train:   3%|▎         | 104/3515 [00:22<12:33,  4.53it/s]
overall:  90%|█████████ | 3620/4000 [18:34<01:24,  4.48it/s]

train:   3%|▎         | 105/3515 [00:22<12:40,  4.48it/s]
overall:  91%|█████████ | 3621/4000 [18:34<01:25,  4.44it/s]

train:   3%|▎         | 106/3515 [00:22<12:47,  4.44it/s]
overall:  91%|█████████ | 3622/4000 [18:34<01:23,  4.50it/s]

train:   3%|▎         | 107/3515 [00:23<12:37,  4.50it/s]
overall:  91%|█████████ | 3623/4000 [18:35<01:25,  4.42it/s]

train:   3%|▎         | 108/3515 [00:23<12:51,  4.42it/s]
overall:  91%|█████████ | 3624/4000 [18:35<01:43,  3.62it/s]

train:   3%|▎         | 109/3515 [00:23<15:40,  3.62it/s]
overall:  91%|█████████ | 3625/4000 [18:35<01:36,  3.88it/s]

train:   3%|▎         | 110/3515 [00:23<14:38,  3.88it/s]
overall:  91%|█████████ | 3626/4000 [18:35<01:28,  4.22it/s]

train:   3%|▎         | 111/3515 [00:24<13:27,  4.21it/s]
overall:  91%|█████████ | 3627/4000 [18:36<01:28,  4.22it/s]

train:   3%|▎         | 112/3515 [00:24<13:26,  4.22it/s]
overall:  91%|█████████ | 3628/4000 [18:36<01:13,  5.05it/s]

train:   3%|▎         | 113/3515 [00:24<11:13,  5.05it/s]
overall:  91%|█████████ | 3629/4000 [18:36<01:14,  4.95it/s]

train:   3%|▎         | 114/3515 [00:24<11:27,  4.95it/s]
overall:  91%|█████████ | 3630/4000 [18:36<01:15,  4.89it/s]

train:   3%|▎         | 115/3515 [00:24<11:35,  4.89it/s]
overall:  91%|█████████ | 3631/4000 [18:36<01:14,  4.98it/s]

train:   3%|▎         | 116/3515 [00:25<11:23,  4.98it/s]
overall:  91%|█████████ | 3632/4000 [18:37<01:15,  4.88it/s]

train:   3%|▎         | 117/3515 [00:25<11:36,  4.88it/s]
overall:  91%|█████████ | 3633/4000 [18:37<01:16,  4.78it/s]

train:   3%|▎         | 118/3515 [00:25<11:50,  4.78it/s]
overall:  91%|█████████ | 3634/4000 [18:37<01:17,  4.73it/s]

train:   3%|▎         | 119/3515 [00:25<11:57,  4.73it/s]
overall:  91%|█████████ | 3635/4000 [18:37<01:19,  4.59it/s]

train:   3%|▎         | 120/3515 [00:26<12:20,  4.59it/s]
overall:  91%|█████████ | 3636/4000 [18:38<01:38,  3.68it/s]

train:   3%|▎         | 121/3515 [00:26<15:21,  3.68it/s]
overall:  91%|█████████ | 3637/4000 [18:38<01:33,  3.90it/s]

train:   3%|▎         | 122/3515 [00:26<14:29,  3.90it/s]
overall:  91%|█████████ | 3638/4000 [18:38<01:27,  4.14it/s]

train:   3%|▎         | 123/3515 [00:26<13:39,  4.14it/s]
overall:  91%|█████████ | 3639/4000 [18:38<01:26,  4.15it/s]

train:   4%|▎         | 124/3515 [00:27<13:37,  4.15it/s]
overall:  91%|█████████ | 3640/4000 [18:39<01:24,  4.24it/s]

train:   4%|▎         | 125/3515 [00:27<13:18,  4.24it/s]
overall:  91%|█████████ | 3641/4000 [18:39<01:22,  4.34it/s]

train:   4%|▎         | 126/3515 [00:27<13:01,  4.34it/s]
overall:  91%|█████████ | 3642/4000 [18:39<01:21,  4.42it/s]

train:   4%|▎         | 127/3515 [00:27<12:47,  4.42it/s]
overall:  91%|█████████ | 3643/4000 [18:39<01:19,  4.48it/s]

train:   4%|▎         | 128/3515 [00:27<12:36,  4.48it/s]
overall:  91%|█████████ | 3644/4000 [18:39<01:17,  4.57it/s]

train:   4%|▎         | 129/3515 [00:28<12:20,  4.57it/s]
overall:  91%|█████████ | 3645/4000 [18:40<01:17,  4.56it/s]

train:   4%|▎         | 130/3515 [00:28<12:21,  4.56it/s]
overall:  91%|█████████ | 3646/4000 [18:40<01:18,  4.53it/s]

train:   4%|▎         | 131/3515 [00:28<12:26,  4.53it/s]
overall:  91%|█████████ | 3647/4000 [18:40<01:10,  4.98it/s]

train:   4%|▍         | 132/3515 [00:28<11:19,  4.98it/s]
overall:  91%|█████████ | 3648/4000 [18:40<01:20,  4.37it/s]

train:   4%|▍         | 133/3515 [00:29<12:54,  4.37it/s]
overall:  91%|█████████ | 3649/4000 [18:40<01:17,  4.51it/s]

train:   4%|▍         | 134/3515 [00:29<12:29,  4.51it/s]
overall:  91%|█████████▏| 3650/4000 [18:41<01:11,  4.86it/s]

train:   4%|▍         | 135/3515 [00:29<11:35,  4.86it/s]
overall:  91%|█████████▏| 3651/4000 [18:41<01:05,  5.30it/s]

train:   4%|▍         | 136/3515 [00:29<10:37,  5.30it/s]
overall:  91%|█████████▏| 3652/4000 [18:41<01:07,  5.15it/s]

train:   4%|▍         | 137/3515 [00:29<10:56,  5.15it/s]
overall:  91%|█████████▏| 3653/4000 [18:41<01:10,  4.92it/s]

train:   4%|▍         | 138/3515 [00:30<11:26,  4.92it/s]
overall:  91%|█████████▏| 3655/4000 [18:41<01:00,  5.67it/s]

train:   4%|▍         | 140/3515 [00:30<09:55,  5.67it/s]
overall:  91%|█████████▏| 3656/4000 [18:42<01:05,  5.27it/s]

train:   4%|▍         | 141/3515 [00:30<10:40,  5.27it/s]
overall:  91%|█████████▏| 3657/4000 [18:42<01:08,  4.99it/s]

train:   4%|▍         | 142/3515 [00:30<11:15,  4.99it/s]
overall:  91%|█████████▏| 3658/4000 [18:42<01:09,  4.92it/s]

train:   4%|▍         | 143/3515 [00:30<11:24,  4.92it/s]
overall:  91%|█████████▏| 3659/4000 [18:42<01:10,  4.83it/s]

train:   4%|▍         | 144/3515 [00:31<11:38,  4.83it/s]
overall:  92%|█████████▏| 3660/4000 [18:43<01:22,  4.10it/s]

train:   4%|▍         | 145/3515 [00:31<13:42,  4.10it/s]
overall:  92%|█████████▏| 3661/4000 [18:43<01:19,  4.29it/s]

train:   4%|▍         | 146/3515 [00:31<13:05,  4.29it/s]
overall:  92%|█████████▏| 3662/4000 [18:43<01:16,  4.41it/s]

train:   4%|▍         | 147/3515 [00:31<12:43,  4.41it/s]
overall:  92%|█████████▏| 3664/4000 [18:43<01:05,  5.14it/s]

train:   4%|▍         | 149/3515 [00:32<10:54,  5.14it/s]
overall:  92%|█████████▏| 3665/4000 [18:44<01:06,  5.03it/s]

train:   4%|▍         | 150/3515 [00:32<11:09,  5.03it/s]
overall:  92%|█████████▏| 3666/4000 [18:44<01:07,  4.93it/s]

train:   4%|▍         | 151/3515 [00:32<11:22,  4.93it/s]
overall:  92%|█████████▏| 3668/4000 [18:44<00:48,  6.79it/s]

train:   4%|▍         | 153/3515 [00:32<08:15,  6.79it/s]
overall:  92%|█████████▏| 3669/4000 [18:44<00:53,  6.19it/s]

train:   4%|▍         | 154/3515 [00:33<09:03,  6.19it/s]
overall:  92%|█████████▏| 3670/4000 [18:44<00:58,  5.64it/s]

train:   4%|▍         | 155/3515 [00:33<09:56,  5.63it/s]
overall:  92%|█████████▏| 3671/4000 [18:45<01:03,  5.20it/s]

train:   4%|▍         | 156/3515 [00:33<10:45,  5.20it/s]
overall:  92%|█████████▏| 3672/4000 [18:45<01:19,  4.13it/s]

train:   4%|▍         | 157/3515 [00:33<13:32,  4.13it/s]
overall:  92%|█████████▏| 3674/4000 [18:45<01:05,  4.97it/s]

train:   5%|▍         | 159/3515 [00:34<11:15,  4.97it/s]
overall:  92%|█████████▏| 3675/4000 [18:46<01:07,  4.79it/s]

train:   5%|▍         | 160/3515 [00:34<11:40,  4.79it/s]
overall:  92%|█████████▏| 3676/4000 [18:46<01:08,  4.73it/s]

train:   5%|▍         | 161/3515 [00:34<11:49,  4.73it/s]
overall:  92%|█████████▏| 3677/4000 [18:46<01:06,  4.84it/s]

train:   5%|▍         | 162/3515 [00:34<11:32,  4.84it/s]
overall:  92%|█████████▏| 3678/4000 [18:46<01:07,  4.79it/s]

train:   5%|▍         | 163/3515 [00:35<11:39,  4.79it/s]
overall:  92%|█████████▏| 3679/4000 [18:46<01:07,  4.75it/s]

train:   5%|▍         | 164/3515 [00:35<11:45,  4.75it/s]
overall:  92%|█████████▏| 3680/4000 [18:47<01:07,  4.73it/s]

train:   5%|▍         | 165/3515 [00:35<11:48,  4.73it/s]
overall:  92%|█████████▏| 3681/4000 [18:47<01:08,  4.63it/s]

train:   5%|▍         | 166/3515 [00:35<12:03,  4.63it/s]
overall:  92%|█████████▏| 3683/4000 [18:47<01:00,  5.26it/s]

train:   5%|▍         | 168/3515 [00:36<10:36,  5.26it/s]
overall:  92%|█████████▏| 3684/4000 [18:48<01:15,  4.19it/s]

train:   5%|▍         | 169/3515 [00:36<13:19,  4.19it/s]
overall:  92%|█████████▏| 3685/4000 [18:48<01:11,  4.39it/s]

train:   5%|▍         | 170/3515 [00:36<12:42,  4.39it/s]
overall:  92%|█████████▏| 3686/4000 [18:48<01:10,  4.46it/s]

train:   5%|▍         | 171/3515 [00:36<12:29,  4.46it/s]
overall:  92%|█████████▏| 3687/4000 [18:48<01:06,  4.73it/s]

train:   5%|▍         | 172/3515 [00:36<11:46,  4.73it/s]
overall:  92%|█████████▏| 3688/4000 [18:48<01:03,  4.88it/s]

train:   5%|▍         | 173/3515 [00:37<11:24,  4.88it/s]
overall:  92%|█████████▏| 3689/4000 [18:49<01:04,  4.82it/s]

train:   5%|▍         | 174/3515 [00:37<11:33,  4.82it/s]
overall:  92%|█████████▏| 3690/4000 [18:49<01:05,  4.74it/s]

train:   5%|▍         | 175/3515 [00:37<11:44,  4.74it/s]
overall:  92%|█████████▏| 3691/4000 [18:49<01:05,  4.69it/s]

train:   5%|▌         | 176/3515 [00:37<11:52,  4.69it/s]
overall:  92%|█████████▏| 3692/4000 [18:49<01:05,  4.67it/s]

train:   5%|▌         | 177/3515 [00:38<11:55,  4.67it/s]
overall:  92%|█████████▏| 3693/4000 [18:49<01:05,  4.66it/s]

train:   5%|▌         | 178/3515 [00:38<11:55,  4.66it/s]
overall:  92%|█████████▏| 3694/4000 [18:50<01:06,  4.63it/s]

train:   5%|▌         | 179/3515 [00:38<12:00,  4.63it/s]
overall:  92%|█████████▏| 3695/4000 [18:50<00:59,  5.16it/s]

train:   5%|▌         | 180/3515 [00:38<10:46,  5.16it/s]
overall:  92%|█████████▏| 3696/4000 [18:50<01:10,  4.32it/s]

train:   5%|▌         | 181/3515 [00:38<12:51,  4.32it/s]
overall:  92%|█████████▏| 3698/4000 [18:50<00:57,  5.27it/s]

train:   5%|▌         | 183/3515 [00:39<10:32,  5.27it/s]
overall:  92%|█████████▏| 3699/4000 [18:51<00:59,  5.02it/s]

train:   5%|▌         | 184/3515 [00:39<11:03,  5.02it/s]
overall:  92%|█████████▎| 3700/4000 [18:51<01:00,  4.96it/s]

train:   5%|▌         | 185/3515 [00:39<11:11,  4.96it/s]
overall:  93%|█████████▎| 3701/4000 [18:51<01:01,  4.87it/s]

train:   5%|▌         | 186/3515 [00:39<11:24,  4.87it/s]
overall:  93%|█████████▎| 3702/4000 [18:51<00:58,  5.09it/s]

train:   5%|▌         | 187/3515 [00:40<10:53,  5.09it/s]
overall:  93%|█████████▎| 3703/4000 [18:51<01:01,  4.84it/s]

train:   5%|▌         | 188/3515 [00:40<11:27,  4.84it/s]
overall:  93%|█████████▎| 3704/4000 [18:52<01:01,  4.84it/s]

train:   5%|▌         | 189/3515 [00:40<11:27,  4.84it/s]
overall:  93%|█████████▎| 3705/4000 [18:52<00:59,  4.93it/s]

train:   5%|▌         | 190/3515 [00:40<11:13,  4.93it/s]
overall:  93%|█████████▎| 3706/4000 [18:52<01:00,  4.83it/s]

train:   5%|▌         | 191/3515 [00:40<11:28,  4.82it/s]
overall:  93%|█████████▎| 3707/4000 [18:52<00:53,  5.52it/s]

train:   5%|▌         | 192/3515 [00:41<10:02,  5.52it/s]
overall:  93%|█████████▎| 3708/4000 [18:53<01:04,  4.54it/s]

train:   5%|▌         | 193/3515 [00:41<12:12,  4.54it/s]
overall:  93%|█████████▎| 3709/4000 [18:53<01:01,  4.77it/s]

train:   6%|▌         | 194/3515 [00:41<11:36,  4.77it/s]
overall:  93%|█████████▎| 3710/4000 [18:53<00:55,  5.26it/s]

train:   6%|▌         | 195/3515 [00:41<10:31,  5.26it/s]
overall:  93%|█████████▎| 3711/4000 [18:53<00:58,  4.90it/s]

train:   6%|▌         | 196/3515 [00:41<11:17,  4.90it/s]
overall:  93%|█████████▎| 3712/4000 [18:53<00:59,  4.84it/s]

train:   6%|▌         | 197/3515 [00:42<11:25,  4.84it/s]
overall:  93%|█████████▎| 3713/4000 [18:54<00:59,  4.85it/s]

train:   6%|▌         | 198/3515 [00:42<11:23,  4.85it/s]
overall:  93%|█████████▎| 3714/4000 [18:54<00:58,  4.91it/s]

train:   6%|▌         | 199/3515 [00:42<11:15,  4.91it/s]
overall:  93%|█████████▎| 3715/4000 [18:54<00:51,  5.55it/s]

train:   6%|▌         | 200/3515 [00:42<09:57,  5.55it/s]
overall:  93%|█████████▎| 3716/4000 [18:54<00:54,  5.25it/s]

train:   6%|▌         | 201/3515 [00:42<10:31,  5.25it/s]
overall:  93%|█████████▎| 3717/4000 [18:54<00:53,  5.27it/s]

train:   6%|▌         | 202/3515 [00:43<10:28,  5.27it/s]
overall:  93%|█████████▎| 3718/4000 [18:54<00:55,  5.09it/s]

train:   6%|▌         | 203/3515 [00:43<10:51,  5.09it/s]
overall:  93%|█████████▎| 3719/4000 [18:55<00:58,  4.80it/s]

train:   6%|▌         | 204/3515 [00:43<11:29,  4.80it/s]
overall:  93%|█████████▎| 3720/4000 [18:55<01:12,  3.89it/s]

train:   6%|▌         | 205/3515 [00:43<14:11,  3.89it/s]
overall:  93%|█████████▎| 3721/4000 [18:55<01:08,  4.08it/s]

train:   6%|▌         | 206/3515 [00:44<13:31,  4.08it/s]
overall:  93%|█████████▎| 3722/4000 [18:55<01:05,  4.25it/s]

train:   6%|▌         | 207/3515 [00:44<12:58,  4.25it/s]
overall:  93%|█████████▎| 3723/4000 [18:56<01:05,  4.23it/s]

train:   6%|▌         | 208/3515 [00:44<13:01,  4.23it/s]
overall:  93%|█████████▎| 3724/4000 [18:56<01:02,  4.40it/s]

train:   6%|▌         | 209/3515 [00:44<12:31,  4.40it/s]
overall:  93%|█████████▎| 3725/4000 [18:56<01:01,  4.47it/s]

train:   6%|▌         | 210/3515 [00:44<12:19,  4.47it/s]
overall:  93%|█████████▎| 3726/4000 [18:56<01:00,  4.51it/s]

