/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")
/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')
Some weights of the model checkpoint at m-a-p/MERT-v1-95M were not used when initializing MERTModel: ['encoder.pos_conv_embed.conv.weight_g', 'encoder.pos_conv_embed.conv.weight_v']
- This IS expected if you are initializing MERTModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
- This IS NOT expected if you are initializing MERTModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
Some weights of MERTModel were not initialized from the model checkpoint at m-a-p/MERT-v1-95M and are newly initialized: ['encoder.pos_conv_embed.conv.parametrizations.weight.original0', 'encoder.pos_conv_embed.conv.parametrizations.weight.original1']
You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
[Featurizer] - The selected feature hidden_states's downsample rate is 320
[Runner] - Start a new experiment
m-a-p/MERT-v1-95M {'model_config': None, 'refresh': False}

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:  13%|█▎        | 447/3515 [00:00<00:00, 4467.28it/s]

word -> phonemes:  25%|██▌       | 894/3515 [00:00<00:00, 4338.26it/s]

word -> phonemes:  39%|███▉      | 1381/3515 [00:00<00:00, 4574.80it/s]

word -> phonemes:  52%|█████▏    | 1843/3515 [00:00<00:00, 4588.49it/s]

word -> phonemes:  66%|██████▌   | 2303/3515 [00:00<00:00, 4315.86it/s]

word -> phonemes:  78%|███████▊  | 2738/3515 [00:00<00:00, 4274.45it/s]

word -> phonemes:  90%|█████████ | 3168/3515 [00:00<00:00, 4229.27it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:00<00:00, 4298.80it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:   0%|          | 1/4000 [00:03<3:52:49,  3.49s/it]

train:   0%|          | 1/3515 [00:01<1:33:31,  1.60s/it]
overall:   0%|          | 2/4000 [00:04<1:57:08,  1.76s/it]

train:   0%|          | 2/3515 [00:02<57:12,  1.02it/s]  
overall:   0%|          | 3/4000 [00:04<1:19:25,  1.19s/it]

train:   0%|          | 3/3515 [00:02<44:56,  1.30it/s]
overall:   0%|          | 4/4000 [00:05<1:03:10,  1.05it/s]

train:   0%|          | 4/3515 [00:03<40:28,  1.45it/s]
overall:   0%|          | 5/4000 [00:05<51:19,  1.30it/s]  

train:   0%|          | 5/3515 [00:03<35:29,  1.65it/s]
overall:   0%|          | 6/4000 [00:05<42:16,  1.57it/s]

train:   0%|          | 6/3515 [00:04<30:48,  1.90it/s]
overall:   0%|          | 7/4000 [00:06<38:30,  1.73it/s]

train:   0%|          | 7/3515 [00:04<29:33,  1.98it/s]
overall:   0%|          | 8/4000 [00:06<35:09,  1.89it/s]

train:   0%|          | 8/3515 [00:04<27:58,  2.09it/s]
overall:   0%|          | 9/4000 [00:07<33:29,  1.99it/s]

train:   0%|          | 9/3515 [00:05<27:25,  2.13it/s]
overall:   0%|          | 10/4000 [00:07<32:59,  2.02it/s]

train:   0%|          | 10/3515 [00:05<27:35,  2.12it/s]
overall:   0%|          | 11/4000 [00:08<32:29,  2.05it/s]

train:   0%|          | 11/3515 [00:06<27:34,  2.12it/s]
overall:   0%|          | 12/4000 [00:08<33:33,  1.98it/s]

train:   0%|          | 12/3515 [00:06<28:48,  2.03it/s]
overall:   0%|          | 13/4000 [00:09<32:34,  2.04it/s]

train:   0%|          | 13/3515 [00:07<28:08,  2.07it/s]
overall:   0%|          | 14/4000 [00:09<32:24,  2.05it/s]

train:   0%|          | 14/3515 [00:07<28:08,  2.07it/s]
overall:   0%|          | 15/4000 [00:09<26:49,  2.48it/s]

train:   0%|          | 15/3515 [00:08<23:19,  2.50it/s]
overall:   0%|          | 16/4000 [00:10<28:20,  2.34it/s]

train:   0%|          | 16/3515 [00:08<24:43,  2.36it/s]
overall:   0%|          | 17/4000 [00:10<28:39,  2.32it/s]

train:   0%|          | 17/3515 [00:08<25:03,  2.33it/s]
overall:   0%|          | 18/4000 [00:11<29:32,  2.25it/s]

train:   1%|          | 18/3515 [00:09<25:51,  2.25it/s]
overall:   0%|          | 19/4000 [00:11<23:52,  2.78it/s]

train:   1%|          | 19/3515 [00:09<20:54,  2.79it/s]
overall:   0%|          | 20/4000 [00:11<25:43,  2.58it/s]

train:   1%|          | 20/3515 [00:10<22:32,  2.58it/s]
overall:   1%|          | 21/4000 [00:12<25:37,  2.59it/s]

train:   1%|          | 21/3515 [00:10<22:28,  2.59it/s]
overall:   1%|          | 22/4000 [00:12<23:41,  2.80it/s]

train:   1%|          | 22/3515 [00:10<20:47,  2.80it/s]
overall:   1%|          | 23/4000 [00:13<26:04,  2.54it/s]

train:   1%|          | 23/3515 [00:11<22:52,  2.54it/s]
overall:   1%|          | 24/4000 [00:13<20:37,  3.21it/s]

train:   1%|          | 24/3515 [00:11<18:06,  3.21it/s]
overall:   1%|          | 25/4000 [00:13<16:27,  4.03it/s]

train:   1%|          | 25/3515 [00:11<14:26,  4.03it/s]
overall:   1%|          | 26/4000 [00:13<20:49,  3.18it/s]

train:   1%|          | 26/3515 [00:11<18:17,  3.18it/s]
overall:   1%|          | 27/4000 [00:14<24:33,  2.70it/s]

train:   1%|          | 27/3515 [00:12<21:33,  2.70it/s]
overall:   1%|          | 28/4000 [00:14<28:24,  2.33it/s]

train:   1%|          | 28/3515 [00:12<24:56,  2.33it/s]
overall:   1%|          | 29/4000 [00:15<28:14,  2.34it/s]

train:   1%|          | 29/3515 [00:13<24:47,  2.34it/s]
overall:   1%|          | 30/4000 [00:15<29:10,  2.27it/s]

train:   1%|          | 30/3515 [00:13<25:36,  2.27it/s]
overall:   1%|          | 31/4000 [00:16<25:35,  2.58it/s]

train:   1%|          | 31/3515 [00:14<22:28,  2.58it/s]
overall:   1%|          | 32/4000 [00:16<27:28,  2.41it/s]

train:   1%|          | 32/3515 [00:14<24:07,  2.41it/s]
overall:   1%|          | 33/4000 [00:17<34:22,  1.92it/s]

train:   1%|          | 33/3515 [00:15<30:09,  1.92it/s]
overall:   1%|          | 34/4000 [00:17<33:40,  1.96it/s]

train:   1%|          | 34/3515 [00:15<29:33,  1.96it/s]
overall:   1%|          | 35/4000 [00:18<33:00,  2.00it/s]

train:   1%|          | 35/3515 [00:16<28:57,  2.00it/s]
overall:   1%|          | 36/4000 [00:18<29:05,  2.27it/s]

train:   1%|          | 36/3515 [00:16<25:32,  2.27it/s]
overall:   1%|          | 37/4000 [00:18<29:43,  2.22it/s]

train:   1%|          | 37/3515 [00:17<26:05,  2.22it/s]
overall:   1%|          | 38/4000 [00:19<30:09,  2.19it/s]

train:   1%|          | 38/3515 [00:17<26:27,  2.19it/s]
overall:   1%|          | 39/4000 [00:19<30:06,  2.19it/s]

train:   1%|          | 39/3515 [00:18<26:25,  2.19it/s]
overall:   1%|          | 40/4000 [00:20<29:26,  2.24it/s]

train:   1%|          | 40/3515 [00:18<25:50,  2.24it/s]
overall:   1%|          | 41/4000 [00:20<29:39,  2.23it/s]

train:   1%|          | 41/3515 [00:18<26:01,  2.23it/s]
overall:   1%|          | 43/4000 [00:21<23:33,  2.80it/s]

train:   1%|          | 43/3515 [00:19<20:40,  2.80it/s]
overall:   1%|          | 44/4000 [00:21<25:03,  2.63it/s]

train:   1%|▏         | 44/3515 [00:19<21:59,  2.63it/s]
overall:   1%|          | 45/4000 [00:22<24:39,  2.67it/s]

train:   1%|▏         | 45/3515 [00:20<21:38,  2.67it/s]
overall:   1%|          | 46/4000 [00:22<26:29,  2.49it/s]

train:   1%|▏         | 46/3515 [00:20<23:14,  2.49it/s]
overall:   1%|          | 47/4000 [00:23<27:23,  2.40it/s]

train:   1%|▏         | 47/3515 [00:21<24:02,  2.40it/s]
overall:   1%|          | 48/4000 [00:23<27:57,  2.36it/s]

train:   1%|▏         | 48/3515 [00:21<24:31,  2.36it/s]
overall:   1%|          | 49/4000 [00:23<28:51,  2.28it/s]

train:   1%|▏         | 49/3515 [00:22<25:19,  2.28it/s]
overall:   1%|▏         | 50/4000 [00:24<31:14,  2.11it/s]

train:   1%|▏         | 50/3515 [00:22<27:24,  2.11it/s]
overall:   1%|▏         | 51/4000 [00:24<30:25,  2.16it/s]

train:   1%|▏         | 51/3515 [00:23<26:41,  2.16it/s]
overall:   1%|▏         | 52/4000 [00:25<31:25,  2.09it/s]

train:   1%|▏         | 52/3515 [00:23<27:33,  2.09it/s]
overall:   1%|▏         | 53/4000 [00:25<31:36,  2.08it/s]

train:   2%|▏         | 53/3515 [00:24<27:43,  2.08it/s]
overall:   1%|▏         | 54/4000 [00:26<31:12,  2.11it/s]

train:   2%|▏         | 54/3515 [00:24<27:22,  2.11it/s]
overall:   1%|▏         | 55/4000 [00:26<28:38,  2.30it/s]

train:   2%|▏         | 55/3515 [00:24<25:06,  2.30it/s]
overall:   1%|▏         | 56/4000 [00:27<27:33,  2.39it/s]

train:   2%|▏         | 56/3515 [00:25<24:10,  2.39it/s]
overall:   1%|▏         | 57/4000 [00:27<28:23,  2.31it/s]

train:   2%|▏         | 57/3515 [00:25<24:54,  2.31it/s]
overall:   1%|▏         | 58/4000 [00:28<29:34,  2.22it/s]

train:   2%|▏         | 58/3515 [00:26<25:55,  2.22it/s]
overall:   1%|▏         | 59/4000 [00:28<29:53,  2.20it/s]

train:   2%|▏         | 59/3515 [00:26<26:12,  2.20it/s]
overall:   2%|▏         | 60/4000 [00:29<31:24,  2.09it/s]

train:   2%|▏         | 60/3515 [00:27<27:32,  2.09it/s]
overall:   2%|▏         | 61/4000 [00:29<31:05,  2.11it/s]

train:   2%|▏         | 61/3515 [00:27<27:15,  2.11it/s]
overall:   2%|▏         | 62/4000 [00:30<30:51,  2.13it/s]

train:   2%|▏         | 62/3515 [00:28<27:03,  2.13it/s]
overall:   2%|▏         | 63/4000 [00:30<30:46,  2.13it/s]

train:   2%|▏         | 63/3515 [00:28<26:59,  2.13it/s]
overall:   2%|▏         | 64/4000 [00:30<30:01,  2.19it/s]

train:   2%|▏         | 64/3515 [00:29<26:19,  2.19it/s]
overall:   2%|▏         | 65/4000 [00:31<30:26,  2.15it/s]

train:   2%|▏         | 65/3515 [00:29<26:40,  2.15it/s]
overall:   2%|▏         | 66/4000 [00:31<29:17,  2.24it/s]

train:   2%|▏         | 66/3515 [00:29<25:40,  2.24it/s]
overall:   2%|▏         | 67/4000 [00:32<28:50,  2.27it/s]

train:   2%|▏         | 67/3515 [00:30<25:17,  2.27it/s]
overall:   2%|▏         | 68/4000 [00:32<28:55,  2.27it/s]

train:   2%|▏         | 68/3515 [00:30<25:21,  2.27it/s]
overall:   2%|▏         | 69/4000 [00:33<29:19,  2.23it/s]

train:   2%|▏         | 69/3515 [00:31<25:42,  2.23it/s]
overall:   2%|▏         | 70/4000 [00:33<28:31,  2.30it/s]

train:   2%|▏         | 70/3515 [00:31<25:00,  2.30it/s]
overall:   2%|▏         | 71/4000 [00:33<23:00,  2.85it/s]

train:   2%|▏         | 71/3515 [00:31<20:10,  2.85it/s]
overall:   2%|▏         | 72/4000 [00:34<25:05,  2.61it/s]

train:   2%|▏         | 72/3515 [00:32<21:59,  2.61it/s]
overall:   2%|▏         | 73/4000 [00:34<26:40,  2.45it/s]

train:   2%|▏         | 73/3515 [00:32<23:22,  2.45it/s]
overall:   2%|▏         | 74/4000 [00:35<29:49,  2.19it/s]

train:   2%|▏         | 74/3515 [00:33<26:08,  2.19it/s]
overall:   2%|▏         | 75/4000 [00:35<30:08,  2.17it/s]

train:   2%|▏         | 75/3515 [00:33<26:25,  2.17it/s]
overall:   2%|▏         | 76/4000 [00:36<31:43,  2.06it/s]

train:   2%|▏         | 76/3515 [00:34<27:48,  2.06it/s]
overall:   2%|▏         | 77/4000 [00:36<31:53,  2.05it/s]

train:   2%|▏         | 77/3515 [00:34<27:56,  2.05it/s]
overall:   2%|▏         | 78/4000 [00:36<25:32,  2.56it/s]

train:   2%|▏         | 78/3515 [00:34<22:22,  2.56it/s]
overall:   2%|▏         | 79/4000 [00:37<26:26,  2.47it/s]

train:   2%|▏         | 79/3515 [00:35<23:10,  2.47it/s]
overall:   2%|▏         | 80/4000 [00:37<27:41,  2.36it/s]

train:   2%|▏         | 80/3515 [00:35<24:16,  2.36it/s]
overall:   2%|▏         | 81/4000 [00:37<22:36,  2.89it/s]

train:   2%|▏         | 81/3515 [00:36<19:48,  2.89it/s]
overall:   2%|▏         | 82/4000 [00:38<24:42,  2.64it/s]

train:   2%|▏         | 82/3515 [00:36<21:38,  2.64it/s]
overall:   2%|▏         | 83/4000 [00:38<26:52,  2.43it/s]

train:   2%|▏         | 83/3515 [00:36<23:32,  2.43it/s]
overall:   2%|▏         | 84/4000 [00:39<29:16,  2.23it/s]

train:   2%|▏         | 84/3515 [00:37<25:38,  2.23it/s]
overall:   2%|▏         | 85/4000 [00:39<29:52,  2.18it/s]

train:   2%|▏         | 85/3515 [00:37<26:10,  2.18it/s]
overall:   2%|▏         | 86/4000 [00:40<31:02,  2.10it/s]

train:   2%|▏         | 86/3515 [00:38<27:11,  2.10it/s]
overall:   2%|▏         | 87/4000 [00:40<31:06,  2.10it/s]

train:   2%|▏         | 87/3515 [00:38<27:15,  2.10it/s]
overall:   2%|▏         | 88/4000 [00:41<31:14,  2.09it/s]

train:   3%|▎         | 88/3515 [00:39<27:22,  2.09it/s]
overall:   2%|▏         | 89/4000 [00:41<30:34,  2.13it/s]

train:   3%|▎         | 89/3515 [00:39<26:47,  2.13it/s]
overall:   2%|▏         | 90/4000 [00:42<31:02,  2.10it/s]

train:   3%|▎         | 90/3515 [00:40<27:11,  2.10it/s]
overall:   2%|▏         | 91/4000 [00:42<31:33,  2.06it/s]

train:   3%|▎         | 91/3515 [00:40<27:38,  2.06it/s]
overall:   2%|▏         | 92/4000 [00:43<31:19,  2.08it/s]

train:   3%|▎         | 92/3515 [00:41<27:26,  2.08it/s]
overall:   2%|▏         | 93/4000 [00:43<30:58,  2.10it/s]

train:   3%|▎         | 93/3515 [00:41<27:08,  2.10it/s]
overall:   2%|▏         | 94/4000 [00:44<30:56,  2.10it/s]

train:   3%|▎         | 94/3515 [00:42<27:05,  2.10it/s]
overall:   2%|▏         | 95/4000 [00:44<30:39,  2.12it/s]

train:   3%|▎         | 95/3515 [00:42<26:50,  2.12it/s]
overall:   2%|▏         | 96/4000 [00:45<31:21,  2.08it/s]

train:   3%|▎         | 96/3515 [00:43<27:27,  2.08it/s]
overall:   2%|▏         | 97/4000 [00:45<31:19,  2.08it/s]

train:   3%|▎         | 97/3515 [00:43<27:26,  2.08it/s]
overall:   2%|▏         | 98/4000 [00:45<26:08,  2.49it/s]

train:   3%|▎         | 98/3515 [00:43<22:53,  2.49it/s]
overall:   2%|▏         | 99/4000 [00:46<28:14,  2.30it/s]

train:   3%|▎         | 99/3515 [00:44<24:44,  2.30it/s]
overall:   2%|▎         | 100/4000 [00:46<30:55,  2.10it/s]

train:   3%|▎         | 100/3515 [00:45<27:04,  2.10it/s]
overall:   3%|▎         | 101/4000 [00:47<30:42,  2.12it/s]

train:   3%|▎         | 101/3515 [00:45<26:53,  2.12it/s]
overall:   3%|▎         | 102/4000 [00:47<29:48,  2.18it/s]

train:   3%|▎         | 102/3515 [00:45<26:06,  2.18it/s]
overall:   3%|▎         | 103/4000 [00:48<30:40,  2.12it/s]

train:   3%|▎         | 103/3515 [00:46<26:51,  2.12it/s]
overall:   3%|▎         | 104/4000 [00:48<28:41,  2.26it/s]

train:   3%|▎         | 104/3515 [00:46<25:06,  2.26it/s]
overall:   3%|▎         | 105/4000 [00:49<28:51,  2.25it/s]

train:   3%|▎         | 105/3515 [00:47<25:15,  2.25it/s]
overall:   3%|▎         | 106/4000 [00:49<30:15,  2.15it/s]

train:   3%|▎         | 106/3515 [00:47<26:29,  2.15it/s]
overall:   3%|▎         | 107/4000 [00:50<30:39,  2.12it/s]

train:   3%|▎         | 107/3515 [00:48<26:50,  2.12it/s]
overall:   3%|▎         | 108/4000 [00:50<31:44,  2.04it/s]

train:   3%|▎         | 108/3515 [00:48<27:46,  2.04it/s]
overall:   3%|▎         | 109/4000 [00:50<27:15,  2.38it/s]

train:   3%|▎         | 109/3515 [00:49<23:51,  2.38it/s]
overall:   3%|▎         | 110/4000 [00:51<28:25,  2.28it/s]

train:   3%|▎         | 110/3515 [00:49<24:52,  2.28it/s]
overall:   3%|▎         | 111/4000 [00:51<29:08,  2.22it/s]

train:   3%|▎         | 111/3515 [00:50<25:30,  2.22it/s]
overall:   3%|▎         | 112/4000 [00:52<24:28,  2.65it/s]

train:   3%|▎         | 112/3515 [00:50<21:24,  2.65it/s]
overall:   3%|▎         | 113/4000 [00:52<26:46,  2.42it/s]

train:   3%|▎         | 113/3515 [00:50<23:26,  2.42it/s]
overall:   3%|▎         | 114/4000 [00:53<27:33,  2.35it/s]

train:   3%|▎         | 114/3515 [00:51<24:07,  2.35it/s]
overall:   3%|▎         | 115/4000 [00:53<27:31,  2.35it/s]

train:   3%|▎         | 115/3515 [00:51<24:05,  2.35it/s]
overall:   3%|▎         | 116/4000 [00:53<28:22,  2.28it/s]

train:   3%|▎         | 116/3515 [00:52<24:50,  2.28it/s]
overall:   3%|▎         | 117/4000 [00:54<29:16,  2.21it/s]

train:   3%|▎         | 117/3515 [00:52<25:37,  2.21it/s]
overall:   3%|▎         | 118/4000 [00:54<28:10,  2.30it/s]

train:   3%|▎         | 118/3515 [00:52<24:39,  2.30it/s]
overall:   3%|▎         | 119/4000 [00:55<28:27,  2.27it/s]

train:   3%|▎         | 119/3515 [00:53<24:54,  2.27it/s]
overall:   3%|▎         | 120/4000 [00:55<27:47,  2.33it/s]

train:   3%|▎         | 120/3515 [00:53<24:18,  2.33it/s]
overall:   3%|▎         | 121/4000 [00:56<28:21,  2.28it/s]

train:   3%|▎         | 121/3515 [00:54<24:48,  2.28it/s]
overall:   3%|▎         | 122/4000 [00:56<29:23,  2.20it/s]

train:   3%|▎         | 122/3515 [00:54<25:42,  2.20it/s]
overall:   3%|▎         | 123/4000 [00:57<29:56,  2.16it/s]

train:   3%|▎         | 123/3515 [00:55<26:11,  2.16it/s]
overall:   3%|▎         | 124/4000 [00:57<31:32,  2.05it/s]

train:   4%|▎         | 124/3515 [00:55<27:35,  2.05it/s]
overall:   3%|▎         | 125/4000 [00:58<31:07,  2.07it/s]

train:   4%|▎         | 125/3515 [00:56<27:14,  2.07it/s]
overall:   3%|▎         | 126/4000 [00:58<31:00,  2.08it/s]

train:   4%|▎         | 126/3515 [00:56<27:07,  2.08it/s]
overall:   3%|▎         | 127/4000 [00:58<28:31,  2.26it/s]

train:   4%|▎         | 127/3515 [00:57<24:57,  2.26it/s]
overall:   3%|▎         | 128/4000 [00:59<28:18,  2.28it/s]

train:   4%|▎         | 128/3515 [00:57<24:45,  2.28it/s]
overall:   3%|▎         | 129/4000 [00:59<28:55,  2.23it/s]

train:   4%|▎         | 129/3515 [00:57<25:18,  2.23it/s]
overall:   3%|▎         | 130/4000 [01:00<30:00,  2.15it/s]

train:   4%|▎         | 130/3515 [00:58<26:15,  2.15it/s]
overall:   3%|▎         | 131/4000 [01:00<30:48,  2.09it/s]

train:   4%|▎         | 131/3515 [00:59<26:57,  2.09it/s]
overall:   3%|▎         | 132/4000 [01:01<32:17,  2.00it/s]

train:   4%|▍         | 132/3515 [00:59<28:14,  2.00it/s]
overall:   3%|▎         | 133/4000 [01:01<31:42,  2.03it/s]

train:   4%|▍         | 133/3515 [01:00<27:44,  2.03it/s]
overall:   3%|▎         | 134/4000 [01:02<31:40,  2.03it/s]

train:   4%|▍         | 134/3515 [01:00<27:42,  2.03it/s]
overall:   3%|▎         | 135/4000 [01:02<31:44,  2.03it/s]

train:   4%|▍         | 135/3515 [01:01<27:45,  2.03it/s]
overall:   3%|▎         | 136/4000 [01:03<31:21,  2.05it/s]

train:   4%|▍         | 136/3515 [01:01<27:25,  2.05it/s]
overall:   3%|▎         | 137/4000 [01:03<29:55,  2.15it/s]

train:   4%|▍         | 137/3515 [01:01<26:09,  2.15it/s]
overall:   3%|▎         | 138/4000 [01:04<30:21,  2.12it/s]

train:   4%|▍         | 138/3515 [01:02<26:33,  2.12it/s]
overall:   3%|▎         | 139/4000 [01:04<30:39,  2.10it/s]

train:   4%|▍         | 139/3515 [01:02<26:48,  2.10it/s]
overall:   4%|▎         | 140/4000 [01:05<30:57,  2.08it/s]

train:   4%|▍         | 140/3515 [01:03<27:04,  2.08it/s]
overall:   4%|▎         | 141/4000 [01:05<24:52,  2.59it/s]

train:   4%|▍         | 141/3515 [01:03<21:44,  2.59it/s]
overall:   4%|▎         | 142/4000 [01:05<25:05,  2.56it/s]

train:   4%|▍         | 142/3515 [01:03<21:56,  2.56it/s]
overall:   4%|▎         | 143/4000 [01:06<26:42,  2.41it/s]

train:   4%|▍         | 143/3515 [01:04<23:20,  2.41it/s]
overall:   4%|▎         | 144/4000 [01:06<23:32,  2.73it/s]

train:   4%|▍         | 144/3515 [01:04<20:34,  2.73it/s]
overall:   4%|▎         | 145/4000 [01:07<25:37,  2.51it/s]

train:   4%|▍         | 145/3515 [01:05<22:24,  2.51it/s]
overall:   4%|▎         | 146/4000 [01:07<28:12,  2.28it/s]

train:   4%|▍         | 146/3515 [01:05<24:39,  2.28it/s]
overall:   4%|▎         | 147/4000 [01:08<29:51,  2.15it/s]

train:   4%|▍         | 147/3515 [01:06<26:05,  2.15it/s]
overall:   4%|▎         | 148/4000 [01:08<31:09,  2.06it/s]

train:   4%|▍         | 148/3515 [01:06<27:13,  2.06it/s]
overall:   4%|▎         | 149/4000 [01:09<30:51,  2.08it/s]

train:   4%|▍         | 149/3515 [01:07<26:58,  2.08it/s]
overall:   4%|▍         | 150/4000 [01:09<30:19,  2.12it/s]

train:   4%|▍         | 150/3515 [01:07<26:29,  2.12it/s]
overall:   4%|▍         | 151/4000 [01:10<30:17,  2.12it/s]

train:   4%|▍         | 151/3515 [01:08<26:28,  2.12it/s]
overall:   4%|▍         | 152/4000 [01:10<30:30,  2.10it/s]

train:   4%|▍         | 152/3515 [01:08<26:39,  2.10it/s]
overall:   4%|▍         | 153/4000 [01:10<30:10,  2.12it/s]

train:   4%|▍         | 153/3515 [01:09<26:22,  2.12it/s]
overall:   4%|▍         | 154/4000 [01:11<29:40,  2.16it/s]

train:   4%|▍         | 154/3515 [01:09<25:56,  2.16it/s]
overall:   4%|▍         | 155/4000 [01:11<30:05,  2.13it/s]

train:   4%|▍         | 155/3515 [01:10<26:18,  2.13it/s]
overall:   4%|▍         | 156/4000 [01:12<31:12,  2.05it/s]

train:   4%|▍         | 156/3515 [01:10<27:16,  2.05it/s]
overall:   4%|▍         | 157/4000 [01:12<30:44,  2.08it/s]

train:   4%|▍         | 157/3515 [01:10<26:51,  2.08it/s]
overall:   4%|▍         | 158/4000 [01:13<30:38,  2.09it/s]

train:   4%|▍         | 158/3515 [01:11<26:46,  2.09it/s]
overall:   4%|▍         | 159/4000 [01:13<30:43,  2.08it/s]

train:   5%|▍         | 159/3515 [01:11<26:50,  2.08it/s]
overall:   4%|▍         | 160/4000 [01:14<25:42,  2.49it/s]

train:   5%|▍         | 160/3515 [01:12<22:28,  2.49it/s]
overall:   4%|▍         | 161/4000 [01:14<27:03,  2.36it/s]

train:   5%|▍         | 161/3515 [01:12<23:38,  2.36it/s]
overall:   4%|▍         | 162/4000 [01:14<27:44,  2.31it/s]

train:   5%|▍         | 162/3515 [01:13<24:14,  2.31it/s]
overall:   4%|▍         | 163/4000 [01:15<28:07,  2.27it/s]

train:   5%|▍         | 163/3515 [01:13<24:33,  2.27it/s]
overall:   4%|▍         | 164/4000 [01:15<28:46,  2.22it/s]

train:   5%|▍         | 164/3515 [01:14<25:08,  2.22it/s]
overall:   4%|▍         | 165/4000 [01:16<28:59,  2.20it/s]

train:   5%|▍         | 165/3515 [01:14<25:19,  2.20it/s]
overall:   4%|▍         | 166/4000 [01:16<28:54,  2.21it/s]

train:   5%|▍         | 166/3515 [01:14<25:15,  2.21it/s]
overall:   4%|▍         | 167/4000 [01:17<24:45,  2.58it/s]

train:   5%|▍         | 167/3515 [01:15<21:37,  2.58it/s]
overall:   4%|▍         | 168/4000 [01:17<26:47,  2.38it/s]

train:   5%|▍         | 168/3515 [01:15<23:24,  2.38it/s]
overall:   4%|▍         | 169/4000 [01:18<27:22,  2.33it/s]

train:   5%|▍         | 169/3515 [01:16<23:54,  2.33it/s]
overall:   4%|▍         | 170/4000 [01:18<30:19,  2.11it/s]

train:   5%|▍         | 170/3515 [01:16<26:28,  2.11it/s]
overall:   4%|▍         | 171/4000 [01:19<30:48,  2.07it/s]

train:   5%|▍         | 171/3515 [01:17<26:54,  2.07it/s]
overall:   4%|▍         | 172/4000 [01:19<32:20,  1.97it/s]

train:   5%|▍         | 172/3515 [01:17<28:14,  1.97it/s]
overall:   4%|▍         | 173/4000 [01:19<27:39,  2.31it/s]

train:   5%|▍         | 173/3515 [01:18<24:08,  2.31it/s]
overall:   4%|▍         | 174/4000 [01:20<28:50,  2.21it/s]

train:   5%|▍         | 174/3515 [01:18<25:11,  2.21it/s]
overall:   4%|▍         | 175/4000 [01:20<30:03,  2.12it/s]

train:   5%|▍         | 175/3515 [01:19<26:14,  2.12it/s]
overall:   4%|▍         | 176/4000 [01:21<30:39,  2.08it/s]

train:   5%|▌         | 176/3515 [01:19<26:45,  2.08it/s]
overall:   4%|▍         | 177/4000 [01:21<31:09,  2.04it/s]

train:   5%|▌         | 177/3515 [01:20<27:12,  2.04it/s]
overall:   4%|▍         | 178/4000 [01:22<31:12,  2.04it/s]

train:   5%|▌         | 178/3515 [01:20<27:14,  2.04it/s]
overall:   4%|▍         | 179/4000 [01:22<30:37,  2.08it/s]

train:   5%|▌         | 179/3515 [01:21<26:44,  2.08it/s]
overall:   4%|▍         | 180/4000 [01:23<32:06,  1.98it/s]

train:   5%|▌         | 180/3515 [01:21<28:02,  1.98it/s]
overall:   5%|▍         | 181/4000 [01:23<31:30,  2.02it/s]

train:   5%|▌         | 181/3515 [01:22<27:30,  2.02it/s]
overall:   5%|▍         | 182/4000 [01:24<31:47,  2.00it/s]

train:   5%|▌         | 182/3515 [01:22<27:44,  2.00it/s]
overall:   5%|▍         | 183/4000 [01:24<31:45,  2.00it/s]

train:   5%|▌         | 183/3515 [01:23<27:43,  2.00it/s]
overall:   5%|▍         | 184/4000 [01:25<30:24,  2.09it/s]

train:   5%|▌         | 184/3515 [01:23<26:32,  2.09it/s]
overall:   5%|▍         | 185/4000 [01:25<29:33,  2.15it/s]

train:   5%|▌         | 185/3515 [01:23<25:47,  2.15it/s]
overall:   5%|▍         | 186/4000 [01:26<29:40,  2.14it/s]

train:   5%|▌         | 186/3515 [01:24<25:53,  2.14it/s]
overall:   5%|▍         | 187/4000 [01:26<27:52,  2.28it/s]

train:   5%|▌         | 187/3515 [01:24<24:20,  2.28it/s]
overall:   5%|▍         | 188/4000 [01:27<26:32,  2.39it/s]

train:   5%|▌         | 188/3515 [01:25<23:10,  2.39it/s]
overall:   5%|▍         | 189/4000 [01:27<27:19,  2.33it/s]

train:   5%|▌         | 189/3515 [01:25<23:50,  2.33it/s]
overall:   5%|▍         | 190/4000 [01:27<26:36,  2.39it/s]

train:   5%|▌         | 190/3515 [01:25<23:13,  2.39it/s]
overall:   5%|▍         | 191/4000 [01:28<26:53,  2.36it/s]