train:   6%|▌         | 211/3515 [00:45<12:13,  4.51it/s]
overall:  93%|█████████▎| 3727/4000 [18:57<01:00,  4.50it/s]

train:   6%|▌         | 212/3515 [00:45<12:13,  4.50it/s]
overall:  93%|█████████▎| 3728/4000 [18:57<00:58,  4.61it/s]

train:   6%|▌         | 213/3515 [00:45<11:55,  4.61it/s]
overall:  93%|█████████▎| 3729/4000 [18:57<00:58,  4.62it/s]

train:   6%|▌         | 214/3515 [00:45<11:54,  4.62it/s]
overall:  93%|█████████▎| 3730/4000 [18:57<00:56,  4.76it/s]

train:   6%|▌         | 215/3515 [00:46<11:32,  4.76it/s]
overall:  93%|█████████▎| 3731/4000 [18:57<00:56,  4.75it/s]

train:   6%|▌         | 216/3515 [00:46<11:35,  4.75it/s]
overall:  93%|█████████▎| 3732/4000 [18:58<01:10,  3.78it/s]

train:   6%|▌         | 217/3515 [00:46<14:31,  3.78it/s]
overall:  93%|█████████▎| 3733/4000 [18:58<01:07,  3.98it/s]

train:   6%|▌         | 218/3515 [00:46<13:48,  3.98it/s]
overall:  93%|█████████▎| 3734/4000 [18:58<01:04,  4.14it/s]

train:   6%|▌         | 219/3515 [00:47<13:16,  4.14it/s]
overall:  93%|█████████▎| 3735/4000 [18:58<01:03,  4.17it/s]

train:   6%|▋         | 220/3515 [00:47<13:10,  4.17it/s]
overall:  93%|█████████▎| 3736/4000 [18:59<01:02,  4.22it/s]

train:   6%|▋         | 221/3515 [00:47<12:59,  4.22it/s]
overall:  93%|█████████▎| 3737/4000 [18:59<01:00,  4.31it/s]

train:   6%|▋         | 222/3515 [00:47<12:43,  4.31it/s]
overall:  93%|█████████▎| 3738/4000 [18:59<00:59,  4.38it/s]

train:   6%|▋         | 223/3515 [00:47<12:30,  4.38it/s]
overall:  93%|█████████▎| 3739/4000 [18:59<00:57,  4.57it/s]

train:   6%|▋         | 224/3515 [00:48<12:00,  4.57it/s]
overall:  94%|█████████▎| 3740/4000 [19:00<00:57,  4.51it/s]

train:   6%|▋         | 225/3515 [00:48<12:09,  4.51it/s]
overall:  94%|█████████▎| 3741/4000 [19:00<00:56,  4.59it/s]

train:   6%|▋         | 226/3515 [00:48<11:56,  4.59it/s]
overall:  94%|█████████▎| 3743/4000 [19:00<00:46,  5.48it/s]

train:   6%|▋         | 228/3515 [00:48<09:59,  5.48it/s]
overall:  94%|█████████▎| 3744/4000 [19:00<00:57,  4.43it/s]

train:   7%|▋         | 229/3515 [00:49<12:21,  4.43it/s]
overall:  94%|█████████▎| 3745/4000 [19:01<00:55,  4.57it/s]

train:   7%|▋         | 230/3515 [00:49<11:58,  4.57it/s]
overall:  94%|█████████▎| 3746/4000 [19:01<00:55,  4.60it/s]

train:   7%|▋         | 231/3515 [00:49<11:53,  4.60it/s]
overall:  94%|█████████▎| 3747/4000 [19:01<00:54,  4.66it/s]

train:   7%|▋         | 232/3515 [00:49<11:43,  4.66it/s]
overall:  94%|█████████▎| 3748/4000 [19:01<00:48,  5.15it/s]

train:   7%|▋         | 233/3515 [00:49<10:37,  5.15it/s]
overall:  94%|█████████▎| 3749/4000 [19:01<00:50,  5.01it/s]

train:   7%|▋         | 234/3515 [00:50<10:54,  5.01it/s]
overall:  94%|█████████▍| 3750/4000 [19:02<00:50,  4.91it/s]

train:   7%|▋         | 235/3515 [00:50<11:07,  4.91it/s]
overall:  94%|█████████▍| 3751/4000 [19:02<00:45,  5.51it/s]

train:   7%|▋         | 236/3515 [00:50<09:54,  5.51it/s]
overall:  94%|█████████▍| 3752/4000 [19:02<00:46,  5.32it/s]

train:   7%|▋         | 237/3515 [00:50<10:16,  5.32it/s]
overall:  94%|█████████▍| 3753/4000 [19:02<00:47,  5.21it/s]

train:   7%|▋         | 238/3515 [00:50<10:28,  5.21it/s]
overall:  94%|█████████▍| 3754/4000 [19:02<00:48,  5.07it/s]

train:   7%|▋         | 239/3515 [00:51<10:46,  5.07it/s]
overall:  94%|█████████▍| 3755/4000 [19:03<00:51,  4.79it/s]

train:   7%|▋         | 240/3515 [00:51<11:24,  4.79it/s]
overall:  94%|█████████▍| 3756/4000 [19:03<01:01,  3.96it/s]

train:   7%|▋         | 241/3515 [00:51<13:45,  3.96it/s]
overall:  94%|█████████▍| 3757/4000 [19:03<00:59,  4.09it/s]

train:   7%|▋         | 242/3515 [00:51<13:20,  4.09it/s]
overall:  94%|█████████▍| 3758/4000 [19:03<00:57,  4.24it/s]

train:   7%|▋         | 243/3515 [00:52<12:51,  4.24it/s]
overall:  94%|█████████▍| 3759/4000 [19:04<00:57,  4.21it/s]

train:   7%|▋         | 244/3515 [00:52<12:56,  4.21it/s]
overall:  94%|█████████▍| 3760/4000 [19:04<00:55,  4.29it/s]

train:   7%|▋         | 245/3515 [00:52<12:42,  4.29it/s]
overall:  94%|█████████▍| 3762/4000 [19:04<00:45,  5.23it/s]

train:   7%|▋         | 247/3515 [00:52<10:24,  5.23it/s]
overall:  94%|█████████▍| 3764/4000 [19:04<00:34,  6.78it/s]

train:   7%|▋         | 249/3515 [00:53<08:01,  6.78it/s]
overall:  94%|█████████▍| 3765/4000 [19:05<00:38,  6.07it/s]

train:   7%|▋         | 250/3515 [00:53<08:57,  6.07it/s]
overall:  94%|█████████▍| 3766/4000 [19:05<00:41,  5.64it/s]

train:   7%|▋         | 251/3515 [00:53<09:38,  5.64it/s]
overall:  94%|█████████▍| 3767/4000 [19:05<00:44,  5.19it/s]

train:   7%|▋         | 252/3515 [00:53<10:29,  5.19it/s]
overall:  94%|█████████▍| 3768/4000 [19:05<00:56,  4.12it/s]

train:   7%|▋         | 253/3515 [00:54<13:11,  4.12it/s]
overall:  94%|█████████▍| 3769/4000 [19:06<00:53,  4.34it/s]

train:   7%|▋         | 254/3515 [00:54<12:31,  4.34it/s]
overall:  94%|█████████▍| 3770/4000 [19:06<00:51,  4.46it/s]

train:   7%|▋         | 255/3515 [00:54<12:10,  4.46it/s]
overall:  94%|█████████▍| 3771/4000 [19:06<00:52,  4.40it/s]

train:   7%|▋         | 256/3515 [00:54<12:21,  4.40it/s]
overall:  94%|█████████▍| 3772/4000 [19:06<00:49,  4.63it/s]

train:   7%|▋         | 257/3515 [00:54<11:43,  4.63it/s]
overall:  94%|█████████▍| 3773/4000 [19:06<00:49,  4.61it/s]

train:   7%|▋         | 258/3515 [00:55<11:45,  4.62it/s]
overall:  94%|█████████▍| 3774/4000 [19:07<00:49,  4.61it/s]

train:   7%|▋         | 259/3515 [00:55<11:46,  4.61it/s]
overall:  94%|█████████▍| 3775/4000 [19:07<00:48,  4.60it/s]

train:   7%|▋         | 260/3515 [00:55<11:47,  4.60it/s]
overall:  94%|█████████▍| 3776/4000 [19:07<00:49,  4.56it/s]

train:   7%|▋         | 261/3515 [00:55<11:53,  4.56it/s]
overall:  94%|█████████▍| 3777/4000 [19:07<00:48,  4.55it/s]

train:   7%|▋         | 262/3515 [00:56<11:54,  4.55it/s]
overall:  94%|█████████▍| 3778/4000 [19:08<00:49,  4.50it/s]

train:   7%|▋         | 263/3515 [00:56<12:03,  4.50it/s]
overall:  94%|█████████▍| 3779/4000 [19:08<00:50,  4.42it/s]

train:   8%|▊         | 264/3515 [00:56<12:15,  4.42it/s]
overall:  94%|█████████▍| 3780/4000 [19:08<00:55,  3.98it/s]

train:   8%|▊         | 265/3515 [00:56<13:35,  3.98it/s]
overall:  95%|█████████▍| 3781/4000 [19:08<00:51,  4.28it/s]

train:   8%|▊         | 266/3515 [00:57<12:39,  4.28it/s]
overall:  95%|█████████▍| 3782/4000 [19:08<00:47,  4.62it/s]

train:   8%|▊         | 267/3515 [00:57<11:42,  4.62it/s]
overall:  95%|█████████▍| 3783/4000 [19:09<00:47,  4.56it/s]

train:   8%|▊         | 268/3515 [00:57<11:52,  4.56it/s]
overall:  95%|█████████▍| 3785/4000 [19:09<00:40,  5.36it/s]

train:   8%|▊         | 270/3515 [00:57<10:05,  5.36it/s]
overall:  95%|█████████▍| 3786/4000 [19:09<00:41,  5.19it/s]

train:   8%|▊         | 271/3515 [00:57<10:25,  5.19it/s]
overall:  95%|█████████▍| 3787/4000 [19:09<00:42,  5.03it/s]

train:   8%|▊         | 272/3515 [00:58<10:45,  5.03it/s]
overall:  95%|█████████▍| 3789/4000 [19:10<00:37,  5.63it/s]

train:   8%|▊         | 274/3515 [00:58<09:35,  5.63it/s]
overall:  95%|█████████▍| 3790/4000 [19:10<00:38,  5.51it/s]

train:   8%|▊         | 275/3515 [00:58<09:48,  5.51it/s]
overall:  95%|█████████▍| 3791/4000 [19:10<00:39,  5.23it/s]

train:   8%|▊         | 276/3515 [00:58<10:19,  5.23it/s]
overall:  95%|█████████▍| 3792/4000 [19:10<00:48,  4.30it/s]

train:   8%|▊         | 277/3515 [00:59<12:32,  4.30it/s]
overall:  95%|█████████▍| 3793/4000 [19:11<00:44,  4.62it/s]

train:   8%|▊         | 278/3515 [00:59<11:40,  4.62it/s]
overall:  95%|█████████▍| 3794/4000 [19:11<00:44,  4.59it/s]

train:   8%|▊         | 279/3515 [00:59<11:44,  4.59it/s]
overall:  95%|█████████▍| 3795/4000 [19:11<00:45,  4.47it/s]

train:   8%|▊         | 280/3515 [00:59<12:03,  4.47it/s]
overall:  95%|█████████▍| 3796/4000 [19:11<00:45,  4.52it/s]

train:   8%|▊         | 281/3515 [01:00<11:55,  4.52it/s]
overall:  95%|█████████▍| 3797/4000 [19:11<00:44,  4.61it/s]

train:   8%|▊         | 282/3515 [01:00<11:41,  4.61it/s]
overall:  95%|█████████▍| 3798/4000 [19:12<00:37,  5.34it/s]

train:   8%|▊         | 283/3515 [01:00<10:05,  5.34it/s]
overall:  95%|█████████▍| 3799/4000 [19:12<00:39,  5.09it/s]

train:   8%|▊         | 284/3515 [01:00<10:34,  5.09it/s]
overall:  95%|█████████▌| 3800/4000 [19:12<00:40,  4.99it/s]

train:   8%|▊         | 285/3515 [01:00<10:47,  4.99it/s]
overall:  95%|█████████▌| 3801/4000 [19:12<00:41,  4.81it/s]

train:   8%|▊         | 286/3515 [01:01<11:11,  4.81it/s]
overall:  95%|█████████▌| 3802/4000 [19:12<00:36,  5.38it/s]

train:   8%|▊         | 287/3515 [01:01<09:59,  5.38it/s]
overall:  95%|█████████▌| 3803/4000 [19:13<00:38,  5.07it/s]

train:   8%|▊         | 288/3515 [01:01<10:36,  5.07it/s]
overall:  95%|█████████▌| 3804/4000 [19:13<00:48,  4.06it/s]

train:   8%|▊         | 289/3515 [01:01<13:14,  4.06it/s]
overall:  95%|█████████▌| 3805/4000 [19:13<00:44,  4.39it/s]

train:   8%|▊         | 290/3515 [01:01<12:14,  4.39it/s]
overall:  95%|█████████▌| 3806/4000 [19:13<00:43,  4.45it/s]

train:   8%|▊         | 291/3515 [01:02<12:04,  4.45it/s]
overall:  95%|█████████▌| 3807/4000 [19:14<00:43,  4.47it/s]

train:   8%|▊         | 292/3515 [01:02<12:00,  4.47it/s]
overall:  95%|█████████▌| 3808/4000 [19:14<00:42,  4.50it/s]

train:   8%|▊         | 293/3515 [01:02<11:56,  4.50it/s]
overall:  95%|█████████▌| 3809/4000 [19:14<00:42,  4.50it/s]

train:   8%|▊         | 294/3515 [01:02<11:55,  4.50it/s]
overall:  95%|█████████▌| 3810/4000 [19:14<00:42,  4.52it/s]

train:   8%|▊         | 295/3515 [01:03<11:51,  4.52it/s]
overall:  95%|█████████▌| 3811/4000 [19:14<00:41,  4.52it/s]

train:   8%|▊         | 296/3515 [01:03<11:51,  4.52it/s]
overall:  95%|█████████▌| 3812/4000 [19:15<00:40,  4.63it/s]

train:   8%|▊         | 297/3515 [01:03<11:35,  4.63it/s]
overall:  95%|█████████▌| 3814/4000 [19:15<00:34,  5.34it/s]

train:   9%|▊         | 299/3515 [01:03<10:01,  5.34it/s]
overall:  95%|█████████▌| 3815/4000 [19:15<00:32,  5.71it/s]

train:   9%|▊         | 300/3515 [01:03<09:23,  5.71it/s]
overall:  95%|█████████▌| 3816/4000 [19:15<00:38,  4.81it/s]

train:   9%|▊         | 301/3515 [01:04<11:07,  4.81it/s]
overall:  95%|█████████▌| 3817/4000 [19:16<00:38,  4.79it/s]

train:   9%|▊         | 302/3515 [01:04<11:10,  4.79it/s]
overall:  95%|█████████▌| 3818/4000 [19:16<00:34,  5.30it/s]

train:   9%|▊         | 303/3515 [01:04<10:05,  5.30it/s]
overall:  95%|█████████▌| 3819/4000 [19:16<00:36,  4.92it/s]

train:   9%|▊         | 304/3515 [01:04<10:52,  4.92it/s]
overall:  96%|█████████▌| 3820/4000 [19:16<00:37,  4.84it/s]

train:   9%|▊         | 305/3515 [01:05<11:03,  4.84it/s]
overall:  96%|█████████▌| 3821/4000 [19:16<00:37,  4.74it/s]

train:   9%|▊         | 306/3515 [01:05<11:16,  4.74it/s]
overall:  96%|█████████▌| 3822/4000 [19:17<00:37,  4.76it/s]

train:   9%|▊         | 307/3515 [01:05<11:13,  4.76it/s]
overall:  96%|█████████▌| 3824/4000 [19:17<00:31,  5.62it/s]

train:   9%|▉         | 309/3515 [01:05<09:30,  5.62it/s]
overall:  96%|█████████▌| 3825/4000 [19:17<00:32,  5.39it/s]

train:   9%|▉         | 310/3515 [01:05<09:54,  5.39it/s]
overall:  96%|█████████▌| 3826/4000 [19:17<00:33,  5.16it/s]

train:   9%|▉         | 311/3515 [01:06<10:21,  5.16it/s]
overall:  96%|█████████▌| 3827/4000 [19:18<00:35,  4.83it/s]

train:   9%|▉         | 312/3515 [01:06<11:03,  4.83it/s]
overall:  96%|█████████▌| 3828/4000 [19:18<00:44,  3.86it/s]

train:   9%|▉         | 313/3515 [01:06<13:48,  3.86it/s]
overall:  96%|█████████▌| 3829/4000 [19:18<00:42,  4.06it/s]

train:   9%|▉         | 314/3515 [01:07<13:07,  4.06it/s]
overall:  96%|█████████▌| 3830/4000 [19:18<00:39,  4.29it/s]

train:   9%|▉         | 315/3515 [01:07<12:25,  4.29it/s]
overall:  96%|█████████▌| 3831/4000 [19:19<00:37,  4.56it/s]

train:   9%|▉         | 316/3515 [01:07<11:41,  4.56it/s]
overall:  96%|█████████▌| 3832/4000 [19:19<00:36,  4.59it/s]

train:   9%|▉         | 317/3515 [01:07<11:37,  4.59it/s]
overall:  96%|█████████▌| 3833/4000 [19:19<00:36,  4.56it/s]