train:   5%|▌         | 191/3515 [01:26<23:28,  2.36it/s]
overall:   5%|▍         | 192/4000 [01:28<22:37,  2.80it/s]

train:   5%|▌         | 192/3515 [01:26<19:44,  2.80it/s]
overall:   5%|▍         | 193/4000 [01:28<24:58,  2.54it/s]

train:   5%|▌         | 193/3515 [01:27<21:47,  2.54it/s]
overall:   5%|▍         | 194/4000 [01:29<29:19,  2.16it/s]

train:   6%|▌         | 194/3515 [01:27<25:35,  2.16it/s]
overall:   5%|▍         | 195/4000 [01:30<30:16,  2.09it/s]

train:   6%|▌         | 195/3515 [01:28<26:24,  2.09it/s]
overall:   5%|▍         | 196/4000 [01:30<31:31,  2.01it/s]

train:   6%|▌         | 196/3515 [01:28<27:30,  2.01it/s]
overall:   5%|▍         | 197/4000 [01:31<30:27,  2.08it/s]

train:   6%|▌         | 197/3515 [01:29<26:34,  2.08it/s]
overall:   5%|▍         | 198/4000 [01:31<29:00,  2.18it/s]

train:   6%|▌         | 198/3515 [01:29<25:18,  2.18it/s]
overall:   5%|▍         | 199/4000 [01:31<29:00,  2.18it/s]

train:   6%|▌         | 199/3515 [01:30<25:18,  2.18it/s]
overall:   5%|▌         | 200/4000 [01:32<29:12,  2.17it/s]

train:   6%|▌         | 200/3515 [01:30<25:29,  2.17it/s]
overall:   5%|▌         | 201/4000 [01:32<29:40,  2.13it/s]

train:   6%|▌         | 201/3515 [01:31<25:53,  2.13it/s]
overall:   5%|▌         | 202/4000 [01:33<30:12,  2.09it/s]

train:   6%|▌         | 202/3515 [01:31<26:21,  2.09it/s]
overall:   5%|▌         | 203/4000 [01:33<28:51,  2.19it/s]

train:   6%|▌         | 203/3515 [01:31<25:10,  2.19it/s]
overall:   5%|▌         | 204/4000 [01:34<30:10,  2.10it/s]

train:   6%|▌         | 204/3515 [01:32<26:19,  2.10it/s]
overall:   5%|▌         | 205/4000 [01:34<30:29,  2.07it/s]

train:   6%|▌         | 205/3515 [01:32<26:35,  2.07it/s]
overall:   5%|▌         | 206/4000 [01:35<24:12,  2.61it/s]

train:   6%|▌         | 206/3515 [01:33<21:06,  2.61it/s]
overall:   5%|▌         | 207/4000 [01:35<25:28,  2.48it/s]

train:   6%|▌         | 207/3515 [01:33<22:12,  2.48it/s]
overall:   5%|▌         | 208/4000 [01:35<26:31,  2.38it/s]

train:   6%|▌         | 208/3515 [01:34<23:08,  2.38it/s]
overall:   5%|▌         | 209/4000 [01:36<26:28,  2.39it/s]

train:   6%|▌         | 209/3515 [01:34<23:05,  2.39it/s]
overall:   5%|▌         | 210/4000 [01:36<26:33,  2.38it/s]

train:   6%|▌         | 210/3515 [01:34<23:09,  2.38it/s]
overall:   5%|▌         | 211/4000 [01:37<27:13,  2.32it/s]

train:   6%|▌         | 211/3515 [01:35<23:44,  2.32it/s]
overall:   5%|▌         | 212/4000 [01:37<27:04,  2.33it/s]

train:   6%|▌         | 212/3515 [01:35<23:36,  2.33it/s]
overall:   5%|▌         | 213/4000 [01:38<27:41,  2.28it/s]

train:   6%|▌         | 213/3515 [01:36<24:08,  2.28it/s]
overall:   5%|▌         | 214/4000 [01:38<27:21,  2.31it/s]

train:   6%|▌         | 214/3515 [01:36<23:51,  2.31it/s]
overall:   5%|▌         | 215/4000 [01:38<27:41,  2.28it/s]

train:   6%|▌         | 215/3515 [01:37<24:08,  2.28it/s]
overall:   5%|▌         | 216/4000 [01:39<28:09,  2.24it/s]

train:   6%|▌         | 216/3515 [01:37<24:32,  2.24it/s]
overall:   5%|▌         | 217/4000 [01:39<28:37,  2.20it/s]

train:   6%|▌         | 217/3515 [01:38<24:57,  2.20it/s]
overall:   5%|▌         | 218/4000 [01:40<29:01,  2.17it/s]

train:   6%|▌         | 218/3515 [01:38<25:18,  2.17it/s]
overall:   5%|▌         | 219/4000 [01:40<29:33,  2.13it/s]

train:   6%|▌         | 219/3515 [01:38<25:46,  2.13it/s]
overall:   6%|▌         | 220/4000 [01:41<30:18,  2.08it/s]

train:   6%|▋         | 220/3515 [01:39<26:25,  2.08it/s]
overall:   6%|▌         | 221/4000 [01:41<29:06,  2.16it/s]

train:   6%|▋         | 221/3515 [01:39<25:22,  2.16it/s]
overall:   6%|▌         | 222/4000 [01:42<29:31,  2.13it/s]

train:   6%|▋         | 222/3515 [01:40<25:43,  2.13it/s]
overall:   6%|▌         | 223/4000 [01:42<29:26,  2.14it/s]

train:   6%|▋         | 223/3515 [01:40<25:39,  2.14it/s]
overall:   6%|▌         | 224/4000 [01:43<28:38,  2.20it/s]

train:   6%|▋         | 224/3515 [01:41<24:58,  2.20it/s]
overall:   6%|▌         | 225/4000 [01:43<28:42,  2.19it/s]

train:   6%|▋         | 225/3515 [01:41<25:01,  2.19it/s]
overall:   6%|▌         | 226/4000 [01:44<28:46,  2.19it/s]

train:   6%|▋         | 226/3515 [01:42<25:04,  2.19it/s]
overall:   6%|▌         | 227/4000 [01:44<28:37,  2.20it/s]

train:   6%|▋         | 227/3515 [01:42<24:56,  2.20it/s]
overall:   6%|▌         | 228/4000 [01:44<22:56,  2.74it/s]

train:   6%|▋         | 228/3515 [01:42<19:59,  2.74it/s]
overall:   6%|▌         | 229/4000 [01:45<24:49,  2.53it/s]

train:   7%|▋         | 229/3515 [01:43<21:37,  2.53it/s]
overall:   6%|▌         | 230/4000 [01:45<26:46,  2.35it/s]

train:   7%|▋         | 230/3515 [01:43<23:19,  2.35it/s]
overall:   6%|▌         | 231/4000 [01:45<20:59,  2.99it/s]

train:   7%|▋         | 231/3515 [01:43<18:17,  2.99it/s]
overall:   6%|▌         | 232/4000 [01:46<23:19,  2.69it/s]

train:   7%|▋         | 232/3515 [01:44<20:19,  2.69it/s]
overall:   6%|▌         | 233/4000 [01:46<25:11,  2.49it/s]

train:   7%|▋         | 233/3515 [01:44<21:57,  2.49it/s]
overall:   6%|▌         | 234/4000 [01:47<27:04,  2.32it/s]

train:   7%|▋         | 234/3515 [01:45<23:35,  2.32it/s]
overall:   6%|▌         | 235/4000 [01:47<27:51,  2.25it/s]

train:   7%|▋         | 235/3515 [01:45<24:16,  2.25it/s]
overall:   6%|▌         | 236/4000 [01:48<27:18,  2.30it/s]

train:   7%|▋         | 236/3515 [01:46<23:47,  2.30it/s]
overall:   6%|▌         | 237/4000 [01:48<27:17,  2.30it/s]

train:   7%|▋         | 237/3515 [01:46<23:46,  2.30it/s]
overall:   6%|▌         | 238/4000 [01:49<28:02,  2.24it/s]

train:   7%|▋         | 238/3515 [01:47<24:25,  2.24it/s]
overall:   6%|▌         | 239/4000 [01:49<29:01,  2.16it/s]

train:   7%|▋         | 239/3515 [01:47<25:16,  2.16it/s]
overall:   6%|▌         | 240/4000 [01:50<29:44,  2.11it/s]

train:   7%|▋         | 240/3515 [01:48<25:54,  2.11it/s]
overall:   6%|▌         | 241/4000 [01:50<29:02,  2.16it/s]

train:   7%|▋         | 241/3515 [01:48<25:17,  2.16it/s]
overall:   6%|▌         | 242/4000 [01:51<31:42,  1.98it/s]

train:   7%|▋         | 242/3515 [01:49<27:37,  1.98it/s]
overall:   6%|▌         | 243/4000 [01:51<31:34,  1.98it/s]

train:   7%|▋         | 243/3515 [01:49<27:29,  1.98it/s]
overall:   6%|▌         | 244/4000 [01:52<31:52,  1.96it/s]

train:   7%|▋         | 244/3515 [01:50<27:45,  1.96it/s]
overall:   6%|▌         | 245/4000 [01:52<30:51,  2.03it/s]

train:   7%|▋         | 245/3515 [01:50<26:52,  2.03it/s]
overall:   6%|▌         | 246/4000 [01:52<29:34,  2.12it/s]

train:   7%|▋         | 246/3515 [01:51<25:45,  2.12it/s]
overall:   6%|▌         | 247/4000 [01:53<29:06,  2.15it/s]

train:   7%|▋         | 247/3515 [01:51<25:20,  2.15it/s]
overall:   6%|▌         | 248/4000 [01:53<28:50,  2.17it/s]

train:   7%|▋         | 248/3515 [01:51<25:06,  2.17it/s]
overall:   6%|▌         | 249/4000 [01:54<28:02,  2.23it/s]

train:   7%|▋         | 249/3515 [01:52<24:24,  2.23it/s]
overall:   6%|▋         | 250/4000 [01:54<29:01,  2.15it/s]

train:   7%|▋         | 250/3515 [01:52<25:16,  2.15it/s]
overall:   6%|▋         | 251/4000 [01:55<26:39,  2.34it/s]

train:   7%|▋         | 251/3515 [01:53<23:12,  2.34it/s]
overall:   6%|▋         | 252/4000 [01:55<29:24,  2.12it/s]

train:   7%|▋         | 252/3515 [01:53<25:36,  2.12it/s]
overall:   6%|▋         | 253/4000 [01:56<28:39,  2.18it/s]

train:   7%|▋         | 253/3515 [01:54<24:57,  2.18it/s]
overall:   6%|▋         | 254/4000 [01:56<29:14,  2.14it/s]

train:   7%|▋         | 254/3515 [01:54<25:26,  2.14it/s]
overall:   6%|▋         | 255/4000 [01:57<28:59,  2.15it/s]

train:   7%|▋         | 255/3515 [01:55<25:13,  2.15it/s]
overall:   6%|▋         | 256/4000 [01:57<29:02,  2.15it/s]

train:   7%|▋         | 256/3515 [01:55<25:16,  2.15it/s]
overall:   6%|▋         | 257/4000 [01:58<29:12,  2.14it/s]

train:   7%|▋         | 257/3515 [01:56<25:25,  2.14it/s]
overall:   6%|▋         | 258/4000 [01:58<29:07,  2.14it/s]

train:   7%|▋         | 258/3515 [01:56<25:20,  2.14it/s]
overall:   6%|▋         | 259/4000 [01:58<29:36,  2.11it/s]

train:   7%|▋         | 259/3515 [01:57<25:46,  2.11it/s]
overall:   6%|▋         | 260/4000 [01:59<30:02,  2.07it/s]

train:   7%|▋         | 260/3515 [01:57<26:09,  2.07it/s]
overall:   7%|▋         | 261/4000 [01:59<29:35,  2.11it/s]

train:   7%|▋         | 261/3515 [01:58<25:45,  2.11it/s]
overall:   7%|▋         | 262/4000 [02:00<29:29,  2.11it/s]

train:   7%|▋         | 262/3515 [01:58<25:40,  2.11it/s]
overall:   7%|▋         | 263/4000 [02:00<29:20,  2.12it/s]

train:   7%|▋         | 263/3515 [01:58<25:31,  2.12it/s]
overall:   7%|▋         | 264/4000 [02:01<29:33,  2.11it/s]

train:   8%|▊         | 264/3515 [01:59<25:43,  2.11it/s]
overall:   7%|▋         | 265/4000 [02:01<28:39,  2.17it/s]

train:   8%|▊         | 265/3515 [01:59<24:56,  2.17it/s]
overall:   7%|▋         | 266/4000 [02:02<30:55,  2.01it/s]

train:   8%|▊         | 266/3515 [02:00<26:54,  2.01it/s]
overall:   7%|▋         | 267/4000 [02:02<30:55,  2.01it/s]

train:   8%|▊         | 267/3515 [02:00<26:54,  2.01it/s]
overall:   7%|▋         | 268/4000 [02:03<30:49,  2.02it/s]

train:   8%|▊         | 268/3515 [02:01<26:49,  2.02it/s]
overall:   7%|▋         | 269/4000 [02:03<28:30,  2.18it/s]

train:   8%|▊         | 269/3515 [02:01<24:48,  2.18it/s]
overall:   7%|▋         | 270/4000 [02:04<28:00,  2.22it/s]

train:   8%|▊         | 270/3515 [02:02<24:22,  2.22it/s]
overall:   7%|▋         | 271/4000 [02:04<28:43,  2.16it/s]

train:   8%|▊         | 271/3515 [02:02<24:58,  2.16it/s]
overall:   7%|▋         | 272/4000 [02:05<29:13,  2.13it/s]

train:   8%|▊         | 272/3515 [02:03<25:24,  2.13it/s]
overall:   7%|▋         | 273/4000 [02:05<28:58,  2.14it/s]

train:   8%|▊         | 273/3515 [02:03<25:12,  2.14it/s]
overall:   7%|▋         | 274/4000 [02:06<29:30,  2.11it/s]

train:   8%|▊         | 274/3515 [02:04<25:39,  2.11it/s]
overall:   7%|▋         | 275/4000 [02:06<29:33,  2.10it/s]

train:   8%|▊         | 275/3515 [02:04<25:42,  2.10it/s]
overall:   7%|▋         | 276/4000 [02:07<30:44,  2.02it/s]

train:   8%|▊         | 276/3515 [02:05<26:44,  2.02it/s]
overall:   7%|▋         | 277/4000 [02:07<29:28,  2.11it/s]

train:   8%|▊         | 277/3515 [02:05<25:37,  2.11it/s]
overall:   7%|▋         | 278/4000 [02:07<28:54,  2.15it/s]

train:   8%|▊         | 278/3515 [02:06<25:08,  2.15it/s]
overall:   7%|▋         | 279/4000 [02:08<29:05,  2.13it/s]

train:   8%|▊         | 279/3515 [02:06<25:17,  2.13it/s]
overall:   7%|▋         | 280/4000 [02:08<29:20,  2.11it/s]

train:   8%|▊         | 280/3515 [02:07<25:31,  2.11it/s]
overall:   7%|▋         | 281/4000 [02:09<29:21,  2.11it/s]

train:   8%|▊         | 281/3515 [02:07<25:31,  2.11it/s]
overall:   7%|▋         | 282/4000 [02:09<28:21,  2.19it/s]

train:   8%|▊         | 282/3515 [02:07<24:39,  2.19it/s]
overall:   7%|▋         | 283/4000 [02:10<25:14,  2.45it/s]

train:   8%|▊         | 283/3515 [02:08<21:57,  2.45it/s]
overall:   7%|▋         | 284/4000 [02:10<26:36,  2.33it/s]

train:   8%|▊         | 284/3515 [02:08<23:07,  2.33it/s]
overall:   7%|▋         | 285/4000 [02:11<27:21,  2.26it/s]

train:   8%|▊         | 285/3515 [02:09<23:46,  2.26it/s]
overall:   7%|▋         | 286/4000 [02:11<27:49,  2.22it/s]

train:   8%|▊         | 286/3515 [02:09<24:11,  2.22it/s]
overall:   7%|▋         | 287/4000 [02:11<26:44,  2.31it/s]

train:   8%|▊         | 287/3515 [02:10<23:14,  2.31it/s]
overall:   7%|▋         | 288/4000 [02:12<26:11,  2.36it/s]

train:   8%|▊         | 288/3515 [02:10<22:46,  2.36it/s]
overall:   7%|▋         | 289/4000 [02:12<27:06,  2.28it/s]

train:   8%|▊         | 289/3515 [02:10<23:34,  2.28it/s]
overall:   7%|▋         | 290/4000 [02:13<30:26,  2.03it/s]

train:   8%|▊         | 290/3515 [02:11<26:27,  2.03it/s]
overall:   7%|▋         | 291/4000 [02:13<30:42,  2.01it/s]

train:   8%|▊         | 291/3515 [02:12<26:41,  2.01it/s]
overall:   7%|▋         | 292/4000 [02:14<31:44,  1.95it/s]

train:   8%|▊         | 292/3515 [02:12<27:35,  1.95it/s]
overall:   7%|▋         | 293/4000 [02:14<30:07,  2.05it/s]

train:   8%|▊         | 293/3515 [02:12<26:10,  2.05it/s]
overall:   7%|▋         | 294/4000 [02:15<29:52,  2.07it/s]

train:   8%|▊         | 294/3515 [02:13<25:58,  2.07it/s]
overall:   7%|▋         | 295/4000 [02:15<30:10,  2.05it/s]

train:   8%|▊         | 295/3515 [02:13<26:13,  2.05it/s]
overall:   7%|▋         | 296/4000 [02:16<30:29,  2.02it/s]

train:   8%|▊         | 296/3515 [02:14<26:30,  2.02it/s]
overall:   7%|▋         | 297/4000 [02:16<30:04,  2.05it/s]

train:   8%|▊         | 297/3515 [02:14<26:07,  2.05it/s]
overall:   7%|▋         | 298/4000 [02:17<30:31,  2.02it/s]

train:   8%|▊         | 298/3515 [02:15<26:31,  2.02it/s]
overall:   7%|▋         | 299/4000 [02:17<28:09,  2.19it/s]

train:   9%|▊         | 299/3515 [02:15<24:27,  2.19it/s]
overall:   8%|▊         | 300/4000 [02:18<30:11,  2.04it/s]

train:   9%|▊         | 300/3515 [02:16<26:14,  2.04it/s]
overall:   8%|▊         | 301/4000 [02:18<29:04,  2.12it/s]

train:   9%|▊         | 301/3515 [02:16<25:15,  2.12it/s]
overall:   8%|▊         | 302/4000 [02:19<29:41,  2.08it/s]

train:   9%|▊         | 302/3515 [02:17<25:47,  2.08it/s]
overall:   8%|▊         | 303/4000 [02:19<29:33,  2.08it/s]

train:   9%|▊         | 303/3515 [02:17<25:40,  2.08it/s]
overall:   8%|▊         | 304/4000 [02:20<29:24,  2.09it/s]

train:   9%|▊         | 304/3515 [02:18<25:33,  2.09it/s]
overall:   8%|▊         | 305/4000 [02:20<28:58,  2.13it/s]

train:   9%|▊         | 305/3515 [02:18<25:09,  2.13it/s]
overall:   8%|▊         | 306/4000 [02:21<28:07,  2.19it/s]

train:   9%|▊         | 306/3515 [02:19<24:26,  2.19it/s]
overall:   8%|▊         | 307/4000 [02:21<28:57,  2.13it/s]

train:   9%|▊         | 307/3515 [02:19<25:08,  2.13it/s]
overall:   8%|▊         | 308/4000 [02:22<29:30,  2.09it/s]

train:   9%|▉         | 308/3515 [02:20<25:37,  2.09it/s]
overall:   8%|▊         | 309/4000 [02:22<28:14,  2.18it/s]

train:   9%|▉         | 309/3515 [02:20<24:32,  2.18it/s]
overall:   8%|▊         | 310/4000 [02:22<29:06,  2.11it/s]

train:   9%|▉         | 310/3515 [02:21<25:16,  2.11it/s]
overall:   8%|▊         | 311/4000 [02:23<29:05,  2.11it/s]

train:   9%|▉         | 311/3515 [02:21<25:15,  2.11it/s]
overall:   8%|▊         | 312/4000 [02:23<28:06,  2.19it/s]

train:   9%|▉         | 312/3515 [02:21<24:24,  2.19it/s]
overall:   8%|▊         | 313/4000 [02:24<27:26,  2.24it/s]

train:   9%|▉         | 313/3515 [02:22<23:50,  2.24it/s]
overall:   8%|▊         | 314/4000 [02:24<29:51,  2.06it/s]

train:   9%|▉         | 314/3515 [02:22<25:55,  2.06it/s]
overall:   8%|▊         | 315/4000 [02:25<25:31,  2.41it/s]

train:   9%|▉         | 315/3515 [02:23<22:10,  2.41it/s]
overall:   8%|▊         | 316/4000 [02:25<25:48,  2.38it/s]

train:   9%|▉         | 316/3515 [02:23<22:24,  2.38it/s]
overall:   8%|▊         | 317/4000 [02:25<22:50,  2.69it/s]

train:   9%|▉         | 317/3515 [02:23<19:49,  2.69it/s]
overall:   8%|▊         | 318/4000 [02:26<24:40,  2.49it/s]

train:   9%|▉         | 318/3515 [02:24<21:25,  2.49it/s]
overall:   8%|▊         | 319/4000 [02:26<26:16,  2.34it/s]

train:   9%|▉         | 319/3515 [02:24<22:48,  2.34it/s]
overall:   8%|▊         | 320/4000 [02:27<27:04,  2.27it/s]

train:   9%|▉         | 320/3515 [02:25<23:30,  2.27it/s]
overall:   8%|▊         | 321/4000 [02:27<27:55,  2.20it/s]

train:   9%|▉         | 321/3515 [02:25<24:14,  2.20it/s]
overall:   8%|▊         | 322/4000 [02:28<28:46,  2.13it/s]

train:   9%|▉         | 322/3515 [02:26<24:59,  2.13it/s]
overall:   8%|▊         | 323/4000 [02:28<27:00,  2.27it/s]

train:   9%|▉         | 323/3515 [02:26<23:26,  2.27it/s]
overall:   8%|▊         | 324/4000 [02:29<28:58,  2.11it/s]

train:   9%|▉         | 324/3515 [02:27<25:08,  2.11it/s]
overall:   8%|▊         | 325/4000 [02:29<29:31,  2.07it/s]

train:   9%|▉         | 325/3515 [02:27<25:37,  2.07it/s]
overall:   8%|▊         | 326/4000 [02:30<29:59,  2.04it/s]

train:   9%|▉         | 326/3515 [02:28<26:02,  2.04it/s]
overall:   8%|▊         | 327/4000 [02:30<29:43,  2.06it/s]

train:   9%|▉         | 327/3515 [02:28<25:47,  2.06it/s]
overall:   8%|▊         | 328/4000 [02:31<29:53,  2.05it/s]

train:   9%|▉         | 328/3515 [02:29<25:56,  2.05it/s]
overall:   8%|▊         | 329/4000 [02:31<30:01,  2.04it/s]

train:   9%|▉         | 329/3515 [02:29<26:03,  2.04it/s]
overall:   8%|▊         | 330/4000 [02:31<25:36,  2.39it/s]

train:   9%|▉         | 330/3515 [02:29<22:13,  2.39it/s]
overall:   8%|▊         | 331/4000 [02:32<25:32,  2.39it/s]

train:   9%|▉         | 331/3515 [02:30<22:10,  2.39it/s]
overall:   8%|▊         | 332/4000 [02:32<27:04,  2.26it/s]

train:   9%|▉         | 332/3515 [02:30<23:29,  2.26it/s]
overall:   8%|▊         | 333/4000 [02:33<28:27,  2.15it/s]

train:   9%|▉         | 333/3515 [02:31<24:41,  2.15it/s]
overall:   8%|▊         | 334/4000 [02:33<28:42,  2.13it/s]

train:  10%|▉         | 334/3515 [02:31<24:54,  2.13it/s]
overall:   8%|▊         | 335/4000 [02:34<28:23,  2.15it/s]

train:  10%|▉         | 335/3515 [02:32<24:37,  2.15it/s]
overall:   8%|▊         | 336/4000 [02:34<28:33,  2.14it/s]

train:  10%|▉         | 336/3515 [02:32<24:46,  2.14it/s]
overall:   8%|▊         | 337/4000 [02:35<28:31,  2.14it/s]

train:  10%|▉         | 337/3515 [02:33<24:44,  2.14it/s]
overall:   8%|▊         | 338/4000 [02:35<30:38,  1.99it/s]

train:  10%|▉         | 338/3515 [02:33<26:35,  1.99it/s]
overall:   8%|▊         | 339/4000 [02:36<30:29,  2.00it/s]

train:  10%|▉         | 339/3515 [02:34<26:27,  2.00it/s]
overall:   8%|▊         | 340/4000 [02:36<31:04,  1.96it/s]

train:  10%|▉         | 340/3515 [02:34<26:57,  1.96it/s]
overall:   9%|▊         | 341/4000 [02:37<29:18,  2.08it/s]

train:  10%|▉         | 341/3515 [02:35<25:25,  2.08it/s]
overall:   9%|▊         | 342/4000 [02:37<29:08,  2.09it/s]

train:  10%|▉         | 342/3515 [02:35<25:16,  2.09it/s]
overall:   9%|▊         | 343/4000 [02:38<26:46,  2.28it/s]

train:  10%|▉         | 343/3515 [02:36<23:13,  2.28it/s]
overall:   9%|▊         | 344/4000 [02:38<23:19,  2.61it/s]

train:  10%|▉         | 344/3515 [02:36<20:13,  2.61it/s]
overall:   9%|▊         | 345/4000 [02:38<24:43,  2.46it/s]

train:  10%|▉         | 345/3515 [02:36<21:26,  2.46it/s]
overall:   9%|▊         | 346/4000 [02:38<20:24,  2.98it/s]

train:  10%|▉         | 346/3515 [02:37<17:42,  2.98it/s]
overall:   9%|▊         | 347/4000 [02:39<22:29,  2.71it/s]

train:  10%|▉         | 347/3515 [02:37<19:30,  2.71it/s]
overall:   9%|▊         | 348/4000 [02:39<25:14,  2.41it/s]

train:  10%|▉         | 348/3515 [02:37<21:53,  2.41it/s]
overall:   9%|▊         | 349/4000 [02:40<26:15,  2.32it/s]

train:  10%|▉         | 349/3515 [02:38<22:45,  2.32it/s]
overall:   9%|▉         | 350/4000 [02:40<26:16,  2.32it/s]

train:  10%|▉         | 350/3515 [02:38<22:47,  2.32it/s]
overall:   9%|▉         | 351/4000 [02:41<27:02,  2.25it/s]

train:  10%|▉         | 351/3515 [02:39<23:26,  2.25it/s]
overall:   9%|▉         | 352/4000 [02:41<27:55,  2.18it/s]

train:  10%|█         | 352/3515 [02:39<24:12,  2.18it/s]
overall:   9%|▉         | 353/4000 [02:42<28:15,  2.15it/s]

train:  10%|█         | 353/3515 [02:40<24:30,  2.15it/s]
overall:   9%|▉         | 354/4000 [02:42<24:22,  2.49it/s]

train:  10%|█         | 354/3515 [02:40<21:08,  2.49it/s]
overall:   9%|▉         | 355/4000 [02:42<25:31,  2.38it/s]

train:  10%|█         | 355/3515 [02:41<22:07,  2.38it/s]
overall:   9%|▉         | 356/4000 [02:43<26:44,  2.27it/s]

train:  10%|█         | 356/3515 [02:41<23:11,  2.27it/s]
overall:   9%|▉         | 357/4000 [02:43<27:37,  2.20it/s]

train:  10%|█         | 357/3515 [02:42<23:56,  2.20it/s]
overall:   9%|▉         | 358/4000 [02:44<28:00,  2.17it/s]

train:  10%|█         | 358/3515 [02:42<24:16,  2.17it/s]
overall:   9%|▉         | 359/4000 [02:44<27:27,  2.21it/s]

train:  10%|█         | 359/3515 [02:42<23:48,  2.21it/s]
overall:   9%|▉         | 360/4000 [02:45<27:36,  2.20it/s]

train:  10%|█         | 360/3515 [02:43<23:55,  2.20it/s]
overall:   9%|▉         | 361/4000 [02:45<28:07,  2.16it/s]

train:  10%|█         | 361/3515 [02:43<24:22,  2.16it/s]
overall:   9%|▉         | 362/4000 [02:46<30:41,  1.98it/s]

train:  10%|█         | 362/3515 [02:44<26:36,  1.98it/s]
overall:   9%|▉         | 363/4000 [02:46<28:14,  2.15it/s]

train:  10%|█         | 363/3515 [02:44<24:28,  2.15it/s]
overall:   9%|▉         | 364/4000 [02:47<29:12,  2.08it/s]

train:  10%|█         | 364/3515 [02:45<25:18,  2.08it/s]
overall:   9%|▉         | 365/4000 [02:47<28:13,  2.15it/s]

train:  10%|█         | 365/3515 [02:45<24:27,  2.15it/s]
overall:   9%|▉         | 366/4000 [02:48<28:28,  2.13it/s]

train:  10%|█         | 366/3515 [02:46<24:40,  2.13it/s]
overall:   9%|▉         | 367/4000 [02:48<28:29,  2.12it/s]

train:  10%|█         | 367/3515 [02:46<24:41,  2.12it/s]
overall:   9%|▉         | 368/4000 [02:49<26:52,  2.25it/s]

train:  10%|█         | 368/3515 [02:47<23:16,  2.25it/s]
overall:   9%|▉         | 369/4000 [02:49<27:15,  2.22it/s]

train:  10%|█         | 369/3515 [02:47<23:36,  2.22it/s]
overall:   9%|▉         | 370/4000 [02:49<26:05,  2.32it/s]

train:  11%|█         | 370/3515 [02:47<22:36,  2.32it/s]
overall:   9%|▉         | 371/4000 [02:50<26:42,  2.26it/s]

train:  11%|█         | 371/3515 [02:48<23:08,  2.26it/s]
overall:   9%|▉         | 372/4000 [02:50<27:48,  2.17it/s]

train:  11%|█         | 372/3515 [02:48<24:05,  2.17it/s]
overall:   9%|▉         | 373/4000 [02:51<27:47,  2.18it/s]

train:  11%|█         | 373/3515 [02:49<24:04,  2.18it/s]
overall:   9%|▉         | 374/4000 [02:51<28:05,  2.15it/s]

train:  11%|█         | 374/3515 [02:49<24:19,  2.15it/s]
overall:   9%|▉         | 375/4000 [02:52<26:39,  2.27it/s]

train:  11%|█         | 375/3515 [02:50<23:05,  2.27it/s]
overall:   9%|▉         | 376/4000 [02:52<25:46,  2.34it/s]

train:  11%|█         | 376/3515 [02:50<22:19,  2.34it/s]
overall:   9%|▉         | 377/4000 [02:53<26:35,  2.27it/s]

train:  11%|█         | 377/3515 [02:51<23:01,  2.27it/s]
overall:   9%|▉         | 378/4000 [02:53<21:36,  2.79it/s]

train:  11%|█         | 378/3515 [02:51<18:42,  2.79it/s]
overall:   9%|▉         | 379/4000 [02:53<23:07,  2.61it/s]

train:  11%|█         | 379/3515 [02:51<20:01,  2.61it/s]
overall:  10%|▉         | 380/4000 [02:53<19:39,  3.07it/s]

train:  11%|█         | 380/3515 [02:51<17:01,  3.07it/s]
overall:  10%|▉         | 381/4000 [02:54<22:37,  2.67it/s]

train:  11%|█         | 381/3515 [02:52<19:35,  2.67it/s]
overall:  10%|▉         | 382/4000 [02:54<23:31,  2.56it/s]

train:  11%|█         | 382/3515 [02:52<20:21,  2.56it/s]
overall:  10%|▉         | 383/4000 [02:55<23:16,  2.59it/s]

train:  11%|█         | 383/3515 [02:53<20:08,  2.59it/s]
overall:  10%|▉         | 384/4000 [02:55<21:47,  2.76it/s]

train:  11%|█         | 384/3515 [02:53<18:52,  2.76it/s]
overall:  10%|▉         | 385/4000 [02:55<23:38,  2.55it/s]

train:  11%|█         | 385/3515 [02:54<20:28,  2.55it/s]
overall:  10%|▉         | 386/4000 [02:56<27:27,  2.19it/s]

train:  11%|█         | 386/3515 [02:54<23:46,  2.19it/s]
overall:  10%|▉         | 387/4000 [02:57<28:30,  2.11it/s]

train:  11%|█         | 387/3515 [02:55<24:40,  2.11it/s]
overall:  10%|▉         | 388/4000 [02:57<25:44,  2.34it/s]