train:   9%|▉         | 318/3515 [01:07<11:40,  4.56it/s]
overall:  96%|█████████▌| 3834/4000 [19:19<00:35,  4.69it/s]

train:   9%|▉         | 319/3515 [01:08<11:22,  4.69it/s]
overall:  96%|█████████▌| 3835/4000 [19:19<00:35,  4.68it/s]

train:   9%|▉         | 320/3515 [01:08<11:23,  4.68it/s]
overall:  96%|█████████▌| 3836/4000 [19:20<00:35,  4.62it/s]

train:   9%|▉         | 321/3515 [01:08<11:30,  4.62it/s]
overall:  96%|█████████▌| 3837/4000 [19:20<00:34,  4.70it/s]

train:   9%|▉         | 322/3515 [01:08<11:19,  4.70it/s]
overall:  96%|█████████▌| 3838/4000 [19:20<00:34,  4.72it/s]

train:   9%|▉         | 323/3515 [01:08<11:16,  4.72it/s]
overall:  96%|█████████▌| 3839/4000 [19:20<00:34,  4.71it/s]

train:   9%|▉         | 324/3515 [01:09<11:17,  4.71it/s]
overall:  96%|█████████▌| 3840/4000 [19:21<00:41,  3.84it/s]

train:   9%|▉         | 325/3515 [01:09<13:51,  3.84it/s]
overall:  96%|█████████▌| 3841/4000 [19:21<00:38,  4.11it/s]

train:   9%|▉         | 326/3515 [01:09<12:56,  4.11it/s]
overall:  96%|█████████▌| 3842/4000 [19:21<00:36,  4.29it/s]

train:   9%|▉         | 327/3515 [01:09<12:22,  4.29it/s]
overall:  96%|█████████▌| 3843/4000 [19:21<00:36,  4.24it/s]

train:   9%|▉         | 328/3515 [01:10<12:31,  4.24it/s]
overall:  96%|█████████▌| 3844/4000 [19:22<00:36,  4.30it/s]

train:   9%|▉         | 329/3515 [01:10<12:21,  4.30it/s]
overall:  96%|█████████▌| 3845/4000 [19:22<00:34,  4.44it/s]

train:   9%|▉         | 330/3515 [01:10<11:57,  4.44it/s]
overall:  96%|█████████▌| 3846/4000 [19:22<00:33,  4.56it/s]

train:   9%|▉         | 331/3515 [01:10<11:38,  4.56it/s]
overall:  96%|█████████▌| 3847/4000 [19:22<00:33,  4.54it/s]

train:   9%|▉         | 332/3515 [01:11<11:40,  4.54it/s]
overall:  96%|█████████▌| 3848/4000 [19:22<00:33,  4.55it/s]

train:   9%|▉         | 333/3515 [01:11<11:39,  4.55it/s]
overall:  96%|█████████▋| 3850/4000 [19:23<00:27,  5.45it/s]

train:  10%|▉         | 335/3515 [01:11<09:43,  5.45it/s]
overall:  96%|█████████▋| 3852/4000 [19:23<00:30,  4.87it/s]

train:  10%|▉         | 337/3515 [01:11<10:53,  4.87it/s]
overall:  96%|█████████▋| 3853/4000 [19:23<00:30,  4.80it/s]

train:  10%|▉         | 338/3515 [01:12<11:01,  4.80it/s]
overall:  96%|█████████▋| 3854/4000 [19:24<00:30,  4.75it/s]

train:  10%|▉         | 339/3515 [01:12<11:08,  4.75it/s]
overall:  96%|█████████▋| 3855/4000 [19:24<00:31,  4.53it/s]

train:  10%|▉         | 340/3515 [01:12<11:40,  4.53it/s]
overall:  96%|█████████▋| 3856/4000 [19:24<00:31,  4.57it/s]

train:  10%|▉         | 341/3515 [01:12<11:34,  4.57it/s]
overall:  96%|█████████▋| 3857/4000 [19:24<00:30,  4.69it/s]

train:  10%|▉         | 342/3515 [01:13<11:16,  4.69it/s]
overall:  96%|█████████▋| 3858/4000 [19:24<00:30,  4.64it/s]

train:  10%|▉         | 343/3515 [01:13<11:23,  4.64it/s]
overall:  96%|█████████▋| 3859/4000 [19:25<00:30,  4.64it/s]

train:  10%|▉         | 344/3515 [01:13<11:23,  4.64it/s]
overall:  96%|█████████▋| 3860/4000 [19:25<00:30,  4.62it/s]

train:  10%|▉         | 345/3515 [01:13<11:27,  4.61it/s]
overall:  97%|█████████▋| 3861/4000 [19:25<00:30,  4.59it/s]

train:  10%|▉         | 346/3515 [01:13<11:30,  4.59it/s]
overall:  97%|█████████▋| 3862/4000 [19:25<00:29,  4.61it/s]

train:  10%|▉         | 347/3515 [01:14<11:26,  4.61it/s]
overall:  97%|█████████▋| 3863/4000 [19:26<00:28,  4.86it/s]

train:  10%|▉         | 348/3515 [01:14<10:51,  4.86it/s]
overall:  97%|█████████▋| 3864/4000 [19:26<00:31,  4.37it/s]

train:  10%|▉         | 349/3515 [01:14<12:04,  4.37it/s]
overall:  97%|█████████▋| 3865/4000 [19:26<00:30,  4.47it/s]

train:  10%|▉         | 350/3515 [01:14<11:48,  4.47it/s]
overall:  97%|█████████▋| 3866/4000 [19:26<00:29,  4.57it/s]

train:  10%|▉         | 351/3515 [01:15<11:32,  4.57it/s]
overall:  97%|█████████▋| 3867/4000 [19:26<00:29,  4.45it/s]

train:  10%|█         | 352/3515 [01:15<11:51,  4.45it/s]
overall:  97%|█████████▋| 3868/4000 [19:27<00:29,  4.55it/s]

train:  10%|█         | 353/3515 [01:15<11:34,  4.55it/s]
overall:  97%|█████████▋| 3869/4000 [19:27<00:28,  4.63it/s]

train:  10%|█         | 354/3515 [01:15<11:23,  4.63it/s]
overall:  97%|█████████▋| 3870/4000 [19:27<00:27,  4.76it/s]

train:  10%|█         | 355/3515 [01:15<11:04,  4.76it/s]
overall:  97%|█████████▋| 3871/4000 [19:27<00:24,  5.37it/s]

train:  10%|█         | 356/3515 [01:16<09:48,  5.37it/s]
overall:  97%|█████████▋| 3872/4000 [19:27<00:25,  5.07it/s]

train:  10%|█         | 357/3515 [01:16<10:22,  5.07it/s]
overall:  97%|█████████▋| 3873/4000 [19:28<00:25,  4.89it/s]

train:  10%|█         | 358/3515 [01:16<10:45,  4.89it/s]
overall:  97%|█████████▋| 3874/4000 [19:28<00:26,  4.76it/s]

train:  10%|█         | 359/3515 [01:16<11:02,  4.76it/s]
overall:  97%|█████████▋| 3875/4000 [19:28<00:27,  4.54it/s]

train:  10%|█         | 360/3515 [01:16<11:35,  4.54it/s]
overall:  97%|█████████▋| 3876/4000 [19:29<00:33,  3.67it/s]

train:  10%|█         | 361/3515 [01:17<14:18,  3.67it/s]
overall:  97%|█████████▋| 3877/4000 [19:29<00:31,  3.89it/s]

train:  10%|█         | 362/3515 [01:17<13:31,  3.88it/s]
overall:  97%|█████████▋| 3878/4000 [19:29<00:30,  4.06it/s]

train:  10%|█         | 363/3515 [01:17<12:56,  4.06it/s]
overall:  97%|█████████▋| 3879/4000 [19:29<00:27,  4.37it/s]

train:  10%|█         | 364/3515 [01:17<12:01,  4.37it/s]
overall:  97%|█████████▋| 3880/4000 [19:29<00:27,  4.43it/s]

train:  10%|█         | 365/3515 [01:18<11:50,  4.43it/s]
overall:  97%|█████████▋| 3881/4000 [19:30<00:26,  4.48it/s]

train:  10%|█         | 366/3515 [01:18<11:43,  4.48it/s]
overall:  97%|█████████▋| 3882/4000 [19:30<00:26,  4.48it/s]

train:  10%|█         | 367/3515 [01:18<11:42,  4.48it/s]
overall:  97%|█████████▋| 3883/4000 [19:30<00:25,  4.56it/s]

train:  10%|█         | 368/3515 [01:18<11:30,  4.56it/s]
overall:  97%|█████████▋| 3884/4000 [19:30<00:25,  4.62it/s]

train:  10%|█         | 369/3515 [01:19<11:21,  4.62it/s]
overall:  97%|█████████▋| 3885/4000 [19:30<00:24,  4.69it/s]

train:  11%|█         | 370/3515 [01:19<11:10,  4.69it/s]
overall:  97%|█████████▋| 3886/4000 [19:31<00:24,  4.65it/s]

train:  11%|█         | 371/3515 [01:19<11:15,  4.65it/s]
overall:  97%|█████████▋| 3887/4000 [19:31<00:24,  4.59it/s]

train:  11%|█         | 372/3515 [01:19<11:25,  4.59it/s]
overall:  97%|█████████▋| 3888/4000 [19:31<00:26,  4.17it/s]

train:  11%|█         | 373/3515 [01:19<12:33,  4.17it/s]
overall:  97%|█████████▋| 3889/4000 [19:31<00:26,  4.23it/s]

train:  11%|█         | 374/3515 [01:20<12:22,  4.23it/s]
overall:  97%|█████████▋| 3890/4000 [19:32<00:25,  4.35it/s]

train:  11%|█         | 375/3515 [01:20<12:01,  4.35it/s]
overall:  97%|█████████▋| 3891/4000 [19:32<00:25,  4.35it/s]

train:  11%|█         | 376/3515 [01:20<12:00,  4.35it/s]
overall:  97%|█████████▋| 3892/4000 [19:32<00:24,  4.40it/s]

train:  11%|█         | 377/3515 [01:20<11:53,  4.40it/s]
overall:  97%|█████████▋| 3893/4000 [19:32<00:23,  4.62it/s]

train:  11%|█         | 378/3515 [01:21<11:19,  4.62it/s]
overall:  97%|█████████▋| 3894/4000 [19:32<00:23,  4.55it/s]

train:  11%|█         | 379/3515 [01:21<11:29,  4.55it/s]
overall:  97%|█████████▋| 3895/4000 [19:33<00:22,  4.61it/s]

train:  11%|█         | 380/3515 [01:21<11:19,  4.61it/s]
overall:  97%|█████████▋| 3896/4000 [19:33<00:22,  4.60it/s]

train:  11%|█         | 381/3515 [01:21<11:21,  4.60it/s]
overall:  97%|█████████▋| 3897/4000 [19:33<00:21,  4.73it/s]

train:  11%|█         | 382/3515 [01:21<11:02,  4.73it/s]
overall:  97%|█████████▋| 3898/4000 [19:33<00:21,  4.67it/s]

train:  11%|█         | 383/3515 [01:22<11:10,  4.67it/s]
overall:  97%|█████████▋| 3899/4000 [19:34<00:21,  4.60it/s]

train:  11%|█         | 384/3515 [01:22<11:20,  4.60it/s]
overall:  98%|█████████▊| 3900/4000 [19:34<00:25,  3.90it/s]

train:  11%|█         | 385/3515 [01:22<13:22,  3.90it/s]
overall:  98%|█████████▊| 3901/4000 [19:34<00:24,  4.06it/s]

train:  11%|█         | 386/3515 [01:22<12:50,  4.06it/s]
overall:  98%|█████████▊| 3902/4000 [19:34<00:22,  4.30it/s]

train:  11%|█         | 387/3515 [01:23<12:07,  4.30it/s]
overall:  98%|█████████▊| 3904/4000 [19:35<00:18,  5.16it/s]

train:  11%|█         | 389/3515 [01:23<10:06,  5.16it/s]
overall:  98%|█████████▊| 3905/4000 [19:35<00:18,  5.13it/s]

train:  11%|█         | 390/3515 [01:23<10:09,  5.13it/s]
overall:  98%|█████████▊| 3906/4000 [19:35<00:18,  5.09it/s]

train:  11%|█         | 391/3515 [01:23<10:13,  5.09it/s]
overall:  98%|█████████▊| 3907/4000 [19:35<00:18,  4.94it/s]

train:  11%|█         | 392/3515 [01:24<10:32,  4.94it/s]
overall:  98%|█████████▊| 3908/4000 [19:35<00:19,  4.76it/s]

train:  11%|█         | 393/3515 [01:24<10:56,  4.76it/s]
overall:  98%|█████████▊| 3910/4000 [19:36<00:16,  5.50it/s]

train:  11%|█         | 395/3515 [01:24<09:27,  5.50it/s]
overall:  98%|█████████▊| 3911/4000 [19:36<00:17,  5.08it/s]

train:  11%|█▏        | 396/3515 [01:24<10:13,  5.08it/s]
overall:  98%|█████████▊| 3912/4000 [19:36<00:20,  4.22it/s]

train:  11%|█▏        | 397/3515 [01:25<12:19,  4.22it/s]
overall:  98%|█████████▊| 3913/4000 [19:37<00:20,  4.34it/s]

train:  11%|█▏        | 398/3515 [01:25<11:58,  4.34it/s]
overall:  98%|█████████▊| 3914/4000 [19:37<00:19,  4.39it/s]

train:  11%|█▏        | 399/3515 [01:25<11:49,  4.39it/s]
overall:  98%|█████████▊| 3915/4000 [19:37<00:17,  4.78it/s]

train:  11%|█▏        | 400/3515 [01:25<10:52,  4.78it/s]
overall:  98%|█████████▊| 3916/4000 [19:37<00:17,  4.76it/s]

train:  11%|█▏        | 401/3515 [01:25<10:53,  4.76it/s]
overall:  98%|█████████▊| 3917/4000 [19:37<00:17,  4.67it/s]

train:  11%|█▏        | 402/3515 [01:26<11:07,  4.67it/s]
overall:  98%|█████████▊| 3919/4000 [19:38<00:17,  4.54it/s]

train:  11%|█▏        | 404/3515 [01:26<11:24,  4.54it/s]
overall:  98%|█████████▊| 3920/4000 [19:38<00:17,  4.53it/s]

train:  12%|█▏        | 405/3515 [01:26<11:27,  4.53it/s]
overall:  98%|█████████▊| 3921/4000 [19:38<00:16,  4.67it/s]

train:  12%|█▏        | 406/3515 [01:27<11:05,  4.67it/s]
overall:  98%|█████████▊| 3922/4000 [19:38<00:16,  4.68it/s]

train:  12%|█▏        | 407/3515 [01:27<11:04,  4.68it/s]
overall:  98%|█████████▊| 3923/4000 [19:39<00:16,  4.66it/s]

train:  12%|█▏        | 408/3515 [01:27<11:07,  4.66it/s]
overall:  98%|█████████▊| 3924/4000 [19:39<00:17,  4.44it/s]

train:  12%|█▏        | 409/3515 [01:27<11:39,  4.44it/s]
overall:  98%|█████████▊| 3925/4000 [19:39<00:16,  4.44it/s]

train:  12%|█▏        | 410/3515 [01:27<11:39,  4.44it/s]
overall:  98%|█████████▊| 3926/4000 [19:39<00:16,  4.39it/s]

train:  12%|█▏        | 411/3515 [01:28<11:46,  4.39it/s]
overall:  98%|█████████▊| 3927/4000 [19:40<00:16,  4.40it/s]

train:  12%|█▏        | 412/3515 [01:28<11:45,  4.40it/s]
overall:  98%|█████████▊| 3928/4000 [19:40<00:15,  4.52it/s]

train:  12%|█▏        | 413/3515 [01:28<11:25,  4.52it/s]
overall:  98%|█████████▊| 3929/4000 [19:40<00:15,  4.51it/s]

train:  12%|█▏        | 414/3515 [01:28<11:27,  4.51it/s]
overall:  98%|█████████▊| 3930/4000 [19:40<00:15,  4.60it/s]

train:  12%|█▏        | 415/3515 [01:29<11:13,  4.60it/s]
overall:  98%|█████████▊| 3931/4000 [19:41<00:18,  3.73it/s]

train:  12%|█▏        | 416/3515 [01:29<13:49,  3.73it/s]
overall:  98%|█████████▊| 3932/4000 [19:41<00:17,  3.93it/s]

train:  12%|█▏        | 417/3515 [01:29<13:08,  3.93it/s]
overall:  98%|█████████▊| 3933/4000 [19:41<00:16,  4.16it/s]

train:  12%|█▏        | 418/3515 [01:29<12:25,  4.15it/s]
overall:  98%|█████████▊| 3934/4000 [19:41<00:15,  4.34it/s]

train:  12%|█▏        | 419/3515 [01:30<11:53,  4.34it/s]
overall:  98%|█████████▊| 3935/4000 [19:42<00:14,  4.39it/s]

train:  12%|█▏        | 420/3515 [01:30<11:45,  4.39it/s]
overall:  98%|█████████▊| 3936/4000 [19:42<00:15,  4.09it/s]

train:  12%|█▏        | 421/3515 [01:30<12:35,  4.09it/s]
overall:  98%|█████████▊| 3937/4000 [19:42<00:14,  4.30it/s]

train:  12%|█▏        | 422/3515 [01:30<11:59,  4.30it/s]
overall:  98%|█████████▊| 3938/4000 [19:42<00:14,  4.34it/s]

train:  12%|█▏        | 423/3515 [01:31<11:53,  4.34it/s]
overall:  98%|█████████▊| 3939/4000 [19:42<00:13,  4.37it/s]