train:  11%|█         | 388/3515 [02:55<22:16,  2.34it/s]
overall:  10%|▉         | 389/4000 [02:57<26:29,  2.27it/s]

train:  11%|█         | 389/3515 [02:55<22:56,  2.27it/s]
overall:  10%|▉         | 390/4000 [02:58<27:33,  2.18it/s]

train:  11%|█         | 390/3515 [02:56<23:51,  2.18it/s]
overall:  10%|▉         | 391/4000 [02:58<22:30,  2.67it/s]

train:  11%|█         | 391/3515 [02:56<19:29,  2.67it/s]
overall:  10%|▉         | 392/4000 [02:59<24:52,  2.42it/s]

train:  11%|█         | 392/3515 [02:57<21:31,  2.42it/s]
overall:  10%|▉         | 393/4000 [02:59<26:16,  2.29it/s]

train:  11%|█         | 393/3515 [02:57<22:44,  2.29it/s]
overall:  10%|▉         | 394/4000 [03:00<28:23,  2.12it/s]

train:  11%|█         | 394/3515 [02:58<24:34,  2.12it/s]
overall:  10%|▉         | 395/4000 [03:00<27:41,  2.17it/s]

train:  11%|█         | 395/3515 [02:58<23:57,  2.17it/s]
overall:  10%|▉         | 396/4000 [03:00<28:23,  2.12it/s]

train:  11%|█▏        | 396/3515 [02:59<24:34,  2.12it/s]
overall:  10%|▉         | 397/4000 [03:01<28:09,  2.13it/s]

train:  11%|█▏        | 397/3515 [02:59<24:22,  2.13it/s]
overall:  10%|▉         | 398/4000 [03:01<28:21,  2.12it/s]

train:  11%|█▏        | 398/3515 [03:00<24:32,  2.12it/s]
overall:  10%|▉         | 399/4000 [03:02<28:57,  2.07it/s]

train:  11%|█▏        | 399/3515 [03:00<25:03,  2.07it/s]
overall:  10%|█         | 400/4000 [03:02<29:12,  2.05it/s]

train:  11%|█▏        | 400/3515 [03:01<25:16,  2.05it/s]
overall:  10%|█         | 401/4000 [03:03<29:19,  2.05it/s]

train:  11%|█▏        | 401/3515 [03:01<25:22,  2.05it/s]
overall:  10%|█         | 402/4000 [03:03<28:51,  2.08it/s]

train:  11%|█▏        | 402/3515 [03:01<24:58,  2.08it/s]
overall:  10%|█         | 403/4000 [03:04<27:51,  2.15it/s]

train:  11%|█▏        | 403/3515 [03:02<24:06,  2.15it/s]
overall:  10%|█         | 404/4000 [03:04<28:26,  2.11it/s]

train:  11%|█▏        | 404/3515 [03:02<24:36,  2.11it/s]
overall:  10%|█         | 405/4000 [03:05<28:07,  2.13it/s]

train:  12%|█▏        | 405/3515 [03:03<24:19,  2.13it/s]
overall:  10%|█         | 406/4000 [03:05<28:32,  2.10it/s]

train:  12%|█▏        | 406/3515 [03:03<24:41,  2.10it/s]
overall:  10%|█         | 407/4000 [03:06<28:28,  2.10it/s]

train:  12%|█▏        | 407/3515 [03:04<24:37,  2.10it/s]
overall:  10%|█         | 408/4000 [03:06<28:27,  2.10it/s]

train:  12%|█▏        | 408/3515 [03:04<24:36,  2.10it/s]
overall:  10%|█         | 409/4000 [03:07<27:43,  2.16it/s]

train:  12%|█▏        | 409/3515 [03:05<23:59,  2.16it/s]
overall:  10%|█         | 410/4000 [03:07<30:28,  1.96it/s]

train:  12%|█▏        | 410/3515 [03:05<26:21,  1.96it/s]
overall:  10%|█         | 411/4000 [03:08<30:54,  1.93it/s]

train:  12%|█▏        | 411/3515 [03:06<26:44,  1.93it/s]
overall:  10%|█         | 412/4000 [03:08<31:14,  1.91it/s]

train:  12%|█▏        | 412/3515 [03:06<27:01,  1.91it/s]
overall:  10%|█         | 413/4000 [03:09<30:39,  1.95it/s]

train:  12%|█▏        | 413/3515 [03:07<26:31,  1.95it/s]
overall:  10%|█         | 414/4000 [03:09<29:54,  2.00it/s]

train:  12%|█▏        | 414/3515 [03:07<25:51,  2.00it/s]
overall:  10%|█         | 415/4000 [03:10<28:21,  2.11it/s]

train:  12%|█▏        | 415/3515 [03:08<24:31,  2.11it/s]
overall:  10%|█         | 416/4000 [03:10<28:03,  2.13it/s]

train:  12%|█▏        | 416/3515 [03:08<24:16,  2.13it/s]
overall:  10%|█         | 417/4000 [03:11<31:19,  1.91it/s]

train:  12%|█▏        | 417/3515 [03:09<27:04,  1.91it/s]
overall:  10%|█         | 418/4000 [03:11<30:57,  1.93it/s]

train:  12%|█▏        | 418/3515 [03:09<26:46,  1.93it/s]
overall:  10%|█         | 419/4000 [03:12<25:58,  2.30it/s]

train:  12%|█▏        | 419/3515 [03:10<22:27,  2.30it/s]
overall:  10%|█         | 420/4000 [03:12<25:13,  2.37it/s]

train:  12%|█▏        | 420/3515 [03:10<21:48,  2.37it/s]
overall:  11%|█         | 421/4000 [03:12<26:19,  2.27it/s]

train:  12%|█▏        | 421/3515 [03:11<22:45,  2.27it/s]
overall:  11%|█         | 422/4000 [03:13<27:45,  2.15it/s]

train:  12%|█▏        | 422/3515 [03:11<23:59,  2.15it/s]
overall:  11%|█         | 423/4000 [03:13<28:25,  2.10it/s]

train:  12%|█▏        | 423/3515 [03:12<24:33,  2.10it/s]
overall:  11%|█         | 424/4000 [03:14<28:34,  2.09it/s]

train:  12%|█▏        | 424/3515 [03:12<24:42,  2.09it/s]
overall:  11%|█         | 425/4000 [03:14<25:37,  2.33it/s]

train:  12%|█▏        | 425/3515 [03:12<22:08,  2.33it/s]
overall:  11%|█         | 426/4000 [03:15<26:25,  2.25it/s]

train:  12%|█▏        | 426/3515 [03:13<22:50,  2.25it/s]
overall:  11%|█         | 427/4000 [03:15<25:18,  2.35it/s]

train:  12%|█▏        | 427/3515 [03:13<21:52,  2.35it/s]
overall:  11%|█         | 428/4000 [03:16<26:30,  2.25it/s]

train:  12%|█▏        | 428/3515 [03:14<22:54,  2.25it/s]
overall:  11%|█         | 429/4000 [03:16<25:30,  2.33it/s]

train:  12%|█▏        | 429/3515 [03:14<22:02,  2.33it/s]
overall:  11%|█         | 430/4000 [03:16<25:33,  2.33it/s]

train:  12%|█▏        | 430/3515 [03:15<22:05,  2.33it/s]
overall:  11%|█         | 431/4000 [03:17<26:38,  2.23it/s]

train:  12%|█▏        | 431/3515 [03:15<23:01,  2.23it/s]
overall:  11%|█         | 432/4000 [03:17<27:25,  2.17it/s]

train:  12%|█▏        | 432/3515 [03:16<23:41,  2.17it/s]
overall:  11%|█         | 433/4000 [03:18<27:57,  2.13it/s]

train:  12%|█▏        | 433/3515 [03:16<24:09,  2.13it/s]
overall:  11%|█         | 434/4000 [03:18<28:26,  2.09it/s]

train:  12%|█▏        | 434/3515 [03:17<24:34,  2.09it/s]
overall:  11%|█         | 435/4000 [03:19<28:50,  2.06it/s]

train:  12%|█▏        | 435/3515 [03:17<24:54,  2.06it/s]
overall:  11%|█         | 436/4000 [03:19<29:51,  1.99it/s]

train:  12%|█▏        | 436/3515 [03:18<25:47,  1.99it/s]
overall:  11%|█         | 437/4000 [03:20<28:10,  2.11it/s]

train:  12%|█▏        | 437/3515 [03:18<24:20,  2.11it/s]
overall:  11%|█         | 438/4000 [03:20<28:29,  2.08it/s]

train:  12%|█▏        | 438/3515 [03:18<24:36,  2.08it/s]
overall:  11%|█         | 439/4000 [03:21<28:34,  2.08it/s]

train:  12%|█▏        | 439/3515 [03:19<24:40,  2.08it/s]
overall:  11%|█         | 440/4000 [03:21<28:55,  2.05it/s]

train:  13%|█▎        | 440/3515 [03:19<24:59,  2.05it/s]
overall:  11%|█         | 441/4000 [03:22<32:19,  1.83it/s]

train:  13%|█▎        | 441/3515 [03:20<27:55,  1.83it/s]
overall:  11%|█         | 442/4000 [03:22<29:40,  2.00it/s]

train:  13%|█▎        | 442/3515 [03:21<25:37,  2.00it/s]
overall:  11%|█         | 443/4000 [03:23<27:38,  2.14it/s]

train:  13%|█▎        | 443/3515 [03:21<23:52,  2.14it/s]
overall:  11%|█         | 444/4000 [03:23<27:52,  2.13it/s]

train:  13%|█▎        | 444/3515 [03:21<24:04,  2.13it/s]
overall:  11%|█         | 445/4000 [03:24<27:43,  2.14it/s]

train:  13%|█▎        | 445/3515 [03:22<23:56,  2.14it/s]
overall:  11%|█         | 446/4000 [03:24<26:00,  2.28it/s]

train:  13%|█▎        | 446/3515 [03:22<22:27,  2.28it/s]
overall:  11%|█         | 447/4000 [03:25<26:47,  2.21it/s]

train:  13%|█▎        | 447/3515 [03:23<23:07,  2.21it/s]
overall:  11%|█         | 448/4000 [03:25<26:26,  2.24it/s]

train:  13%|█▎        | 448/3515 [03:23<22:49,  2.24it/s]
overall:  11%|█         | 449/4000 [03:26<27:03,  2.19it/s]

train:  13%|█▎        | 449/3515 [03:24<23:21,  2.19it/s]
overall:  11%|█▏        | 450/4000 [03:26<20:44,  2.85it/s]

train:  13%|█▎        | 450/3515 [03:24<17:54,  2.85it/s]
overall:  11%|█▏        | 451/4000 [03:26<22:59,  2.57it/s]

train:  13%|█▎        | 451/3515 [03:24<19:51,  2.57it/s]
overall:  11%|█▏        | 452/4000 [03:27<23:40,  2.50it/s]

train:  13%|█▎        | 452/3515 [03:25<20:26,  2.50it/s]
overall:  11%|█▏        | 453/4000 [03:27<24:47,  2.38it/s]

train:  13%|█▎        | 453/3515 [03:25<21:24,  2.38it/s]
overall:  11%|█▏        | 454/4000 [03:27<25:50,  2.29it/s]

train:  13%|█▎        | 454/3515 [03:26<22:18,  2.29it/s]
overall:  11%|█▏        | 455/4000 [03:28<26:08,  2.26it/s]

train:  13%|█▎        | 455/3515 [03:26<22:33,  2.26it/s]
overall:  11%|█▏        | 456/4000 [03:28<25:59,  2.27it/s]

train:  13%|█▎        | 456/3515 [03:26<22:25,  2.27it/s]
overall:  11%|█▏        | 457/4000 [03:29<23:27,  2.52it/s]

train:  13%|█▎        | 457/3515 [03:27<20:14,  2.52it/s]
overall:  11%|█▏        | 458/4000 [03:29<25:10,  2.34it/s]

train:  13%|█▎        | 458/3515 [03:27<21:43,  2.34it/s]
overall:  11%|█▏        | 459/4000 [03:30<25:18,  2.33it/s]

train:  13%|█▎        | 459/3515 [03:28<21:50,  2.33it/s]
overall:  12%|█▏        | 460/4000 [03:30<27:50,  2.12it/s]

train:  13%|█▎        | 460/3515 [03:28<24:01,  2.12it/s]
overall:  12%|█▏        | 461/4000 [03:31<27:57,  2.11it/s]

train:  13%|█▎        | 461/3515 [03:29<24:07,  2.11it/s]
overall:  12%|█▏        | 462/4000 [03:31<27:37,  2.13it/s]

train:  13%|█▎        | 462/3515 [03:29<23:50,  2.13it/s]
overall:  12%|█▏        | 463/4000 [03:32<26:51,  2.19it/s]

train:  13%|█▎        | 463/3515 [03:30<23:10,  2.19it/s]
overall:  12%|█▏        | 464/4000 [03:32<27:20,  2.16it/s]

train:  13%|█▎        | 464/3515 [03:30<23:35,  2.16it/s]
overall:  12%|█▏        | 465/4000 [03:33<31:04,  1.90it/s]

train:  13%|█▎        | 465/3515 [03:31<26:48,  1.90it/s]
overall:  12%|█▏        | 466/4000 [03:33<30:12,  1.95it/s]

train:  13%|█▎        | 466/3515 [03:31<26:03,  1.95it/s]
overall:  12%|█▏        | 467/4000 [03:34<29:41,  1.98it/s]

train:  13%|█▎        | 467/3515 [03:32<25:36,  1.98it/s]
overall:  12%|█▏        | 468/4000 [03:34<29:07,  2.02it/s]

train:  13%|█▎        | 468/3515 [03:32<25:07,  2.02it/s]
overall:  12%|█▏        | 469/4000 [03:34<23:24,  2.51it/s]

train:  13%|█▎        | 469/3515 [03:32<20:11,  2.51it/s]
overall:  12%|█▏        | 470/4000 [03:35<24:59,  2.35it/s]

train:  13%|█▎        | 470/3515 [03:33<21:33,  2.35it/s]
overall:  12%|█▏        | 471/4000 [03:35<25:47,  2.28it/s]

train:  13%|█▎        | 471/3515 [03:33<22:15,  2.28it/s]
overall:  12%|█▏        | 472/4000 [03:36<26:31,  2.22it/s]

train:  13%|█▎        | 472/3515 [03:34<22:52,  2.22it/s]
overall:  12%|█▏        | 473/4000 [03:36<23:16,  2.53it/s]

train:  13%|█▎        | 473/3515 [03:34<20:04,  2.52it/s]
overall:  12%|█▏        | 474/4000 [03:36<23:48,  2.47it/s]

train:  13%|█▎        | 474/3515 [03:35<20:32,  2.47it/s]
overall:  12%|█▏        | 475/4000 [03:37<21:24,  2.75it/s]

train:  14%|█▎        | 475/3515 [03:35<18:27,  2.75it/s]
overall:  12%|█▏        | 476/4000 [03:37<22:27,  2.61it/s]

train:  14%|█▎        | 476/3515 [03:35<19:22,  2.61it/s]
overall:  12%|█▏        | 477/4000 [03:38<24:31,  2.39it/s]

train:  14%|█▎        | 477/3515 [03:36<21:08,  2.39it/s]
overall:  12%|█▏        | 478/4000 [03:38<25:43,  2.28it/s]

train:  14%|█▎        | 478/3515 [03:36<22:10,  2.28it/s]
overall:  12%|█▏        | 479/4000 [03:39<26:33,  2.21it/s]

train:  14%|█▎        | 479/3515 [03:37<22:53,  2.21it/s]
overall:  12%|█▏        | 480/4000 [03:39<22:45,  2.58it/s]

train:  14%|█▎        | 480/3515 [03:37<19:37,  2.58it/s]
overall:  12%|█▏        | 481/4000 [03:39<24:06,  2.43it/s]

train:  14%|█▎        | 481/3515 [03:37<20:47,  2.43it/s]
overall:  12%|█▏        | 482/4000 [03:40<25:02,  2.34it/s]

train:  14%|█▎        | 482/3515 [03:38<21:35,  2.34it/s]
overall:  12%|█▏        | 483/4000 [03:40<25:15,  2.32it/s]

train:  14%|█▎        | 483/3515 [03:38<21:46,  2.32it/s]
overall:  12%|█▏        | 484/4000 [03:41<23:15,  2.52it/s]

train:  14%|█▍        | 484/3515 [03:39<20:03,  2.52it/s]
overall:  12%|█▏        | 485/4000 [03:41<24:36,  2.38it/s]

train:  14%|█▍        | 485/3515 [03:39<21:12,  2.38it/s]
overall:  12%|█▏        | 486/4000 [03:41<25:14,  2.32it/s]

train:  14%|█▍        | 486/3515 [03:40<21:45,  2.32it/s]
overall:  12%|█▏        | 487/4000 [03:42<25:49,  2.27it/s]

train:  14%|█▍        | 487/3515 [03:40<22:15,  2.27it/s]
overall:  12%|█▏        | 488/4000 [03:42<26:21,  2.22it/s]

train:  14%|█▍        | 488/3515 [03:40<22:43,  2.22it/s]
overall:  12%|█▏        | 489/4000 [03:43<30:15,  1.93it/s]

train:  14%|█▍        | 489/3515 [03:41<26:04,  1.93it/s]
overall:  12%|█▏        | 490/4000 [03:43<28:15,  2.07it/s]

train:  14%|█▍        | 490/3515 [03:42<24:21,  2.07it/s]
overall:  12%|█▏        | 491/4000 [03:44<24:23,  2.40it/s]

train:  14%|█▍        | 491/3515 [03:42<21:01,  2.40it/s]
overall:  12%|█▏        | 492/4000 [03:44<19:45,  2.96it/s]

train:  14%|█▍        | 492/3515 [03:42<17:01,  2.96it/s]
overall:  12%|█▏        | 493/4000 [03:44<22:06,  2.64it/s]

train:  14%|█▍        | 493/3515 [03:42<19:03,  2.64it/s]
overall:  12%|█▏        | 494/4000 [03:45<23:29,  2.49it/s]

train:  14%|█▍        | 494/3515 [03:43<20:14,  2.49it/s]
overall:  12%|█▏        | 495/4000 [03:45<24:28,  2.39it/s]

train:  14%|█▍        | 495/3515 [03:43<21:05,  2.39it/s]
overall:  12%|█▏        | 496/4000 [03:46<25:21,  2.30it/s]

train:  14%|█▍        | 496/3515 [03:44<21:50,  2.30it/s]
overall:  12%|█▏        | 497/4000 [03:46<24:00,  2.43it/s]

train:  14%|█▍        | 497/3515 [03:44<20:41,  2.43it/s]
overall:  12%|█▏        | 498/4000 [03:47<24:52,  2.35it/s]

train:  14%|█▍        | 498/3515 [03:45<21:25,  2.35it/s]
overall:  12%|█▏        | 499/4000 [03:47<21:15,  2.75it/s]

train:  14%|█▍        | 499/3515 [03:45<18:18,  2.75it/s]
overall:  12%|█▎        | 500/4000 [03:47<23:15,  2.51it/s]

train:  14%|█▍        | 500/3515 [03:45<20:02,  2.51it/s]
overall:  13%|█▎        | 501/4000 [03:48<24:16,  2.40it/s]

train:  14%|█▍        | 501/3515 [03:46<20:54,  2.40it/s]
overall:  13%|█▎        | 502/4000 [03:48<24:22,  2.39it/s]

train:  14%|█▍        | 502/3515 [03:46<20:59,  2.39it/s]
overall:  13%|█▎        | 503/4000 [03:49<24:33,  2.37it/s]

train:  14%|█▍        | 503/3515 [03:47<21:08,  2.37it/s]
overall:  13%|█▎        | 504/4000 [03:49<25:23,  2.30it/s]

train:  14%|█▍        | 504/3515 [03:47<21:51,  2.30it/s]
overall:  13%|█▎        | 505/4000 [03:49<25:54,  2.25it/s]

train:  14%|█▍        | 505/3515 [03:48<22:18,  2.25it/s]
overall:  13%|█▎        | 506/4000 [03:50<23:15,  2.50it/s]

train:  14%|█▍        | 506/3515 [03:48<20:02,  2.50it/s]
overall:  13%|█▎        | 507/4000 [03:50<23:46,  2.45it/s]

train:  14%|█▍        | 507/3515 [03:48<20:28,  2.45it/s]
overall:  13%|█▎        | 508/4000 [03:51<27:30,  2.12it/s]

train:  14%|█▍        | 508/3515 [03:49<23:41,  2.12it/s]
overall:  13%|█▎        | 509/4000 [03:51<27:45,  2.10it/s]

train:  14%|█▍        | 509/3515 [03:49<23:54,  2.10it/s]
overall:  13%|█▎        | 510/4000 [03:52<27:30,  2.12it/s]

train:  15%|█▍        | 510/3515 [03:50<23:40,  2.12it/s]
overall:  13%|█▎        | 511/4000 [03:52<27:31,  2.11it/s]

train:  15%|█▍        | 511/3515 [03:50<23:42,  2.11it/s]
overall:  13%|█▎        | 512/4000 [03:53<27:40,  2.10it/s]

train:  15%|█▍        | 512/3515 [03:51<23:49,  2.10it/s]
overall:  13%|█▎        | 513/4000 [03:53<30:06,  1.93it/s]

train:  15%|█▍        | 513/3515 [03:51<25:55,  1.93it/s]
overall:  13%|█▎        | 514/4000 [03:54<26:29,  2.19it/s]

train:  15%|█▍        | 514/3515 [03:52<22:48,  2.19it/s]
overall:  13%|█▎        | 515/4000 [03:54<21:27,  2.71it/s]

train:  15%|█▍        | 515/3515 [03:52<18:28,  2.71it/s]
overall:  13%|█▎        | 516/4000 [03:54<23:45,  2.44it/s]

train:  15%|█▍        | 516/3515 [03:52<20:26,  2.44it/s]
overall:  13%|█▎        | 517/4000 [03:55<25:33,  2.27it/s]

train:  15%|█▍        | 517/3515 [03:53<21:59,  2.27it/s]
overall:  13%|█▎        | 518/4000 [03:55<25:59,  2.23it/s]

train:  15%|█▍        | 518/3515 [03:53<22:22,  2.23it/s]
overall:  13%|█▎        | 519/4000 [03:56<26:56,  2.15it/s]

train:  15%|█▍        | 519/3515 [03:54<23:11,  2.15it/s]
overall:  13%|█▎        | 520/4000 [03:56<25:11,  2.30it/s]

train:  15%|█▍        | 520/3515 [03:54<21:40,  2.30it/s]
overall:  13%|█▎        | 521/4000 [03:56<20:33,  2.82it/s]

train:  15%|█▍        | 521/3515 [03:54<17:41,  2.82it/s]
overall:  13%|█▎        | 522/4000 [03:57<23:00,  2.52it/s]

train:  15%|█▍        | 522/3515 [03:55<19:48,  2.52it/s]
overall:  13%|█▎        | 523/4000 [03:57<24:37,  2.35it/s]

train:  15%|█▍        | 523/3515 [03:55<21:11,  2.35it/s]
overall:  13%|█▎        | 524/4000 [03:58<24:42,  2.34it/s]

train:  15%|█▍        | 524/3515 [03:56<21:15,  2.34it/s]
overall:  13%|█▎        | 525/4000 [03:58<24:45,  2.34it/s]

train:  15%|█▍        | 525/3515 [03:56<21:17,  2.34it/s]
overall:  13%|█▎        | 526/4000 [03:59<24:38,  2.35it/s]

train:  15%|█▍        | 526/3515 [03:57<21:11,  2.35it/s]
overall:  13%|█▎        | 527/4000 [03:59<25:40,  2.25it/s]

train:  15%|█▍        | 527/3515 [03:57<22:05,  2.25it/s]
overall:  13%|█▎        | 528/4000 [04:00<26:00,  2.23it/s]

train:  15%|█▌        | 528/3515 [03:58<22:22,  2.23it/s]
overall:  13%|█▎        | 529/4000 [04:00<26:32,  2.18it/s]

train:  15%|█▌        | 529/3515 [03:58<22:50,  2.18it/s]
overall:  13%|█▎        | 530/4000 [04:00<23:56,  2.42it/s]

train:  15%|█▌        | 530/3515 [03:58<20:35,  2.42it/s]
overall:  13%|█▎        | 531/4000 [04:01<25:10,  2.30it/s]

train:  15%|█▌        | 531/3515 [03:59<21:39,  2.30it/s]
overall:  13%|█▎        | 532/4000 [04:01<28:50,  2.00it/s]

train:  15%|█▌        | 532/3515 [04:00<24:48,  2.00it/s]
overall:  13%|█▎        | 533/4000 [04:02<27:40,  2.09it/s]

train:  15%|█▌        | 533/3515 [04:00<23:47,  2.09it/s]
overall:  13%|█▎        | 534/4000 [04:02<27:27,  2.10it/s]

train:  15%|█▌        | 534/3515 [04:00<23:36,  2.10it/s]
overall:  13%|█▎        | 535/4000 [04:03<27:39,  2.09it/s]

train:  15%|█▌        | 535/3515 [04:01<23:47,  2.09it/s]
overall:  13%|█▎        | 536/4000 [04:03<27:50,  2.07it/s]

train:  15%|█▌        | 536/3515 [04:01<23:56,  2.07it/s]
overall:  13%|█▎        | 537/4000 [04:04<30:28,  1.89it/s]

train:  15%|█▌        | 537/3515 [04:02<26:12,  1.89it/s]
overall:  13%|█▎        | 538/4000 [04:04<24:11,  2.39it/s]

train:  15%|█▌        | 538/3515 [04:02<20:47,  2.39it/s]
overall:  13%|█▎        | 539/4000 [04:04<18:43,  3.08it/s]

train:  15%|█▌        | 539/3515 [04:02<16:05,  3.08it/s]
overall:  14%|█▎        | 540/4000 [04:04<17:03,  3.38it/s]

train:  15%|█▌        | 540/3515 [04:03<14:39,  3.38it/s]
overall:  14%|█▎        | 541/4000 [04:05<13:40,  4.21it/s]

train:  15%|█▌        | 541/3515 [04:03<11:45,  4.21it/s]
overall:  14%|█▎        | 542/4000 [04:05<16:50,  3.42it/s]

train:  15%|█▌        | 542/3515 [04:03<14:28,  3.42it/s]
overall:  14%|█▎        | 543/4000 [04:05<18:06,  3.18it/s]

train:  15%|█▌        | 543/3515 [04:03<15:34,  3.18it/s]
overall:  14%|█▎        | 544/4000 [04:06<20:48,  2.77it/s]

train:  15%|█▌        | 544/3515 [04:04<17:53,  2.77it/s]
overall:  14%|█▎        | 545/4000 [04:06<23:14,  2.48it/s]

train:  16%|█▌        | 545/3515 [04:04<19:58,  2.48it/s]
overall:  14%|█▎        | 546/4000 [04:07<24:36,  2.34it/s]

train:  16%|█▌        | 546/3515 [04:05<21:09,  2.34it/s]
overall:  14%|█▎        | 547/4000 [04:07<25:27,  2.26it/s]

train:  16%|█▌        | 547/3515 [04:05<21:53,  2.26it/s]
overall:  14%|█▎        | 548/4000 [04:08<22:01,  2.61it/s]

train:  16%|█▌        | 548/3515 [04:06<18:55,  2.61it/s]
overall:  14%|█▎        | 549/4000 [04:08<23:40,  2.43it/s]

train:  16%|█▌        | 549/3515 [04:06<20:20,  2.43it/s]
overall:  14%|█▍        | 550/4000 [04:09<25:15,  2.28it/s]

train:  16%|█▌        | 550/3515 [04:07<21:42,  2.28it/s]
overall:  14%|█▍        | 551/4000 [04:09<25:50,  2.22it/s]

train:  16%|█▌        | 551/3515 [04:07<22:12,  2.22it/s]
overall:  14%|█▍        | 552/4000 [04:09<26:20,  2.18it/s]

train:  16%|█▌        | 552/3515 [04:08<22:38,  2.18it/s]
overall:  14%|█▍        | 553/4000 [04:10<24:58,  2.30it/s]

train:  16%|█▌        | 553/3515 [04:08<21:27,  2.30it/s]
overall:  14%|█▍        | 554/4000 [04:10<25:27,  2.26it/s]

train:  16%|█▌        | 554/3515 [04:08<21:52,  2.26it/s]
overall:  14%|█▍        | 555/4000 [04:11<25:43,  2.23it/s]

train:  16%|█▌        | 555/3515 [04:09<22:05,  2.23it/s]
overall:  14%|█▍        | 556/4000 [04:11<28:27,  2.02it/s]

train:  16%|█▌        | 556/3515 [04:10<24:26,  2.02it/s]
overall:  14%|█▍        | 557/4000 [04:12<28:37,  2.00it/s]

train:  16%|█▌        | 557/3515 [04:10<24:35,  2.00it/s]
overall:  14%|█▍        | 558/4000 [04:12<28:25,  2.02it/s]

train:  16%|█▌        | 558/3515 [04:10<24:25,  2.02it/s]
overall:  14%|█▍        | 559/4000 [04:13<25:53,  2.21it/s]

train:  16%|█▌        | 559/3515 [04:11<22:14,  2.21it/s]
overall:  14%|█▍        | 560/4000 [04:13<26:38,  2.15it/s]

train:  16%|█▌        | 560/3515 [04:11<22:53,  2.15it/s]
overall:  14%|█▍        | 561/4000 [04:14<30:16,  1.89it/s]

train:  16%|█▌        | 561/3515 [04:12<26:00,  1.89it/s]
overall:  14%|█▍        | 562/4000 [04:14<29:32,  1.94it/s]

train:  16%|█▌        | 562/3515 [04:13<25:22,  1.94it/s]
overall:  14%|█▍        | 563/4000 [04:15<29:26,  1.95it/s]

train:  16%|█▌        | 563/3515 [04:13<25:17,  1.95it/s]
overall:  14%|█▍        | 564/4000 [04:15<29:14,  1.96it/s]

train:  16%|█▌        | 564/3515 [04:14<25:06,  1.96it/s]
overall:  14%|█▍        | 565/4000 [04:16<28:54,  1.98it/s]

train:  16%|█▌        | 565/3515 [04:14<24:49,  1.98it/s]
overall:  14%|█▍        | 566/4000 [04:16<28:25,  2.01it/s]

train:  16%|█▌        | 566/3515 [04:14<24:24,  2.01it/s]
overall:  14%|█▍        | 567/4000 [04:17<27:58,  2.05it/s]

train:  16%|█▌        | 567/3515 [04:15<24:00,  2.05it/s]
overall:  14%|█▍        | 569/4000 [04:17<23:00,  2.48it/s]

train:  16%|█▌        | 569/3515 [04:16<19:45,  2.48it/s]
overall:  14%|█▍        | 570/4000 [04:18<23:30,  2.43it/s]

train:  16%|█▌        | 570/3515 [04:16<20:11,  2.43it/s]
overall:  14%|█▍        | 571/4000 [04:18<25:26,  2.25it/s]

train:  16%|█▌        | 571/3515 [04:17<21:50,  2.25it/s]
overall:  14%|█▍        | 572/4000 [04:19<26:41,  2.14it/s]

train:  16%|█▋        | 572/3515 [04:17<22:55,  2.14it/s]
overall:  14%|█▍        | 573/4000 [04:19<26:44,  2.14it/s]

train:  16%|█▋        | 573/3515 [04:18<22:57,  2.14it/s]
overall:  14%|█▍        | 574/4000 [04:20<21:03,  2.71it/s]

train:  16%|█▋        | 574/3515 [04:18<18:04,  2.71it/s]
overall:  14%|█▍        | 575/4000 [04:20<22:44,  2.51it/s]

train:  16%|█▋        | 575/3515 [04:18<19:31,  2.51it/s]
overall:  14%|█▍        | 576/4000 [04:20<18:04,  3.16it/s]

train:  16%|█▋        | 576/3515 [04:18<15:31,  3.16it/s]
overall:  14%|█▍        | 577/4000 [04:21<21:02,  2.71it/s]

train:  16%|█▋        | 577/3515 [04:19<18:03,  2.71it/s]
overall:  14%|█▍        | 578/4000 [04:21<23:27,  2.43it/s]

train:  16%|█▋        | 578/3515 [04:19<20:07,  2.43it/s]
overall:  14%|█▍        | 579/4000 [04:22<24:58,  2.28it/s]

train:  16%|█▋        | 579/3515 [04:20<21:26,  2.28it/s]
overall:  14%|█▍        | 580/4000 [04:22<28:36,  1.99it/s]

train:  17%|█▋        | 580/3515 [04:20<24:32,  1.99it/s]
overall:  15%|█▍        | 581/4000 [04:23<28:10,  2.02it/s]

train:  17%|█▋        | 581/3515 [04:21<24:10,  2.02it/s]
overall:  15%|█▍        | 582/4000 [04:23<28:06,  2.03it/s]

train:  17%|█▋        | 582/3515 [04:21<24:07,  2.03it/s]
overall:  15%|█▍        | 583/4000 [04:24<27:56,  2.04it/s]

train:  17%|█▋        | 583/3515 [04:22<23:58,  2.04it/s]
overall:  15%|█▍        | 584/4000 [04:24<27:21,  2.08it/s]

train:  17%|█▋        | 584/3515 [04:22<23:28,  2.08it/s]
overall:  15%|█▍        | 585/4000 [04:25<30:07,  1.89it/s]

train:  17%|█▋        | 585/3515 [04:23<25:50,  1.89it/s]
overall:  15%|█▍        | 586/4000 [04:25<28:32,  1.99it/s]

train:  17%|█▋        | 586/3515 [04:23<24:28,  1.99it/s]
overall:  15%|█▍        | 587/4000 [04:25<22:50,  2.49it/s]

train:  17%|█▋        | 587/3515 [04:24<19:35,  2.49it/s]
overall:  15%|█▍        | 588/4000 [04:26<22:28,  2.53it/s]

train:  17%|█▋        | 588/3515 [04:24<19:17,  2.53it/s]
overall:  15%|█▍        | 589/4000 [04:26<23:36,  2.41it/s]

train:  17%|█▋        | 589/3515 [04:24<20:15,  2.41it/s]
overall:  15%|█▍        | 590/4000 [04:27<24:33,  2.31it/s]

train:  17%|█▋        | 590/3515 [04:25<21:03,  2.31it/s]
overall:  15%|█▍        | 591/4000 [04:27<22:25,  2.53it/s]

train:  17%|█▋        | 591/3515 [04:25<19:14,  2.53it/s]
overall:  15%|█▍        | 592/4000 [04:28<23:42,  2.40it/s]

train:  17%|█▋        | 592/3515 [04:26<20:20,  2.40it/s]
overall:  15%|█▍        | 593/4000 [04:28<24:30,  2.32it/s]

train:  17%|█▋        | 593/3515 [04:26<21:01,  2.32it/s]
overall:  15%|█▍        | 594/4000 [04:28<24:58,  2.27it/s]

train:  17%|█▋        | 594/3515 [04:27<21:25,  2.27it/s]
overall:  15%|█▍        | 595/4000 [04:29<24:54,  2.28it/s]

train:  17%|█▋        | 595/3515 [04:27<21:21,  2.28it/s]
overall:  15%|█▍        | 596/4000 [04:29<25:39,  2.21it/s]

train:  17%|█▋        | 596/3515 [04:27<22:00,  2.21it/s]
overall:  15%|█▍        | 597/4000 [04:30<26:01,  2.18it/s]

train:  17%|█▋        | 597/3515 [04:28<22:19,  2.18it/s]
overall:  15%|█▍        | 598/4000 [04:30<26:40,  2.13it/s]

train:  17%|█▋        | 598/3515 [04:28<22:52,  2.12it/s]
overall:  15%|█▍        | 599/4000 [04:31<21:52,  2.59it/s]

train:  17%|█▋        | 599/3515 [04:29<18:45,  2.59it/s]
overall:  15%|█▌        | 600/4000 [04:31<23:36,  2.40it/s]

train:  17%|█▋        | 600/3515 [04:29<20:14,  2.40it/s]
overall:  15%|█▌        | 601/4000 [04:32<24:38,  2.30it/s]

train:  17%|█▋        | 601/3515 [04:30<21:07,  2.30it/s]
overall:  15%|█▌        | 602/4000 [04:32<25:20,  2.23it/s]

train:  17%|█▋        | 602/3515 [04:30<21:43,  2.23it/s]
overall:  15%|█▌        | 603/4000 [04:32<25:57,  2.18it/s]

train:  17%|█▋        | 603/3515 [04:31<22:15,  2.18it/s]
overall:  15%|█▌        | 604/4000 [04:33<28:28,  1.99it/s]

train:  17%|█▋        | 604/3515 [04:31<24:24,  1.99it/s]
overall:  15%|█▌        | 605/4000 [04:33<22:47,  2.48it/s]

train:  17%|█▋        | 605/3515 [04:31<19:32,  2.48it/s]
overall:  15%|█▌        | 606/4000 [04:34<23:30,  2.41it/s]

train:  17%|█▋        | 606/3515 [04:32<20:08,  2.41it/s]
overall:  15%|█▌        | 607/4000 [04:34<23:54,  2.37it/s]

train:  17%|█▋        | 607/3515 [04:32<20:29,  2.37it/s]
overall:  15%|█▌        | 608/4000 [04:35<23:03,  2.45it/s]

train:  17%|█▋        | 608/3515 [04:33<19:45,  2.45it/s]
overall:  15%|█▌        | 609/4000 [04:35<27:21,  2.07it/s]

train:  17%|█▋        | 609/3515 [04:33<23:26,  2.07it/s]
overall:  15%|█▌        | 610/4000 [04:36<27:00,  2.09it/s]

train:  17%|█▋        | 610/3515 [04:34<23:08,  2.09it/s]
overall:  15%|█▌        | 611/4000 [04:36<27:04,  2.09it/s]

train:  17%|█▋        | 611/3515 [04:34<23:11,  2.09it/s]
overall:  15%|█▌        | 612/4000 [04:37<26:55,  2.10it/s]

train:  17%|█▋        | 612/3515 [04:35<23:03,  2.10it/s]
overall:  15%|█▌        | 613/4000 [04:37<27:08,  2.08it/s]

train:  17%|█▋        | 613/3515 [04:35<23:14,  2.08it/s]
overall:  15%|█▌        | 614/4000 [04:38<26:47,  2.11it/s]

train:  17%|█▋        | 614/3515 [04:36<22:56,  2.11it/s]
overall:  15%|█▌        | 615/4000 [04:38<26:11,  2.15it/s]

train:  17%|█▋        | 615/3515 [04:36<22:26,  2.15it/s]
overall:  15%|█▌        | 616/4000 [04:38<25:17,  2.23it/s]

train:  18%|█▊        | 616/3515 [04:37<21:39,  2.23it/s]
overall:  15%|█▌        | 617/4000 [04:39<26:05,  2.16it/s]

train:  18%|█▊        | 617/3515 [04:37<22:21,  2.16it/s]
overall:  15%|█▌        | 618/4000 [04:39<25:28,  2.21it/s]

train:  18%|█▊        | 618/3515 [04:37<21:49,  2.21it/s]
overall:  15%|█▌        | 619/4000 [04:40<22:59,  2.45it/s]

train:  18%|█▊        | 619/3515 [04:38<19:41,  2.45it/s]
overall:  16%|█▌        | 620/4000 [04:40<22:52,  2.46it/s]

train:  18%|█▊        | 620/3515 [04:38<19:35,  2.46it/s]
overall:  16%|█▌        | 621/4000 [04:41<23:59,  2.35it/s]

train:  18%|█▊        | 621/3515 [04:39<20:32,  2.35it/s]
overall:  16%|█▌        | 622/4000 [04:41<25:00,  2.25it/s]

train:  18%|█▊        | 622/3515 [04:39<21:25,  2.25it/s]
overall:  16%|█▌        | 623/4000 [04:41<24:44,  2.28it/s]

train:  18%|█▊        | 623/3515 [04:40<21:11,  2.28it/s]
overall:  16%|█▌        | 624/4000 [04:42<25:27,  2.21it/s]

train:  18%|█▊        | 624/3515 [04:40<21:48,  2.21it/s]
overall:  16%|█▌        | 625/4000 [04:42<26:03,  2.16it/s]

train:  18%|█▊        | 625/3515 [04:40<22:18,  2.16it/s]
overall:  16%|█▌        | 626/4000 [04:43<26:22,  2.13it/s]

train:  18%|█▊        | 626/3515 [04:41<22:35,  2.13it/s]
overall:  16%|█▌        | 627/4000 [04:43<26:35,  2.11it/s]

train:  18%|█▊        | 627/3515 [04:41<22:46,  2.11it/s]
overall:  16%|█▌        | 628/4000 [04:44<29:34,  1.90it/s]

train:  18%|█▊        | 628/3515 [04:42<25:19,  1.90it/s]
overall:  16%|█▌        | 629/4000 [04:44<28:52,  1.95it/s]

train:  18%|█▊        | 629/3515 [04:43<24:42,  1.95it/s]
overall:  16%|█▌        | 630/4000 [04:45<26:44,  2.10it/s]

train:  18%|█▊        | 630/3515 [04:43<22:53,  2.10it/s]
overall:  16%|█▌        | 631/4000 [04:45<26:00,  2.16it/s]

train:  18%|█▊        | 631/3515 [04:43<22:16,  2.16it/s]
overall:  16%|█▌        | 632/4000 [04:46<24:39,  2.28it/s]

train:  18%|█▊        | 632/3515 [04:44<21:06,  2.28it/s]
overall:  16%|█▌        | 633/4000 [04:46<28:32,  1.97it/s]

train:  18%|█▊        | 633/3515 [04:44<24:25,  1.97it/s]
overall:  16%|█▌        | 634/4000 [04:47<28:05,  2.00it/s]

train:  18%|█▊        | 634/3515 [04:45<24:02,  2.00it/s]
overall:  16%|█▌        | 635/4000 [04:47<27:48,  2.02it/s]

train:  18%|█▊        | 635/3515 [04:45<23:47,  2.02it/s]
overall:  16%|█▌        | 636/4000 [04:48<23:28,  2.39it/s]

train:  18%|█▊        | 636/3515 [04:46<20:05,  2.39it/s]
overall:  16%|█▌        | 637/4000 [04:48<23:41,  2.37it/s]

train:  18%|█▊        | 637/3515 [04:46<20:16,  2.37it/s]
overall:  16%|█▌        | 638/4000 [04:48<19:05,  2.94it/s]

train:  18%|█▊        | 638/3515 [04:46<16:20,  2.94it/s]
overall:  16%|█▌        | 639/4000 [04:49<21:48,  2.57it/s]

train:  18%|█▊        | 639/3515 [04:47<18:39,  2.57it/s]
overall:  16%|█▌        | 640/4000 [04:49<23:48,  2.35it/s]

train:  18%|█▊        | 640/3515 [04:47<20:22,  2.35it/s]
overall:  16%|█▌        | 641/4000 [04:50<24:32,  2.28it/s]

train:  18%|█▊        | 641/3515 [04:48<20:59,  2.28it/s]
overall:  16%|█▌        | 642/4000 [04:50<25:28,  2.20it/s]

train:  18%|█▊        | 642/3515 [04:48<21:47,  2.20it/s]
overall:  16%|█▌        | 643/4000 [04:51<25:47,  2.17it/s]

train:  18%|█▊        | 643/3515 [04:49<22:04,  2.17it/s]
overall:  16%|█▌        | 644/4000 [04:51<26:07,  2.14it/s]

train:  18%|█▊        | 644/3515 [04:49<22:20,  2.14it/s]
overall:  16%|█▌        | 645/4000 [04:52<26:22,  2.12it/s]

train:  18%|█▊        | 645/3515 [04:50<22:33,  2.12it/s]
overall:  16%|█▌        | 646/4000 [04:52<25:40,  2.18it/s]

train:  18%|█▊        | 646/3515 [04:50<21:57,  2.18it/s]
overall:  16%|█▌        | 647/4000 [04:52<25:55,  2.16it/s]

train:  18%|█▊        | 647/3515 [04:51<22:10,  2.16it/s]
overall:  16%|█▌        | 648/4000 [04:53<24:51,  2.25it/s]

train:  18%|█▊        | 648/3515 [04:51<21:15,  2.25it/s]
overall:  16%|█▌        | 649/4000 [04:53<25:22,  2.20it/s]

train:  18%|█▊        | 649/3515 [04:51<21:42,  2.20it/s]
overall:  16%|█▋        | 650/4000 [04:54<25:49,  2.16it/s]

train:  18%|█▊        | 650/3515 [04:52<22:05,  2.16it/s]
overall:  16%|█▋        | 651/4000 [04:54<23:59,  2.33it/s]

train:  19%|█▊        | 651/3515 [04:52<20:31,  2.33it/s]
overall:  16%|█▋        | 652/4000 [04:55<27:09,  2.06it/s]

train:  19%|█▊        | 652/3515 [04:53<23:13,  2.06it/s]
overall:  16%|█▋        | 653/4000 [04:55<26:58,  2.07it/s]

train:  19%|█▊        | 653/3515 [04:53<23:03,  2.07it/s]
overall:  16%|█▋        | 654/4000 [04:56<27:01,  2.06it/s]

train:  19%|█▊        | 654/3515 [04:54<23:06,  2.06it/s]
overall:  16%|█▋        | 655/4000 [04:56<22:13,  2.51it/s]

train:  19%|█▊        | 655/3515 [04:54<19:00,  2.51it/s]
overall:  16%|█▋        | 656/4000 [04:56<20:08,  2.77it/s]

train:  19%|█▊        | 656/3515 [04:54<17:13,  2.77it/s]
overall:  16%|█▋        | 657/4000 [04:57<25:17,  2.20it/s]

train:  19%|█▊        | 657/3515 [04:55<21:37,  2.20it/s]
overall:  16%|█▋        | 658/4000 [04:57<24:33,  2.27it/s]

train:  19%|█▊        | 658/3515 [04:55<20:59,  2.27it/s]
overall:  16%|█▋        | 659/4000 [04:57<19:59,  2.78it/s]

train:  19%|█▊        | 659/3515 [04:56<17:05,  2.78it/s]
overall:  16%|█▋        | 660/4000 [04:58<20:37,  2.70it/s]

train:  19%|█▉        | 660/3515 [04:56<17:38,  2.70it/s]
overall:  17%|█▋        | 661/4000 [04:58<16:21,  3.40it/s]

train:  19%|█▉        | 661/3515 [04:56<13:58,  3.40it/s]
overall:  17%|█▋        | 662/4000 [04:58<19:38,  2.83it/s]

train:  19%|█▉        | 662/3515 [04:57<16:47,  2.83it/s]
overall:  17%|█▋        | 663/4000 [04:59<21:53,  2.54it/s]

train:  19%|█▉        | 663/3515 [04:57<18:42,  2.54it/s]
overall:  17%|█▋        | 664/4000 [04:59<23:34,  2.36it/s]

train:  19%|█▉        | 664/3515 [04:58<20:08,  2.36it/s]
overall:  17%|█▋        | 665/4000 [05:00<24:42,  2.25it/s]

train:  19%|█▉        | 665/3515 [04:58<21:06,  2.25it/s]
overall:  17%|█▋        | 666/4000 [05:00<21:31,  2.58it/s]

train:  19%|█▉        | 666/3515 [04:58<18:23,  2.58it/s]
overall:  17%|█▋        | 667/4000 [05:01<23:20,  2.38it/s]

train:  19%|█▉        | 667/3515 [04:59<19:56,  2.38it/s]
overall:  17%|█▋        | 668/4000 [05:01<23:25,  2.37it/s]

train:  19%|█▉        | 668/3515 [04:59<20:00,  2.37it/s]
overall:  17%|█▋        | 669/4000 [05:02<24:07,  2.30it/s]

train:  19%|█▉        | 669/3515 [05:00<20:37,  2.30it/s]
overall:  17%|█▋        | 670/4000 [05:02<24:00,  2.31it/s]

train:  19%|█▉        | 670/3515 [05:00<20:31,  2.31it/s]
overall:  17%|█▋        | 671/4000 [05:02<24:01,  2.31it/s]

train:  19%|█▉        | 671/3515 [05:01<20:31,  2.31it/s]
overall:  17%|█▋        | 672/4000 [05:03<23:57,  2.32it/s]

train:  19%|█▉        | 672/3515 [05:01<20:27,  2.32it/s]
overall:  17%|█▋        | 673/4000 [05:03<19:52,  2.79it/s]

train:  19%|█▉        | 673/3515 [05:01<16:58,  2.79it/s]
overall:  17%|█▋        | 674/4000 [05:04<21:54,  2.53it/s]

train:  19%|█▉        | 674/3515 [05:02<18:42,  2.53it/s]
overall:  17%|█▋        | 675/4000 [05:04<23:04,  2.40it/s]

train:  19%|█▉        | 675/3515 [05:02<19:42,  2.40it/s]
overall:  17%|█▋        | 676/4000 [05:04<22:41,  2.44it/s]

train:  19%|█▉        | 676/3515 [05:03<19:22,  2.44it/s]
overall:  17%|█▋        | 677/4000 [05:05<24:05,  2.30it/s]

train:  19%|█▉        | 677/3515 [05:03<20:34,  2.30it/s]
overall:  17%|█▋        | 678/4000 [05:05<23:58,  2.31it/s]

train:  19%|█▉        | 678/3515 [05:03<20:28,  2.31it/s]
overall:  17%|█▋        | 679/4000 [05:06<24:46,  2.23it/s]

train:  19%|█▉        | 679/3515 [05:04<21:09,  2.23it/s]
overall:  17%|█▋        | 680/4000 [05:06<19:25,  2.85it/s]

train:  19%|█▉        | 680/3515 [05:04<16:35,  2.85it/s]
overall:  17%|█▋        | 681/4000 [05:07<24:59,  2.21it/s]

train:  19%|█▉        | 681/3515 [05:05<21:20,  2.21it/s]
overall:  17%|█▋        | 682/4000 [05:07<25:34,  2.16it/s]

train:  19%|█▉        | 682/3515 [05:05<21:50,  2.16it/s]
overall:  17%|█▋        | 683/4000 [05:08<25:53,  2.14it/s]

train:  19%|█▉        | 683/3515 [05:06<22:06,  2.14it/s]
overall:  17%|█▋        | 684/4000 [05:08<25:42,  2.15it/s]

train:  19%|█▉        | 684/3515 [05:06<21:57,  2.15it/s]
overall:  17%|█▋        | 685/4000 [05:09<26:02,  2.12it/s]

train:  19%|█▉        | 685/3515 [05:07<22:13,  2.12it/s]
overall:  17%|█▋        | 686/4000 [05:09<25:21,  2.18it/s]

train:  20%|█▉        | 686/3515 [05:07<21:38,  2.18it/s]
overall:  17%|█▋        | 687/4000 [05:09<25:15,  2.19it/s]

train:  20%|█▉        | 687/3515 [05:08<21:33,  2.19it/s]
overall:  17%|█▋        | 688/4000 [05:10<22:13,  2.48it/s]

train:  20%|█▉        | 688/3515 [05:08<18:58,  2.48it/s]
overall:  17%|█▋        | 689/4000 [05:10<23:43,  2.33it/s]

train:  20%|█▉        | 689/3515 [05:08<20:14,  2.33it/s]
overall:  17%|█▋        | 690/4000 [05:11<24:30,  2.25it/s]

train:  20%|█▉        | 690/3515 [05:09<20:54,  2.25it/s]
overall:  17%|█▋        | 691/4000 [05:11<25:22,  2.17it/s]

train:  20%|█▉        | 691/3515 [05:09<21:39,  2.17it/s]
overall:  17%|█▋        | 692/4000 [05:12<25:26,  2.17it/s]

train:  20%|█▉        | 692/3515 [05:10<21:42,  2.17it/s]
overall:  17%|█▋        | 693/4000 [05:12<26:02,  2.12it/s]

train:  20%|█▉        | 693/3515 [05:10<22:12,  2.12it/s]
overall:  17%|█▋        | 694/4000 [05:13<26:12,  2.10it/s]

train:  20%|█▉        | 694/3515 [05:11<22:21,  2.10it/s]
overall:  17%|█▋        | 695/4000 [05:13<26:33,  2.07it/s]

train:  20%|█▉        | 695/3515 [05:11<22:39,  2.07it/s]
overall:  17%|█▋        | 696/4000 [05:13<22:43,  2.42it/s]

train:  20%|█▉        | 696/3515 [05:11<19:23,  2.42it/s]
overall:  17%|█▋        | 697/4000 [05:14<23:45,  2.32it/s]

train:  20%|█▉        | 697/3515 [05:12<20:16,  2.32it/s]
overall:  17%|█▋        | 698/4000 [05:14<24:11,  2.28it/s]

train:  20%|█▉        | 698/3515 [05:12<20:38,  2.28it/s]
overall:  17%|█▋        | 699/4000 [05:15<21:15,  2.59it/s]

train:  20%|█▉        | 699/3515 [05:13<18:08,  2.59it/s]
overall:  18%|█▊        | 700/4000 [05:15<24:50,  2.21it/s]

train:  20%|█▉        | 700/3515 [05:13<21:11,  2.21it/s]
overall:  18%|█▊        | 701/4000 [05:16<25:20,  2.17it/s]

train:  20%|█▉        | 701/3515 [05:14<21:36,  2.17it/s]
overall:  18%|█▊        | 702/4000 [05:16<25:49,  2.13it/s]

train:  20%|█▉        | 702/3515 [05:14<22:01,  2.13it/s]
overall:  18%|█▊        | 703/4000 [05:17<26:12,  2.10it/s]

train:  20%|██        | 703/3515 [05:15<22:20,  2.10it/s]
overall:  18%|█▊        | 704/4000 [05:17<26:30,  2.07it/s]

train:  20%|██        | 704/3515 [05:15<22:36,  2.07it/s]
overall:  18%|█▊        | 705/4000 [05:18<29:07,  1.89it/s]

train:  20%|██        | 705/3515 [05:16<24:50,  1.89it/s]
overall:  18%|█▊        | 706/4000 [05:18<28:36,  1.92it/s]

train:  20%|██        | 706/3515 [05:16<24:23,  1.92it/s]
overall:  18%|█▊        | 707/4000 [05:19<26:01,  2.11it/s]

train:  20%|██        | 707/3515 [05:17<22:11,  2.11it/s]
overall:  18%|█▊        | 708/4000 [05:19<26:19,  2.08it/s]

train:  20%|██        | 708/3515 [05:17<22:26,  2.08it/s]
overall:  18%|█▊        | 709/4000 [05:20<26:49,  2.04it/s]

train:  20%|██        | 709/3515 [05:18<22:52,  2.04it/s]
overall:  18%|█▊        | 710/4000 [05:20<26:05,  2.10it/s]

train:  20%|██        | 710/3515 [05:18<22:14,  2.10it/s]
overall:  18%|█▊        | 711/4000 [05:21<26:41,  2.05it/s]

train:  20%|██        | 711/3515 [05:19<22:45,  2.05it/s]
overall:  18%|█▊        | 712/4000 [05:21<22:47,  2.40it/s]

train:  20%|██        | 712/3515 [05:19<19:25,  2.40it/s]
overall:  18%|█▊        | 713/4000 [05:21<22:18,  2.46it/s]

train:  20%|██        | 713/3515 [05:19<19:00,  2.46it/s]
overall:  18%|█▊        | 714/4000 [05:22<26:44,  2.05it/s]

train:  20%|██        | 714/3515 [05:20<22:47,  2.05it/s]
overall:  18%|█▊        | 715/4000 [05:22<26:59,  2.03it/s]

train:  20%|██        | 715/3515 [05:21<23:00,  2.03it/s]
overall:  18%|█▊        | 716/4000 [05:23<25:36,  2.14it/s]

train:  20%|██        | 716/3515 [05:21<21:49,  2.14it/s]
overall:  18%|█▊        | 717/4000 [05:23<25:51,  2.12it/s]

train:  20%|██        | 717/3515 [05:21<22:01,  2.12it/s]
overall:  18%|█▊        | 718/4000 [05:24<26:10,  2.09it/s]

train:  20%|██        | 718/3515 [05:22<22:18,  2.09it/s]
overall:  18%|█▊        | 719/4000 [05:24<24:26,  2.24it/s]

train:  20%|██        | 719/3515 [05:22<20:49,  2.24it/s]
overall:  18%|█▊        | 720/4000 [05:25<25:32,  2.14it/s]

train:  20%|██        | 720/3515 [05:23<21:46,  2.14it/s]
overall:  18%|█▊        | 721/4000 [05:25<26:10,  2.09it/s]

train:  21%|██        | 721/3515 [05:23<22:18,  2.09it/s]
overall:  18%|█▊        | 722/4000 [05:26<26:17,  2.08it/s]

train:  21%|██        | 722/3515 [05:24<22:24,  2.08it/s]
overall:  18%|█▊        | 723/4000 [05:26<26:21,  2.07it/s]

train:  21%|██        | 723/3515 [05:24<22:27,  2.07it/s]
overall:  18%|█▊        | 724/4000 [05:27<24:30,  2.23it/s]

train:  21%|██        | 724/3515 [05:25<20:53,  2.23it/s]
overall:  18%|█▊        | 725/4000 [05:27<24:47,  2.20it/s]

train:  21%|██        | 725/3515 [05:25<21:07,  2.20it/s]
overall:  18%|█▊        | 726/4000 [05:28<25:40,  2.13it/s]

train:  21%|██        | 726/3515 [05:26<21:52,  2.13it/s]
overall:  18%|█▊        | 727/4000 [05:28<26:05,  2.09it/s]

train:  21%|██        | 727/3515 [05:26<22:13,  2.09it/s]
overall:  18%|█▊        | 728/4000 [05:28<24:02,  2.27it/s]

train:  21%|██        | 728/3515 [05:26<20:28,  2.27it/s]
overall:  18%|█▊        | 729/4000 [05:29<26:02,  2.09it/s]

train:  21%|██        | 729/3515 [05:27<22:10,  2.09it/s]
overall:  18%|█▊        | 730/4000 [05:29<25:41,  2.12it/s]

train:  21%|██        | 730/3515 [05:27<21:52,  2.12it/s]
overall:  18%|█▊        | 731/4000 [05:30<25:55,  2.10it/s]

train:  21%|██        | 731/3515 [05:28<22:04,  2.10it/s]
overall:  18%|█▊        | 732/4000 [05:30<26:14,  2.08it/s]

train:  21%|██        | 732/3515 [05:28<22:20,  2.08it/s]
overall:  18%|█▊        | 733/4000 [05:31<26:23,  2.06it/s]

train:  21%|██        | 733/3515 [05:29<22:28,  2.06it/s]
overall:  18%|█▊        | 734/4000 [05:31<24:59,  2.18it/s]

train:  21%|██        | 734/3515 [05:29<21:16,  2.18it/s]
overall:  18%|█▊        | 735/4000 [05:32<24:04,  2.26it/s]

train:  21%|██        | 735/3515 [05:30<20:29,  2.26it/s]
overall:  18%|█▊        | 736/4000 [05:32<18:43,  2.91it/s]

train:  21%|██        | 736/3515 [05:30<15:56,  2.91it/s]
overall:  18%|█▊        | 737/4000 [05:32<21:09,  2.57it/s]

train:  21%|██        | 737/3515 [05:30<18:01,  2.57it/s]
overall:  18%|█▊        | 738/4000 [05:33<24:27,  2.22it/s]

train:  21%|██        | 738/3515 [05:31<20:49,  2.22it/s]
overall:  18%|█▊        | 739/4000 [05:33<24:45,  2.19it/s]

train:  21%|██        | 739/3515 [05:31<21:04,  2.19it/s]
overall:  18%|█▊        | 740/4000 [05:34<25:30,  2.13it/s]

train:  21%|██        | 740/3515 [05:32<21:43,  2.13it/s]
overall:  19%|█▊        | 741/4000 [05:34<24:53,  2.18it/s]

train:  21%|██        | 741/3515 [05:32<21:11,  2.18it/s]
overall:  19%|█▊        | 742/4000 [05:34<20:43,  2.62it/s]

train:  21%|██        | 742/3515 [05:33<17:38,  2.62it/s]
overall:  19%|█▊        | 743/4000 [05:35<22:16,  2.44it/s]

train:  21%|██        | 743/3515 [05:33<18:57,  2.44it/s]
overall:  19%|█▊        | 744/4000 [05:35<23:04,  2.35it/s]

train:  21%|██        | 744/3515 [05:34<19:38,  2.35it/s]
overall:  19%|█▊        | 745/4000 [05:36<23:58,  2.26it/s]

train:  21%|██        | 745/3515 [05:34<20:24,  2.26it/s]
overall:  19%|█▊        | 746/4000 [05:36<23:47,  2.28it/s]

train:  21%|██        | 746/3515 [05:34<20:15,  2.28it/s]
overall:  19%|█▊        | 747/4000 [05:37<24:26,  2.22it/s]

train:  21%|██▏       | 747/3515 [05:35<20:47,  2.22it/s]
overall:  19%|█▊        | 748/4000 [05:37<24:39,  2.20it/s]

train:  21%|██▏       | 748/3515 [05:35<20:58,  2.20it/s]
overall:  19%|█▊        | 749/4000 [05:38<24:12,  2.24it/s]

train:  21%|██▏       | 749/3515 [05:36<20:36,  2.24it/s]
overall:  19%|█▉        | 750/4000 [05:38<24:44,  2.19it/s]

train:  21%|██▏       | 750/3515 [05:36<21:03,  2.19it/s]
overall:  19%|█▉        | 751/4000 [05:39<25:12,  2.15it/s]

train:  21%|██▏       | 751/3515 [05:37<21:26,  2.15it/s]
overall:  19%|█▉        | 752/4000 [05:39<25:32,  2.12it/s]

train:  21%|██▏       | 752/3515 [05:37<21:44,  2.12it/s]
overall:  19%|█▉        | 753/4000 [05:40<29:33,  1.83it/s]

train:  21%|██▏       | 753/3515 [05:38<25:08,  1.83it/s]
overall:  19%|█▉        | 754/4000 [05:40<27:40,  1.95it/s]

train:  21%|██▏       | 754/3515 [05:38<23:32,  1.95it/s]
overall:  19%|█▉        | 755/4000 [05:41<26:52,  2.01it/s]

train:  21%|██▏       | 755/3515 [05:39<22:51,  2.01it/s]
overall:  19%|█▉        | 756/4000 [05:41<22:50,  2.37it/s]

train:  22%|██▏       | 756/3515 [05:39<19:25,  2.37it/s]
overall:  19%|█▉        | 757/4000 [05:42<24:07,  2.24it/s]

train:  22%|██▏       | 757/3515 [05:40<20:30,  2.24it/s]
overall:  19%|█▉        | 758/4000 [05:42<23:47,  2.27it/s]

train:  22%|██▏       | 758/3515 [05:40<20:14,  2.27it/s]
overall:  19%|█▉        | 759/4000 [05:42<24:10,  2.23it/s]

train:  22%|██▏       | 759/3515 [05:41<20:33,  2.23it/s]
overall:  19%|█▉        | 760/4000 [05:43<23:51,  2.26it/s]

train:  22%|██▏       | 760/3515 [05:41<20:16,  2.26it/s]
overall:  19%|█▉        | 761/4000 [05:43<24:21,  2.22it/s]

train:  22%|██▏       | 761/3515 [05:41<20:42,  2.22it/s]
overall:  19%|█▉        | 762/4000 [05:44<24:03,  2.24it/s]

train:  22%|██▏       | 762/3515 [05:42<20:26,  2.24it/s]
overall:  19%|█▉        | 763/4000 [05:44<24:09,  2.23it/s]

train:  22%|██▏       | 763/3515 [05:42<20:31,  2.23it/s]
overall:  19%|█▉        | 764/4000 [05:45<22:31,  2.39it/s]

train:  22%|██▏       | 764/3515 [05:43<19:08,  2.39it/s]
overall:  19%|█▉        | 765/4000 [05:45<23:42,  2.27it/s]

train:  22%|██▏       | 765/3515 [05:43<20:09,  2.27it/s]
overall:  19%|█▉        | 766/4000 [05:45<24:00,  2.25it/s]

train:  22%|██▏       | 766/3515 [05:44<20:24,  2.25it/s]
overall:  19%|█▉        | 767/4000 [05:46<24:49,  2.17it/s]

train:  22%|██▏       | 767/3515 [05:44<21:06,  2.17it/s]
overall:  19%|█▉        | 768/4000 [05:46<24:48,  2.17it/s]

train:  22%|██▏       | 768/3515 [05:45<21:05,  2.17it/s]
overall:  19%|█▉        | 769/4000 [05:47<24:43,  2.18it/s]

train:  22%|██▏       | 769/3515 [05:45<21:00,  2.18it/s]
overall:  19%|█▉        | 770/4000 [05:47<24:11,  2.23it/s]

train:  22%|██▏       | 770/3515 [05:45<20:33,  2.23it/s]
overall:  19%|█▉        | 771/4000 [05:48<24:01,  2.24it/s]

train:  22%|██▏       | 771/3515 [05:46<20:24,  2.24it/s]
overall:  19%|█▉        | 772/4000 [05:48<24:38,  2.18it/s]

train:  22%|██▏       | 772/3515 [05:46<20:56,  2.18it/s]
overall:  19%|█▉        | 773/4000 [05:49<25:33,  2.10it/s]

train:  22%|██▏       | 773/3515 [05:47<21:42,  2.10it/s]
overall:  19%|█▉        | 774/4000 [05:49<26:00,  2.07it/s]