train:  12%|█▏        | 424/3515 [01:31<11:47,  4.37it/s]
overall:  98%|█████████▊| 3940/4000 [19:43<00:13,  4.39it/s]

train:  12%|█▏        | 425/3515 [01:31<11:43,  4.39it/s]
overall:  99%|█████████▊| 3941/4000 [19:43<00:13,  4.46it/s]

train:  12%|█▏        | 426/3515 [01:31<11:32,  4.46it/s]
overall:  99%|█████████▊| 3942/4000 [19:43<00:12,  4.51it/s]

train:  12%|█▏        | 427/3515 [01:31<11:24,  4.51it/s]
overall:  99%|█████████▊| 3943/4000 [19:43<00:14,  3.88it/s]

train:  12%|█▏        | 428/3515 [01:32<13:15,  3.88it/s]
overall:  99%|█████████▊| 3944/4000 [19:44<00:13,  4.11it/s]

train:  12%|█▏        | 429/3515 [01:32<12:31,  4.11it/s]
overall:  99%|█████████▊| 3945/4000 [19:44<00:12,  4.26it/s]

train:  12%|█▏        | 430/3515 [01:32<12:03,  4.26it/s]
overall:  99%|█████████▊| 3946/4000 [19:44<00:11,  4.53it/s]

train:  12%|█▏        | 431/3515 [01:32<11:21,  4.53it/s]
overall:  99%|█████████▊| 3947/4000 [19:44<00:10,  5.28it/s]

train:  12%|█▏        | 432/3515 [01:33<09:44,  5.28it/s]
overall:  99%|█████████▊| 3948/4000 [19:44<00:10,  4.74it/s]

train:  12%|█▏        | 433/3515 [01:33<10:50,  4.74it/s]
overall:  99%|█████████▊| 3949/4000 [19:45<00:10,  4.72it/s]

train:  12%|█▏        | 434/3515 [01:33<10:53,  4.72it/s]
overall:  99%|█████████▉| 3950/4000 [19:45<00:10,  4.65it/s]

train:  12%|█▏        | 435/3515 [01:33<11:02,  4.65it/s]
overall:  99%|█████████▉| 3951/4000 [19:45<00:10,  4.60it/s]

train:  12%|█▏        | 436/3515 [01:33<11:08,  4.60it/s]
overall:  99%|█████████▉| 3952/4000 [19:45<00:10,  4.61it/s]

train:  12%|█▏        | 437/3515 [01:34<11:07,  4.61it/s]
overall:  99%|█████████▉| 3953/4000 [19:46<00:10,  4.62it/s]

train:  12%|█▏        | 438/3515 [01:34<11:05,  4.62it/s]
overall:  99%|█████████▉| 3954/4000 [19:46<00:08,  5.33it/s]

train:  12%|█▏        | 439/3515 [01:34<09:37,  5.33it/s]
overall:  99%|█████████▉| 3955/4000 [19:46<00:10,  4.37it/s]

train:  13%|█▎        | 440/3515 [01:34<11:43,  4.37it/s]
overall:  99%|█████████▉| 3956/4000 [19:46<00:10,  4.38it/s]

train:  13%|█▎        | 441/3515 [01:35<11:41,  4.38it/s]
overall:  99%|█████████▉| 3957/4000 [19:46<00:09,  4.53it/s]

train:  13%|█▎        | 442/3515 [01:35<11:18,  4.53it/s]
overall:  99%|█████████▉| 3958/4000 [19:47<00:09,  4.50it/s]

train:  13%|█▎        | 443/3515 [01:35<11:22,  4.50it/s]
overall:  99%|█████████▉| 3959/4000 [19:47<00:09,  4.51it/s]

train:  13%|█▎        | 444/3515 [01:35<11:20,  4.51it/s]
overall:  99%|█████████▉| 3960/4000 [19:47<00:09,  4.14it/s]

train:  13%|█▎        | 445/3515 [01:35<12:20,  4.14it/s]
overall:  99%|█████████▉| 3961/4000 [19:47<00:09,  4.21it/s]

train:  13%|█▎        | 446/3515 [01:36<12:09,  4.21it/s]
overall:  99%|█████████▉| 3962/4000 [19:48<00:07,  4.94it/s]

train:  13%|█▎        | 447/3515 [01:36<10:21,  4.94it/s]
overall:  99%|█████████▉| 3963/4000 [19:48<00:07,  4.67it/s]

train:  13%|█▎        | 448/3515 [01:36<10:57,  4.67it/s]
overall:  99%|█████████▉| 3964/4000 [19:48<00:07,  4.98it/s]

train:  13%|█▎        | 449/3515 [01:36<10:15,  4.98it/s]
overall:  99%|█████████▉| 3965/4000 [19:48<00:06,  5.03it/s]

train:  13%|█▎        | 450/3515 [01:36<10:09,  5.03it/s]
overall:  99%|█████████▉| 3966/4000 [19:48<00:06,  5.07it/s]

train:  13%|█▎        | 451/3515 [01:37<10:04,  5.07it/s]
overall:  99%|█████████▉| 3967/4000 [19:49<00:07,  4.39it/s]

train:  13%|█▎        | 452/3515 [01:37<11:38,  4.39it/s]
overall:  99%|█████████▉| 3968/4000 [19:49<00:07,  4.40it/s]

train:  13%|█▎        | 453/3515 [01:37<11:36,  4.40it/s]
overall:  99%|█████████▉| 3969/4000 [19:49<00:07,  4.42it/s]

train:  13%|█▎        | 454/3515 [01:37<11:32,  4.42it/s]
overall:  99%|█████████▉| 3970/4000 [19:49<00:06,  4.45it/s]

train:  13%|█▎        | 455/3515 [01:38<11:27,  4.45it/s]
overall:  99%|█████████▉| 3971/4000 [19:49<00:06,  4.42it/s]

train:  13%|█▎        | 456/3515 [01:38<11:31,  4.42it/s]
overall:  99%|█████████▉| 3972/4000 [19:50<00:06,  4.26it/s]

train:  13%|█▎        | 457/3515 [01:38<11:57,  4.26it/s]
overall:  99%|█████████▉| 3973/4000 [19:50<00:05,  4.97it/s]

train:  13%|█▎        | 458/3515 [01:38<10:14,  4.97it/s]
overall:  99%|█████████▉| 3974/4000 [19:50<00:06,  4.20it/s]

train:  13%|█▎        | 459/3515 [01:39<12:07,  4.20it/s]
overall:  99%|█████████▉| 3975/4000 [19:50<00:05,  4.27it/s]

train:  13%|█▎        | 460/3515 [01:39<11:55,  4.27it/s]
overall:  99%|█████████▉| 3976/4000 [19:51<00:05,  4.34it/s]

train:  13%|█▎        | 461/3515 [01:39<11:43,  4.34it/s]
overall:  99%|█████████▉| 3977/4000 [19:51<00:04,  5.15it/s]

train:  13%|█▎        | 462/3515 [01:39<09:53,  5.15it/s]
overall:  99%|█████████▉| 3978/4000 [19:51<00:04,  4.95it/s]

train:  13%|█▎        | 463/3515 [01:39<10:16,  4.95it/s]
overall:  99%|█████████▉| 3979/4000 [19:51<00:04,  4.72it/s]

train:  13%|█▎        | 464/3515 [01:40<10:47,  4.72it/s]
overall: 100%|█████████▉| 3980/4000 [19:51<00:04,  4.65it/s]

train:  13%|█▎        | 465/3515 [01:40<10:56,  4.65it/s]
overall: 100%|█████████▉| 3981/4000 [19:52<00:04,  4.63it/s]

train:  13%|█▎        | 466/3515 [01:40<10:58,  4.63it/s]
overall: 100%|█████████▉| 3982/4000 [19:52<00:03,  4.77it/s]

train:  13%|█▎        | 467/3515 [01:40<10:38,  4.77it/s]
overall: 100%|█████████▉| 3983/4000 [19:52<00:03,  4.76it/s]

train:  13%|█▎        | 468/3515 [01:40<10:40,  4.75it/s]
overall: 100%|█████████▉| 3984/4000 [19:52<00:03,  4.39it/s]

train:  13%|█▎        | 469/3515 [01:41<11:33,  4.39it/s]
overall: 100%|█████████▉| 3985/4000 [19:53<00:03,  4.57it/s]

train:  13%|█▎        | 470/3515 [01:41<11:06,  4.57it/s]
overall: 100%|█████████▉| 3986/4000 [19:53<00:03,  4.27it/s]

train:  13%|█▎        | 471/3515 [01:41<11:52,  4.27it/s]
overall: 100%|█████████▉| 3987/4000 [19:53<00:02,  4.66it/s]

train:  13%|█▎        | 472/3515 [01:41<10:53,  4.66it/s]
overall: 100%|█████████▉| 3988/4000 [19:53<00:02,  4.62it/s]

train:  13%|█▎        | 473/3515 [01:41<10:57,  4.62it/s]
overall: 100%|█████████▉| 3989/4000 [19:53<00:02,  4.59it/s]

train:  13%|█▎        | 474/3515 [01:42<11:02,  4.59it/s]
overall: 100%|█████████▉| 3990/4000 [19:54<00:02,  4.55it/s]

train:  14%|█▎        | 475/3515 [01:42<11:07,  4.55it/s]
overall: 100%|█████████▉| 3991/4000 [19:54<00:02,  4.16it/s]

train:  14%|█▎        | 476/3515 [01:42<12:10,  4.16it/s]
overall: 100%|█████████▉| 3993/4000 [19:54<00:01,  4.91it/s]

train:  14%|█▎        | 478/3515 [01:43<10:18,  4.91it/s]
overall: 100%|█████████▉| 3994/4000 [19:54<00:01,  5.15it/s]

train:  14%|█▎        | 479/3515 [01:43<09:49,  5.15it/s]
overall: 100%|█████████▉| 3996/4000 [19:55<00:00,  5.42it/s]

train:  14%|█▎        | 481/3515 [01:43<09:19,  5.42it/s]
overall: 100%|█████████▉| 3997/4000 [19:55<00:00,  5.26it/s]

train:  14%|█▎        | 482/3515 [01:43<09:36,  5.26it/s]
overall: 100%|█████████▉| 3998/4000 [19:55<00:00,  4.53it/s]

train:  14%|█▎        | 483/3515 [01:44<11:09,  4.53it/s]
overall: 100%|█████████▉| 3999/4000 [19:55<00:00,  4.64it/s]

train:  14%|█▍        | 484/3515 [01:44<10:53,  4.64it/s]train loss: 2.2445297241210938
train per: 0.6029471338869759
train loss: 2.206753730773926
train per: 0.6033604146646865
train loss: 2.2239151000976562
train per: 0.6008451493012245
train loss: 2.2730391025543213
train per: 0.605886524822695
train loss: 2.246181011199951
train per: 0.608058422293785
train loss: 2.240352153778076
train per: 0.6035278356653766
train loss: 2.2442803382873535
train per: 0.603855421686747
train loss: 2.2166171073913574
train per: 0.6002348256674664
train loss: 2.2362053394317627
train per: 0.6131801508049725
train loss: 2.2421820163726807
train per: 0.6099695389539986
train loss: 2.255919933319092
train per: 0.6082090523411676
train loss: 2.2878127098083496
train per: 0.6109326193663543
train loss: 2.2108893394470215
train per: 0.6001260239445495
train loss: 2.245548963546753
train per: 0.6076117883526064
train loss: 2.272956609725952
train per: 0.6121152906692721
train loss: 2.2143287658691406
train per: 0.602660776398304
train loss: 2.2143335342407227
train per: 0.6067435101719127
train loss: 2.234323740005493
train per: 0.6073822313067453
train loss: 2.2460904121398926
train per: 0.6046035427048897
train loss: 2.22163724899292
train per: 0.5982007243836897
train loss: 2.2195708751678467
train per: 0.60248778998779
train loss: 2.233531951904297
train per: 0.6015883520847121
train loss: 2.2544620037078857
train per: 0.6015585901193966
train loss: 2.2304248809814453
train per: 0.597597743629644
train loss: 2.219421863555908
train per: 0.5976123247634616
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  10%|▉         | 270/2703 [00:00<00:00, 2691.42it/s]


word -> phonemes:  20%|█▉        | 540/2703 [00:00<00:00, 2659.30it/s]


word -> phonemes:  30%|██▉       | 806/2703 [00:00<00:00, 2579.10it/s]


word -> phonemes:  40%|████      | 1090/2703 [00:00<00:00, 2678.43it/s]


word -> phonemes:  50%|█████     | 1359/2703 [00:00<00:00, 2418.41it/s]


word -> phonemes:  60%|█████▉    | 1614/2703 [00:00<00:00, 2459.43it/s]


word -> phonemes:  70%|██████▉   | 1891/2703 [00:00<00:00, 2554.46it/s]


word -> phonemes:  80%|████████  | 2172/2703 [00:00<00:00, 2631.93it/s]


word -> phonemes:  90%|█████████ | 2438/2703 [00:00<00:00, 2570.80it/s]


word -> phonemes: 100%|█████████▉| 2697/2703 [00:01<00:00, 2495.39it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2543.01it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:00<42:46,  1.05it/s]


dev:   0%|          | 3/2703 [00:01<13:32,  3.32it/s]


dev:   0%|          | 5/2703 [00:01<08:01,  5.60it/s]


dev:   0%|          | 7/2703 [00:01<05:51,  7.66it/s]


dev:   0%|          | 9/2703 [00:01<04:46,  9.39it/s]


dev:   0%|          | 11/2703 [00:01<04:04, 11.02it/s]


dev:   0%|          | 13/2703 [00:01<03:45, 11.91it/s]


dev:   1%|          | 15/2703 [00:01<03:30, 12.78it/s]


dev:   1%|          | 17/2703 [00:01<03:12, 13.97it/s]


dev:   1%|          | 19/2703 [00:02<03:01, 14.75it/s]


dev:   1%|          | 21/2703 [00:02<02:56, 15.22it/s]


dev:   1%|          | 23/2703 [00:02<02:51, 15.64it/s]


dev:   1%|          | 25/2703 [00:02<03:06, 14.32it/s]


dev:   1%|          | 27/2703 [00:02<03:01, 14.77it/s]


dev:   1%|          | 29/2703 [00:02<03:00, 14.79it/s]


dev:   1%|          | 31/2703 [00:02<02:51, 15.62it/s]


dev:   1%|          | 33/2703 [00:03<02:54, 15.34it/s]


dev:   1%|▏         | 35/2703 [00:03<02:44, 16.18it/s]


dev:   1%|▏         | 37/2703 [00:03<02:51, 15.58it/s]


dev:   1%|▏         | 39/2703 [00:03<02:44, 16.15it/s]


dev:   2%|▏         | 41/2703 [00:03<02:38, 16.79it/s]


dev:   2%|▏         | 43/2703 [00:03<02:39, 16.67it/s]


dev:   2%|▏         | 45/2703 [00:03<02:41, 16.50it/s]


dev:   2%|▏         | 47/2703 [00:03<02:37, 16.85it/s]


dev:   2%|▏         | 49/2703 [00:04<02:46, 15.97it/s]


dev:   2%|▏         | 52/2703 [00:04<02:35, 17.08it/s]


dev:   2%|▏         | 54/2703 [00:04<02:30, 17.61it/s]


dev:   2%|▏         | 57/2703 [00:04<02:22, 18.53it/s]


dev:   2%|▏         | 59/2703 [00:04<02:27, 17.91it/s]


dev:   2%|▏         | 61/2703 [00:04<02:30, 17.50it/s]


dev:   2%|▏         | 63/2703 [00:04<02:26, 18.04it/s]


dev:   2%|▏         | 65/2703 [00:04<02:28, 17.81it/s]


dev:   2%|▏         | 67/2703 [00:04<02:33, 17.19it/s]


dev:   3%|▎         | 70/2703 [00:05<02:26, 17.99it/s]


dev:   3%|▎         | 72/2703 [00:05<02:31, 17.38it/s]


dev:   3%|▎         | 74/2703 [00:05<02:30, 17.42it/s]


dev:   3%|▎         | 76/2703 [00:05<02:34, 17.02it/s]


dev:   3%|▎         | 78/2703 [00:05<02:28, 17.69it/s]


dev:   3%|▎         | 80/2703 [00:05<02:26, 17.91it/s]


dev:   3%|▎         | 82/2703 [00:05<02:31, 17.26it/s]


dev:   3%|▎         | 84/2703 [00:05<02:31, 17.27it/s]


dev:   3%|▎         | 86/2703 [00:06<02:34, 16.91it/s]


dev:   3%|▎         | 88/2703 [00:06<02:32, 17.17it/s]


dev:   3%|▎         | 90/2703 [00:06<02:28, 17.56it/s]


dev:   3%|▎         | 92/2703 [00:06<02:27, 17.68it/s]


dev:   3%|▎         | 94/2703 [00:06<02:28, 17.59it/s]


dev:   4%|▎         | 96/2703 [00:06<02:31, 17.25it/s]


dev:   4%|▎         | 98/2703 [00:06<02:40, 16.21it/s]


dev:   4%|▎         | 100/2703 [00:06<02:38, 16.43it/s]


dev:   4%|▍         | 102/2703 [00:07<02:32, 17.05it/s]


dev:   4%|▍         | 104/2703 [00:07<02:26, 17.77it/s]


dev:   4%|▍         | 106/2703 [00:07<02:23, 18.13it/s]


dev:   4%|▍         | 108/2703 [00:07<02:23, 18.05it/s]


dev:   4%|▍         | 111/2703 [00:07<02:16, 18.99it/s]


dev:   4%|▍         | 113/2703 [00:07<02:16, 18.99it/s]