train:  22%|██▏       | 774/3515 [05:47<22:05,  2.07it/s]
overall:  19%|█▉        | 775/4000 [05:50<26:00,  2.07it/s]

train:  22%|██▏       | 775/3515 [05:48<22:06,  2.07it/s]
overall:  19%|█▉        | 776/4000 [05:50<26:08,  2.06it/s]

train:  22%|██▏       | 776/3515 [05:48<22:12,  2.06it/s]
overall:  19%|█▉        | 777/4000 [05:51<29:46,  1.80it/s]

train:  22%|██▏       | 777/3515 [05:49<25:17,  1.80it/s]
overall:  19%|█▉        | 778/4000 [05:51<27:50,  1.93it/s]

train:  22%|██▏       | 778/3515 [05:49<23:38,  1.93it/s]
overall:  19%|█▉        | 779/4000 [05:52<27:24,  1.96it/s]

train:  22%|██▏       | 779/3515 [05:50<23:16,  1.96it/s]
overall:  20%|█▉        | 780/4000 [05:52<26:52,  2.00it/s]

train:  22%|██▏       | 780/3515 [05:50<22:49,  2.00it/s]
overall:  20%|█▉        | 781/4000 [05:53<26:40,  2.01it/s]

train:  22%|██▏       | 781/3515 [05:51<22:39,  2.01it/s]
overall:  20%|█▉        | 782/4000 [05:53<26:04,  2.06it/s]

train:  22%|██▏       | 782/3515 [05:51<22:08,  2.06it/s]
overall:  20%|█▉        | 783/4000 [05:54<26:07,  2.05it/s]

train:  22%|██▏       | 783/3515 [05:52<22:11,  2.05it/s]
overall:  20%|█▉        | 784/4000 [05:54<25:16,  2.12it/s]

train:  22%|██▏       | 784/3515 [05:52<21:28,  2.12it/s]
overall:  20%|█▉        | 785/4000 [05:55<25:42,  2.08it/s]

train:  22%|██▏       | 785/3515 [05:53<21:50,  2.08it/s]
overall:  20%|█▉        | 786/4000 [05:55<27:39,  1.94it/s]

train:  22%|██▏       | 786/3515 [05:53<23:29,  1.94it/s]
overall:  20%|█▉        | 787/4000 [05:56<26:05,  2.05it/s]

train:  22%|██▏       | 787/3515 [05:54<22:08,  2.05it/s]
overall:  20%|█▉        | 788/4000 [05:56<26:09,  2.05it/s]

train:  22%|██▏       | 788/3515 [05:54<22:12,  2.05it/s]
overall:  20%|█▉        | 789/4000 [05:57<25:49,  2.07it/s]

train:  22%|██▏       | 789/3515 [05:55<21:55,  2.07it/s]
overall:  20%|█▉        | 790/4000 [05:57<25:49,  2.07it/s]

train:  22%|██▏       | 790/3515 [05:55<21:55,  2.07it/s]
overall:  20%|█▉        | 791/4000 [05:58<25:47,  2.07it/s]

train:  23%|██▎       | 791/3515 [05:56<21:53,  2.07it/s]
overall:  20%|█▉        | 792/4000 [05:58<25:00,  2.14it/s]

train:  23%|██▎       | 792/3515 [05:56<21:14,  2.14it/s]
overall:  20%|█▉        | 793/4000 [05:58<19:18,  2.77it/s]

train:  23%|██▎       | 793/3515 [05:56<16:22,  2.77it/s]
overall:  20%|█▉        | 794/4000 [05:59<21:12,  2.52it/s]

train:  23%|██▎       | 794/3515 [05:57<17:59,  2.52it/s]
overall:  20%|█▉        | 795/4000 [05:59<22:17,  2.40it/s]

train:  23%|██▎       | 795/3515 [05:57<18:55,  2.40it/s]
overall:  20%|█▉        | 796/4000 [06:00<23:22,  2.28it/s]

train:  23%|██▎       | 796/3515 [05:58<19:49,  2.29it/s]
overall:  20%|█▉        | 797/4000 [06:00<23:57,  2.23it/s]

train:  23%|██▎       | 797/3515 [05:58<20:19,  2.23it/s]
overall:  20%|█▉        | 798/4000 [06:01<24:27,  2.18it/s]

train:  23%|██▎       | 798/3515 [05:59<20:44,  2.18it/s]
overall:  20%|█▉        | 799/4000 [06:01<24:49,  2.15it/s]

train:  23%|██▎       | 799/3515 [05:59<21:04,  2.15it/s]
overall:  20%|██        | 800/4000 [06:02<25:10,  2.12it/s]

train:  23%|██▎       | 800/3515 [06:00<21:22,  2.12it/s]
overall:  20%|██        | 801/4000 [06:02<29:11,  1.83it/s]

train:  23%|██▎       | 801/3515 [06:00<24:45,  1.83it/s]
overall:  20%|██        | 802/4000 [06:03<28:13,  1.89it/s]

train:  23%|██▎       | 802/3515 [06:01<23:56,  1.89it/s]
overall:  20%|██        | 803/4000 [06:03<27:44,  1.92it/s]

train:  23%|██▎       | 803/3515 [06:01<23:32,  1.92it/s]
overall:  20%|██        | 804/4000 [06:04<27:23,  1.94it/s]

train:  23%|██▎       | 804/3515 [06:02<23:14,  1.94it/s]
overall:  20%|██        | 805/4000 [06:04<26:09,  2.04it/s]

train:  23%|██▎       | 805/3515 [06:02<22:11,  2.04it/s]
overall:  20%|██        | 806/4000 [06:05<26:21,  2.02it/s]

train:  23%|██▎       | 806/3515 [06:03<22:20,  2.02it/s]
overall:  20%|██        | 807/4000 [06:05<26:22,  2.02it/s]

train:  23%|██▎       | 807/3515 [06:03<22:22,  2.02it/s]
overall:  20%|██        | 808/4000 [06:06<26:39,  2.00it/s]

train:  23%|██▎       | 808/3515 [06:04<22:36,  2.00it/s]
overall:  20%|██        | 809/4000 [06:06<25:32,  2.08it/s]

train:  23%|██▎       | 809/3515 [06:04<21:39,  2.08it/s]
overall:  20%|██        | 810/4000 [06:07<27:36,  1.93it/s]

train:  23%|██▎       | 810/3515 [06:05<23:24,  1.93it/s]
overall:  20%|██        | 811/4000 [06:07<26:58,  1.97it/s]

train:  23%|██▎       | 811/3515 [06:05<22:51,  1.97it/s]
overall:  20%|██        | 812/4000 [06:07<22:25,  2.37it/s]

train:  23%|██▎       | 812/3515 [06:06<19:00,  2.37it/s]
overall:  20%|██        | 813/4000 [06:08<23:37,  2.25it/s]

train:  23%|██▎       | 813/3515 [06:06<20:01,  2.25it/s]
overall:  20%|██        | 814/4000 [06:08<24:23,  2.18it/s]

train:  23%|██▎       | 814/3515 [06:07<20:40,  2.18it/s]
overall:  20%|██        | 815/4000 [06:09<24:50,  2.14it/s]

train:  23%|██▎       | 815/3515 [06:07<21:03,  2.14it/s]
overall:  20%|██        | 816/4000 [06:09<24:49,  2.14it/s]

train:  23%|██▎       | 816/3515 [06:08<21:02,  2.14it/s]
overall:  20%|██        | 817/4000 [06:10<24:13,  2.19it/s]

train:  23%|██▎       | 817/3515 [06:08<20:32,  2.19it/s]
overall:  20%|██        | 818/4000 [06:10<23:47,  2.23it/s]

train:  23%|██▎       | 818/3515 [06:08<20:09,  2.23it/s]
overall:  20%|██        | 819/4000 [06:11<23:25,  2.26it/s]

train:  23%|██▎       | 819/3515 [06:09<19:51,  2.26it/s]
overall:  20%|██        | 820/4000 [06:11<24:15,  2.19it/s]

train:  23%|██▎       | 820/3515 [06:09<20:33,  2.19it/s]
overall:  21%|██        | 821/4000 [06:12<24:25,  2.17it/s]

train:  23%|██▎       | 821/3515 [06:10<20:42,  2.17it/s]
overall:  21%|██        | 822/4000 [06:12<23:13,  2.28it/s]

train:  23%|██▎       | 822/3515 [06:10<19:40,  2.28it/s]
overall:  21%|██        | 823/4000 [06:13<23:49,  2.22it/s]

train:  23%|██▎       | 823/3515 [06:11<20:11,  2.22it/s]
overall:  21%|██        | 824/4000 [06:13<24:23,  2.17it/s]

train:  23%|██▎       | 824/3515 [06:11<20:40,  2.17it/s]
overall:  21%|██        | 825/4000 [06:13<22:30,  2.35it/s]

train:  23%|██▎       | 825/3515 [06:11<19:04,  2.35it/s]
overall:  21%|██        | 826/4000 [06:14<23:41,  2.23it/s]

train:  23%|██▎       | 826/3515 [06:12<20:04,  2.23it/s]
overall:  21%|██        | 827/4000 [06:14<24:00,  2.20it/s]

train:  24%|██▎       | 827/3515 [06:12<20:20,  2.20it/s]
overall:  21%|██        | 828/4000 [06:15<24:42,  2.14it/s]

train:  24%|██▎       | 828/3515 [06:13<20:55,  2.14it/s]
overall:  21%|██        | 829/4000 [06:15<24:44,  2.14it/s]

train:  24%|██▎       | 829/3515 [06:13<20:57,  2.14it/s]
overall:  21%|██        | 830/4000 [06:16<25:12,  2.10it/s]

train:  24%|██▎       | 830/3515 [06:14<21:21,  2.10it/s]
overall:  21%|██        | 831/4000 [06:16<25:21,  2.08it/s]

train:  24%|██▎       | 831/3515 [06:14<21:28,  2.08it/s]
overall:  21%|██        | 832/4000 [06:17<25:22,  2.08it/s]

train:  24%|██▎       | 832/3515 [06:15<21:29,  2.08it/s]
overall:  21%|██        | 833/4000 [06:17<25:36,  2.06it/s]

train:  24%|██▎       | 833/3515 [06:15<21:41,  2.06it/s]
overall:  21%|██        | 834/4000 [06:18<27:18,  1.93it/s]

train:  24%|██▎       | 834/3515 [06:16<23:07,  1.93it/s]
overall:  21%|██        | 835/4000 [06:18<26:57,  1.96it/s]

train:  24%|██▍       | 835/3515 [06:16<22:49,  1.96it/s]
overall:  21%|██        | 836/4000 [06:19<26:54,  1.96it/s]

train:  24%|██▍       | 836/3515 [06:17<22:47,  1.96it/s]
overall:  21%|██        | 837/4000 [06:19<26:13,  2.01it/s]

train:  24%|██▍       | 837/3515 [06:17<22:11,  2.01it/s]
overall:  21%|██        | 838/4000 [06:20<25:08,  2.10it/s]

train:  24%|██▍       | 838/3515 [06:18<21:17,  2.10it/s]
overall:  21%|██        | 839/4000 [06:20<25:27,  2.07it/s]

train:  24%|██▍       | 839/3515 [06:18<21:32,  2.07it/s]
overall:  21%|██        | 840/4000 [06:21<25:14,  2.09it/s]

train:  24%|██▍       | 840/3515 [06:19<21:22,  2.09it/s]
overall:  21%|██        | 841/4000 [06:21<23:07,  2.28it/s]

train:  24%|██▍       | 841/3515 [06:19<19:34,  2.28it/s]
overall:  21%|██        | 842/4000 [06:22<23:41,  2.22it/s]

train:  24%|██▍       | 842/3515 [06:20<20:02,  2.22it/s]
overall:  21%|██        | 843/4000 [06:22<24:37,  2.14it/s]

train:  24%|██▍       | 843/3515 [06:20<20:50,  2.14it/s]
overall:  21%|██        | 844/4000 [06:23<25:09,  2.09it/s]

train:  24%|██▍       | 844/3515 [06:21<21:17,  2.09it/s]
overall:  21%|██        | 845/4000 [06:23<25:20,  2.07it/s]

train:  24%|██▍       | 845/3515 [06:21<21:26,  2.07it/s]
overall:  21%|██        | 846/4000 [06:24<25:26,  2.07it/s]

train:  24%|██▍       | 846/3515 [06:22<21:32,  2.07it/s]
overall:  21%|██        | 847/4000 [06:24<25:24,  2.07it/s]

train:  24%|██▍       | 847/3515 [06:22<21:29,  2.07it/s]
overall:  21%|██        | 848/4000 [06:25<25:39,  2.05it/s]

train:  24%|██▍       | 848/3515 [06:23<21:42,  2.05it/s]
overall:  21%|██        | 849/4000 [06:25<29:39,  1.77it/s]

train:  24%|██▍       | 849/3515 [06:23<25:06,  1.77it/s]
overall:  21%|██▏       | 850/4000 [06:25<24:04,  2.18it/s]

train:  24%|██▍       | 850/3515 [06:24<20:22,  2.18it/s]
overall:  21%|██▏       | 851/4000 [06:26<24:05,  2.18it/s]

train:  24%|██▍       | 851/3515 [06:24<20:22,  2.18it/s]
overall:  21%|██▏       | 852/4000 [06:26<24:47,  2.12it/s]

train:  24%|██▍       | 852/3515 [06:25<20:57,  2.12it/s]
overall:  21%|██▏       | 853/4000 [06:27<24:59,  2.10it/s]

train:  24%|██▍       | 853/3515 [06:25<21:08,  2.10it/s]
overall:  21%|██▏       | 854/4000 [06:27<24:54,  2.11it/s]

train:  24%|██▍       | 854/3515 [06:26<21:03,  2.11it/s]
overall:  21%|██▏       | 855/4000 [06:28<24:58,  2.10it/s]

train:  24%|██▍       | 855/3515 [06:26<21:07,  2.10it/s]
overall:  21%|██▏       | 856/4000 [06:28<25:04,  2.09it/s]

train:  24%|██▍       | 856/3515 [06:26<21:12,  2.09it/s]
overall:  21%|██▏       | 857/4000 [06:29<24:36,  2.13it/s]

train:  24%|██▍       | 857/3515 [06:27<20:48,  2.13it/s]
overall:  21%|██▏       | 858/4000 [06:29<24:57,  2.10it/s]

train:  24%|██▍       | 858/3515 [06:27<21:06,  2.10it/s]
overall:  21%|██▏       | 859/4000 [06:30<24:36,  2.13it/s]

train:  24%|██▍       | 859/3515 [06:28<20:48,  2.13it/s]
overall:  22%|██▏       | 860/4000 [06:30<25:14,  2.07it/s]

train:  24%|██▍       | 860/3515 [06:28<21:20,  2.07it/s]
overall:  22%|██▏       | 861/4000 [06:31<23:18,  2.24it/s]

train:  24%|██▍       | 861/3515 [06:29<19:42,  2.24it/s]
overall:  22%|██▏       | 862/4000 [06:31<24:13,  2.16it/s]

train:  25%|██▍       | 862/3515 [06:29<20:28,  2.16it/s]
overall:  22%|██▏       | 863/4000 [06:32<24:17,  2.15it/s]

train:  25%|██▍       | 863/3515 [06:30<20:32,  2.15it/s]
overall:  22%|██▏       | 864/4000 [06:32<23:37,  2.21it/s]

train:  25%|██▍       | 864/3515 [06:30<19:58,  2.21it/s]
overall:  22%|██▏       | 865/4000 [06:33<23:53,  2.19it/s]

train:  25%|██▍       | 865/3515 [06:31<20:12,  2.19it/s]
overall:  22%|██▏       | 866/4000 [06:33<24:28,  2.13it/s]

train:  25%|██▍       | 866/3515 [06:31<20:41,  2.13it/s]
overall:  22%|██▏       | 867/4000 [06:33<23:08,  2.26it/s]

train:  25%|██▍       | 867/3515 [06:31<19:33,  2.26it/s]
overall:  22%|██▏       | 868/4000 [06:34<23:41,  2.20it/s]

train:  25%|██▍       | 868/3515 [06:32<20:01,  2.20it/s]
overall:  22%|██▏       | 869/4000 [06:34<22:02,  2.37it/s]

train:  25%|██▍       | 869/3515 [06:32<18:37,  2.37it/s]
overall:  22%|██▏       | 870/4000 [06:35<22:11,  2.35it/s]

train:  25%|██▍       | 870/3515 [06:33<18:44,  2.35it/s]
overall:  22%|██▏       | 871/4000 [06:35<22:42,  2.30it/s]

train:  25%|██▍       | 871/3515 [06:33<19:11,  2.30it/s]
overall:  22%|██▏       | 872/4000 [06:36<23:13,  2.24it/s]

train:  25%|██▍       | 872/3515 [06:34<19:37,  2.24it/s]
overall:  22%|██▏       | 873/4000 [06:36<27:29,  1.90it/s]

train:  25%|██▍       | 873/3515 [06:34<23:13,  1.90it/s]
overall:  22%|██▏       | 874/4000 [06:37<26:36,  1.96it/s]

train:  25%|██▍       | 874/3515 [06:35<22:28,  1.96it/s]
overall:  22%|██▏       | 875/4000 [06:37<26:14,  1.98it/s]

train:  25%|██▍       | 875/3515 [06:35<22:10,  1.98it/s]
overall:  22%|██▏       | 876/4000 [06:38<26:15,  1.98it/s]

train:  25%|██▍       | 876/3515 [06:36<22:10,  1.98it/s]
overall:  22%|██▏       | 877/4000 [06:38<25:29,  2.04it/s]

train:  25%|██▍       | 877/3515 [06:36<21:31,  2.04it/s]
overall:  22%|██▏       | 878/4000 [06:39<23:41,  2.20it/s]

train:  25%|██▍       | 878/3515 [06:37<20:00,  2.20it/s]
overall:  22%|██▏       | 879/4000 [06:39<24:16,  2.14it/s]

train:  25%|██▌       | 879/3515 [06:37<20:30,  2.14it/s]
overall:  22%|██▏       | 880/4000 [06:40<24:53,  2.09it/s]

train:  25%|██▌       | 880/3515 [06:38<21:01,  2.09it/s]
overall:  22%|██▏       | 881/4000 [06:40<24:53,  2.09it/s]

train:  25%|██▌       | 881/3515 [06:38<21:00,  2.09it/s]
overall:  22%|██▏       | 882/4000 [06:41<26:47,  1.94it/s]

train:  25%|██▌       | 882/3515 [06:39<22:37,  1.94it/s]
overall:  22%|██▏       | 883/4000 [06:41<26:34,  1.96it/s]

train:  25%|██▌       | 883/3515 [06:39<22:26,  1.96it/s]
overall:  22%|██▏       | 884/4000 [06:42<26:09,  1.99it/s]

train:  25%|██▌       | 884/3515 [06:40<22:04,  1.99it/s]
overall:  22%|██▏       | 886/4000 [06:42<21:13,  2.44it/s]

train:  25%|██▌       | 886/3515 [06:40<17:55,  2.44it/s]
overall:  22%|██▏       | 887/4000 [06:42<17:56,  2.89it/s]

train:  25%|██▌       | 887/3515 [06:41<15:08,  2.89it/s]
overall:  22%|██▏       | 888/4000 [06:43<20:01,  2.59it/s]

train:  25%|██▌       | 888/3515 [06:41<16:54,  2.59it/s]
overall:  22%|██▏       | 889/4000 [06:43<21:45,  2.38it/s]

train:  25%|██▌       | 889/3515 [06:42<18:22,  2.38it/s]
overall:  22%|██▏       | 890/4000 [06:44<17:50,  2.90it/s]

train:  25%|██▌       | 890/3515 [06:42<15:03,  2.90it/s]
overall:  22%|██▏       | 891/4000 [06:44<19:34,  2.65it/s]

train:  25%|██▌       | 891/3515 [06:42<16:30,  2.65it/s]
overall:  22%|██▏       | 892/4000 [06:45<21:23,  2.42it/s]

train:  25%|██▌       | 892/3515 [06:43<18:03,  2.42it/s]
overall:  22%|██▏       | 893/4000 [06:45<21:43,  2.38it/s]

train:  25%|██▌       | 893/3515 [06:43<18:19,  2.38it/s]
overall:  22%|██▏       | 894/4000 [06:45<22:55,  2.26it/s]

train:  25%|██▌       | 894/3515 [06:44<19:20,  2.26it/s]
overall:  22%|██▏       | 895/4000 [06:46<23:39,  2.19it/s]

train:  25%|██▌       | 895/3515 [06:44<19:57,  2.19it/s]
overall:  22%|██▏       | 896/4000 [06:46<22:52,  2.26it/s]

train:  25%|██▌       | 896/3515 [06:44<19:18,  2.26it/s]
overall:  22%|██▏       | 897/4000 [06:47<27:04,  1.91it/s]

train:  26%|██▌       | 897/3515 [06:45<22:50,  1.91it/s]
overall:  22%|██▏       | 898/4000 [06:47<24:50,  2.08it/s]

train:  26%|██▌       | 898/3515 [06:46<20:57,  2.08it/s]
overall:  22%|██▏       | 899/4000 [06:48<24:49,  2.08it/s]

train:  26%|██▌       | 899/3515 [06:46<20:56,  2.08it/s]
overall:  22%|██▎       | 900/4000 [06:48<25:14,  2.05it/s]

train:  26%|██▌       | 900/3515 [06:47<21:17,  2.05it/s]
overall:  23%|██▎       | 901/4000 [06:49<24:25,  2.11it/s]

train:  26%|██▌       | 901/3515 [06:47<20:36,  2.11it/s]
overall:  23%|██▎       | 902/4000 [06:49<24:58,  2.07it/s]

train:  26%|██▌       | 902/3515 [06:47<21:03,  2.07it/s]
overall:  23%|██▎       | 903/4000 [06:50<25:34,  2.02it/s]

train:  26%|██▌       | 903/3515 [06:48<21:33,  2.02it/s]
overall:  23%|██▎       | 904/4000 [06:50<25:13,  2.05it/s]

train:  26%|██▌       | 904/3515 [06:48<21:16,  2.05it/s]
overall:  23%|██▎       | 905/4000 [06:51<24:50,  2.08it/s]

train:  26%|██▌       | 905/3515 [06:49<20:56,  2.08it/s]
overall:  23%|██▎       | 906/4000 [06:51<26:00,  1.98it/s]

train:  26%|██▌       | 906/3515 [06:50<21:55,  1.98it/s]
overall:  23%|██▎       | 907/4000 [06:52<22:44,  2.27it/s]

train:  26%|██▌       | 907/3515 [06:50<19:10,  2.27it/s]
overall:  23%|██▎       | 908/4000 [06:52<23:09,  2.22it/s]

train:  26%|██▌       | 908/3515 [06:50<19:31,  2.22it/s]
overall:  23%|██▎       | 909/4000 [06:53<23:30,  2.19it/s]

train:  26%|██▌       | 909/3515 [06:51<19:48,  2.19it/s]
overall:  23%|██▎       | 910/4000 [06:53<24:12,  2.13it/s]

train:  26%|██▌       | 910/3515 [06:51<20:24,  2.13it/s]
overall:  23%|██▎       | 911/4000 [06:54<24:54,  2.07it/s]

train:  26%|██▌       | 911/3515 [06:52<20:59,  2.07it/s]
overall:  23%|██▎       | 912/4000 [06:54<23:09,  2.22it/s]

train:  26%|██▌       | 912/3515 [06:52<19:31,  2.22it/s]
overall:  23%|██▎       | 913/4000 [06:54<22:03,  2.33it/s]

train:  26%|██▌       | 913/3515 [06:53<18:35,  2.33it/s]
overall:  23%|██▎       | 914/4000 [06:55<19:59,  2.57it/s]

train:  26%|██▌       | 914/3515 [06:53<16:51,  2.57it/s]
overall:  23%|██▎       | 915/4000 [06:55<21:57,  2.34it/s]

train:  26%|██▌       | 915/3515 [06:53<18:30,  2.34it/s]
overall:  23%|██▎       | 916/4000 [06:56<23:09,  2.22it/s]

train:  26%|██▌       | 916/3515 [06:54<19:30,  2.22it/s]
overall:  23%|██▎       | 917/4000 [06:56<18:48,  2.73it/s]

train:  26%|██▌       | 917/3515 [06:54<15:50,  2.73it/s]
overall:  23%|██▎       | 918/4000 [06:56<21:06,  2.43it/s]

train:  26%|██▌       | 918/3515 [06:55<17:46,  2.43it/s]
overall:  23%|██▎       | 919/4000 [06:57<21:04,  2.44it/s]

train:  26%|██▌       | 919/3515 [06:55<17:45,  2.44it/s]
overall:  23%|██▎       | 920/4000 [06:57<22:26,  2.29it/s]

train:  26%|██▌       | 920/3515 [06:55<18:54,  2.29it/s]
overall:  23%|██▎       | 921/4000 [06:58<27:29,  1.87it/s]

train:  26%|██▌       | 921/3515 [06:56<23:09,  1.87it/s]
overall:  23%|██▎       | 922/4000 [06:58<23:18,  2.20it/s]

train:  26%|██▌       | 922/3515 [06:56<19:38,  2.20it/s]
overall:  23%|██▎       | 923/4000 [06:59<23:47,  2.16it/s]

train:  26%|██▋       | 923/3515 [06:57<20:02,  2.16it/s]
overall:  23%|██▎       | 924/4000 [06:59<24:22,  2.10it/s]

train:  26%|██▋       | 924/3515 [06:57<20:31,  2.10it/s]
overall:  23%|██▎       | 925/4000 [07:00<24:11,  2.12it/s]

train:  26%|██▋       | 925/3515 [06:58<20:22,  2.12it/s]
overall:  23%|██▎       | 926/4000 [07:00<24:20,  2.10it/s]

train:  26%|██▋       | 926/3515 [06:58<20:29,  2.10it/s]
overall:  23%|██▎       | 927/4000 [07:01<24:13,  2.11it/s]

train:  26%|██▋       | 927/3515 [06:59<20:24,  2.11it/s]
overall:  23%|██▎       | 928/4000 [07:01<24:13,  2.11it/s]

train:  26%|██▋       | 928/3515 [06:59<20:23,  2.11it/s]
overall:  23%|██▎       | 929/4000 [07:02<24:42,  2.07it/s]

train:  26%|██▋       | 929/3515 [07:00<20:48,  2.07it/s]
overall:  23%|██▎       | 930/4000 [07:02<26:55,  1.90it/s]

train:  26%|██▋       | 930/3515 [07:00<22:40,  1.90it/s]
overall:  23%|██▎       | 931/4000 [07:03<26:44,  1.91it/s]

train:  26%|██▋       | 931/3515 [07:01<22:31,  1.91it/s]
overall:  23%|██▎       | 932/4000 [07:03<24:36,  2.08it/s]

train:  27%|██▋       | 932/3515 [07:01<20:43,  2.08it/s]
overall:  23%|██▎       | 933/4000 [07:04<24:25,  2.09it/s]

train:  27%|██▋       | 933/3515 [07:02<20:33,  2.09it/s]
overall:  23%|██▎       | 934/4000 [07:04<23:31,  2.17it/s]

train:  27%|██▋       | 934/3515 [07:02<19:48,  2.17it/s]
overall:  23%|██▎       | 935/4000 [07:05<22:57,  2.23it/s]

train:  27%|██▋       | 935/3515 [07:03<19:19,  2.23it/s]
overall:  23%|██▎       | 936/4000 [07:05<23:19,  2.19it/s]

train:  27%|██▋       | 936/3515 [07:03<19:37,  2.19it/s]
overall:  23%|██▎       | 937/4000 [07:06<23:36,  2.16it/s]

train:  27%|██▋       | 937/3515 [07:04<19:52,  2.16it/s]
overall:  23%|██▎       | 938/4000 [07:06<23:41,  2.15it/s]

train:  27%|██▋       | 938/3515 [07:04<19:56,  2.15it/s]
overall:  23%|██▎       | 939/4000 [07:06<24:15,  2.10it/s]

train:  27%|██▋       | 939/3515 [07:05<20:25,  2.10it/s]
overall:  24%|██▎       | 940/4000 [07:07<24:41,  2.07it/s]

train:  27%|██▋       | 940/3515 [07:05<20:46,  2.07it/s]
overall:  24%|██▎       | 941/4000 [07:07<24:40,  2.07it/s]

train:  27%|██▋       | 941/3515 [07:06<20:45,  2.07it/s]
overall:  24%|██▎       | 942/4000 [07:08<23:33,  2.16it/s]

train:  27%|██▋       | 942/3515 [07:06<19:49,  2.16it/s]
overall:  24%|██▎       | 943/4000 [07:08<23:07,  2.20it/s]

train:  27%|██▋       | 943/3515 [07:06<19:27,  2.20it/s]
overall:  24%|██▎       | 944/4000 [07:08<17:45,  2.87it/s]

train:  27%|██▋       | 944/3515 [07:07<14:55,  2.87it/s]
overall:  24%|██▎       | 945/4000 [07:09<23:47,  2.14it/s]

train:  27%|██▋       | 945/3515 [07:07<20:00,  2.14it/s]
overall:  24%|██▎       | 946/4000 [07:10<23:55,  2.13it/s]

train:  27%|██▋       | 946/3515 [07:08<20:07,  2.13it/s]
overall:  24%|██▎       | 947/4000 [07:10<24:22,  2.09it/s]

train:  27%|██▋       | 947/3515 [07:08<20:30,  2.09it/s]
overall:  24%|██▎       | 948/4000 [07:11<24:35,  2.07it/s]

train:  27%|██▋       | 948/3515 [07:09<20:40,  2.07it/s]
overall:  24%|██▎       | 949/4000 [07:11<24:15,  2.10it/s]

train:  27%|██▋       | 949/3515 [07:09<20:24,  2.10it/s]
overall:  24%|██▍       | 950/4000 [07:11<21:33,  2.36it/s]

train:  27%|██▋       | 950/3515 [07:10<18:07,  2.36it/s]
overall:  24%|██▍       | 951/4000 [07:12<22:43,  2.24it/s]

train:  27%|██▋       | 951/3515 [07:10<19:06,  2.24it/s]
overall:  24%|██▍       | 952/4000 [07:12<22:57,  2.21it/s]

train:  27%|██▋       | 952/3515 [07:10<19:17,  2.21it/s]
overall:  24%|██▍       | 953/4000 [07:13<23:20,  2.18it/s]

train:  27%|██▋       | 953/3515 [07:11<19:37,  2.18it/s]
overall:  24%|██▍       | 954/4000 [07:13<25:34,  1.99it/s]

train:  27%|██▋       | 954/3515 [07:12<21:29,  1.99it/s]
overall:  24%|██▍       | 955/4000 [07:14<23:25,  2.17it/s]

train:  27%|██▋       | 955/3515 [07:12<19:41,  2.17it/s]
overall:  24%|██▍       | 956/4000 [07:14<23:51,  2.13it/s]

train:  27%|██▋       | 956/3515 [07:12<20:03,  2.13it/s]
overall:  24%|██▍       | 957/4000 [07:15<23:50,  2.13it/s]

train:  27%|██▋       | 957/3515 [07:13<20:02,  2.13it/s]
overall:  24%|██▍       | 958/4000 [07:15<23:30,  2.16it/s]

train:  27%|██▋       | 958/3515 [07:13<19:45,  2.16it/s]
overall:  24%|██▍       | 959/4000 [07:16<23:33,  2.15it/s]

train:  27%|██▋       | 959/3515 [07:14<19:48,  2.15it/s]
overall:  24%|██▍       | 960/4000 [07:16<24:04,  2.11it/s]

train:  27%|██▋       | 960/3515 [07:14<20:13,  2.11it/s]
overall:  24%|██▍       | 961/4000 [07:17<22:10,  2.28it/s]

train:  27%|██▋       | 961/3515 [07:15<18:37,  2.28it/s]
overall:  24%|██▍       | 962/4000 [07:17<22:45,  2.23it/s]

train:  27%|██▋       | 962/3515 [07:15<19:07,  2.23it/s]
overall:  24%|██▍       | 963/4000 [07:17<19:22,  2.61it/s]

train:  27%|██▋       | 963/3515 [07:15<16:16,  2.61it/s]
overall:  24%|██▍       | 964/4000 [07:18<20:40,  2.45it/s]

train:  27%|██▋       | 964/3515 [07:16<17:22,  2.45it/s]
overall:  24%|██▍       | 965/4000 [07:18<21:30,  2.35it/s]

train:  27%|██▋       | 965/3515 [07:16<18:03,  2.35it/s]
overall:  24%|██▍       | 966/4000 [07:19<22:29,  2.25it/s]

train:  27%|██▋       | 966/3515 [07:17<18:53,  2.25it/s]
overall:  24%|██▍       | 967/4000 [07:19<23:00,  2.20it/s]

train:  28%|██▊       | 967/3515 [07:17<19:19,  2.20it/s]
overall:  24%|██▍       | 968/4000 [07:20<23:33,  2.14it/s]

train:  28%|██▊       | 968/3515 [07:18<19:47,  2.14it/s]
overall:  24%|██▍       | 969/4000 [07:20<27:41,  1.82it/s]

train:  28%|██▊       | 969/3515 [07:18<23:15,  1.82it/s]
overall:  24%|██▍       | 970/4000 [07:21<21:39,  2.33it/s]

train:  28%|██▊       | 970/3515 [07:19<18:11,  2.33it/s]
overall:  24%|██▍       | 971/4000 [07:21<22:46,  2.22it/s]

train:  28%|██▊       | 971/3515 [07:19<19:07,  2.22it/s]
overall:  24%|██▍       | 972/4000 [07:22<23:22,  2.16it/s]

train:  28%|██▊       | 972/3515 [07:20<19:38,  2.16it/s]
overall:  24%|██▍       | 973/4000 [07:22<23:54,  2.11it/s]

train:  28%|██▊       | 973/3515 [07:20<20:04,  2.11it/s]
overall:  24%|██▍       | 974/4000 [07:22<23:50,  2.11it/s]

train:  28%|██▊       | 974/3515 [07:21<20:01,  2.11it/s]
overall:  24%|██▍       | 975/4000 [07:23<24:07,  2.09it/s]

train:  28%|██▊       | 975/3515 [07:21<20:15,  2.09it/s]
overall:  24%|██▍       | 976/4000 [07:23<24:25,  2.06it/s]

train:  28%|██▊       | 976/3515 [07:22<20:30,  2.06it/s]
overall:  24%|██▍       | 977/4000 [07:24<24:18,  2.07it/s]

train:  28%|██▊       | 977/3515 [07:22<20:24,  2.07it/s]
overall:  24%|██▍       | 978/4000 [07:24<24:54,  2.02it/s]

train:  28%|██▊       | 978/3515 [07:23<20:54,  2.02it/s]
overall:  24%|██▍       | 979/4000 [07:25<24:15,  2.08it/s]

train:  28%|██▊       | 979/3515 [07:23<20:21,  2.08it/s]
overall:  24%|██▍       | 980/4000 [07:25<24:07,  2.09it/s]

train:  28%|██▊       | 980/3515 [07:24<20:14,  2.09it/s]
overall:  25%|██▍       | 981/4000 [07:26<24:13,  2.08it/s]

train:  28%|██▊       | 981/3515 [07:24<20:19,  2.08it/s]
overall:  25%|██▍       | 982/4000 [07:26<24:12,  2.08it/s]

train:  28%|██▊       | 982/3515 [07:24<20:19,  2.08it/s]
overall:  25%|██▍       | 983/4000 [07:27<20:10,  2.49it/s]

train:  28%|██▊       | 983/3515 [07:25<16:55,  2.49it/s]
overall:  25%|██▍       | 984/4000 [07:27<17:55,  2.80it/s]

train:  28%|██▊       | 984/3515 [07:25<15:02,  2.80it/s]
overall:  25%|██▍       | 985/4000 [07:27<19:55,  2.52it/s]

train:  28%|██▊       | 985/3515 [07:25<16:43,  2.52it/s]
overall:  25%|██▍       | 986/4000 [07:28<21:34,  2.33it/s]

train:  28%|██▊       | 986/3515 [07:26<18:06,  2.33it/s]
overall:  25%|██▍       | 987/4000 [07:28<22:23,  2.24it/s]

train:  28%|██▊       | 987/3515 [07:26<18:47,  2.24it/s]
overall:  25%|██▍       | 988/4000 [07:29<22:51,  2.20it/s]

train:  28%|██▊       | 988/3515 [07:27<19:10,  2.20it/s]
overall:  25%|██▍       | 989/4000 [07:29<23:24,  2.14it/s]

train:  28%|██▊       | 989/3515 [07:27<19:38,  2.14it/s]
overall:  25%|██▍       | 990/4000 [07:30<23:37,  2.12it/s]

train:  28%|██▊       | 990/3515 [07:28<19:49,  2.12it/s]
overall:  25%|██▍       | 991/4000 [07:30<23:21,  2.15it/s]

train:  28%|██▊       | 991/3515 [07:28<19:35,  2.15it/s]
overall:  25%|██▍       | 992/4000 [07:31<22:37,  2.22it/s]

train:  28%|██▊       | 992/3515 [07:29<18:58,  2.22it/s]
overall:  25%|██▍       | 993/4000 [07:31<26:33,  1.89it/s]

train:  28%|██▊       | 993/3515 [07:29<22:16,  1.89it/s]
overall:  25%|██▍       | 994/4000 [07:32<24:47,  2.02it/s]

train:  28%|██▊       | 994/3515 [07:30<20:47,  2.02it/s]
overall:  25%|██▍       | 995/4000 [07:32<24:21,  2.06it/s]

train:  28%|██▊       | 995/3515 [07:30<20:25,  2.06it/s]
overall:  25%|██▍       | 996/4000 [07:33<24:09,  2.07it/s]

train:  28%|██▊       | 996/3515 [07:31<20:15,  2.07it/s]
overall:  25%|██▍       | 997/4000 [07:33<24:11,  2.07it/s]

train:  28%|██▊       | 997/3515 [07:31<20:17,  2.07it/s]
overall:  25%|██▍       | 998/4000 [07:34<24:11,  2.07it/s]

train:  28%|██▊       | 998/3515 [07:32<20:16,  2.07it/s]
overall:  25%|██▍       | 999/4000 [07:34<24:17,  2.06it/s]

train:  28%|██▊       | 999/3515 [07:32<20:22,  2.06it/s]train loss: 7.5025482177734375
train per: 1.024348867378505
train loss: 4.0121307373046875
train per: 0.8828236790502941
train loss: 3.0213522911071777
train per: 0.7602942331352582
train loss: 2.5140299797058105
train per: 0.6794292508917955
train loss: 2.354457139968872
train per: 0.6507271090900478
train loss: 2.2436912059783936
train per: 0.6363906056860321
train loss: 2.259976863861084
train per: 0.6353479152118577
train loss: 2.178640842437744
train per: 0.613625500012579
train loss: 2.171732187271118
train per: 0.6138851613814535
train loss: 2.1655192375183105
train per: 0.6106850383465489
train loss: 2.163900375366211
train per: 0.6064560271729834
train loss: 2.126790761947632
train per: 0.604647091191036
train loss: 2.0678000450134277
train per: 0.5986837531573703
train loss: 2.064603805541992
train per: 0.597759323866149
train loss: 2.080204486846924
train per: 0.5938632925980168
train loss: 2.0345277786254883
train per: 0.5882660817984697
train loss: 2.034855604171753
train per: 0.5863816560050455
train loss: 2.0649876594543457
train per: 0.5970695970695971
train loss: 2.011397123336792
train per: 0.5830963359748185
train loss: 2.033848524093628
train per: 0.5900169080349923
train loss: 2.0263466835021973
train per: 0.5781622911694511
train loss: 2.056717872619629
train per: 0.5920746463142219
train loss: 1.9963760375976562
train per: 0.5765130094165867
train loss: 1.9994938373565674
train per: 0.5746011486917677
train loss: 1.9382941722869873
train per: 0.5752096143096702
train loss: 2.0295188426971436
train per: 0.5862530804671595
train loss: 2.007255792617798
train per: 0.589280402390546
train loss: 2.046933174133301
train per: 0.5887833629320773
train loss: 2.0058987140655518
train per: 0.5787064420727787
train loss: 1.9889084100723267
train per: 0.5797674540407479
train loss: 1.9635188579559326
train per: 0.57691222851868
train loss: 1.9565244913101196
train per: 0.5705454993227435
train loss: 1.9889647960662842
train per: 0.5822749792520685
train loss: 1.9998890161514282
train per: 0.5801240163501377
train loss: 2.015899181365967
train per: 0.5868357280983036
train loss: 1.9622055292129517
train per: 0.5739096966635395
train loss: 1.980276107788086
train per: 0.5798190973962435
train loss: 1.9320427179336548
train per: 0.5687255328403654
train loss: 1.9508590698242188
train per: 0.5687907136210021
train loss: 1.9394617080688477
train per: 0.5686644861104713
train loss: 1.9245961904525757
train per: 0.5675897733314001
train loss: 1.943358063697815
train per: 0.5736999157194597
train loss: 1.9331846237182617
train per: 0.5667925418928487
train loss: 1.8989356756210327
train per: 0.5606247215743823
train loss: 1.9352905750274658
train per: 0.5688605839603502
train loss: 1.9376417398452759
train per: 0.5624656987476925
train loss: 1.9403774738311768
train per: 0.5674175419200295
train loss: 1.9242032766342163
train per: 0.5649505877713976
train loss: 1.9169752597808838
train per: 0.5669538980797258
train loss: 1.9127639532089233
train per: 0.5575492538659212
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  16%|█▋        | 441/2703 [00:00<00:00, 4407.67it/s]


word -> phonemes:  37%|███▋      | 1013/2703 [00:00<00:00, 5176.76it/s]


word -> phonemes:  59%|█████▉    | 1593/2703 [00:00<00:00, 5461.16it/s]


word -> phonemes:  81%|████████  | 2180/2703 [00:00<00:00, 5622.37it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5411.06it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:00<37:52,  1.19it/s]


dev:   0%|          | 2/2703 [00:00<18:19,  2.46it/s]


dev:   0%|          | 4/2703 [00:01<09:38,  4.66it/s]


dev:   0%|          | 6/2703 [00:01<07:09,  6.28it/s]


dev:   0%|          | 8/2703 [00:01<06:09,  7.30it/s]


dev:   0%|          | 9/2703 [00:01<05:48,  7.73it/s]


dev:   0%|          | 11/2703 [00:01<05:01,  8.93it/s]


dev:   0%|          | 13/2703 [00:02<04:40,  9.59it/s]


dev:   1%|          | 15/2703 [00:02<04:28, 10.01it/s]


dev:   1%|          | 17/2703 [00:02<04:07, 10.86it/s]


dev:   1%|          | 19/2703 [00:02<04:16, 10.48it/s]


dev:   1%|          | 21/2703 [00:02<04:02, 11.07it/s]


dev:   1%|          | 23/2703 [00:02<03:57, 11.31it/s]


dev:   1%|          | 25/2703 [00:03<03:52, 11.53it/s]


dev:   1%|          | 27/2703 [00:03<03:52, 11.52it/s]


dev:   1%|          | 29/2703 [00:03<04:03, 10.99it/s]


dev:   1%|          | 31/2703 [00:03<03:49, 11.65it/s]


dev:   1%|          | 33/2703 [00:03<03:38, 12.20it/s]


dev:   1%|▏         | 35/2703 [00:03<03:27, 12.84it/s]


dev:   1%|▏         | 37/2703 [00:03<03:28, 12.80it/s]


dev:   1%|▏         | 39/2703 [00:04<03:27, 12.85it/s]


dev:   2%|▏         | 41/2703 [00:04<03:31, 12.59it/s]


dev:   2%|▏         | 43/2703 [00:04<03:33, 12.44it/s]


dev:   2%|▏         | 45/2703 [00:04<03:20, 13.27it/s]


dev:   2%|▏         | 47/2703 [00:04<03:14, 13.63it/s]


dev:   2%|▏         | 49/2703 [00:04<03:23, 13.04it/s]


dev:   2%|▏         | 51/2703 [00:05<03:17, 13.44it/s]


dev:   2%|▏         | 53/2703 [00:05<03:23, 13.02it/s]


dev:   2%|▏         | 55/2703 [00:05<03:10, 13.93it/s]


dev:   2%|▏         | 57/2703 [00:05<03:06, 14.22it/s]


dev:   2%|▏         | 59/2703 [00:05<03:02, 14.50it/s]


dev:   2%|▏         | 61/2703 [00:05<03:03, 14.43it/s]


dev:   2%|▏         | 63/2703 [00:05<03:05, 14.22it/s]


dev:   2%|▏         | 65/2703 [00:06<03:12, 13.69it/s]


dev:   2%|▏         | 67/2703 [00:06<03:04, 14.31it/s]


dev:   3%|▎         | 69/2703 [00:06<03:04, 14.24it/s]


dev:   3%|▎         | 71/2703 [00:06<03:09, 13.90it/s]


dev:   3%|▎         | 73/2703 [00:06<03:09, 13.85it/s]


dev:   3%|▎         | 75/2703 [00:06<03:03, 14.33it/s]


dev:   3%|▎         | 77/2703 [00:06<02:59, 14.65it/s]


dev:   3%|▎         | 79/2703 [00:06<02:51, 15.26it/s]


dev:   3%|▎         | 81/2703 [00:07<02:49, 15.51it/s]


dev:   3%|▎         | 83/2703 [00:07<02:54, 15.02it/s]


dev:   3%|▎         | 85/2703 [00:07<03:02, 14.36it/s]


dev:   3%|▎         | 87/2703 [00:07<02:58, 14.65it/s]


dev:   3%|▎         | 89/2703 [00:07<03:04, 14.17it/s]


dev:   3%|▎         | 91/2703 [00:07<03:03, 14.25it/s]


dev:   3%|▎         | 93/2703 [00:07<02:56, 14.78it/s]


dev:   4%|▎         | 95/2703 [00:08<02:49, 15.35it/s]


dev:   4%|▎         | 97/2703 [00:08<02:51, 15.22it/s]


dev:   4%|▎         | 99/2703 [00:08<02:53, 15.05it/s]


dev:   4%|▎         | 101/2703 [00:08<03:01, 14.32it/s]


dev:   4%|▍         | 103/2703 [00:08<03:06, 13.98it/s]


dev:   4%|▍         | 105/2703 [00:08<03:08, 13.75it/s]


dev:   4%|▍         | 107/2703 [00:08<02:58, 14.53it/s]


dev:   4%|▍         | 109/2703 [00:09<02:55, 14.81it/s]


dev:   4%|▍         | 111/2703 [00:09<02:54, 14.89it/s]


dev:   4%|▍         | 113/2703 [00:09<03:05, 13.99it/s]


dev:   4%|▍         | 115/2703 [00:09<03:17, 13.07it/s]


dev:   4%|▍         | 117/2703 [00:09<03:26, 12.51it/s]


dev:   4%|▍         | 119/2703 [00:09<03:09, 13.61it/s]


dev:   4%|▍         | 121/2703 [00:09<03:01, 14.20it/s]


dev:   5%|▍         | 123/2703 [00:10<03:07, 13.74it/s]


dev:   5%|▍         | 125/2703 [00:10<03:10, 13.54it/s]


dev:   5%|▍         | 127/2703 [00:10<03:05, 13.92it/s]


dev:   5%|▍         | 129/2703 [00:10<02:56, 14.61it/s]


dev:   5%|▍         | 131/2703 [00:10<03:05, 13.87it/s]


dev:   5%|▍         | 133/2703 [00:10<03:00, 14.22it/s]


dev:   5%|▍         | 135/2703 [00:10<02:53, 14.78it/s]


dev:   5%|▌         | 137/2703 [00:11<03:03, 13.95it/s]


dev:   5%|▌         | 139/2703 [00:11<02:59, 14.32it/s]


dev:   5%|▌         | 141/2703 [00:11<02:51, 14.96it/s]


dev:   5%|▌         | 143/2703 [00:11<02:49, 15.09it/s]


dev:   5%|▌         | 145/2703 [00:11<02:47, 15.25it/s]


dev:   5%|▌         | 147/2703 [00:11<02:41, 15.87it/s]


dev:   6%|▌         | 149/2703 [00:11<02:50, 14.94it/s]


dev:   6%|▌         | 151/2703 [00:12<02:54, 14.64it/s]


dev:   6%|▌         | 153/2703 [00:12<02:54, 14.60it/s]


dev:   6%|▌         | 155/2703 [00:12<02:51, 14.88it/s]


dev:   6%|▌         | 157/2703 [00:12<02:45, 15.39it/s]


dev:   6%|▌         | 159/2703 [00:12<02:45, 15.40it/s]


dev:   6%|▌         | 161/2703 [00:12<02:55, 14.47it/s]


dev:   6%|▌         | 163/2703 [00:12<02:52, 14.76it/s]


dev:   6%|▌         | 165/2703 [00:12<03:00, 14.10it/s]


dev:   6%|▌         | 167/2703 [00:13<03:05, 13.65it/s]


dev:   6%|▋         | 169/2703 [00:13<02:56, 14.38it/s]


dev:   6%|▋         | 172/2703 [00:13<02:45, 15.27it/s]


dev:   6%|▋         | 174/2703 [00:13<02:50, 14.83it/s]


dev:   7%|▋         | 176/2703 [00:13<02:50, 14.82it/s]


dev:   7%|▋         | 178/2703 [00:13<02:44, 15.31it/s]


dev:   7%|▋         | 180/2703 [00:13<02:51, 14.73it/s]


dev:   7%|▋         | 182/2703 [00:14<02:44, 15.29it/s]


dev:   7%|▋         | 184/2703 [00:14<02:42, 15.51it/s]


dev:   7%|▋         | 186/2703 [00:14<02:38, 15.89it/s]


dev:   7%|▋         | 188/2703 [00:14<02:44, 15.25it/s]


dev:   7%|▋         | 190/2703 [00:14<02:57, 14.17it/s]


dev:   7%|▋         | 192/2703 [00:14<02:50, 14.75it/s]


dev:   7%|▋         | 194/2703 [00:14<02:37, 15.89it/s]


dev:   7%|▋         | 196/2703 [00:14<02:34, 16.24it/s]


dev:   7%|▋         | 198/2703 [00:15<02:33, 16.34it/s]


dev:   7%|▋         | 200/2703 [00:15<02:39, 15.74it/s]


dev:   7%|▋         | 202/2703 [00:15<02:41, 15.46it/s]


dev:   8%|▊         | 204/2703 [00:15<02:37, 15.85it/s]


dev:   8%|▊         | 206/2703 [00:15<02:39, 15.67it/s]


dev:   8%|▊         | 208/2703 [00:15<02:40, 15.51it/s]


dev:   8%|▊         | 210/2703 [00:15<02:41, 15.48it/s]


dev:   8%|▊         | 212/2703 [00:16<02:44, 15.16it/s]


dev:   8%|▊         | 214/2703 [00:16<02:45, 15.05it/s]


dev:   8%|▊         | 216/2703 [00:16<02:36, 15.85it/s]


dev:   8%|▊         | 218/2703 [00:16<02:32, 16.32it/s]


dev:   8%|▊         | 220/2703 [00:16<02:23, 17.27it/s]


dev:   8%|▊         | 222/2703 [00:16<02:39, 15.56it/s]


dev:   8%|▊         | 224/2703 [00:16<02:39, 15.51it/s]


dev:   8%|▊         | 226/2703 [00:16<02:47, 14.76it/s]


dev:   8%|▊         | 228/2703 [00:17<02:36, 15.77it/s]


dev:   9%|▊         | 230/2703 [00:17<02:35, 15.91it/s]


dev:   9%|▊         | 232/2703 [00:17<02:51, 14.38it/s]


dev:   9%|▊         | 234/2703 [00:17<03:01, 13.62it/s]


dev:   9%|▊         | 236/2703 [00:17<02:59, 13.75it/s]


dev:   9%|▉         | 238/2703 [00:17<02:57, 13.86it/s]


dev:   9%|▉         | 240/2703 [00:17<02:59, 13.73it/s]


dev:   9%|▉         | 242/2703 [00:18<03:06, 13.18it/s]


dev:   9%|▉         | 244/2703 [00:18<02:59, 13.68it/s]


dev:   9%|▉         | 246/2703 [00:18<02:49, 14.47it/s]


dev:   9%|▉         | 248/2703 [00:18<02:40, 15.34it/s]


dev:   9%|▉         | 250/2703 [00:18<02:35, 15.74it/s]


dev:   9%|▉         | 252/2703 [00:18<02:36, 15.63it/s]


dev:   9%|▉         | 254/2703 [00:18<02:34, 15.80it/s]


dev:   9%|▉         | 256/2703 [00:18<02:35, 15.73it/s]


dev:  10%|▉         | 258/2703 [00:19<02:51, 14.28it/s]


dev:  10%|▉         | 260/2703 [00:19<02:49, 14.38it/s]


dev:  10%|▉         | 262/2703 [00:19<02:44, 14.85it/s]


dev:  10%|▉         | 264/2703 [00:19<02:39, 15.33it/s]


dev:  10%|▉         | 266/2703 [00:19<02:36, 15.56it/s]


dev:  10%|▉         | 268/2703 [00:19<02:41, 15.09it/s]


dev:  10%|▉         | 270/2703 [00:19<02:53, 14.01it/s]


dev:  10%|█         | 272/2703 [00:20<02:49, 14.36it/s]


dev:  10%|█         | 274/2703 [00:20<02:56, 13.76it/s]


dev:  10%|█         | 276/2703 [00:20<02:55, 13.87it/s]


dev:  10%|█         | 278/2703 [00:20<03:00, 13.46it/s]


dev:  10%|█         | 280/2703 [00:20<03:02, 13.30it/s]


dev:  10%|█         | 282/2703 [00:20<02:54, 13.84it/s]


dev:  11%|█         | 284/2703 [00:20<02:45, 14.61it/s]


dev:  11%|█         | 286/2703 [00:21<02:57, 13.64it/s]


dev:  11%|█         | 288/2703 [00:21<02:53, 13.95it/s]


dev:  11%|█         | 290/2703 [00:21<02:49, 14.27it/s]


dev:  11%|█         | 292/2703 [00:21<02:43, 14.72it/s]


dev:  11%|█         | 294/2703 [00:21<02:48, 14.32it/s]


dev:  11%|█         | 296/2703 [00:21<03:02, 13.17it/s]


dev:  11%|█         | 298/2703 [00:21<02:57, 13.56it/s]


dev:  11%|█         | 300/2703 [00:22<02:44, 14.61it/s]


dev:  11%|█         | 302/2703 [00:22<02:50, 14.08it/s]


dev:  11%|█         | 304/2703 [00:22<02:57, 13.52it/s]


dev:  11%|█▏        | 306/2703 [00:22<03:01, 13.24it/s]


dev:  11%|█▏        | 308/2703 [00:22<02:50, 14.08it/s]


dev:  11%|█▏        | 310/2703 [00:22<02:48, 14.20it/s]


dev:  12%|█▏        | 312/2703 [00:22<02:56, 13.58it/s]


dev:  12%|█▏        | 314/2703 [00:23<02:46, 14.39it/s]


dev:  12%|█▏        | 316/2703 [00:23<02:51, 13.90it/s]


dev:  12%|█▏        | 318/2703 [00:23<02:48, 14.15it/s]


dev:  12%|█▏        | 320/2703 [00:23<02:47, 14.19it/s]


dev:  12%|█▏        | 322/2703 [00:23<02:48, 14.12it/s]


dev:  12%|█▏        | 324/2703 [00:23<02:48, 14.11it/s]


dev:  12%|█▏        | 326/2703 [00:23<02:42, 14.65it/s]


dev:  12%|█▏        | 328/2703 [00:24<02:52, 13.78it/s]


dev:  12%|█▏        | 330/2703 [00:24<02:44, 14.43it/s]


dev:  12%|█▏        | 332/2703 [00:24<02:47, 14.13it/s]


dev:  12%|█▏        | 334/2703 [00:24<03:01, 13.09it/s]


dev:  12%|█▏        | 336/2703 [00:24<02:43, 14.47it/s]


dev:  13%|█▎        | 338/2703 [00:24<02:49, 13.98it/s]


dev:  13%|█▎        | 340/2703 [00:24<02:54, 13.56it/s]


dev:  13%|█▎        | 342/2703 [00:25<02:46, 14.17it/s]


dev:  13%|█▎        | 344/2703 [00:25<02:53, 13.61it/s]


dev:  13%|█▎        | 346/2703 [00:25<02:59, 13.16it/s]


dev:  13%|█▎        | 348/2703 [00:25<03:01, 12.99it/s]


dev:  13%|█▎        | 350/2703 [00:25<02:53, 13.56it/s]


dev:  13%|█▎        | 352/2703 [00:25<02:53, 13.52it/s]


dev:  13%|█▎        | 354/2703 [00:25<02:47, 14.01it/s]


dev:  13%|█▎        | 356/2703 [00:26<02:37, 14.89it/s]


dev:  13%|█▎        | 358/2703 [00:26<02:39, 14.71it/s]


dev:  13%|█▎        | 360/2703 [00:26<02:49, 13.84it/s]


dev:  13%|█▎        | 362/2703 [00:26<03:00, 12.95it/s]


dev:  13%|█▎        | 364/2703 [00:26<02:58, 13.08it/s]


dev:  14%|█▎        | 366/2703 [00:26<02:46, 14.07it/s]


dev:  14%|█▎        | 368/2703 [00:26<02:48, 13.86it/s]


dev:  14%|█▎        | 370/2703 [00:27<02:56, 13.23it/s]


dev:  14%|█▍        | 372/2703 [00:27<03:01, 12.83it/s]


dev:  14%|█▍        | 374/2703 [00:27<02:47, 13.88it/s]


dev:  14%|█▍        | 376/2703 [00:27<02:46, 13.95it/s]


dev:  14%|█▍        | 378/2703 [00:27<02:50, 13.63it/s]


dev:  14%|█▍        | 380/2703 [00:27<02:47, 13.88it/s]


dev:  14%|█▍        | 382/2703 [00:28<02:41, 14.41it/s]


dev:  14%|█▍        | 384/2703 [00:28<02:41, 14.40it/s]


dev:  14%|█▍        | 386/2703 [00:28<02:33, 15.06it/s]


dev:  14%|█▍        | 388/2703 [00:28<02:35, 14.86it/s]


dev:  14%|█▍        | 390/2703 [00:28<02:30, 15.41it/s]


dev:  15%|█▍        | 392/2703 [00:28<02:33, 15.05it/s]


dev:  15%|█▍        | 394/2703 [00:28<02:38, 14.61it/s]


dev:  15%|█▍        | 396/2703 [00:28<02:52, 13.38it/s]


dev:  15%|█▍        | 398/2703 [00:29<02:44, 13.98it/s]


dev:  15%|█▍        | 400/2703 [00:29<02:43, 14.09it/s]


dev:  15%|█▍        | 402/2703 [00:29<02:37, 14.61it/s]


dev:  15%|█▍        | 404/2703 [00:29<02:41, 14.24it/s]


dev:  15%|█▌        | 406/2703 [00:29<02:45, 13.92it/s]


dev:  15%|█▌        | 408/2703 [00:29<02:37, 14.61it/s]


dev:  15%|█▌        | 410/2703 [00:29<02:39, 14.33it/s]


dev:  15%|█▌        | 412/2703 [00:30<02:41, 14.20it/s]


dev:  15%|█▌        | 414/2703 [00:30<02:47, 13.67it/s]


dev:  15%|█▌        | 416/2703 [00:30<02:45, 13.78it/s]


dev:  15%|█▌        | 418/2703 [00:30<02:44, 13.90it/s]


dev:  16%|█▌        | 420/2703 [00:30<02:41, 14.13it/s]


dev:  16%|█▌        | 422/2703 [00:30<03:01, 12.56it/s]


dev:  16%|█▌        | 424/2703 [00:30<02:49, 13.44it/s]


dev:  16%|█▌        | 426/2703 [00:31<02:50, 13.32it/s]


dev:  16%|█▌        | 428/2703 [00:31<02:40, 14.13it/s]


dev:  16%|█▌        | 430/2703 [00:31<02:36, 14.54it/s]


dev:  16%|█▌        | 432/2703 [00:31<02:40, 14.14it/s]


dev:  16%|█▌        | 434/2703 [00:31<02:45, 13.72it/s]


dev:  16%|█▌        | 436/2703 [00:31<02:34, 14.70it/s]


dev:  16%|█▌        | 438/2703 [00:31<02:47, 13.56it/s]


dev:  16%|█▋        | 440/2703 [00:32<02:53, 13.08it/s]


dev:  16%|█▋        | 442/2703 [00:32<02:54, 12.96it/s]


dev:  16%|█▋        | 444/2703 [00:32<02:44, 13.70it/s]


dev:  17%|█▋        | 446/2703 [00:32<02:46, 13.53it/s]


dev:  17%|█▋        | 448/2703 [00:32<02:36, 14.43it/s]


dev:  17%|█▋        | 450/2703 [00:32<02:37, 14.31it/s]


dev:  17%|█▋        | 452/2703 [00:32<02:32, 14.73it/s]


dev:  17%|█▋        | 454/2703 [00:33<02:27, 15.26it/s]


dev:  17%|█▋        | 456/2703 [00:33<02:44, 13.63it/s]


dev:  17%|█▋        | 458/2703 [00:33<02:46, 13.47it/s]


dev:  17%|█▋        | 460/2703 [00:33<02:37, 14.28it/s]


dev:  17%|█▋        | 462/2703 [00:33<02:37, 14.19it/s]


dev:  17%|█▋        | 464/2703 [00:33<02:34, 14.48it/s]


dev:  17%|█▋        | 466/2703 [00:34<02:46, 13.43it/s]


dev:  17%|█▋        | 468/2703 [00:34<02:52, 12.97it/s]


dev:  17%|█▋        | 470/2703 [00:34<02:51, 13.05it/s]


dev:  17%|█▋        | 472/2703 [00:34<02:37, 14.16it/s]


dev:  18%|█▊        | 474/2703 [00:34<02:48, 13.24it/s]


dev:  18%|█▊        | 476/2703 [00:34<02:42, 13.68it/s]


dev:  18%|█▊        | 478/2703 [00:34<02:44, 13.50it/s]


dev:  18%|█▊        | 480/2703 [00:35<02:32, 14.54it/s]


dev:  18%|█▊        | 482/2703 [00:35<02:34, 14.36it/s]


dev:  18%|█▊        | 484/2703 [00:35<02:24, 15.35it/s]


dev:  18%|█▊        | 486/2703 [00:35<02:33, 14.47it/s]


dev:  18%|█▊        | 488/2703 [00:35<02:42, 13.63it/s]


dev:  18%|█▊        | 490/2703 [00:35<02:48, 13.14it/s]


dev:  18%|█▊        | 492/2703 [00:35<02:40, 13.78it/s]


dev:  18%|█▊        | 494/2703 [00:36<02:36, 14.09it/s]


dev:  18%|█▊        | 496/2703 [00:36<02:39, 13.87it/s]


dev:  18%|█▊        | 498/2703 [00:36<02:33, 14.37it/s]


dev:  18%|█▊        | 500/2703 [00:36<02:26, 15.05it/s]


dev:  19%|█▊        | 502/2703 [00:36<02:32, 14.47it/s]


dev:  19%|█▊        | 504/2703 [00:36<02:39, 13.80it/s]


dev:  19%|█▉        | 507/2703 [00:36<02:26, 15.02it/s]


dev:  19%|█▉        | 509/2703 [00:37<02:35, 14.15it/s]


dev:  19%|█▉        | 511/2703 [00:37<02:44, 13.29it/s]


dev:  19%|█▉        | 513/2703 [00:37<02:38, 13.79it/s]


dev:  19%|█▉        | 515/2703 [00:37<02:27, 14.81it/s]


dev:  19%|█▉        | 518/2703 [00:37<02:18, 15.77it/s]


dev:  19%|█▉        | 520/2703 [00:37<02:22, 15.30it/s]


dev:  19%|█▉        | 523/2703 [00:37<02:11, 16.55it/s]


dev:  19%|█▉        | 525/2703 [00:38<02:16, 15.98it/s]


dev:  19%|█▉        | 527/2703 [00:38<02:16, 15.99it/s]


dev:  20%|█▉        | 529/2703 [00:38<02:19, 15.59it/s]


dev:  20%|█▉        | 531/2703 [00:38<02:14, 16.09it/s]


dev:  20%|█▉        | 533/2703 [00:38<02:20, 15.42it/s]


dev:  20%|█▉        | 535/2703 [00:38<02:14, 16.13it/s]


dev:  20%|█▉        | 537/2703 [00:38<02:20, 15.41it/s]


dev:  20%|█▉        | 539/2703 [00:38<02:27, 14.71it/s]


dev:  20%|██        | 541/2703 [00:39<02:15, 15.94it/s]


dev:  20%|██        | 543/2703 [00:39<02:21, 15.21it/s]


dev:  20%|██        | 545/2703 [00:39<02:16, 15.80it/s]


dev:  20%|██        | 547/2703 [00:39<02:15, 15.90it/s]


dev:  20%|██        | 549/2703 [00:39<02:22, 15.17it/s]


dev:  20%|██        | 551/2703 [00:39<02:25, 14.82it/s]


dev:  20%|██        | 553/2703 [00:39<02:22, 15.14it/s]


dev:  21%|██        | 555/2703 [00:40<02:25, 14.74it/s]


dev:  21%|██        | 557/2703 [00:40<02:24, 14.88it/s]


dev:  21%|██        | 559/2703 [00:40<02:25, 14.77it/s]


dev:  21%|██        | 561/2703 [00:40<02:18, 15.50it/s]