dev:   4%|▍         | 115/2703 [00:07<02:17, 18.85it/s]


dev:   4%|▍         | 117/2703 [00:07<02:24, 17.91it/s]


dev:   4%|▍         | 119/2703 [00:07<02:26, 17.60it/s]


dev:   5%|▍         | 122/2703 [00:08<02:22, 18.11it/s]


dev:   5%|▍         | 124/2703 [00:08<02:28, 17.35it/s]


dev:   5%|▍         | 126/2703 [00:08<02:28, 17.31it/s]


dev:   5%|▍         | 129/2703 [00:08<02:19, 18.46it/s]


dev:   5%|▍         | 131/2703 [00:08<02:17, 18.67it/s]


dev:   5%|▍         | 133/2703 [00:08<02:15, 18.95it/s]


dev:   5%|▍         | 135/2703 [00:08<02:19, 18.40it/s]


dev:   5%|▌         | 137/2703 [00:08<02:20, 18.24it/s]


dev:   5%|▌         | 140/2703 [00:09<02:13, 19.16it/s]


dev:   5%|▌         | 142/2703 [00:09<02:18, 18.45it/s]


dev:   5%|▌         | 144/2703 [00:09<02:18, 18.49it/s]


dev:   5%|▌         | 146/2703 [00:09<02:19, 18.39it/s]


dev:   5%|▌         | 148/2703 [00:09<02:26, 17.50it/s]


dev:   6%|▌         | 150/2703 [00:09<02:20, 18.13it/s]


dev:   6%|▌         | 152/2703 [00:09<02:20, 18.19it/s]


dev:   6%|▌         | 155/2703 [00:09<02:13, 19.06it/s]


dev:   6%|▌         | 158/2703 [00:10<02:03, 20.56it/s]


dev:   6%|▌         | 161/2703 [00:10<02:11, 19.33it/s]


dev:   6%|▌         | 163/2703 [00:10<02:15, 18.68it/s]


dev:   6%|▌         | 165/2703 [00:10<02:16, 18.57it/s]


dev:   6%|▌         | 167/2703 [00:10<02:15, 18.68it/s]


dev:   6%|▋         | 170/2703 [00:10<02:09, 19.63it/s]


dev:   6%|▋         | 172/2703 [00:10<02:08, 19.64it/s]


dev:   6%|▋         | 174/2703 [00:10<02:12, 19.05it/s]


dev:   7%|▋         | 177/2703 [00:11<02:06, 19.93it/s]


dev:   7%|▋         | 179/2703 [00:11<02:07, 19.75it/s]


dev:   7%|▋         | 181/2703 [00:11<02:12, 19.03it/s]


dev:   7%|▋         | 183/2703 [00:11<02:21, 17.85it/s]


dev:   7%|▋         | 186/2703 [00:11<02:15, 18.52it/s]


dev:   7%|▋         | 188/2703 [00:11<02:14, 18.74it/s]


dev:   7%|▋         | 190/2703 [00:11<02:14, 18.72it/s]


dev:   7%|▋         | 193/2703 [00:11<02:06, 19.79it/s]


dev:   7%|▋         | 195/2703 [00:11<02:06, 19.83it/s]


dev:   7%|▋         | 198/2703 [00:12<02:05, 19.91it/s]


dev:   7%|▋         | 200/2703 [00:12<02:11, 19.06it/s]


dev:   7%|▋         | 202/2703 [00:12<02:14, 18.57it/s]


dev:   8%|▊         | 204/2703 [00:12<02:16, 18.29it/s]


dev:   8%|▊         | 206/2703 [00:12<02:13, 18.72it/s]


dev:   8%|▊         | 208/2703 [00:12<02:13, 18.66it/s]


dev:   8%|▊         | 211/2703 [00:12<02:07, 19.60it/s]


dev:   8%|▊         | 214/2703 [00:12<02:04, 19.91it/s]


dev:   8%|▊         | 217/2703 [00:13<01:59, 20.84it/s]


dev:   8%|▊         | 220/2703 [00:13<01:59, 20.86it/s]


dev:   8%|▊         | 223/2703 [00:13<02:00, 20.53it/s]


dev:   8%|▊         | 226/2703 [00:13<01:53, 21.90it/s]


dev:   8%|▊         | 229/2703 [00:13<01:49, 22.67it/s]


dev:   9%|▊         | 232/2703 [00:13<01:54, 21.52it/s]


dev:   9%|▊         | 235/2703 [00:13<01:59, 20.74it/s]


dev:   9%|▉         | 238/2703 [00:14<02:01, 20.21it/s]


dev:   9%|▉         | 241/2703 [00:14<02:00, 20.50it/s]


dev:   9%|▉         | 244/2703 [00:14<02:07, 19.25it/s]


dev:   9%|▉         | 246/2703 [00:14<02:08, 19.18it/s]


dev:   9%|▉         | 249/2703 [00:14<02:03, 19.87it/s]


dev:   9%|▉         | 251/2703 [00:14<02:08, 19.12it/s]


dev:   9%|▉         | 254/2703 [00:14<02:03, 19.83it/s]


dev:   9%|▉         | 256/2703 [00:15<02:05, 19.47it/s]


dev:  10%|▉         | 258/2703 [00:15<02:05, 19.49it/s]


dev:  10%|▉         | 261/2703 [00:15<02:01, 20.07it/s]


dev:  10%|▉         | 263/2703 [00:15<02:02, 19.90it/s]


dev:  10%|▉         | 265/2703 [00:15<02:09, 18.76it/s]


dev:  10%|▉         | 267/2703 [00:15<02:09, 18.84it/s]


dev:  10%|▉         | 269/2703 [00:15<02:10, 18.59it/s]


dev:  10%|█         | 272/2703 [00:15<01:58, 20.45it/s]


dev:  10%|█         | 275/2703 [00:15<02:00, 20.22it/s]


dev:  10%|█         | 278/2703 [00:16<01:57, 20.68it/s]


dev:  10%|█         | 281/2703 [00:16<02:00, 20.12it/s]


dev:  11%|█         | 284/2703 [00:16<01:59, 20.18it/s]


dev:  11%|█         | 287/2703 [00:16<02:01, 19.83it/s]


dev:  11%|█         | 289/2703 [00:16<02:01, 19.79it/s]


dev:  11%|█         | 292/2703 [00:16<02:01, 19.91it/s]


dev:  11%|█         | 294/2703 [00:16<02:05, 19.24it/s]


dev:  11%|█         | 297/2703 [00:17<01:53, 21.11it/s]


dev:  11%|█         | 300/2703 [00:17<01:54, 21.03it/s]


dev:  11%|█         | 303/2703 [00:17<01:56, 20.66it/s]


dev:  11%|█▏        | 306/2703 [00:17<01:57, 20.36it/s]


dev:  11%|█▏        | 309/2703 [00:17<01:55, 20.79it/s]


dev:  12%|█▏        | 312/2703 [00:17<02:01, 19.64it/s]


dev:  12%|█▏        | 314/2703 [00:17<02:04, 19.16it/s]


dev:  12%|█▏        | 317/2703 [00:18<02:02, 19.48it/s]


dev:  12%|█▏        | 320/2703 [00:18<01:58, 20.05it/s]


dev:  12%|█▏        | 323/2703 [00:18<01:58, 20.06it/s]


dev:  12%|█▏        | 326/2703 [00:18<01:53, 20.93it/s]


dev:  12%|█▏        | 329/2703 [00:18<01:53, 20.99it/s]


dev:  12%|█▏        | 332/2703 [00:18<01:46, 22.36it/s]


dev:  12%|█▏        | 335/2703 [00:18<01:48, 21.75it/s]


dev:  13%|█▎        | 338/2703 [00:19<01:47, 22.03it/s]


dev:  13%|█▎        | 341/2703 [00:19<01:46, 22.08it/s]


dev:  13%|█▎        | 344/2703 [00:19<01:52, 21.05it/s]


dev:  13%|█▎        | 347/2703 [00:19<01:56, 20.19it/s]


dev:  13%|█▎        | 350/2703 [00:19<01:59, 19.74it/s]


dev:  13%|█▎        | 353/2703 [00:19<01:58, 19.85it/s]


dev:  13%|█▎        | 355/2703 [00:19<01:59, 19.65it/s]


dev:  13%|█▎        | 357/2703 [00:20<02:00, 19.48it/s]


dev:  13%|█▎        | 359/2703 [00:20<02:04, 18.81it/s]


dev:  13%|█▎        | 361/2703 [00:20<02:08, 18.24it/s]


dev:  13%|█▎        | 364/2703 [00:20<02:00, 19.43it/s]


dev:  14%|█▎        | 367/2703 [00:20<01:51, 20.99it/s]


dev:  14%|█▎        | 370/2703 [00:20<01:47, 21.63it/s]


dev:  14%|█▍        | 373/2703 [00:20<01:43, 22.51it/s]


dev:  14%|█▍        | 376/2703 [00:20<01:49, 21.17it/s]


dev:  14%|█▍        | 379/2703 [00:21<01:51, 20.80it/s]


dev:  14%|█▍        | 382/2703 [00:21<01:55, 20.14it/s]


dev:  14%|█▍        | 385/2703 [00:21<01:55, 20.15it/s]


dev:  14%|█▍        | 388/2703 [00:21<01:51, 20.84it/s]


dev:  14%|█▍        | 391/2703 [00:21<01:51, 20.79it/s]


dev:  15%|█▍        | 394/2703 [00:21<01:53, 20.32it/s]


dev:  15%|█▍        | 397/2703 [00:21<01:57, 19.71it/s]


dev:  15%|█▍        | 400/2703 [00:22<01:52, 20.41it/s]


dev:  15%|█▍        | 403/2703 [00:22<01:53, 20.26it/s]


dev:  15%|█▌        | 406/2703 [00:22<01:53, 20.24it/s]


dev:  15%|█▌        | 409/2703 [00:22<01:54, 20.11it/s]


dev:  15%|█▌        | 412/2703 [00:22<01:48, 21.02it/s]


dev:  15%|█▌        | 415/2703 [00:22<01:54, 20.00it/s]


dev:  15%|█▌        | 418/2703 [00:22<01:54, 20.03it/s]


dev:  16%|█▌        | 421/2703 [00:23<02:01, 18.71it/s]


dev:  16%|█▌        | 424/2703 [00:23<01:56, 19.49it/s]


dev:  16%|█▌        | 427/2703 [00:23<01:53, 20.13it/s]


dev:  16%|█▌        | 430/2703 [00:23<01:49, 20.73it/s]


dev:  16%|█▌        | 433/2703 [00:23<01:48, 20.87it/s]


dev:  16%|█▌        | 436/2703 [00:23<01:45, 21.42it/s]


dev:  16%|█▌        | 439/2703 [00:23<01:43, 21.95it/s]


dev:  16%|█▋        | 442/2703 [00:24<01:45, 21.48it/s]


dev:  16%|█▋        | 445/2703 [00:24<01:48, 20.77it/s]


dev:  17%|█▋        | 448/2703 [00:24<01:40, 22.50it/s]


dev:  17%|█▋        | 451/2703 [00:24<01:43, 21.72it/s]


dev:  17%|█▋        | 454/2703 [00:24<01:48, 20.79it/s]


dev:  17%|█▋        | 457/2703 [00:24<01:52, 19.91it/s]


dev:  17%|█▋        | 460/2703 [00:25<01:55, 19.36it/s]


dev:  17%|█▋        | 463/2703 [00:25<01:55, 19.46it/s]


dev:  17%|█▋        | 466/2703 [00:25<01:48, 20.58it/s]


dev:  17%|█▋        | 469/2703 [00:25<01:46, 20.89it/s]


dev:  17%|█▋        | 472/2703 [00:25<01:46, 20.97it/s]


dev:  18%|█▊        | 475/2703 [00:25<01:47, 20.74it/s]


dev:  18%|█▊        | 478/2703 [00:25<01:49, 20.40it/s]


dev:  18%|█▊        | 481/2703 [00:26<01:47, 20.74it/s]


dev:  18%|█▊        | 484/2703 [00:26<01:41, 21.85it/s]


dev:  18%|█▊        | 487/2703 [00:26<01:43, 21.48it/s]


dev:  18%|█▊        | 490/2703 [00:26<01:45, 20.88it/s]


dev:  18%|█▊        | 493/2703 [00:26<01:52, 19.69it/s]


dev:  18%|█▊        | 496/2703 [00:26<01:51, 19.80it/s]


dev:  18%|█▊        | 499/2703 [00:26<01:45, 20.95it/s]


dev:  19%|█▊        | 502/2703 [00:27<01:45, 20.91it/s]


dev:  19%|█▊        | 505/2703 [00:27<01:47, 20.46it/s]


dev:  19%|█▉        | 508/2703 [00:27<01:45, 20.86it/s]


dev:  19%|█▉        | 511/2703 [00:27<01:40, 21.78it/s]


dev:  19%|█▉        | 514/2703 [00:27<01:40, 21.87it/s]


dev:  19%|█▉        | 517/2703 [00:27<01:38, 22.16it/s]


dev:  19%|█▉        | 520/2703 [00:27<01:40, 21.64it/s]


dev:  19%|█▉        | 523/2703 [00:27<01:35, 22.84it/s]


dev:  19%|█▉        | 526/2703 [00:28<01:36, 22.64it/s]


dev:  20%|█▉        | 529/2703 [00:28<01:35, 22.68it/s]


dev:  20%|█▉        | 532/2703 [00:28<01:37, 22.25it/s]


dev:  20%|█▉        | 535/2703 [00:28<01:41, 21.32it/s]


dev:  20%|█▉        | 538/2703 [00:28<01:40, 21.48it/s]


dev:  20%|██        | 541/2703 [00:28<01:38, 21.89it/s]


dev:  20%|██        | 544/2703 [00:28<01:38, 21.88it/s]


dev:  20%|██        | 547/2703 [00:29<01:30, 23.81it/s]


dev:  20%|██        | 550/2703 [00:29<01:36, 22.35it/s]


dev:  20%|██        | 553/2703 [00:29<01:34, 22.72it/s]


dev:  21%|██        | 556/2703 [00:29<01:35, 22.56it/s]


dev:  21%|██        | 559/2703 [00:29<01:46, 20.19it/s]


dev:  21%|██        | 562/2703 [00:29<01:38, 21.69it/s]


dev:  21%|██        | 565/2703 [00:29<01:43, 20.68it/s]


dev:  21%|██        | 568/2703 [00:30<01:41, 20.95it/s]


dev:  21%|██        | 571/2703 [00:30<01:46, 20.06it/s]


dev:  21%|██        | 574/2703 [00:30<01:45, 20.13it/s]


dev:  21%|██▏       | 577/2703 [00:30<01:42, 20.76it/s]


dev:  21%|██▏       | 580/2703 [00:30<01:36, 21.91it/s]


dev:  22%|██▏       | 583/2703 [00:30<01:34, 22.35it/s]


dev:  22%|██▏       | 586/2703 [00:30<01:36, 21.82it/s]


dev:  22%|██▏       | 589/2703 [00:31<01:39, 21.31it/s]


dev:  22%|██▏       | 592/2703 [00:31<01:35, 22.13it/s]


dev:  22%|██▏       | 595/2703 [00:31<01:33, 22.60it/s]


dev:  22%|██▏       | 598/2703 [00:31<01:27, 24.14it/s]


dev:  22%|██▏       | 601/2703 [00:31<01:29, 23.43it/s]


dev:  22%|██▏       | 604/2703 [00:31<01:28, 23.74it/s]


dev:  22%|██▏       | 607/2703 [00:31<01:24, 24.72it/s]


dev:  23%|██▎       | 610/2703 [00:31<01:24, 24.64it/s]


dev:  23%|██▎       | 613/2703 [00:32<01:25, 24.52it/s]


dev:  23%|██▎       | 616/2703 [00:32<01:26, 24.11it/s]


dev:  23%|██▎       | 619/2703 [00:32<01:24, 24.80it/s]


dev:  23%|██▎       | 622/2703 [00:32<01:25, 24.45it/s]


dev:  23%|██▎       | 625/2703 [00:32<01:31, 22.77it/s]


dev:  23%|██▎       | 628/2703 [00:32<01:26, 23.93it/s]


dev:  23%|██▎       | 631/2703 [00:32<01:24, 24.51it/s]


dev:  23%|██▎       | 634/2703 [00:32<01:25, 24.27it/s]


dev:  24%|██▎       | 637/2703 [00:33<01:30, 22.90it/s]


dev:  24%|██▎       | 640/2703 [00:33<01:34, 21.89it/s]


dev:  24%|██▍       | 643/2703 [00:33<01:34, 21.75it/s]


dev:  24%|██▍       | 646/2703 [00:33<01:27, 23.51it/s]


dev:  24%|██▍       | 649/2703 [00:33<01:34, 21.83it/s]


dev:  24%|██▍       | 652/2703 [00:33<01:31, 22.43it/s]


dev:  24%|██▍       | 655/2703 [00:33<01:34, 21.77it/s]


dev:  24%|██▍       | 658/2703 [00:34<01:37, 21.01it/s]


dev:  24%|██▍       | 661/2703 [00:34<01:30, 22.55it/s]


dev:  25%|██▍       | 664/2703 [00:34<01:32, 21.99it/s]


dev:  25%|██▍       | 667/2703 [00:34<01:27, 23.15it/s]


dev:  25%|██▍       | 670/2703 [00:34<01:24, 24.13it/s]


dev:  25%|██▍       | 673/2703 [00:34<01:26, 23.39it/s]


dev:  25%|██▌       | 676/2703 [00:34<01:27, 23.21it/s]


dev:  25%|██▌       | 679/2703 [00:34<01:32, 21.85it/s]