dev:  21%|██        | 563/2703 [00:40<02:25, 14.68it/s]


dev:  21%|██        | 565/2703 [00:40<02:39, 13.41it/s]


dev:  21%|██        | 567/2703 [00:40<02:30, 14.17it/s]


dev:  21%|██        | 569/2703 [00:41<02:26, 14.58it/s]


dev:  21%|██        | 571/2703 [00:41<02:37, 13.57it/s]


dev:  21%|██        | 573/2703 [00:41<02:26, 14.58it/s]


dev:  21%|██▏       | 575/2703 [00:41<02:29, 14.21it/s]


dev:  21%|██▏       | 578/2703 [00:41<02:19, 15.24it/s]


dev:  21%|██▏       | 580/2703 [00:41<02:14, 15.78it/s]


dev:  22%|██▏       | 582/2703 [00:41<02:14, 15.76it/s]


dev:  22%|██▏       | 584/2703 [00:41<02:14, 15.81it/s]


dev:  22%|██▏       | 586/2703 [00:42<02:18, 15.29it/s]


dev:  22%|██▏       | 588/2703 [00:42<02:19, 15.12it/s]


dev:  22%|██▏       | 590/2703 [00:42<02:18, 15.28it/s]


dev:  22%|██▏       | 592/2703 [00:42<02:14, 15.70it/s]


dev:  22%|██▏       | 594/2703 [00:42<02:28, 14.21it/s]


dev:  22%|██▏       | 596/2703 [00:42<02:22, 14.76it/s]


dev:  22%|██▏       | 598/2703 [00:42<02:22, 14.73it/s]


dev:  22%|██▏       | 600/2703 [00:43<02:20, 14.99it/s]


dev:  22%|██▏       | 602/2703 [00:43<02:17, 15.30it/s]


dev:  22%|██▏       | 604/2703 [00:43<02:13, 15.74it/s]


dev:  22%|██▏       | 606/2703 [00:43<02:10, 16.10it/s]


dev:  22%|██▏       | 608/2703 [00:43<02:09, 16.16it/s]


dev:  23%|██▎       | 610/2703 [00:43<02:11, 15.96it/s]


dev:  23%|██▎       | 612/2703 [00:43<02:14, 15.57it/s]


dev:  23%|██▎       | 614/2703 [00:43<02:17, 15.17it/s]


dev:  23%|██▎       | 616/2703 [00:44<02:21, 14.77it/s]


dev:  23%|██▎       | 618/2703 [00:44<02:13, 15.65it/s]


dev:  23%|██▎       | 620/2703 [00:44<02:16, 15.26it/s]


dev:  23%|██▎       | 622/2703 [00:44<02:14, 15.43it/s]


dev:  23%|██▎       | 624/2703 [00:44<02:20, 14.77it/s]


dev:  23%|██▎       | 626/2703 [00:44<02:18, 15.03it/s]


dev:  23%|██▎       | 629/2703 [00:44<01:59, 17.42it/s]


dev:  23%|██▎       | 631/2703 [00:45<02:08, 16.16it/s]


dev:  23%|██▎       | 633/2703 [00:45<02:05, 16.44it/s]


dev:  23%|██▎       | 635/2703 [00:45<02:13, 15.52it/s]


dev:  24%|██▎       | 637/2703 [00:45<02:09, 16.00it/s]


dev:  24%|██▎       | 639/2703 [00:45<02:08, 16.04it/s]


dev:  24%|██▎       | 641/2703 [00:45<02:16, 15.16it/s]


dev:  24%|██▍       | 643/2703 [00:45<02:13, 15.47it/s]


dev:  24%|██▍       | 645/2703 [00:45<02:06, 16.27it/s]


dev:  24%|██▍       | 647/2703 [00:46<02:09, 15.91it/s]


dev:  24%|██▍       | 649/2703 [00:46<02:13, 15.38it/s]


dev:  24%|██▍       | 651/2703 [00:46<02:29, 13.69it/s]


dev:  24%|██▍       | 653/2703 [00:46<02:24, 14.17it/s]


dev:  24%|██▍       | 655/2703 [00:46<02:22, 14.36it/s]


dev:  24%|██▍       | 657/2703 [00:46<02:30, 13.59it/s]


dev:  24%|██▍       | 659/2703 [00:46<02:29, 13.67it/s]


dev:  24%|██▍       | 662/2703 [00:47<02:14, 15.13it/s]


dev:  25%|██▍       | 664/2703 [00:47<02:18, 14.68it/s]


dev:  25%|██▍       | 666/2703 [00:47<02:11, 15.54it/s]


dev:  25%|██▍       | 668/2703 [00:47<02:11, 15.53it/s]


dev:  25%|██▍       | 670/2703 [00:47<02:08, 15.87it/s]


dev:  25%|██▍       | 672/2703 [00:47<02:17, 14.78it/s]


dev:  25%|██▍       | 674/2703 [00:47<02:21, 14.34it/s]


dev:  25%|██▌       | 676/2703 [00:48<02:24, 14.01it/s]


dev:  25%|██▌       | 678/2703 [00:48<02:19, 14.51it/s]


dev:  25%|██▌       | 680/2703 [00:48<02:11, 15.35it/s]


dev:  25%|██▌       | 682/2703 [00:48<02:08, 15.71it/s]


dev:  25%|██▌       | 684/2703 [00:48<02:19, 14.47it/s]


dev:  25%|██▌       | 686/2703 [00:48<02:28, 13.62it/s]


dev:  25%|██▌       | 688/2703 [00:48<02:35, 12.97it/s]


dev:  26%|██▌       | 690/2703 [00:49<02:38, 12.69it/s]


dev:  26%|██▌       | 692/2703 [00:49<02:22, 14.12it/s]


dev:  26%|██▌       | 694/2703 [00:49<02:22, 14.10it/s]


dev:  26%|██▌       | 696/2703 [00:49<02:30, 13.38it/s]


dev:  26%|██▌       | 698/2703 [00:49<02:28, 13.49it/s]


dev:  26%|██▌       | 700/2703 [00:49<02:16, 14.63it/s]


dev:  26%|██▌       | 702/2703 [00:49<02:09, 15.51it/s]


dev:  26%|██▌       | 704/2703 [00:49<02:08, 15.59it/s]


dev:  26%|██▌       | 707/2703 [00:50<01:54, 17.38it/s]


dev:  26%|██▌       | 709/2703 [00:50<02:04, 15.99it/s]


dev:  26%|██▋       | 711/2703 [00:50<02:14, 14.76it/s]


dev:  26%|██▋       | 713/2703 [00:50<02:24, 13.80it/s]


dev:  26%|██▋       | 715/2703 [00:50<02:25, 13.70it/s]


dev:  27%|██▋       | 717/2703 [00:50<02:20, 14.16it/s]


dev:  27%|██▋       | 719/2703 [00:51<02:28, 13.34it/s]


dev:  27%|██▋       | 721/2703 [00:51<02:16, 14.52it/s]


dev:  27%|██▋       | 723/2703 [00:51<02:22, 13.90it/s]


dev:  27%|██▋       | 725/2703 [00:51<02:21, 14.00it/s]


dev:  27%|██▋       | 727/2703 [00:51<02:09, 15.24it/s]


dev:  27%|██▋       | 729/2703 [00:51<02:06, 15.61it/s]


dev:  27%|██▋       | 731/2703 [00:51<02:13, 14.73it/s]


dev:  27%|██▋       | 733/2703 [00:52<02:20, 14.01it/s]


dev:  27%|██▋       | 735/2703 [00:52<02:23, 13.72it/s]


dev:  27%|██▋       | 737/2703 [00:52<02:19, 14.11it/s]


dev:  27%|██▋       | 739/2703 [00:52<02:10, 15.02it/s]


dev:  27%|██▋       | 741/2703 [00:52<02:01, 16.11it/s]


dev:  27%|██▋       | 743/2703 [00:52<01:55, 16.96it/s]


dev:  28%|██▊       | 745/2703 [00:52<02:03, 15.82it/s]


dev:  28%|██▊       | 747/2703 [00:52<02:14, 14.59it/s]


dev:  28%|██▊       | 749/2703 [00:53<02:09, 15.07it/s]


dev:  28%|██▊       | 751/2703 [00:53<02:12, 14.70it/s]


dev:  28%|██▊       | 753/2703 [00:53<02:24, 13.48it/s]


dev:  28%|██▊       | 755/2703 [00:53<02:17, 14.12it/s]


dev:  28%|██▊       | 757/2703 [00:53<02:09, 15.03it/s]


dev:  28%|██▊       | 759/2703 [00:53<02:15, 14.40it/s]


dev:  28%|██▊       | 761/2703 [00:53<02:05, 15.46it/s]


dev:  28%|██▊       | 763/2703 [00:54<02:16, 14.26it/s]


dev:  28%|██▊       | 765/2703 [00:54<02:20, 13.79it/s]


dev:  28%|██▊       | 767/2703 [00:54<02:21, 13.64it/s]


dev:  28%|██▊       | 769/2703 [00:54<02:25, 13.32it/s]


dev:  29%|██▊       | 771/2703 [00:54<02:16, 14.13it/s]


dev:  29%|██▊       | 773/2703 [00:54<02:10, 14.76it/s]


dev:  29%|██▊       | 775/2703 [00:54<02:13, 14.43it/s]


dev:  29%|██▊       | 777/2703 [00:55<02:21, 13.57it/s]


dev:  29%|██▉       | 779/2703 [00:55<02:29, 12.88it/s]


dev:  29%|██▉       | 781/2703 [00:55<02:24, 13.32it/s]


dev:  29%|██▉       | 783/2703 [00:55<02:13, 14.38it/s]


dev:  29%|██▉       | 785/2703 [00:55<02:19, 13.74it/s]


dev:  29%|██▉       | 787/2703 [00:55<02:10, 14.63it/s]


dev:  29%|██▉       | 789/2703 [00:55<02:11, 14.54it/s]


dev:  29%|██▉       | 791/2703 [00:56<02:10, 14.69it/s]


dev:  29%|██▉       | 793/2703 [00:56<02:05, 15.23it/s]


dev:  29%|██▉       | 795/2703 [00:56<02:09, 14.78it/s]


dev:  29%|██▉       | 797/2703 [00:56<02:20, 13.55it/s]


dev:  30%|██▉       | 799/2703 [00:56<02:14, 14.16it/s]


dev:  30%|██▉       | 801/2703 [00:56<02:13, 14.26it/s]


dev:  30%|██▉       | 803/2703 [00:56<02:16, 13.88it/s]


dev:  30%|██▉       | 805/2703 [00:57<02:21, 13.46it/s]


dev:  30%|██▉       | 807/2703 [00:57<02:20, 13.46it/s]


dev:  30%|██▉       | 809/2703 [00:57<02:12, 14.28it/s]


dev:  30%|███       | 811/2703 [00:57<02:06, 14.97it/s]


dev:  30%|███       | 813/2703 [00:57<02:01, 15.49it/s]


dev:  30%|███       | 815/2703 [00:57<02:05, 15.06it/s]


dev:  30%|███       | 817/2703 [00:57<02:10, 14.50it/s]


dev:  30%|███       | 819/2703 [00:57<02:09, 14.55it/s]


dev:  30%|███       | 821/2703 [00:58<02:12, 14.25it/s]


dev:  30%|███       | 823/2703 [00:58<02:04, 15.06it/s]


dev:  31%|███       | 825/2703 [00:58<02:10, 14.39it/s]


dev:  31%|███       | 827/2703 [00:58<02:08, 14.62it/s]


dev:  31%|███       | 829/2703 [00:58<02:12, 14.12it/s]


dev:  31%|███       | 831/2703 [00:58<02:05, 14.94it/s]


dev:  31%|███       | 833/2703 [00:58<02:06, 14.73it/s]


dev:  31%|███       | 835/2703 [00:59<02:13, 14.03it/s]


dev:  31%|███       | 837/2703 [00:59<02:01, 15.34it/s]


dev:  31%|███       | 839/2703 [00:59<02:02, 15.22it/s]


dev:  31%|███       | 841/2703 [00:59<02:01, 15.30it/s]


dev:  31%|███       | 843/2703 [00:59<02:00, 15.43it/s]


dev:  31%|███▏      | 845/2703 [00:59<02:10, 14.25it/s]


dev:  31%|███▏      | 847/2703 [00:59<02:06, 14.64it/s]


dev:  31%|███▏      | 849/2703 [01:00<02:12, 14.03it/s]


dev:  31%|███▏      | 851/2703 [01:00<02:13, 13.89it/s]


dev:  32%|███▏      | 853/2703 [01:00<02:08, 14.39it/s]


dev:  32%|███▏      | 855/2703 [01:00<02:06, 14.66it/s]


dev:  32%|███▏      | 857/2703 [01:00<02:04, 14.88it/s]


dev:  32%|███▏      | 859/2703 [01:00<02:17, 13.38it/s]


dev:  32%|███▏      | 861/2703 [01:00<02:09, 14.27it/s]


dev:  32%|███▏      | 863/2703 [01:01<02:04, 14.78it/s]


dev:  32%|███▏      | 865/2703 [01:01<02:01, 15.10it/s]


dev:  32%|███▏      | 867/2703 [01:01<01:55, 15.87it/s]


dev:  32%|███▏      | 870/2703 [01:01<01:48, 16.89it/s]


dev:  32%|███▏      | 872/2703 [01:01<01:58, 15.50it/s]


dev:  32%|███▏      | 874/2703 [01:01<02:06, 14.41it/s]


dev:  32%|███▏      | 876/2703 [01:01<01:56, 15.63it/s]


dev:  32%|███▏      | 878/2703 [01:01<02:00, 15.17it/s]


dev:  33%|███▎      | 880/2703 [01:02<01:56, 15.60it/s]


dev:  33%|███▎      | 882/2703 [01:02<01:52, 16.12it/s]


dev:  33%|███▎      | 884/2703 [01:02<01:57, 15.44it/s]


dev:  33%|███▎      | 886/2703 [01:02<02:01, 15.00it/s]


dev:  33%|███▎      | 888/2703 [01:02<02:00, 15.02it/s]


dev:  33%|███▎      | 890/2703 [01:02<01:57, 15.42it/s]


dev:  33%|███▎      | 892/2703 [01:02<02:12, 13.62it/s]


dev:  33%|███▎      | 894/2703 [01:03<02:12, 13.68it/s]


dev:  33%|███▎      | 896/2703 [01:03<02:07, 14.16it/s]


dev:  33%|███▎      | 898/2703 [01:03<02:05, 14.34it/s]


dev:  33%|███▎      | 900/2703 [01:03<02:11, 13.66it/s]


dev:  33%|███▎      | 902/2703 [01:03<02:18, 13.03it/s]


dev:  33%|███▎      | 904/2703 [01:03<02:20, 12.83it/s]


dev:  34%|███▎      | 906/2703 [01:03<02:21, 12.69it/s]


dev:  34%|███▎      | 908/2703 [01:04<02:17, 13.10it/s]


dev:  34%|███▎      | 910/2703 [01:04<02:07, 14.03it/s]


dev:  34%|███▎      | 912/2703 [01:04<02:11, 13.59it/s]


dev:  34%|███▍      | 914/2703 [01:04<02:16, 13.11it/s]


dev:  34%|███▍      | 916/2703 [01:04<02:04, 14.37it/s]


dev:  34%|███▍      | 918/2703 [01:04<01:55, 15.43it/s]


dev:  34%|███▍      | 920/2703 [01:04<01:55, 15.47it/s]


dev:  34%|███▍      | 922/2703 [01:05<02:10, 13.62it/s]


dev:  34%|███▍      | 924/2703 [01:05<02:00, 14.78it/s]


dev:  34%|███▍      | 926/2703 [01:05<02:08, 13.81it/s]


dev:  34%|███▍      | 928/2703 [01:05<02:04, 14.29it/s]


dev:  34%|███▍      | 930/2703 [01:05<01:54, 15.46it/s]


dev:  34%|███▍      | 932/2703 [01:05<01:58, 14.96it/s]


dev:  35%|███▍      | 934/2703 [01:05<01:51, 15.80it/s]


dev:  35%|███▍      | 936/2703 [01:05<01:49, 16.09it/s]


dev:  35%|███▍      | 938/2703 [01:06<01:47, 16.49it/s]


dev:  35%|███▍      | 940/2703 [01:06<01:42, 17.27it/s]


dev:  35%|███▍      | 942/2703 [01:06<01:40, 17.48it/s]


dev:  35%|███▍      | 944/2703 [01:06<01:46, 16.49it/s]


dev:  35%|███▍      | 946/2703 [01:06<01:55, 15.27it/s]


dev:  35%|███▌      | 948/2703 [01:06<02:01, 14.41it/s]


dev:  35%|███▌      | 950/2703 [01:06<01:53, 15.39it/s]


dev:  35%|███▌      | 953/2703 [01:07<01:48, 16.18it/s]


dev:  35%|███▌      | 955/2703 [01:07<01:56, 14.99it/s]


dev:  35%|███▌      | 957/2703 [01:07<01:50, 15.76it/s]


dev:  36%|███▌      | 960/2703 [01:07<01:46, 16.39it/s]


dev:  36%|███▌      | 962/2703 [01:07<01:47, 16.14it/s]


dev:  36%|███▌      | 965/2703 [01:07<01:42, 16.91it/s]


dev:  36%|███▌      | 967/2703 [01:07<01:44, 16.59it/s]


dev:  36%|███▌      | 969/2703 [01:08<01:49, 15.88it/s]


dev:  36%|███▌      | 971/2703 [01:08<01:47, 16.09it/s]


dev:  36%|███▌      | 973/2703 [01:08<01:48, 15.99it/s]


dev:  36%|███▌      | 975/2703 [01:08<01:54, 15.04it/s]


dev:  36%|███▌      | 977/2703 [01:08<01:56, 14.82it/s]


dev:  36%|███▌      | 979/2703 [01:08<01:49, 15.80it/s]


dev:  36%|███▋      | 982/2703 [01:08<01:43, 16.68it/s]


dev:  36%|███▋      | 984/2703 [01:09<01:49, 15.66it/s]


dev:  36%|███▋      | 986/2703 [01:09<01:49, 15.65it/s]


dev:  37%|███▋      | 988/2703 [01:09<01:52, 15.25it/s]


dev:  37%|███▋      | 990/2703 [01:09<01:57, 14.63it/s]


dev:  37%|███▋      | 992/2703 [01:09<01:52, 15.25it/s]


dev:  37%|███▋      | 994/2703 [01:09<01:48, 15.79it/s]


dev:  37%|███▋      | 996/2703 [01:09<01:50, 15.51it/s]


dev:  37%|███▋      | 998/2703 [01:09<01:57, 14.51it/s]


dev:  37%|███▋      | 1000/2703 [01:10<02:02, 13.93it/s]


dev:  37%|███▋      | 1002/2703 [01:10<02:02, 13.84it/s]


dev:  37%|███▋      | 1004/2703 [01:10<01:56, 14.53it/s]


dev:  37%|███▋      | 1006/2703 [01:10<01:51, 15.24it/s]


dev:  37%|███▋      | 1008/2703 [01:10<01:47, 15.73it/s]


dev:  37%|███▋      | 1010/2703 [01:10<01:52, 15.06it/s]


dev:  37%|███▋      | 1012/2703 [01:10<01:55, 14.63it/s]


dev:  38%|███▊      | 1014/2703 [01:11<01:55, 14.59it/s]


dev:  38%|███▊      | 1016/2703 [01:11<02:06, 13.32it/s]


dev:  38%|███▊      | 1018/2703 [01:11<01:58, 14.21it/s]


dev:  38%|███▊      | 1020/2703 [01:11<01:49, 15.40it/s]


dev:  38%|███▊      | 1022/2703 [01:11<01:55, 14.52it/s]


dev:  38%|███▊      | 1024/2703 [01:11<01:46, 15.70it/s]


dev:  38%|███▊      | 1026/2703 [01:11<01:56, 14.40it/s]


dev:  38%|███▊      | 1029/2703 [01:12<01:49, 15.30it/s]


dev:  38%|███▊      | 1031/2703 [01:12<01:47, 15.62it/s]


dev:  38%|███▊      | 1033/2703 [01:12<01:48, 15.36it/s]


dev:  38%|███▊      | 1035/2703 [01:12<01:51, 14.93it/s]


dev:  38%|███▊      | 1037/2703 [01:12<01:58, 14.03it/s]


dev:  38%|███▊      | 1039/2703 [01:12<01:53, 14.65it/s]


dev:  39%|███▊      | 1041/2703 [01:12<01:45, 15.77it/s]


dev:  39%|███▊      | 1043/2703 [01:12<01:45, 15.69it/s]


dev:  39%|███▊      | 1045/2703 [01:13<01:43, 16.08it/s]


dev:  39%|███▊      | 1047/2703 [01:13<01:48, 15.32it/s]


dev:  39%|███▉      | 1049/2703 [01:13<01:50, 14.91it/s]


dev:  39%|███▉      | 1051/2703 [01:13<01:47, 15.42it/s]


dev:  39%|███▉      | 1053/2703 [01:13<01:49, 15.01it/s]


dev:  39%|███▉      | 1055/2703 [01:13<01:43, 15.86it/s]


dev:  39%|███▉      | 1057/2703 [01:13<01:56, 14.15it/s]


dev:  39%|███▉      | 1059/2703 [01:14<01:58, 13.91it/s]


dev:  39%|███▉      | 1061/2703 [01:14<02:05, 13.05it/s]


dev:  39%|███▉      | 1063/2703 [01:14<02:00, 13.57it/s]


dev:  39%|███▉      | 1065/2703 [01:14<02:03, 13.25it/s]


dev:  39%|███▉      | 1067/2703 [01:14<01:57, 13.88it/s]


dev:  40%|███▉      | 1069/2703 [01:14<02:02, 13.38it/s]


dev:  40%|███▉      | 1071/2703 [01:14<01:59, 13.65it/s]


dev:  40%|███▉      | 1073/2703 [01:15<01:58, 13.81it/s]


dev:  40%|███▉      | 1075/2703 [01:15<01:52, 14.41it/s]


dev:  40%|███▉      | 1077/2703 [01:15<01:51, 14.57it/s]


dev:  40%|███▉      | 1079/2703 [01:15<01:47, 15.16it/s]


dev:  40%|███▉      | 1081/2703 [01:15<01:49, 14.80it/s]


dev:  40%|████      | 1083/2703 [01:15<01:43, 15.59it/s]


dev:  40%|████      | 1086/2703 [01:15<01:37, 16.64it/s]


dev:  40%|████      | 1088/2703 [01:16<01:41, 15.87it/s]


dev:  40%|████      | 1090/2703 [01:16<01:41, 15.90it/s]


dev:  40%|████      | 1092/2703 [01:16<01:40, 16.11it/s]


dev:  40%|████      | 1094/2703 [01:16<01:40, 16.02it/s]


dev:  41%|████      | 1096/2703 [01:16<01:36, 16.64it/s]


dev:  41%|████      | 1098/2703 [01:16<01:42, 15.59it/s]


dev:  41%|████      | 1100/2703 [01:16<01:48, 14.77it/s]


dev:  41%|████      | 1102/2703 [01:16<01:43, 15.46it/s]


dev:  41%|████      | 1104/2703 [01:17<01:44, 15.28it/s]


dev:  41%|████      | 1106/2703 [01:17<01:38, 16.25it/s]


dev:  41%|████      | 1108/2703 [01:17<01:40, 15.83it/s]


dev:  41%|████      | 1110/2703 [01:17<01:44, 15.18it/s]


dev:  41%|████      | 1112/2703 [01:17<01:39, 15.96it/s]


dev:  41%|████      | 1114/2703 [01:17<01:43, 15.33it/s]


dev:  41%|████▏     | 1116/2703 [01:17<01:50, 14.32it/s]


dev:  41%|████▏     | 1118/2703 [01:17<01:48, 14.60it/s]


dev:  41%|████▏     | 1120/2703 [01:18<01:55, 13.74it/s]


dev:  42%|████▏     | 1122/2703 [01:18<02:02, 12.89it/s]


dev:  42%|████▏     | 1124/2703 [01:18<01:55, 13.72it/s]


dev:  42%|████▏     | 1126/2703 [01:18<01:58, 13.36it/s]


dev:  42%|████▏     | 1128/2703 [01:18<01:50, 14.24it/s]


dev:  42%|████▏     | 1130/2703 [01:18<01:51, 14.14it/s]


dev:  42%|████▏     | 1132/2703 [01:19<01:51, 14.08it/s]


dev:  42%|████▏     | 1134/2703 [01:19<01:51, 14.02it/s]


dev:  42%|████▏     | 1136/2703 [01:19<01:46, 14.71it/s]


dev:  42%|████▏     | 1138/2703 [01:19<01:44, 14.97it/s]


dev:  42%|████▏     | 1140/2703 [01:19<01:46, 14.65it/s]


dev:  42%|████▏     | 1142/2703 [01:19<01:43, 15.08it/s]


dev:  42%|████▏     | 1144/2703 [01:19<01:54, 13.59it/s]


dev:  42%|████▏     | 1146/2703 [01:20<01:54, 13.59it/s]


dev:  42%|████▏     | 1148/2703 [01:20<01:44, 14.91it/s]


dev:  43%|████▎     | 1150/2703 [01:20<01:48, 14.34it/s]


dev:  43%|████▎     | 1152/2703 [01:20<01:44, 14.79it/s]


dev:  43%|████▎     | 1154/2703 [01:20<01:54, 13.50it/s]


dev:  43%|████▎     | 1156/2703 [01:20<01:48, 14.30it/s]


dev:  43%|████▎     | 1158/2703 [01:20<01:47, 14.36it/s]


dev:  43%|████▎     | 1161/2703 [01:21<01:40, 15.32it/s]


dev:  43%|████▎     | 1163/2703 [01:21<01:39, 15.45it/s]


dev:  43%|████▎     | 1165/2703 [01:21<01:38, 15.69it/s]


dev:  43%|████▎     | 1167/2703 [01:21<01:35, 16.02it/s]


dev:  43%|████▎     | 1169/2703 [01:21<01:31, 16.84it/s]


dev:  43%|████▎     | 1171/2703 [01:21<01:35, 16.04it/s]


dev:  43%|████▎     | 1173/2703 [01:21<01:42, 14.97it/s]


dev:  43%|████▎     | 1175/2703 [01:21<01:42, 14.95it/s]


dev:  44%|████▎     | 1177/2703 [01:22<01:40, 15.16it/s]


dev:  44%|████▎     | 1179/2703 [01:22<01:47, 14.23it/s]


dev:  44%|████▎     | 1181/2703 [01:22<01:37, 15.54it/s]


dev:  44%|████▍     | 1183/2703 [01:22<01:40, 15.18it/s]


dev:  44%|████▍     | 1185/2703 [01:22<01:33, 16.16it/s]


dev:  44%|████▍     | 1187/2703 [01:22<01:34, 16.03it/s]


dev:  44%|████▍     | 1189/2703 [01:22<01:42, 14.80it/s]


dev:  44%|████▍     | 1191/2703 [01:22<01:37, 15.54it/s]


dev:  44%|████▍     | 1193/2703 [01:23<01:36, 15.61it/s]


dev:  44%|████▍     | 1195/2703 [01:23<01:30, 16.59it/s]


dev:  44%|████▍     | 1197/2703 [01:23<01:38, 15.27it/s]


dev:  44%|████▍     | 1199/2703 [01:23<01:40, 14.92it/s]


dev:  44%|████▍     | 1201/2703 [01:23<01:39, 15.08it/s]


dev:  45%|████▍     | 1203/2703 [01:23<01:41, 14.71it/s]


dev:  45%|████▍     | 1205/2703 [01:23<01:34, 15.91it/s]


dev:  45%|████▍     | 1207/2703 [01:23<01:33, 15.95it/s]


dev:  45%|████▍     | 1209/2703 [01:24<01:38, 15.11it/s]


dev:  45%|████▍     | 1211/2703 [01:24<01:41, 14.74it/s]


dev:  45%|████▍     | 1213/2703 [01:24<01:33, 15.92it/s]


dev:  45%|████▍     | 1215/2703 [01:24<01:38, 15.14it/s]


dev:  45%|████▌     | 1217/2703 [01:24<01:34, 15.68it/s]


dev:  45%|████▌     | 1219/2703 [01:24<01:34, 15.69it/s]


dev:  45%|████▌     | 1221/2703 [01:24<01:36, 15.42it/s]


dev:  45%|████▌     | 1223/2703 [01:25<01:40, 14.74it/s]


dev:  45%|████▌     | 1225/2703 [01:25<01:37, 15.23it/s]


dev:  45%|████▌     | 1227/2703 [01:25<01:41, 14.57it/s]


dev:  45%|████▌     | 1229/2703 [01:25<01:39, 14.84it/s]


dev:  46%|████▌     | 1231/2703 [01:25<01:45, 13.99it/s]


dev:  46%|████▌     | 1233/2703 [01:25<01:38, 14.96it/s]


dev:  46%|████▌     | 1235/2703 [01:25<01:36, 15.22it/s]


dev:  46%|████▌     | 1237/2703 [01:25<01:30, 16.28it/s]


dev:  46%|████▌     | 1239/2703 [01:26<01:36, 15.16it/s]


dev:  46%|████▌     | 1241/2703 [01:26<01:38, 14.85it/s]


dev:  46%|████▌     | 1243/2703 [01:26<01:35, 15.36it/s]


dev:  46%|████▌     | 1245/2703 [01:26<01:34, 15.40it/s]


dev:  46%|████▌     | 1247/2703 [01:26<01:41, 14.39it/s]


dev:  46%|████▌     | 1249/2703 [01:26<01:41, 14.32it/s]


dev:  46%|████▋     | 1251/2703 [01:26<01:38, 14.70it/s]


dev:  46%|████▋     | 1253/2703 [01:27<01:42, 14.21it/s]


dev:  46%|████▋     | 1255/2703 [01:27<01:43, 13.96it/s]


dev:  47%|████▋     | 1257/2703 [01:27<01:34, 15.32it/s]


dev:  47%|████▋     | 1259/2703 [01:27<01:33, 15.44it/s]


dev:  47%|████▋     | 1261/2703 [01:27<01:32, 15.54it/s]


dev:  47%|████▋     | 1263/2703 [01:27<01:38, 14.61it/s]


dev:  47%|████▋     | 1265/2703 [01:27<01:36, 14.89it/s]


dev:  47%|████▋     | 1267/2703 [01:27<01:35, 15.08it/s]


dev:  47%|████▋     | 1269/2703 [01:28<01:29, 16.10it/s]


dev:  47%|████▋     | 1271/2703 [01:28<01:26, 16.51it/s]


dev:  47%|████▋     | 1273/2703 [01:28<01:35, 15.00it/s]


dev:  47%|████▋     | 1275/2703 [01:28<01:31, 15.54it/s]


dev:  47%|████▋     | 1277/2703 [01:28<01:37, 14.58it/s]


dev:  47%|████▋     | 1279/2703 [01:28<01:37, 14.57it/s]


dev:  47%|████▋     | 1281/2703 [01:28<01:39, 14.28it/s]


dev:  47%|████▋     | 1283/2703 [01:29<01:38, 14.37it/s]


dev:  48%|████▊     | 1285/2703 [01:29<01:33, 15.24it/s]


dev:  48%|████▊     | 1287/2703 [01:29<01:35, 14.84it/s]


dev:  48%|████▊     | 1289/2703 [01:29<01:41, 13.97it/s]


dev:  48%|████▊     | 1291/2703 [01:29<01:41, 13.86it/s]


dev:  48%|████▊     | 1293/2703 [01:29<01:40, 14.05it/s]


dev:  48%|████▊     | 1295/2703 [01:29<01:38, 14.24it/s]


dev:  48%|████▊     | 1297/2703 [01:30<01:35, 14.69it/s]


dev:  48%|████▊     | 1299/2703 [01:30<01:35, 14.64it/s]


dev:  48%|████▊     | 1301/2703 [01:30<01:33, 15.06it/s]


dev:  48%|████▊     | 1303/2703 [01:30<01:32, 15.05it/s]


dev:  48%|████▊     | 1305/2703 [01:30<01:32, 15.05it/s]


dev:  48%|████▊     | 1307/2703 [01:30<01:28, 15.82it/s]


dev:  48%|████▊     | 1309/2703 [01:30<01:31, 15.16it/s]


dev:  49%|████▊     | 1311/2703 [01:30<01:32, 15.03it/s]


dev:  49%|████▊     | 1313/2703 [01:31<01:35, 14.53it/s]


dev:  49%|████▊     | 1315/2703 [01:31<01:36, 14.33it/s]


dev:  49%|████▊     | 1317/2703 [01:31<01:44, 13.24it/s]


dev:  49%|████▉     | 1319/2703 [01:31<01:45, 13.15it/s]


dev:  49%|████▉     | 1321/2703 [01:31<01:36, 14.35it/s]