dev:  25%|██▌       | 682/2703 [00:35<01:30, 22.41it/s]


dev:  25%|██▌       | 685/2703 [00:35<01:30, 22.25it/s]


dev:  25%|██▌       | 688/2703 [00:35<01:35, 21.00it/s]


dev:  26%|██▌       | 691/2703 [00:35<01:33, 21.58it/s]


dev:  26%|██▌       | 694/2703 [00:35<01:30, 22.25it/s]


dev:  26%|██▌       | 697/2703 [00:35<01:27, 22.89it/s]


dev:  26%|██▌       | 700/2703 [00:35<01:30, 22.16it/s]


dev:  26%|██▌       | 703/2703 [00:36<01:29, 22.35it/s]


dev:  26%|██▌       | 706/2703 [00:36<01:22, 24.10it/s]


dev:  26%|██▌       | 709/2703 [00:36<01:22, 24.25it/s]


dev:  26%|██▋       | 712/2703 [00:36<01:26, 23.06it/s]


dev:  26%|██▋       | 715/2703 [00:36<01:23, 23.75it/s]


dev:  27%|██▋       | 718/2703 [00:36<01:25, 23.33it/s]


dev:  27%|██▋       | 721/2703 [00:36<01:22, 24.05it/s]


dev:  27%|██▋       | 724/2703 [00:36<01:27, 22.57it/s]


dev:  27%|██▋       | 727/2703 [00:37<01:24, 23.51it/s]


dev:  27%|██▋       | 730/2703 [00:37<01:21, 24.13it/s]


dev:  27%|██▋       | 733/2703 [00:37<01:27, 22.44it/s]


dev:  27%|██▋       | 736/2703 [00:37<01:24, 23.28it/s]


dev:  27%|██▋       | 739/2703 [00:37<01:27, 22.39it/s]


dev:  27%|██▋       | 742/2703 [00:37<01:23, 23.54it/s]


dev:  28%|██▊       | 745/2703 [00:37<01:19, 24.61it/s]


dev:  28%|██▊       | 748/2703 [00:37<01:21, 23.87it/s]


dev:  28%|██▊       | 751/2703 [00:38<01:28, 22.06it/s]


dev:  28%|██▊       | 754/2703 [00:38<01:31, 21.31it/s]


dev:  28%|██▊       | 757/2703 [00:38<01:30, 21.51it/s]


dev:  28%|██▊       | 760/2703 [00:38<01:29, 21.61it/s]


dev:  28%|██▊       | 763/2703 [00:38<01:31, 21.26it/s]


dev:  28%|██▊       | 766/2703 [00:38<01:33, 20.80it/s]


dev:  28%|██▊       | 769/2703 [00:38<01:29, 21.53it/s]


dev:  29%|██▊       | 772/2703 [00:39<01:33, 20.76it/s]


dev:  29%|██▊       | 775/2703 [00:39<01:29, 21.60it/s]


dev:  29%|██▉       | 778/2703 [00:39<01:31, 21.02it/s]


dev:  29%|██▉       | 781/2703 [00:39<01:32, 20.85it/s]


dev:  29%|██▉       | 784/2703 [00:39<01:35, 20.13it/s]


dev:  29%|██▉       | 787/2703 [00:39<01:32, 20.66it/s]


dev:  29%|██▉       | 790/2703 [00:39<01:28, 21.61it/s]


dev:  29%|██▉       | 793/2703 [00:40<01:24, 22.58it/s]


dev:  29%|██▉       | 796/2703 [00:40<01:25, 22.40it/s]


dev:  30%|██▉       | 799/2703 [00:40<01:27, 21.74it/s]


dev:  30%|██▉       | 802/2703 [00:40<01:27, 21.80it/s]


dev:  30%|██▉       | 805/2703 [00:40<01:23, 22.85it/s]


dev:  30%|██▉       | 808/2703 [00:40<01:22, 22.91it/s]


dev:  30%|███       | 811/2703 [00:40<01:21, 23.33it/s]


dev:  30%|███       | 814/2703 [00:40<01:20, 23.35it/s]


dev:  30%|███       | 817/2703 [00:41<01:19, 23.64it/s]


dev:  30%|███       | 820/2703 [00:41<01:20, 23.37it/s]


dev:  30%|███       | 823/2703 [00:41<01:20, 23.35it/s]


dev:  31%|███       | 826/2703 [00:41<01:18, 23.83it/s]


dev:  31%|███       | 829/2703 [00:41<01:19, 23.61it/s]


dev:  31%|███       | 832/2703 [00:41<01:20, 23.23it/s]


dev:  31%|███       | 835/2703 [00:41<01:22, 22.57it/s]


dev:  31%|███       | 838/2703 [00:41<01:19, 23.44it/s]


dev:  31%|███       | 841/2703 [00:42<01:20, 23.04it/s]


dev:  31%|███       | 844/2703 [00:42<01:25, 21.74it/s]


dev:  31%|███▏      | 847/2703 [00:42<01:28, 20.93it/s]


dev:  31%|███▏      | 850/2703 [00:42<01:24, 21.83it/s]


dev:  32%|███▏      | 853/2703 [00:42<01:22, 22.53it/s]


dev:  32%|███▏      | 856/2703 [00:42<01:20, 22.87it/s]


dev:  32%|███▏      | 859/2703 [00:42<01:18, 23.42it/s]


dev:  32%|███▏      | 862/2703 [00:43<01:18, 23.41it/s]


dev:  32%|███▏      | 865/2703 [00:43<01:24, 21.69it/s]


dev:  32%|███▏      | 868/2703 [00:43<01:24, 21.70it/s]


dev:  32%|███▏      | 871/2703 [00:43<01:20, 22.87it/s]


dev:  32%|███▏      | 874/2703 [00:43<01:24, 21.77it/s]


dev:  32%|███▏      | 877/2703 [00:43<01:26, 21.04it/s]


dev:  33%|███▎      | 880/2703 [00:43<01:19, 23.05it/s]


dev:  33%|███▎      | 883/2703 [00:44<01:16, 23.70it/s]


dev:  33%|███▎      | 886/2703 [00:44<01:21, 22.40it/s]


dev:  33%|███▎      | 889/2703 [00:44<01:18, 23.10it/s]


dev:  33%|███▎      | 892/2703 [00:44<01:20, 22.38it/s]


dev:  33%|███▎      | 895/2703 [00:44<01:19, 22.70it/s]


dev:  33%|███▎      | 898/2703 [00:44<01:23, 21.57it/s]


dev:  33%|███▎      | 901/2703 [00:44<01:23, 21.63it/s]


dev:  33%|███▎      | 904/2703 [00:44<01:23, 21.59it/s]


dev:  34%|███▎      | 907/2703 [00:45<01:25, 21.07it/s]


dev:  34%|███▎      | 910/2703 [00:45<01:23, 21.37it/s]


dev:  34%|███▍      | 913/2703 [00:45<01:26, 20.70it/s]


dev:  34%|███▍      | 916/2703 [00:45<01:21, 21.91it/s]


dev:  34%|███▍      | 919/2703 [00:45<01:20, 22.07it/s]


dev:  34%|███▍      | 922/2703 [00:45<01:16, 23.40it/s]


dev:  34%|███▍      | 925/2703 [00:45<01:13, 24.06it/s]


dev:  34%|███▍      | 928/2703 [00:46<01:15, 23.43it/s]


dev:  34%|███▍      | 931/2703 [00:46<01:19, 22.42it/s]


dev:  35%|███▍      | 934/2703 [00:46<01:13, 23.97it/s]


dev:  35%|███▍      | 937/2703 [00:46<01:12, 24.44it/s]


dev:  35%|███▍      | 940/2703 [00:46<01:08, 25.57it/s]


dev:  35%|███▍      | 943/2703 [00:46<01:11, 24.65it/s]


dev:  35%|███▍      | 946/2703 [00:46<01:13, 24.07it/s]


dev:  35%|███▌      | 949/2703 [00:46<01:14, 23.41it/s]


dev:  35%|███▌      | 952/2703 [00:47<01:10, 24.86it/s]


dev:  35%|███▌      | 955/2703 [00:47<01:12, 24.26it/s]


dev:  35%|███▌      | 958/2703 [00:47<01:11, 24.32it/s]


dev:  36%|███▌      | 961/2703 [00:47<01:12, 24.18it/s]


dev:  36%|███▌      | 964/2703 [00:47<01:13, 23.62it/s]


dev:  36%|███▌      | 967/2703 [00:47<01:13, 23.66it/s]


dev:  36%|███▌      | 970/2703 [00:47<01:17, 22.27it/s]


dev:  36%|███▌      | 973/2703 [00:47<01:19, 21.69it/s]


dev:  36%|███▌      | 976/2703 [00:48<01:21, 21.20it/s]


dev:  36%|███▌      | 979/2703 [00:48<01:18, 22.02it/s]


dev:  36%|███▋      | 982/2703 [00:48<01:16, 22.64it/s]


dev:  36%|███▋      | 985/2703 [00:48<01:12, 23.67it/s]


dev:  37%|███▋      | 988/2703 [00:48<01:12, 23.70it/s]


dev:  37%|███▋      | 991/2703 [00:48<01:12, 23.51it/s]


dev:  37%|███▋      | 994/2703 [00:48<01:09, 24.48it/s]


dev:  37%|███▋      | 997/2703 [00:48<01:13, 23.21it/s]


dev:  37%|███▋      | 1000/2703 [00:49<01:15, 22.61it/s]


dev:  37%|███▋      | 1003/2703 [00:49<01:11, 23.68it/s]


dev:  37%|███▋      | 1006/2703 [00:49<01:11, 23.86it/s]


dev:  37%|███▋      | 1009/2703 [00:49<01:12, 23.32it/s]


dev:  37%|███▋      | 1012/2703 [00:49<01:13, 23.03it/s]


dev:  38%|███▊      | 1015/2703 [00:49<01:16, 22.14it/s]


dev:  38%|███▊      | 1018/2703 [00:49<01:13, 22.92it/s]


dev:  38%|███▊      | 1021/2703 [00:49<01:10, 23.99it/s]


dev:  38%|███▊      | 1024/2703 [00:50<01:11, 23.47it/s]


dev:  38%|███▊      | 1027/2703 [00:50<01:12, 22.99it/s]


dev:  38%|███▊      | 1030/2703 [00:50<01:12, 23.14it/s]


dev:  38%|███▊      | 1033/2703 [00:50<01:08, 24.33it/s]


dev:  38%|███▊      | 1036/2703 [00:50<01:14, 22.47it/s]


dev:  38%|███▊      | 1039/2703 [00:50<01:17, 21.50it/s]


dev:  39%|███▊      | 1042/2703 [00:50<01:14, 22.45it/s]


dev:  39%|███▊      | 1045/2703 [00:51<01:10, 23.36it/s]


dev:  39%|███▉      | 1048/2703 [00:51<01:09, 23.66it/s]


dev:  39%|███▉      | 1051/2703 [00:51<01:10, 23.28it/s]


dev:  39%|███▉      | 1054/2703 [00:51<01:09, 23.83it/s]


dev:  39%|███▉      | 1057/2703 [00:51<01:07, 24.56it/s]


dev:  39%|███▉      | 1060/2703 [00:51<01:06, 24.69it/s]


dev:  39%|███▉      | 1063/2703 [00:51<01:07, 24.33it/s]


dev:  39%|███▉      | 1066/2703 [00:51<01:07, 24.10it/s]


dev:  40%|███▉      | 1069/2703 [00:52<01:09, 23.60it/s]


dev:  40%|███▉      | 1072/2703 [00:52<01:06, 24.56it/s]


dev:  40%|███▉      | 1075/2703 [00:52<01:10, 23.15it/s]


dev:  40%|███▉      | 1078/2703 [00:52<01:09, 23.55it/s]


dev:  40%|███▉      | 1081/2703 [00:52<01:10, 23.00it/s]


dev:  40%|████      | 1084/2703 [00:52<01:05, 24.63it/s]


dev:  40%|████      | 1087/2703 [00:52<01:07, 24.09it/s]


dev:  40%|████      | 1090/2703 [00:52<01:04, 24.97it/s]


dev:  40%|████      | 1093/2703 [00:53<01:06, 24.20it/s]


dev:  41%|████      | 1096/2703 [00:53<01:05, 24.36it/s]


dev:  41%|████      | 1099/2703 [00:53<01:06, 24.10it/s]


dev:  41%|████      | 1102/2703 [00:53<01:05, 24.39it/s]


dev:  41%|████      | 1105/2703 [00:53<01:05, 24.49it/s]


dev:  41%|████      | 1108/2703 [00:53<01:05, 24.17it/s]


dev:  41%|████      | 1111/2703 [00:53<01:06, 24.12it/s]


dev:  41%|████      | 1114/2703 [00:53<01:07, 23.44it/s]


dev:  41%|████▏     | 1117/2703 [00:54<01:08, 23.25it/s]


dev:  41%|████▏     | 1120/2703 [00:54<01:09, 22.79it/s]


dev:  42%|████▏     | 1123/2703 [00:54<01:04, 24.54it/s]


dev:  42%|████▏     | 1126/2703 [00:54<01:10, 22.51it/s]


dev:  42%|████▏     | 1129/2703 [00:54<01:10, 22.26it/s]


dev:  42%|████▏     | 1132/2703 [00:54<01:07, 23.31it/s]


dev:  42%|████▏     | 1135/2703 [00:54<01:03, 24.55it/s]


dev:  42%|████▏     | 1138/2703 [00:54<01:06, 23.41it/s]


dev:  42%|████▏     | 1141/2703 [00:55<01:05, 24.03it/s]


dev:  42%|████▏     | 1144/2703 [00:55<01:04, 24.13it/s]


dev:  42%|████▏     | 1147/2703 [00:55<01:07, 22.89it/s]


dev:  43%|████▎     | 1150/2703 [00:55<01:09, 22.30it/s]


dev:  43%|████▎     | 1153/2703 [00:55<01:09, 22.34it/s]


dev:  43%|████▎     | 1156/2703 [00:55<01:11, 21.73it/s]


dev:  43%|████▎     | 1159/2703 [00:55<01:09, 22.35it/s]


dev:  43%|████▎     | 1162/2703 [00:56<01:08, 22.43it/s]


dev:  43%|████▎     | 1165/2703 [00:56<01:06, 23.17it/s]


dev:  43%|████▎     | 1168/2703 [00:56<01:07, 22.79it/s]


dev:  43%|████▎     | 1171/2703 [00:56<01:03, 23.95it/s]


dev:  43%|████▎     | 1174/2703 [00:56<01:04, 23.57it/s]


dev:  44%|████▎     | 1177/2703 [00:56<01:06, 23.10it/s]


dev:  44%|████▎     | 1180/2703 [00:56<01:10, 21.72it/s]


dev:  44%|████▍     | 1183/2703 [00:56<01:08, 22.05it/s]


dev:  44%|████▍     | 1186/2703 [00:57<01:04, 23.59it/s]


dev:  44%|████▍     | 1189/2703 [00:57<01:02, 24.22it/s]


dev:  44%|████▍     | 1192/2703 [00:57<01:06, 22.77it/s]


dev:  44%|████▍     | 1195/2703 [00:57<01:07, 22.22it/s]


dev:  44%|████▍     | 1198/2703 [00:57<01:09, 21.81it/s]


dev:  44%|████▍     | 1201/2703 [00:57<01:06, 22.45it/s]


dev:  45%|████▍     | 1204/2703 [00:57<01:06, 22.51it/s]


dev:  45%|████▍     | 1207/2703 [00:57<01:06, 22.40it/s]


dev:  45%|████▍     | 1210/2703 [00:58<01:06, 22.32it/s]


dev:  45%|████▍     | 1213/2703 [00:58<01:04, 23.20it/s]


dev:  45%|████▍     | 1216/2703 [00:58<01:05, 22.60it/s]


dev:  45%|████▌     | 1219/2703 [00:58<01:01, 24.09it/s]


dev:  45%|████▌     | 1222/2703 [00:58<01:03, 23.38it/s]


dev:  45%|████▌     | 1226/2703 [00:58<00:58, 25.15it/s]


dev:  45%|████▌     | 1229/2703 [00:58<00:59, 24.94it/s]


dev:  46%|████▌     | 1232/2703 [00:59<01:03, 23.19it/s]


dev:  46%|████▌     | 1235/2703 [00:59<01:01, 23.90it/s]


dev:  46%|████▌     | 1238/2703 [00:59<01:00, 24.04it/s]


dev:  46%|████▌     | 1241/2703 [00:59<01:07, 21.59it/s]


dev:  46%|████▌     | 1244/2703 [00:59<01:09, 21.06it/s]


dev:  46%|████▌     | 1247/2703 [00:59<01:08, 21.16it/s]


dev:  46%|████▌     | 1250/2703 [00:59<01:04, 22.39it/s]


dev:  46%|████▋     | 1253/2703 [00:59<01:04, 22.61it/s]


dev:  46%|████▋     | 1256/2703 [01:00<01:04, 22.26it/s]


dev:  47%|████▋     | 1259/2703 [01:00<01:04, 22.54it/s]


dev:  47%|████▋     | 1262/2703 [01:00<01:04, 22.36it/s]


dev:  47%|████▋     | 1265/2703 [01:00<01:05, 21.90it/s]


dev:  47%|████▋     | 1268/2703 [01:00<01:04, 22.18it/s]


dev:  47%|████▋     | 1271/2703 [01:00<01:06, 21.57it/s]


dev:  47%|████▋     | 1274/2703 [01:00<01:06, 21.45it/s]


dev:  47%|████▋     | 1277/2703 [01:01<01:02, 22.72it/s]


dev:  47%|████▋     | 1280/2703 [01:01<01:04, 21.93it/s]


dev:  47%|████▋     | 1283/2703 [01:01<01:03, 22.52it/s]


dev:  48%|████▊     | 1286/2703 [01:01<01:01, 22.95it/s]


dev:  48%|████▊     | 1289/2703 [01:01<01:04, 21.89it/s]


dev:  48%|████▊     | 1292/2703 [01:01<01:01, 23.10it/s]


dev:  48%|████▊     | 1295/2703 [01:01<01:01, 22.72it/s]


dev:  48%|████▊     | 1298/2703 [01:02<01:04, 21.78it/s]


dev:  48%|████▊     | 1301/2703 [01:02<01:06, 21.00it/s]


dev:  48%|████▊     | 1304/2703 [01:02<01:04, 21.61it/s]


dev:  48%|████▊     | 1307/2703 [01:02<01:01, 22.82it/s]


dev:  48%|████▊     | 1310/2703 [01:02<00:57, 24.21it/s]


dev:  49%|████▊     | 1313/2703 [01:02<00:58, 23.90it/s]


dev:  49%|████▊     | 1316/2703 [01:02<00:57, 24.31it/s]


dev:  49%|████▉     | 1319/2703 [01:02<00:58, 23.80it/s]


dev:  49%|████▉     | 1322/2703 [01:03<00:56, 24.51it/s]


dev:  49%|████▉     | 1325/2703 [01:03<00:57, 24.08it/s]


dev:  49%|████▉     | 1328/2703 [01:03<00:58, 23.47it/s]


dev:  49%|████▉     | 1331/2703 [01:03<00:59, 23.20it/s]


dev:  49%|████▉     | 1335/2703 [01:03<00:54, 25.22it/s]


dev:  50%|████▉     | 1339/2703 [01:03<00:50, 27.21it/s]


dev:  50%|████▉     | 1342/2703 [01:03<00:51, 26.66it/s]


dev:  50%|████▉     | 1345/2703 [01:03<00:52, 25.88it/s]


dev:  50%|████▉     | 1348/2703 [01:04<00:52, 25.77it/s]


dev:  50%|████▉     | 1351/2703 [01:04<00:54, 25.00it/s]


dev:  50%|█████     | 1354/2703 [01:04<00:57, 23.66it/s]


dev:  50%|█████     | 1357/2703 [01:04<00:55, 24.13it/s]


dev:  50%|█████     | 1360/2703 [01:04<00:56, 23.97it/s]


dev:  50%|█████     | 1363/2703 [01:04<00:55, 24.06it/s]


dev:  51%|█████     | 1366/2703 [01:04<00:56, 23.58it/s]


dev:  51%|█████     | 1369/2703 [01:04<00:56, 23.71it/s]


dev:  51%|█████     | 1372/2703 [01:05<00:58, 22.79it/s]


dev:  51%|█████     | 1375/2703 [01:05<01:00, 21.99it/s]


dev:  51%|█████     | 1378/2703 [01:05<00:59, 22.29it/s]


dev:  51%|█████     | 1381/2703 [01:05<00:55, 23.76it/s]


dev:  51%|█████     | 1384/2703 [01:05<00:52, 25.02it/s]


dev:  51%|█████▏    | 1387/2703 [01:05<00:55, 23.84it/s]


dev:  51%|█████▏    | 1390/2703 [01:05<00:58, 22.40it/s]


dev:  52%|█████▏    | 1393/2703 [01:05<00:56, 23.17it/s]


dev:  52%|█████▏    | 1396/2703 [01:06<00:55, 23.74it/s]


dev:  52%|█████▏    | 1399/2703 [01:06<00:55, 23.58it/s]


dev:  52%|█████▏    | 1402/2703 [01:06<00:51, 25.03it/s]


dev:  52%|█████▏    | 1405/2703 [01:06<00:55, 23.28it/s]


dev:  52%|█████▏    | 1408/2703 [01:06<00:56, 23.10it/s]


dev:  52%|█████▏    | 1411/2703 [01:06<00:53, 24.04it/s]


dev:  52%|█████▏    | 1414/2703 [01:06<00:50, 25.43it/s]


dev:  52%|█████▏    | 1417/2703 [01:06<00:50, 25.70it/s]


dev:  53%|█████▎    | 1420/2703 [01:07<00:51, 24.96it/s]


dev:  53%|█████▎    | 1423/2703 [01:07<00:50, 25.20it/s]


dev:  53%|█████▎    | 1426/2703 [01:07<00:49, 25.92it/s]


dev:  53%|█████▎    | 1429/2703 [01:07<00:49, 25.55it/s]


dev:  53%|█████▎    | 1432/2703 [01:07<00:49, 25.54it/s]


dev:  53%|█████▎    | 1435/2703 [01:07<00:53, 23.61it/s]


dev:  53%|█████▎    | 1438/2703 [01:07<00:54, 23.20it/s]


dev:  53%|█████▎    | 1441/2703 [01:07<00:57, 21.95it/s]


dev:  53%|█████▎    | 1444/2703 [01:08<00:55, 22.77it/s]


dev:  54%|█████▎    | 1447/2703 [01:08<00:53, 23.40it/s]


dev:  54%|█████▎    | 1450/2703 [01:08<00:52, 23.74it/s]


dev:  54%|█████▍    | 1453/2703 [01:08<00:51, 24.09it/s]


dev:  54%|█████▍    | 1456/2703 [01:08<00:53, 23.51it/s]


dev:  54%|█████▍    | 1459/2703 [01:08<00:52, 23.78it/s]


dev:  54%|█████▍    | 1462/2703 [01:08<00:54, 22.64it/s]


dev:  54%|█████▍    | 1465/2703 [01:09<00:55, 22.30it/s]


dev:  54%|█████▍    | 1468/2703 [01:09<00:53, 23.20it/s]


dev:  54%|█████▍    | 1471/2703 [01:09<00:53, 23.21it/s]


dev:  55%|█████▍    | 1474/2703 [01:09<00:54, 22.68it/s]


dev:  55%|█████▍    | 1477/2703 [01:09<00:52, 23.25it/s]


dev:  55%|█████▍    | 1480/2703 [01:09<00:52, 23.30it/s]


dev:  55%|█████▍    | 1483/2703 [01:09<00:55, 22.17it/s]


dev:  55%|█████▍    | 1486/2703 [01:09<00:56, 21.38it/s]


dev:  55%|█████▌    | 1489/2703 [01:10<00:52, 23.14it/s]


dev:  55%|█████▌    | 1492/2703 [01:10<00:50, 23.77it/s]


dev:  55%|█████▌    | 1495/2703 [01:10<00:51, 23.46it/s]


dev:  55%|█████▌    | 1498/2703 [01:10<00:51, 23.20it/s]


dev:  56%|█████▌    | 1501/2703 [01:10<00:50, 24.02it/s]


dev:  56%|█████▌    | 1504/2703 [01:10<00:47, 25.00it/s]


dev:  56%|█████▌    | 1507/2703 [01:10<00:48, 24.73it/s]


dev:  56%|█████▌    | 1510/2703 [01:10<00:46, 25.39it/s]


dev:  56%|█████▌    | 1513/2703 [01:11<00:48, 24.62it/s]


dev:  56%|█████▌    | 1516/2703 [01:11<00:49, 23.79it/s]


dev:  56%|█████▌    | 1519/2703 [01:11<00:53, 22.22it/s]


dev:  56%|█████▋    | 1522/2703 [01:11<00:49, 23.71it/s]


dev:  56%|█████▋    | 1525/2703 [01:11<00:47, 24.70it/s]


dev:  57%|█████▋    | 1528/2703 [01:11<00:48, 24.32it/s]


dev:  57%|█████▋    | 1531/2703 [01:11<00:48, 24.30it/s]


dev:  57%|█████▋    | 1534/2703 [01:11<00:46, 25.09it/s]


dev:  57%|█████▋    | 1537/2703 [01:12<00:46, 24.86it/s]


dev:  57%|█████▋    | 1540/2703 [01:12<00:46, 24.76it/s]


dev:  57%|█████▋    | 1543/2703 [01:12<00:47, 24.49it/s]


dev:  57%|█████▋    | 1546/2703 [01:12<00:47, 24.32it/s]


dev:  57%|█████▋    | 1549/2703 [01:12<00:45, 25.58it/s]


dev:  57%|█████▋    | 1552/2703 [01:12<00:47, 24.31it/s]


dev:  58%|█████▊    | 1555/2703 [01:12<00:46, 24.66it/s]


dev:  58%|█████▊    | 1558/2703 [01:12<00:45, 24.99it/s]


dev:  58%|█████▊    | 1562/2703 [01:12<00:40, 28.08it/s]


dev:  58%|█████▊    | 1565/2703 [01:13<00:41, 27.21it/s]


dev:  58%|█████▊    | 1568/2703 [01:13<00:46, 24.25it/s]


dev:  58%|█████▊    | 1571/2703 [01:13<00:48, 23.48it/s]


dev:  58%|█████▊    | 1574/2703 [01:13<00:47, 23.96it/s]


dev:  58%|█████▊    | 1577/2703 [01:13<00:44, 25.06it/s]


dev:  58%|█████▊    | 1580/2703 [01:13<00:45, 24.88it/s]


dev:  59%|█████▊    | 1583/2703 [01:13<00:46, 24.28it/s]


dev:  59%|█████▊    | 1586/2703 [01:13<00:46, 24.03it/s]


dev:  59%|█████▉    | 1589/2703 [01:14<00:48, 23.16it/s]


dev:  59%|█████▉    | 1592/2703 [01:14<00:45, 24.62it/s]


dev:  59%|█████▉    | 1595/2703 [01:14<00:47, 23.21it/s]


dev:  59%|█████▉    | 1598/2703 [01:14<00:47, 23.42it/s]


dev:  59%|█████▉    | 1601/2703 [01:14<00:45, 24.20it/s]


dev:  59%|█████▉    | 1605/2703 [01:14<00:44, 24.93it/s]


dev:  59%|█████▉    | 1608/2703 [01:14<00:44, 24.43it/s]


dev:  60%|█████▉    | 1611/2703 [01:15<00:43, 24.87it/s]


dev:  60%|█████▉    | 1614/2703 [01:15<00:44, 24.57it/s]


dev:  60%|█████▉    | 1617/2703 [01:15<00:46, 23.49it/s]


dev:  60%|█████▉    | 1620/2703 [01:15<00:47, 22.66it/s]


dev:  60%|██████    | 1623/2703 [01:15<00:45, 23.57it/s]


dev:  60%|██████    | 1626/2703 [01:15<00:43, 24.88it/s]


dev:  60%|██████    | 1629/2703 [01:15<00:42, 25.22it/s]


dev:  60%|██████    | 1632/2703 [01:15<00:44, 24.30it/s]


dev:  60%|██████    | 1635/2703 [01:16<00:41, 25.65it/s]


dev:  61%|██████    | 1639/2703 [01:16<00:39, 27.01it/s]


dev:  61%|██████    | 1642/2703 [01:16<00:40, 26.22it/s]


dev:  61%|██████    | 1645/2703 [01:16<00:39, 26.74it/s]


dev:  61%|██████    | 1648/2703 [01:16<00:41, 25.39it/s]


dev:  61%|██████    | 1651/2703 [01:16<00:40, 25.95it/s]


dev:  61%|██████    | 1654/2703 [01:16<00:40, 25.73it/s]


dev:  61%|██████▏   | 1657/2703 [01:16<00:42, 24.90it/s]


dev:  61%|██████▏   | 1660/2703 [01:16<00:41, 24.85it/s]


dev:  62%|██████▏   | 1663/2703 [01:17<00:41, 25.16it/s]


dev:  62%|██████▏   | 1666/2703 [01:17<00:42, 24.16it/s]


dev:  62%|██████▏   | 1669/2703 [01:17<00:41, 24.75it/s]


dev:  62%|██████▏   | 1672/2703 [01:17<00:41, 24.60it/s]


dev:  62%|██████▏   | 1675/2703 [01:17<00:45, 22.71it/s]


dev:  62%|██████▏   | 1678/2703 [01:17<00:44, 23.09it/s]


dev:  62%|██████▏   | 1681/2703 [01:17<00:43, 23.58it/s]


dev:  62%|██████▏   | 1684/2703 [01:18<00:43, 23.23it/s]


dev:  62%|██████▏   | 1687/2703 [01:18<00:42, 24.00it/s]


dev:  63%|██████▎   | 1690/2703 [01:18<00:42, 23.95it/s]


dev:  63%|██████▎   | 1693/2703 [01:18<00:41, 24.05it/s]


dev:  63%|██████▎   | 1696/2703 [01:18<00:41, 24.15it/s]


dev:  63%|██████▎   | 1699/2703 [01:18<00:41, 24.22it/s]


dev:  63%|██████▎   | 1702/2703 [01:18<00:41, 24.40it/s]


dev:  63%|██████▎   | 1705/2703 [01:18<00:40, 24.34it/s]


dev:  63%|██████▎   | 1708/2703 [01:18<00:41, 24.01it/s]


dev:  63%|██████▎   | 1711/2703 [01:19<00:40, 24.67it/s]


dev:  63%|██████▎   | 1714/2703 [01:19<00:39, 24.92it/s]


dev:  64%|██████▎   | 1717/2703 [01:19<00:39, 25.05it/s]


dev:  64%|██████▎   | 1720/2703 [01:19<00:38, 25.82it/s]


dev:  64%|██████▎   | 1723/2703 [01:19<00:39, 24.87it/s]


dev:  64%|██████▍   | 1726/2703 [01:19<00:39, 24.69it/s]


dev:  64%|██████▍   | 1729/2703 [01:19<00:38, 25.21it/s]


dev:  64%|██████▍   | 1732/2703 [01:19<00:36, 26.25it/s]


dev:  64%|██████▍   | 1735/2703 [01:20<00:39, 24.79it/s]


dev:  64%|██████▍   | 1739/2703 [01:20<00:36, 26.32it/s]


dev:  64%|██████▍   | 1742/2703 [01:20<00:37, 25.88it/s]


dev:  65%|██████▍   | 1745/2703 [01:20<00:38, 24.99it/s]


dev:  65%|██████▍   | 1748/2703 [01:20<00:39, 23.93it/s]


dev:  65%|██████▍   | 1751/2703 [01:20<00:37, 25.08it/s]


dev:  65%|██████▍   | 1754/2703 [01:20<00:39, 24.07it/s]


dev:  65%|██████▌   | 1757/2703 [01:20<00:37, 25.24it/s]


dev:  65%|██████▌   | 1760/2703 [01:21<00:38, 24.48it/s]


dev:  65%|██████▌   | 1763/2703 [01:21<00:38, 24.27it/s]


dev:  65%|██████▌   | 1766/2703 [01:21<00:40, 23.21it/s]


dev:  65%|██████▌   | 1769/2703 [01:21<00:39, 23.63it/s]


dev:  66%|██████▌   | 1772/2703 [01:21<00:38, 23.98it/s]


dev:  66%|██████▌   | 1775/2703 [01:21<00:36, 25.32it/s]


dev:  66%|██████▌   | 1778/2703 [01:21<00:38, 24.30it/s]


dev:  66%|██████▌   | 1781/2703 [01:21<00:35, 25.67it/s]


dev:  66%|██████▌   | 1784/2703 [01:22<00:37, 24.62it/s]


dev:  66%|██████▌   | 1787/2703 [01:22<00:36, 24.89it/s]


dev:  66%|██████▌   | 1790/2703 [01:22<00:35, 25.61it/s]


dev:  66%|██████▋   | 1793/2703 [01:22<00:36, 25.11it/s]


dev:  66%|██████▋   | 1796/2703 [01:22<00:36, 24.87it/s]


dev:  67%|██████▋   | 1799/2703 [01:22<00:37, 24.16it/s]


dev:  67%|██████▋   | 1802/2703 [01:22<00:36, 24.85it/s]


dev:  67%|██████▋   | 1805/2703 [01:22<00:36, 24.52it/s]


dev:  67%|██████▋   | 1809/2703 [01:23<00:33, 26.51it/s]


dev:  67%|██████▋   | 1812/2703 [01:23<00:33, 26.74it/s]


dev:  67%|██████▋   | 1815/2703 [01:23<00:34, 25.45it/s]


dev:  67%|██████▋   | 1818/2703 [01:23<00:33, 26.49it/s]


dev:  67%|██████▋   | 1821/2703 [01:23<00:35, 24.57it/s]


dev:  67%|██████▋   | 1824/2703 [01:23<00:35, 24.61it/s]


dev:  68%|██████▊   | 1827/2703 [01:23<00:36, 23.90it/s]


dev:  68%|██████▊   | 1830/2703 [01:23<00:36, 24.08it/s]


dev:  68%|██████▊   | 1833/2703 [01:24<00:36, 24.10it/s]


dev:  68%|██████▊   | 1836/2703 [01:24<00:34, 25.14it/s]


dev:  68%|██████▊   | 1839/2703 [01:24<00:35, 24.01it/s]


dev:  68%|██████▊   | 1842/2703 [01:24<00:35, 24.42it/s]


dev:  68%|██████▊   | 1845/2703 [01:24<00:33, 25.54it/s]


dev:  68%|██████▊   | 1848/2703 [01:24<00:33, 25.55it/s]


dev:  68%|██████▊   | 1851/2703 [01:24<00:32, 26.04it/s]


dev:  69%|██████▊   | 1854/2703 [01:24<00:33, 25.61it/s]


dev:  69%|██████▊   | 1857/2703 [01:24<00:33, 24.96it/s]


dev:  69%|██████▉   | 1860/2703 [01:25<00:32, 26.01it/s]


dev:  69%|██████▉   | 1863/2703 [01:25<00:31, 26.79it/s]


dev:  69%|██████▉   | 1866/2703 [01:25<00:33, 24.76it/s]


dev:  69%|██████▉   | 1869/2703 [01:25<00:32, 25.79it/s]


dev:  69%|██████▉   | 1872/2703 [01:25<00:34, 24.35it/s]


dev:  69%|██████▉   | 1875/2703 [01:25<00:33, 25.04it/s]


dev:  70%|██████▉   | 1879/2703 [01:25<00:30, 26.90it/s]


dev:  70%|██████▉   | 1882/2703 [01:25<00:29, 27.44it/s]


dev:  70%|██████▉   | 1885/2703 [01:25<00:29, 27.46it/s]


dev:  70%|██████▉   | 1889/2703 [01:26<00:27, 29.16it/s]


dev:  70%|██████▉   | 1892/2703 [01:26<00:28, 28.11it/s]


dev:  70%|███████   | 1895/2703 [01:26<00:28, 27.95it/s]


dev:  70%|███████   | 1899/2703 [01:26<00:28, 28.61it/s]


dev:  70%|███████   | 1902/2703 [01:26<00:28, 28.16it/s]


dev:  70%|███████   | 1905/2703 [01:26<00:28, 28.25it/s]


dev:  71%|███████   | 1909/2703 [01:26<00:27, 29.21it/s]


dev:  71%|███████   | 1913/2703 [01:26<00:26, 29.76it/s]


dev:  71%|███████   | 1917/2703 [01:27<00:24, 31.76it/s]


dev:  71%|███████   | 1921/2703 [01:27<00:25, 30.97it/s]


dev:  71%|███████   | 1925/2703 [01:27<00:25, 31.11it/s]


dev:  71%|███████▏  | 1929/2703 [01:27<00:25, 30.46it/s]


dev:  72%|███████▏  | 1933/2703 [01:27<00:25, 30.68it/s]


dev:  72%|███████▏  | 1937/2703 [01:27<00:26, 28.44it/s]


dev:  72%|███████▏  | 1940/2703 [01:27<00:28, 27.03it/s]


dev:  72%|███████▏  | 1943/2703 [01:27<00:27, 27.35it/s]


dev:  72%|███████▏  | 1949/2703 [01:28<00:22, 32.93it/s]


dev:  72%|███████▏  | 1954/2703 [01:28<00:20, 35.81it/s]


dev:  72%|███████▏  | 1958/2703 [01:28<00:21, 34.93it/s]


dev:  73%|███████▎  | 1962/2703 [01:28<00:21, 35.19it/s]


dev:  73%|███████▎  | 1966/2703 [01:28<00:20, 36.20it/s]


dev:  73%|███████▎  | 1971/2703 [01:28<00:18, 39.00it/s]


dev:  73%|███████▎  | 1975/2703 [01:28<00:19, 38.07it/s]


dev:  73%|███████▎  | 1979/2703 [01:28<00:18, 38.33it/s]


dev:  73%|███████▎  | 1983/2703 [01:28<00:18, 38.31it/s]


dev:  74%|███████▎  | 1987/2703 [01:29<00:18, 37.81it/s]


dev:  74%|███████▎  | 1991/2703 [01:29<00:20, 34.07it/s]


dev:  74%|███████▍  | 1995/2703 [01:29<00:20, 35.03it/s]


dev:  74%|███████▍  | 1999/2703 [01:29<00:19, 35.75it/s]


dev:  74%|███████▍  | 2003/2703 [01:29<00:19, 35.59it/s]


dev:  74%|███████▍  | 2008/2703 [01:29<00:17, 39.31it/s]


dev:  74%|███████▍  | 2013/2703 [01:29<00:17, 40.27it/s]


dev:  75%|███████▍  | 2018/2703 [01:29<00:16, 41.20it/s]


dev:  75%|███████▍  | 2023/2703 [01:30<00:17, 39.56it/s]


dev:  75%|███████▌  | 2028/2703 [01:30<00:16, 40.47it/s]


dev:  75%|███████▌  | 2033/2703 [01:30<00:16, 41.85it/s]


dev:  75%|███████▌  | 2038/2703 [01:30<00:17, 38.31it/s]


dev:  76%|███████▌  | 2043/2703 [01:30<00:16, 40.09it/s]


dev:  76%|███████▌  | 2048/2703 [01:30<00:17, 37.35it/s]


dev:  76%|███████▌  | 2053/2703 [01:30<00:17, 37.90it/s]


dev:  76%|███████▌  | 2057/2703 [01:30<00:16, 38.12it/s]


dev:  76%|███████▌  | 2061/2703 [01:31<00:16, 37.84it/s]


dev:  76%|███████▋  | 2066/2703 [01:31<00:15, 40.56it/s]


dev:  77%|███████▋  | 2071/2703 [01:31<00:16, 37.63it/s]


dev:  77%|███████▋  | 2076/2703 [01:31<00:16, 38.97it/s]


dev:  77%|███████▋  | 2080/2703 [01:31<00:15, 38.97it/s]


dev:  77%|███████▋  | 2084/2703 [01:31<00:16, 37.86it/s]


dev:  77%|███████▋  | 2088/2703 [01:31<00:16, 37.97it/s]


dev:  77%|███████▋  | 2092/2703 [01:31<00:17, 35.37it/s]


dev:  78%|███████▊  | 2096/2703 [01:31<00:17, 35.48it/s]


dev:  78%|███████▊  | 2100/2703 [01:32<00:16, 36.51it/s]


dev:  78%|███████▊  | 2104/2703 [01:32<00:16, 37.15it/s]


dev:  78%|███████▊  | 2109/2703 [01:32<00:14, 39.70it/s]


dev:  78%|███████▊  | 2113/2703 [01:32<00:16, 35.80it/s]


dev:  78%|███████▊  | 2117/2703 [01:32<00:16, 34.83it/s]


dev:  78%|███████▊  | 2121/2703 [01:32<00:18, 31.42it/s]


dev:  79%|███████▊  | 2125/2703 [01:32<00:18, 32.03it/s]


dev:  79%|███████▉  | 2129/2703 [01:32<00:18, 30.97it/s]


dev:  79%|███████▉  | 2133/2703 [01:33<00:17, 32.08it/s]


dev:  79%|███████▉  | 2137/2703 [01:33<00:18, 31.18it/s]


dev:  79%|███████▉  | 2141/2703 [01:33<00:17, 32.77it/s]


dev:  79%|███████▉  | 2145/2703 [01:33<00:16, 32.96it/s]


dev:  80%|███████▉  | 2149/2703 [01:33<00:16, 34.33it/s]


dev:  80%|███████▉  | 2154/2703 [01:33<00:14, 37.70it/s]


dev:  80%|███████▉  | 2158/2703 [01:33<00:14, 37.49it/s]


dev:  80%|████████  | 2163/2703 [01:33<00:13, 39.63it/s]


dev:  80%|████████  | 2167/2703 [01:34<00:14, 37.06it/s]


dev:  80%|████████  | 2171/2703 [01:34<00:15, 34.84it/s]


dev:  80%|████████  | 2175/2703 [01:34<00:14, 36.15it/s]


dev:  81%|████████  | 2180/2703 [01:34<00:13, 38.78it/s]


dev:  81%|████████  | 2185/2703 [01:34<00:12, 40.40it/s]


dev:  81%|████████  | 2190/2703 [01:34<00:12, 40.14it/s]


dev:  81%|████████  | 2195/2703 [01:34<00:12, 41.86it/s]


dev:  81%|████████▏ | 2200/2703 [01:34<00:12, 41.43it/s]


dev:  82%|████████▏ | 2205/2703 [01:34<00:13, 37.40it/s]


dev:  82%|████████▏ | 2209/2703 [01:35<00:13, 36.93it/s]


dev:  82%|████████▏ | 2214/2703 [01:35<00:12, 39.56it/s]


dev:  82%|████████▏ | 2219/2703 [01:35<00:11, 40.45it/s]


dev:  82%|████████▏ | 2224/2703 [01:35<00:12, 38.14it/s]


dev:  82%|████████▏ | 2229/2703 [01:35<00:11, 39.64it/s]


dev:  83%|████████▎ | 2234/2703 [01:35<00:12, 37.17it/s]


dev:  83%|████████▎ | 2239/2703 [01:35<00:11, 39.71it/s]


dev:  83%|████████▎ | 2244/2703 [01:36<00:12, 36.55it/s]


dev:  83%|████████▎ | 2249/2703 [01:36<00:11, 38.18it/s]


dev:  83%|████████▎ | 2253/2703 [01:36<00:12, 36.38it/s]


dev:  83%|████████▎ | 2257/2703 [01:36<00:12, 34.89it/s]


dev:  84%|████████▎ | 2262/2703 [01:36<00:12, 36.25it/s]


dev:  84%|████████▍ | 2266/2703 [01:36<00:12, 35.49it/s]


dev:  84%|████████▍ | 2271/2703 [01:36<00:12, 35.99it/s]


dev:  84%|████████▍ | 2276/2703 [01:36<00:10, 39.31it/s]


dev:  84%|████████▍ | 2281/2703 [01:36<00:10, 40.98it/s]


dev:  85%|████████▍ | 2286/2703 [01:37<00:10, 38.24it/s]


dev:  85%|████████▍ | 2290/2703 [01:37<00:10, 38.38it/s]


dev:  85%|████████▍ | 2295/2703 [01:37<00:10, 38.82it/s]


dev:  85%|████████▌ | 2299/2703 [01:37<00:10, 38.14it/s]


dev:  85%|████████▌ | 2303/2703 [01:37<00:11, 34.81it/s]


dev:  85%|████████▌ | 2307/2703 [01:37<00:11, 35.46it/s]


dev:  85%|████████▌ | 2311/2703 [01:37<00:11, 33.43it/s]


dev:  86%|████████▌ | 2316/2703 [01:37<00:10, 36.51it/s]


dev:  86%|████████▌ | 2320/2703 [01:38<00:11, 33.86it/s]


dev:  86%|████████▌ | 2324/2703 [01:38<00:11, 34.05it/s]


dev:  86%|████████▌ | 2328/2703 [01:38<00:10, 34.62it/s]


dev:  86%|████████▋ | 2332/2703 [01:38<00:10, 34.18it/s]


dev:  86%|████████▋ | 2337/2703 [01:38<00:10, 35.50it/s]


dev:  87%|████████▋ | 2342/2703 [01:38<00:09, 37.67it/s]


dev:  87%|████████▋ | 2348/2703 [01:38<00:08, 39.69it/s]


dev:  87%|████████▋ | 2353/2703 [01:38<00:08, 41.29it/s]


dev:  87%|████████▋ | 2358/2703 [01:39<00:08, 40.80it/s]


dev:  87%|████████▋ | 2363/2703 [01:39<00:08, 42.39it/s]


dev:  88%|████████▊ | 2368/2703 [01:39<00:08, 40.00it/s]


dev:  88%|████████▊ | 2373/2703 [01:39<00:08, 37.73it/s]


dev:  88%|████████▊ | 2378/2703 [01:39<00:08, 40.58it/s]


dev:  88%|████████▊ | 2384/2703 [01:39<00:07, 43.91it/s]


dev:  88%|████████▊ | 2389/2703 [01:39<00:07, 41.62it/s]


dev:  89%|████████▊ | 2394/2703 [01:39<00:07, 41.39it/s]


dev:  89%|████████▉ | 2399/2703 [01:40<00:07, 39.66it/s]


dev:  89%|████████▉ | 2404/2703 [01:40<00:07, 39.69it/s]


dev:  89%|████████▉ | 2409/2703 [01:40<00:07, 40.41it/s]


dev:  89%|████████▉ | 2414/2703 [01:40<00:07, 37.01it/s]


dev:  89%|████████▉ | 2419/2703 [01:40<00:07, 39.67it/s]


dev:  90%|████████▉ | 2424/2703 [01:40<00:06, 40.92it/s]


dev:  90%|████████▉ | 2429/2703 [01:40<00:06, 41.12it/s]


dev:  90%|█████████ | 2434/2703 [01:40<00:06, 40.39it/s]


dev:  90%|█████████ | 2439/2703 [01:41<00:06, 38.56it/s]


dev:  90%|█████████ | 2445/2703 [01:41<00:06, 42.96it/s]


dev:  91%|█████████ | 2450/2703 [01:41<00:05, 42.21it/s]


dev:  91%|█████████ | 2455/2703 [01:41<00:05, 41.63it/s]


dev:  91%|█████████ | 2460/2703 [01:41<00:05, 41.49it/s]


dev:  91%|█████████ | 2465/2703 [01:41<00:05, 41.86it/s]


dev:  91%|█████████▏| 2470/2703 [01:41<00:05, 40.16it/s]


dev:  92%|█████████▏| 2475/2703 [01:41<00:05, 38.10it/s]


dev:  92%|█████████▏| 2480/2703 [01:42<00:05, 38.75it/s]


dev:  92%|█████████▏| 2485/2703 [01:42<00:05, 40.07it/s]


dev:  92%|█████████▏| 2491/2703 [01:42<00:05, 41.95it/s]


dev:  92%|█████████▏| 2496/2703 [01:42<00:04, 42.53it/s]


dev:  93%|█████████▎| 2501/2703 [01:42<00:04, 41.86it/s]


dev:  93%|█████████▎| 2506/2703 [01:42<00:04, 42.20it/s]


dev:  93%|█████████▎| 2511/2703 [01:42<00:04, 40.74it/s]


dev:  93%|█████████▎| 2516/2703 [01:42<00:04, 39.57it/s]


dev:  93%|█████████▎| 2521/2703 [01:43<00:04, 40.42it/s]


dev:  93%|█████████▎| 2526/2703 [01:43<00:04, 41.02it/s]


dev:  94%|█████████▎| 2531/2703 [01:43<00:03, 43.16it/s]


dev:  94%|█████████▍| 2536/2703 [01:43<00:04, 41.08it/s]


dev:  94%|█████████▍| 2541/2703 [01:43<00:03, 41.61it/s]


dev:  94%|█████████▍| 2546/2703 [01:43<00:03, 41.49it/s]


dev:  94%|█████████▍| 2551/2703 [01:43<00:03, 41.70it/s]


dev:  95%|█████████▍| 2556/2703 [01:43<00:03, 42.57it/s]


dev:  95%|█████████▍| 2561/2703 [01:44<00:03, 43.47it/s]


dev:  95%|█████████▍| 2566/2703 [01:44<00:03, 44.00it/s]


dev:  95%|█████████▌| 2571/2703 [01:44<00:02, 44.16it/s]


dev:  95%|█████████▌| 2576/2703 [01:44<00:02, 45.38it/s]


dev:  96%|█████████▌| 2582/2703 [01:44<00:02, 45.68it/s]


dev:  96%|█████████▌| 2587/2703 [01:44<00:02, 43.99it/s]


dev:  96%|█████████▌| 2592/2703 [01:44<00:02, 45.36it/s]


dev:  96%|█████████▌| 2598/2703 [01:44<00:02, 47.22it/s]


dev:  96%|█████████▋| 2603/2703 [01:44<00:02, 43.31it/s]


dev:  96%|█████████▋| 2608/2703 [01:45<00:02, 42.07it/s]


dev:  97%|█████████▋| 2614/2703 [01:45<00:02, 44.09it/s]


dev:  97%|█████████▋| 2620/2703 [01:45<00:01, 47.29it/s]


dev:  97%|█████████▋| 2625/2703 [01:45<00:01, 42.58it/s]


dev:  97%|█████████▋| 2631/2703 [01:45<00:01, 45.93it/s]


dev:  98%|█████████▊| 2636/2703 [01:45<00:01, 46.58it/s]


dev:  98%|█████████▊| 2641/2703 [01:45<00:01, 44.07it/s]


dev:  98%|█████████▊| 2647/2703 [01:45<00:01, 46.46it/s]


dev:  98%|█████████▊| 2652/2703 [01:46<00:01, 43.96it/s]


dev:  98%|█████████▊| 2657/2703 [01:46<00:01, 43.24it/s]


dev:  98%|█████████▊| 2662/2703 [01:46<00:00, 43.28it/s]


dev:  99%|█████████▊| 2667/2703 [01:46<00:00, 42.09it/s]


dev:  99%|█████████▉| 2673/2703 [01:46<00:00, 43.67it/s]


dev:  99%|█████████▉| 2678/2703 [01:46<00:00, 43.74it/s]


dev:  99%|█████████▉| 2683/2703 [01:46<00:00, 43.95it/s]


dev:  99%|█████████▉| 2688/2703 [01:46<00:00, 43.96it/s]


dev: 100%|█████████▉| 2693/2703 [01:46<00:00, 43.10it/s]


dev: 100%|█████████▉| 2698/2703 [01:47<00:00, 42.61it/s]


dev: 100%|██████████| 2703/2703 [01:47<00:00, 41.46it/s]
dev: 100%|██████████| 2703/2703 [01:47<00:00, 25.18it/s]

                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [21:45<00:00,  4.64it/s]

train:  14%|█▍        | 484/3515 [03:34<10:53,  4.64it/s]
                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [21:45<00:00,  4.64it/s]

train:  14%|█▍        | 484/3515 [03:34<10:53,  4.64it/s]
overall: 100%|██████████| 4000/4000 [21:45<00:00, 29.96s/it]

train:  14%|█▍        | 485/3515 [03:34<25:12:48, 29.96s/it]403-128339-0009 Failed!!!

train:  14%|█▍        | 485/3515 [03:34<22:20,  2.26it/s]   

overall: 100%|██████████| 4000/4000 [21:46<00:00,  3.06it/s]
dev loss: 2.513170003890991
dev per: 0.6399583766909469
[Runner] - Save the checkpoint to:
1. result/downstream/grid/states-4000.ckpt