dev:  49%|████▉     | 1323/2703 [01:31<01:33, 14.71it/s]


dev:  49%|████▉     | 1325/2703 [01:31<01:26, 15.95it/s]


dev:  49%|████▉     | 1327/2703 [01:32<01:33, 14.74it/s]


dev:  49%|████▉     | 1329/2703 [01:32<01:32, 14.91it/s]


dev:  49%|████▉     | 1331/2703 [01:32<01:28, 15.49it/s]


dev:  49%|████▉     | 1333/2703 [01:32<01:31, 15.02it/s]


dev:  49%|████▉     | 1335/2703 [01:32<01:29, 15.26it/s]


dev:  49%|████▉     | 1337/2703 [01:32<01:28, 15.37it/s]


dev:  50%|████▉     | 1340/2703 [01:32<01:23, 16.33it/s]


dev:  50%|████▉     | 1342/2703 [01:32<01:23, 16.33it/s]


dev:  50%|████▉     | 1345/2703 [01:33<01:24, 16.06it/s]


dev:  50%|████▉     | 1347/2703 [01:33<01:29, 15.17it/s]


dev:  50%|████▉     | 1349/2703 [01:33<01:31, 14.85it/s]


dev:  50%|████▉     | 1351/2703 [01:33<01:27, 15.43it/s]


dev:  50%|█████     | 1353/2703 [01:33<01:31, 14.69it/s]


dev:  50%|█████     | 1355/2703 [01:33<01:37, 13.79it/s]


dev:  50%|█████     | 1357/2703 [01:34<01:33, 14.41it/s]


dev:  50%|█████     | 1359/2703 [01:34<01:29, 15.07it/s]


dev:  50%|█████     | 1361/2703 [01:34<01:30, 14.80it/s]


dev:  50%|█████     | 1363/2703 [01:34<01:26, 15.48it/s]


dev:  50%|█████     | 1365/2703 [01:34<01:26, 15.48it/s]


dev:  51%|█████     | 1368/2703 [01:34<01:27, 15.30it/s]


dev:  51%|█████     | 1370/2703 [01:34<01:23, 15.95it/s]


dev:  51%|█████     | 1372/2703 [01:35<01:30, 14.78it/s]


dev:  51%|█████     | 1374/2703 [01:35<01:25, 15.47it/s]


dev:  51%|█████     | 1376/2703 [01:35<01:31, 14.56it/s]


dev:  51%|█████     | 1378/2703 [01:35<01:31, 14.40it/s]


dev:  51%|█████     | 1380/2703 [01:35<01:28, 15.00it/s]


dev:  51%|█████     | 1382/2703 [01:35<01:22, 15.93it/s]


dev:  51%|█████     | 1384/2703 [01:35<01:17, 16.94it/s]


dev:  51%|█████▏    | 1386/2703 [01:35<01:17, 17.06it/s]


dev:  51%|█████▏    | 1388/2703 [01:36<01:22, 16.00it/s]


dev:  51%|█████▏    | 1390/2703 [01:36<01:20, 16.28it/s]


dev:  51%|█████▏    | 1392/2703 [01:36<01:21, 16.05it/s]


dev:  52%|█████▏    | 1394/2703 [01:36<01:22, 15.85it/s]


dev:  52%|█████▏    | 1396/2703 [01:36<01:21, 16.04it/s]


dev:  52%|█████▏    | 1398/2703 [01:36<01:23, 15.57it/s]


dev:  52%|█████▏    | 1400/2703 [01:36<01:23, 15.57it/s]


dev:  52%|█████▏    | 1402/2703 [01:36<01:19, 16.45it/s]


dev:  52%|█████▏    | 1404/2703 [01:37<01:23, 15.65it/s]


dev:  52%|█████▏    | 1406/2703 [01:37<01:28, 14.70it/s]


dev:  52%|█████▏    | 1408/2703 [01:37<01:27, 14.74it/s]


dev:  52%|█████▏    | 1410/2703 [01:37<01:26, 14.88it/s]


dev:  52%|█████▏    | 1412/2703 [01:37<01:25, 15.04it/s]


dev:  52%|█████▏    | 1414/2703 [01:37<01:21, 15.74it/s]


dev:  52%|█████▏    | 1416/2703 [01:37<01:25, 15.12it/s]


dev:  52%|█████▏    | 1418/2703 [01:37<01:23, 15.33it/s]


dev:  53%|█████▎    | 1420/2703 [01:38<01:20, 15.88it/s]


dev:  53%|█████▎    | 1422/2703 [01:38<01:20, 16.00it/s]


dev:  53%|█████▎    | 1424/2703 [01:38<01:24, 15.10it/s]


dev:  53%|█████▎    | 1426/2703 [01:38<01:21, 15.59it/s]


dev:  53%|█████▎    | 1428/2703 [01:38<01:23, 15.27it/s]


dev:  53%|█████▎    | 1431/2703 [01:38<01:17, 16.46it/s]


dev:  53%|█████▎    | 1433/2703 [01:38<01:26, 14.72it/s]


dev:  53%|█████▎    | 1435/2703 [01:39<01:27, 14.51it/s]


dev:  53%|█████▎    | 1437/2703 [01:39<01:26, 14.71it/s]


dev:  53%|█████▎    | 1439/2703 [01:39<01:20, 15.61it/s]


dev:  53%|█████▎    | 1441/2703 [01:39<01:26, 14.58it/s]


dev:  53%|█████▎    | 1443/2703 [01:39<01:24, 14.86it/s]


dev:  53%|█████▎    | 1445/2703 [01:39<01:26, 14.54it/s]


dev:  54%|█████▎    | 1447/2703 [01:39<01:34, 13.32it/s]


dev:  54%|█████▎    | 1449/2703 [01:40<01:31, 13.78it/s]


dev:  54%|█████▎    | 1451/2703 [01:40<01:25, 14.63it/s]


dev:  54%|█████▍    | 1453/2703 [01:40<01:22, 15.14it/s]


dev:  54%|█████▍    | 1455/2703 [01:40<01:25, 14.53it/s]


dev:  54%|█████▍    | 1457/2703 [01:40<01:19, 15.70it/s]


dev:  54%|█████▍    | 1459/2703 [01:40<01:19, 15.69it/s]


dev:  54%|█████▍    | 1461/2703 [01:40<01:18, 15.77it/s]


dev:  54%|█████▍    | 1463/2703 [01:40<01:23, 14.94it/s]


dev:  54%|█████▍    | 1465/2703 [01:41<01:22, 15.01it/s]


dev:  54%|█████▍    | 1467/2703 [01:41<01:18, 15.78it/s]


dev:  54%|█████▍    | 1469/2703 [01:41<01:17, 15.88it/s]


dev:  54%|█████▍    | 1471/2703 [01:41<01:20, 15.39it/s]


dev:  54%|█████▍    | 1473/2703 [01:41<01:22, 14.96it/s]


dev:  55%|█████▍    | 1475/2703 [01:41<01:16, 15.96it/s]


dev:  55%|█████▍    | 1477/2703 [01:41<01:16, 15.94it/s]


dev:  55%|█████▍    | 1479/2703 [01:41<01:18, 15.67it/s]


dev:  55%|█████▍    | 1481/2703 [01:42<01:20, 15.24it/s]


dev:  55%|█████▍    | 1483/2703 [01:42<01:21, 15.03it/s]


dev:  55%|█████▍    | 1485/2703 [01:42<01:22, 14.83it/s]


dev:  55%|█████▌    | 1488/2703 [01:42<01:15, 16.09it/s]


dev:  55%|█████▌    | 1490/2703 [01:42<01:15, 16.12it/s]


dev:  55%|█████▌    | 1492/2703 [01:42<01:13, 16.38it/s]


dev:  55%|█████▌    | 1494/2703 [01:42<01:16, 15.82it/s]


dev:  55%|█████▌    | 1496/2703 [01:43<01:21, 14.79it/s]


dev:  55%|█████▌    | 1498/2703 [01:43<01:20, 14.88it/s]


dev:  55%|█████▌    | 1500/2703 [01:43<01:22, 14.55it/s]


dev:  56%|█████▌    | 1502/2703 [01:43<01:21, 14.65it/s]


dev:  56%|█████▌    | 1504/2703 [01:43<01:16, 15.62it/s]


dev:  56%|█████▌    | 1506/2703 [01:43<01:15, 15.80it/s]


dev:  56%|█████▌    | 1508/2703 [01:43<01:13, 16.34it/s]


dev:  56%|█████▌    | 1511/2703 [01:44<01:09, 17.17it/s]


dev:  56%|█████▌    | 1513/2703 [01:44<01:16, 15.64it/s]


dev:  56%|█████▌    | 1515/2703 [01:44<01:17, 15.30it/s]


dev:  56%|█████▌    | 1517/2703 [01:44<01:17, 15.21it/s]


dev:  56%|█████▌    | 1519/2703 [01:44<01:20, 14.70it/s]


dev:  56%|█████▋    | 1521/2703 [01:44<01:18, 15.11it/s]


dev:  56%|█████▋    | 1523/2703 [01:44<01:19, 14.85it/s]


dev:  56%|█████▋    | 1525/2703 [01:44<01:19, 14.89it/s]


dev:  56%|█████▋    | 1527/2703 [01:45<01:22, 14.34it/s]


dev:  57%|█████▋    | 1529/2703 [01:45<01:16, 15.26it/s]


dev:  57%|█████▋    | 1531/2703 [01:45<01:19, 14.74it/s]


dev:  57%|█████▋    | 1533/2703 [01:45<01:18, 14.85it/s]


dev:  57%|█████▋    | 1535/2703 [01:45<01:25, 13.68it/s]


dev:  57%|█████▋    | 1538/2703 [01:45<01:16, 15.18it/s]


dev:  57%|█████▋    | 1540/2703 [01:45<01:15, 15.35it/s]


dev:  57%|█████▋    | 1542/2703 [01:46<01:13, 15.81it/s]


dev:  57%|█████▋    | 1544/2703 [01:46<01:14, 15.46it/s]


dev:  57%|█████▋    | 1546/2703 [01:46<01:20, 14.35it/s]


dev:  57%|█████▋    | 1548/2703 [01:46<01:25, 13.49it/s]


dev:  57%|█████▋    | 1550/2703 [01:46<01:21, 14.22it/s]


dev:  57%|█████▋    | 1552/2703 [01:46<01:17, 14.94it/s]


dev:  57%|█████▋    | 1554/2703 [01:46<01:15, 15.30it/s]


dev:  58%|█████▊    | 1556/2703 [01:47<01:11, 16.10it/s]


dev:  58%|█████▊    | 1558/2703 [01:47<01:14, 15.27it/s]


dev:  58%|█████▊    | 1560/2703 [01:47<01:13, 15.60it/s]


dev:  58%|█████▊    | 1563/2703 [01:47<01:08, 16.66it/s]


dev:  58%|█████▊    | 1565/2703 [01:47<01:14, 15.31it/s]


dev:  58%|█████▊    | 1567/2703 [01:47<01:20, 14.12it/s]


dev:  58%|█████▊    | 1569/2703 [01:47<01:19, 14.32it/s]


dev:  58%|█████▊    | 1571/2703 [01:48<01:17, 14.56it/s]


dev:  58%|█████▊    | 1573/2703 [01:48<01:14, 15.20it/s]


dev:  58%|█████▊    | 1575/2703 [01:48<01:14, 15.07it/s]


dev:  58%|█████▊    | 1577/2703 [01:48<01:10, 15.86it/s]


dev:  58%|█████▊    | 1579/2703 [01:48<01:10, 15.91it/s]


dev:  58%|█████▊    | 1581/2703 [01:48<01:10, 15.88it/s]


dev:  59%|█████▊    | 1583/2703 [01:48<01:16, 14.58it/s]


dev:  59%|█████▊    | 1585/2703 [01:49<01:18, 14.15it/s]


dev:  59%|█████▊    | 1587/2703 [01:49<01:16, 14.64it/s]


dev:  59%|█████▉    | 1589/2703 [01:49<01:13, 15.12it/s]


dev:  59%|█████▉    | 1591/2703 [01:49<01:14, 15.02it/s]


dev:  59%|█████▉    | 1593/2703 [01:49<01:18, 14.12it/s]


dev:  59%|█████▉    | 1595/2703 [01:49<01:15, 14.70it/s]


dev:  59%|█████▉    | 1597/2703 [01:49<01:14, 14.76it/s]


dev:  59%|█████▉    | 1599/2703 [01:49<01:10, 15.72it/s]


dev:  59%|█████▉    | 1601/2703 [01:50<01:07, 16.37it/s]


dev:  59%|█████▉    | 1603/2703 [01:50<01:03, 17.25it/s]


dev:  59%|█████▉    | 1605/2703 [01:50<01:07, 16.34it/s]


dev:  59%|█████▉    | 1607/2703 [01:50<01:06, 16.47it/s]


dev:  60%|█████▉    | 1609/2703 [01:50<01:08, 15.90it/s]


dev:  60%|█████▉    | 1611/2703 [01:50<01:04, 16.83it/s]


dev:  60%|█████▉    | 1613/2703 [01:50<01:05, 16.72it/s]


dev:  60%|█████▉    | 1615/2703 [01:50<01:02, 17.36it/s]


dev:  60%|█████▉    | 1617/2703 [01:50<01:05, 16.68it/s]


dev:  60%|█████▉    | 1619/2703 [01:51<01:03, 17.16it/s]


dev:  60%|█████▉    | 1621/2703 [01:51<01:05, 16.54it/s]


dev:  60%|██████    | 1623/2703 [01:51<01:08, 15.74it/s]


dev:  60%|██████    | 1625/2703 [01:51<01:06, 16.18it/s]


dev:  60%|██████    | 1628/2703 [01:51<01:04, 16.77it/s]


dev:  60%|██████    | 1630/2703 [01:51<01:08, 15.59it/s]


dev:  60%|██████    | 1633/2703 [01:51<01:02, 16.99it/s]


dev:  60%|██████    | 1635/2703 [01:52<01:01, 17.27it/s]


dev:  61%|██████    | 1637/2703 [01:52<01:02, 16.97it/s]


dev:  61%|██████    | 1639/2703 [01:52<01:03, 16.83it/s]


dev:  61%|██████    | 1641/2703 [01:52<01:06, 16.04it/s]


dev:  61%|██████    | 1643/2703 [01:52<01:07, 15.77it/s]


dev:  61%|██████    | 1645/2703 [01:52<01:07, 15.73it/s]


dev:  61%|██████    | 1647/2703 [01:52<01:04, 16.30it/s]


dev:  61%|██████    | 1650/2703 [01:52<01:04, 16.36it/s]


dev:  61%|██████    | 1652/2703 [01:53<01:05, 16.12it/s]


dev:  61%|██████    | 1654/2703 [01:53<01:08, 15.37it/s]


dev:  61%|██████▏   | 1656/2703 [01:53<01:04, 16.16it/s]


dev:  61%|██████▏   | 1658/2703 [01:53<01:09, 14.98it/s]


dev:  61%|██████▏   | 1660/2703 [01:53<01:12, 14.35it/s]


dev:  61%|██████▏   | 1662/2703 [01:53<01:11, 14.55it/s]


dev:  62%|██████▏   | 1664/2703 [01:53<01:11, 14.51it/s]


dev:  62%|██████▏   | 1666/2703 [01:54<01:06, 15.71it/s]


dev:  62%|██████▏   | 1668/2703 [01:54<01:03, 16.31it/s]


dev:  62%|██████▏   | 1670/2703 [01:54<01:06, 15.64it/s]


dev:  62%|██████▏   | 1672/2703 [01:54<01:07, 15.29it/s]


dev:  62%|██████▏   | 1674/2703 [01:54<01:06, 15.54it/s]


dev:  62%|██████▏   | 1676/2703 [01:54<01:05, 15.63it/s]


dev:  62%|██████▏   | 1678/2703 [01:54<01:06, 15.39it/s]


dev:  62%|██████▏   | 1680/2703 [01:54<01:09, 14.73it/s]


dev:  62%|██████▏   | 1682/2703 [01:55<01:11, 14.19it/s]


dev:  62%|██████▏   | 1684/2703 [01:55<01:09, 14.56it/s]


dev:  62%|██████▏   | 1686/2703 [01:55<01:07, 15.09it/s]


dev:  62%|██████▏   | 1688/2703 [01:55<01:09, 14.53it/s]


dev:  63%|██████▎   | 1690/2703 [01:55<01:10, 14.29it/s]


dev:  63%|██████▎   | 1692/2703 [01:55<01:10, 14.24it/s]


dev:  63%|██████▎   | 1694/2703 [01:55<01:09, 14.58it/s]


dev:  63%|██████▎   | 1696/2703 [01:56<01:12, 13.83it/s]


dev:  63%|██████▎   | 1698/2703 [01:56<01:11, 14.14it/s]


dev:  63%|██████▎   | 1700/2703 [01:56<01:06, 15.18it/s]


dev:  63%|██████▎   | 1702/2703 [01:56<01:06, 15.14it/s]


dev:  63%|██████▎   | 1704/2703 [01:56<01:04, 15.47it/s]


dev:  63%|██████▎   | 1706/2703 [01:56<01:01, 16.21it/s]


dev:  63%|██████▎   | 1708/2703 [01:56<01:02, 16.01it/s]


dev:  63%|██████▎   | 1710/2703 [01:56<01:02, 15.79it/s]


dev:  63%|██████▎   | 1712/2703 [01:57<01:00, 16.44it/s]


dev:  63%|██████▎   | 1714/2703 [01:57<01:00, 16.26it/s]


dev:  63%|██████▎   | 1716/2703 [01:57<00:58, 16.93it/s]


dev:  64%|██████▎   | 1718/2703 [01:57<00:59, 16.49it/s]


dev:  64%|██████▎   | 1720/2703 [01:57<00:59, 16.66it/s]


dev:  64%|██████▎   | 1722/2703 [01:57<00:59, 16.41it/s]


dev:  64%|██████▍   | 1724/2703 [01:57<01:01, 15.95it/s]


dev:  64%|██████▍   | 1726/2703 [01:57<00:58, 16.73it/s]


dev:  64%|██████▍   | 1728/2703 [01:58<00:57, 16.89it/s]


dev:  64%|██████▍   | 1730/2703 [01:58<00:55, 17.48it/s]


dev:  64%|██████▍   | 1732/2703 [01:58<00:55, 17.40it/s]


dev:  64%|██████▍   | 1734/2703 [01:58<00:58, 16.45it/s]


dev:  64%|██████▍   | 1736/2703 [01:58<00:59, 16.31it/s]


dev:  64%|██████▍   | 1738/2703 [01:58<00:56, 17.22it/s]


dev:  64%|██████▍   | 1740/2703 [01:58<00:55, 17.46it/s]


dev:  64%|██████▍   | 1742/2703 [01:58<00:57, 16.83it/s]


dev:  65%|██████▍   | 1744/2703 [01:59<00:59, 16.14it/s]


dev:  65%|██████▍   | 1746/2703 [01:59<00:59, 16.20it/s]


dev:  65%|██████▍   | 1748/2703 [01:59<01:01, 15.58it/s]


dev:  65%|██████▍   | 1750/2703 [01:59<01:02, 15.20it/s]


dev:  65%|██████▍   | 1752/2703 [01:59<01:00, 15.78it/s]


dev:  65%|██████▍   | 1754/2703 [01:59<01:03, 15.03it/s]


dev:  65%|██████▌   | 1757/2703 [01:59<00:57, 16.38it/s]


dev:  65%|██████▌   | 1759/2703 [01:59<00:57, 16.30it/s]


dev:  65%|██████▌   | 1761/2703 [02:00<00:57, 16.32it/s]


dev:  65%|██████▌   | 1763/2703 [02:00<00:58, 15.96it/s]


dev:  65%|██████▌   | 1765/2703 [02:00<00:59, 15.89it/s]


dev:  65%|██████▌   | 1767/2703 [02:00<01:01, 15.31it/s]


dev:  65%|██████▌   | 1769/2703 [02:00<00:58, 15.90it/s]


dev:  66%|██████▌   | 1771/2703 [02:00<01:00, 15.48it/s]


dev:  66%|██████▌   | 1773/2703 [02:00<00:58, 15.94it/s]


dev:  66%|██████▌   | 1775/2703 [02:00<00:58, 15.92it/s]


dev:  66%|██████▌   | 1777/2703 [02:01<00:58, 15.77it/s]


dev:  66%|██████▌   | 1779/2703 [02:01<01:02, 14.68it/s]


dev:  66%|██████▌   | 1781/2703 [02:01<01:04, 14.31it/s]


dev:  66%|██████▌   | 1783/2703 [02:01<01:02, 14.75it/s]


dev:  66%|██████▌   | 1785/2703 [02:01<01:08, 13.38it/s]


dev:  66%|██████▌   | 1787/2703 [02:01<01:03, 14.51it/s]


dev:  66%|██████▌   | 1789/2703 [02:01<01:02, 14.62it/s]


dev:  66%|██████▋   | 1791/2703 [02:02<01:02, 14.69it/s]


dev:  66%|██████▋   | 1793/2703 [02:02<00:58, 15.49it/s]


dev:  66%|██████▋   | 1795/2703 [02:02<01:03, 14.24it/s]


dev:  66%|██████▋   | 1797/2703 [02:02<01:00, 14.97it/s]


dev:  67%|██████▋   | 1799/2703 [02:02<01:03, 14.31it/s]


dev:  67%|██████▋   | 1801/2703 [02:02<01:03, 14.21it/s]


dev:  67%|██████▋   | 1803/2703 [02:02<01:01, 14.57it/s]


dev:  67%|██████▋   | 1805/2703 [02:03<01:02, 14.33it/s]


dev:  67%|██████▋   | 1807/2703 [02:03<00:58, 15.33it/s]


dev:  67%|██████▋   | 1809/2703 [02:03<00:54, 16.29it/s]


dev:  67%|██████▋   | 1811/2703 [02:03<00:56, 15.69it/s]


dev:  67%|██████▋   | 1813/2703 [02:03<00:57, 15.49it/s]


dev:  67%|██████▋   | 1815/2703 [02:03<00:56, 15.66it/s]


dev:  67%|██████▋   | 1817/2703 [02:03<00:54, 16.26it/s]


dev:  67%|██████▋   | 1819/2703 [02:03<00:55, 16.02it/s]


dev:  67%|██████▋   | 1821/2703 [02:04<00:58, 15.16it/s]


dev:  67%|██████▋   | 1823/2703 [02:04<00:58, 15.13it/s]


dev:  68%|██████▊   | 1825/2703 [02:04<00:59, 14.65it/s]


dev:  68%|██████▊   | 1827/2703 [02:04<01:00, 14.53it/s]


dev:  68%|██████▊   | 1829/2703 [02:04<00:59, 14.76it/s]


dev:  68%|██████▊   | 1831/2703 [02:04<00:55, 15.78it/s]


dev:  68%|██████▊   | 1833/2703 [02:04<00:57, 15.13it/s]


dev:  68%|██████▊   | 1835/2703 [02:05<00:58, 14.92it/s]


dev:  68%|██████▊   | 1838/2703 [02:05<00:55, 15.49it/s]


dev:  68%|██████▊   | 1840/2703 [02:05<00:58, 14.85it/s]


dev:  68%|██████▊   | 1842/2703 [02:05<00:58, 14.60it/s]


dev:  68%|██████▊   | 1844/2703 [02:05<00:57, 14.97it/s]


dev:  68%|██████▊   | 1846/2703 [02:05<00:55, 15.58it/s]


dev:  68%|██████▊   | 1848/2703 [02:05<00:52, 16.31it/s]


dev:  68%|██████▊   | 1850/2703 [02:06<00:59, 14.45it/s]


dev:  69%|██████▊   | 1852/2703 [02:06<00:58, 14.53it/s]


dev:  69%|██████▊   | 1854/2703 [02:06<00:59, 14.34it/s]


dev:  69%|██████▊   | 1856/2703 [02:06<00:58, 14.38it/s]


dev:  69%|██████▊   | 1858/2703 [02:06<01:00, 14.05it/s]


dev:  69%|██████▉   | 1860/2703 [02:06<00:58, 14.34it/s]


dev:  69%|██████▉   | 1863/2703 [02:06<00:53, 15.79it/s]


dev:  69%|██████▉   | 1865/2703 [02:06<00:52, 15.88it/s]


dev:  69%|██████▉   | 1867/2703 [02:07<00:52, 15.94it/s]


dev:  69%|██████▉   | 1869/2703 [02:07<00:50, 16.61it/s]


dev:  69%|██████▉   | 1871/2703 [02:07<00:54, 15.35it/s]


dev:  69%|██████▉   | 1873/2703 [02:07<00:55, 15.00it/s]


dev:  69%|██████▉   | 1875/2703 [02:07<00:55, 14.97it/s]


dev:  69%|██████▉   | 1877/2703 [02:07<00:52, 15.72it/s]


dev:  70%|██████▉   | 1879/2703 [02:07<00:50, 16.17it/s]


dev:  70%|██████▉   | 1881/2703 [02:08<00:50, 16.33it/s]


dev:  70%|██████▉   | 1883/2703 [02:08<00:50, 16.34it/s]


dev:  70%|██████▉   | 1885/2703 [02:08<00:52, 15.62it/s]


dev:  70%|██████▉   | 1887/2703 [02:08<00:48, 16.67it/s]


dev:  70%|██████▉   | 1889/2703 [02:08<00:48, 16.92it/s]


dev:  70%|██████▉   | 1891/2703 [02:08<00:49, 16.34it/s]


dev:  70%|███████   | 1893/2703 [02:08<00:48, 16.84it/s]


dev:  70%|███████   | 1895/2703 [02:08<00:48, 16.59it/s]


dev:  70%|███████   | 1897/2703 [02:08<00:47, 17.12it/s]


dev:  70%|███████   | 1899/2703 [02:09<00:50, 15.91it/s]


dev:  70%|███████   | 1901/2703 [02:09<00:52, 15.29it/s]


dev:  70%|███████   | 1903/2703 [02:09<00:51, 15.60it/s]


dev:  70%|███████   | 1905/2703 [02:09<00:51, 15.39it/s]


dev:  71%|███████   | 1907/2703 [02:09<00:50, 15.84it/s]


dev:  71%|███████   | 1909/2703 [02:09<00:49, 16.12it/s]


dev:  71%|███████   | 1911/2703 [02:09<00:50, 15.73it/s]


dev:  71%|███████   | 1913/2703 [02:09<00:47, 16.56it/s]


dev:  71%|███████   | 1915/2703 [02:10<00:47, 16.72it/s]


dev:  71%|███████   | 1917/2703 [02:10<00:47, 16.58it/s]


dev:  71%|███████   | 1919/2703 [02:10<00:46, 16.94it/s]


dev:  71%|███████   | 1921/2703 [02:10<00:48, 16.12it/s]


dev:  71%|███████   | 1923/2703 [02:10<00:48, 15.92it/s]


dev:  71%|███████▏  | 1926/2703 [02:10<00:45, 17.15it/s]


dev:  71%|███████▏  | 1928/2703 [02:10<00:50, 15.47it/s]


dev:  71%|███████▏  | 1930/2703 [02:11<00:53, 14.45it/s]


dev:  71%|███████▏  | 1932/2703 [02:11<00:54, 14.14it/s]


dev:  72%|███████▏  | 1934/2703 [02:11<00:55, 13.96it/s]


dev:  72%|███████▏  | 1936/2703 [02:11<00:52, 14.49it/s]


dev:  72%|███████▏  | 1938/2703 [02:11<00:57, 13.39it/s]


dev:  72%|███████▏  | 1940/2703 [02:11<00:59, 12.72it/s]


dev:  72%|███████▏  | 1942/2703 [02:11<00:58, 12.99it/s]


dev:  72%|███████▏  | 1944/2703 [02:12<00:55, 13.67it/s]


dev:  72%|███████▏  | 1946/2703 [02:12<00:51, 14.62it/s]


dev:  72%|███████▏  | 1948/2703 [02:12<00:48, 15.68it/s]


dev:  72%|███████▏  | 1950/2703 [02:12<00:49, 15.32it/s]


dev:  72%|███████▏  | 1952/2703 [02:12<00:50, 14.88it/s]


dev:  72%|███████▏  | 1954/2703 [02:12<00:48, 15.54it/s]


dev:  72%|███████▏  | 1956/2703 [02:12<00:51, 14.56it/s]


dev:  72%|███████▏  | 1958/2703 [02:13<00:49, 14.93it/s]


dev:  73%|███████▎  | 1960/2703 [02:13<00:49, 15.12it/s]


dev:  73%|███████▎  | 1962/2703 [02:13<00:48, 15.43it/s]


dev:  73%|███████▎  | 1964/2703 [02:13<00:49, 15.00it/s]


dev:  73%|███████▎  | 1966/2703 [02:13<00:49, 14.92it/s]


dev:  73%|███████▎  | 1968/2703 [02:13<00:48, 15.18it/s]


dev:  73%|███████▎  | 1970/2703 [02:13<00:44, 16.29it/s]


dev:  73%|███████▎  | 1972/2703 [02:13<00:44, 16.39it/s]


dev:  73%|███████▎  | 1974/2703 [02:14<00:45, 16.15it/s]


dev:  73%|███████▎  | 1976/2703 [02:14<00:53, 13.58it/s]


dev:  73%|███████▎  | 1978/2703 [02:14<00:51, 14.05it/s]


dev:  73%|███████▎  | 1980/2703 [02:14<00:48, 14.88it/s]


dev:  73%|███████▎  | 1982/2703 [02:14<00:50, 14.38it/s]


dev:  73%|███████▎  | 1984/2703 [02:14<00:46, 15.41it/s]


dev:  73%|███████▎  | 1986/2703 [02:14<00:48, 14.70it/s]


dev:  74%|███████▎  | 1988/2703 [02:15<00:49, 14.57it/s]


dev:  74%|███████▎  | 1990/2703 [02:15<00:50, 14.12it/s]


dev:  74%|███████▎  | 1992/2703 [02:15<00:50, 13.96it/s]


dev:  74%|███████▍  | 1994/2703 [02:15<00:49, 14.25it/s]


dev:  74%|███████▍  | 1996/2703 [02:15<00:47, 14.76it/s]


dev:  74%|███████▍  | 1998/2703 [02:15<00:46, 15.09it/s]


dev:  74%|███████▍  | 2000/2703 [02:15<00:46, 15.16it/s]


dev:  74%|███████▍  | 2002/2703 [02:15<00:44, 15.86it/s]


dev:  74%|███████▍  | 2004/2703 [02:16<00:43, 15.93it/s]


dev:  74%|███████▍  | 2006/2703 [02:16<00:43, 15.85it/s]


dev:  74%|███████▍  | 2008/2703 [02:16<00:43, 16.12it/s]


dev:  74%|███████▍  | 2010/2703 [02:16<00:42, 16.40it/s]


dev:  74%|███████▍  | 2012/2703 [02:16<00:42, 16.09it/s]


dev:  75%|███████▍  | 2014/2703 [02:16<00:41, 16.71it/s]


dev:  75%|███████▍  | 2016/2703 [02:16<00:43, 15.78it/s]


dev:  75%|███████▍  | 2018/2703 [02:16<00:42, 16.24it/s]


dev:  75%|███████▍  | 2020/2703 [02:17<00:42, 16.21it/s]


dev:  75%|███████▍  | 2022/2703 [02:17<00:43, 15.76it/s]


dev:  75%|███████▍  | 2024/2703 [02:17<00:42, 15.96it/s]


dev:  75%|███████▍  | 2026/2703 [02:17<00:43, 15.48it/s]


dev:  75%|███████▌  | 2028/2703 [02:17<00:42, 15.84it/s]


dev:  75%|███████▌  | 2030/2703 [02:17<00:42, 15.82it/s]


dev:  75%|███████▌  | 2032/2703 [02:17<00:45, 14.72it/s]


dev:  75%|███████▌  | 2034/2703 [02:18<00:49, 13.39it/s]


dev:  75%|███████▌  | 2036/2703 [02:18<00:49, 13.56it/s]


dev:  75%|███████▌  | 2038/2703 [02:18<00:44, 14.87it/s]


dev:  76%|███████▌  | 2041/2703 [02:18<00:40, 16.22it/s]


dev:  76%|███████▌  | 2043/2703 [02:18<00:41, 16.05it/s]


dev:  76%|███████▌  | 2045/2703 [02:18<00:43, 14.96it/s]


dev:  76%|███████▌  | 2047/2703 [02:18<00:46, 14.05it/s]


dev:  76%|███████▌  | 2049/2703 [02:19<00:43, 15.18it/s]


dev:  76%|███████▌  | 2051/2703 [02:19<00:42, 15.41it/s]


dev:  76%|███████▌  | 2053/2703 [02:19<00:41, 15.66it/s]


dev:  76%|███████▌  | 2055/2703 [02:19<00:41, 15.57it/s]


dev:  76%|███████▌  | 2057/2703 [02:19<00:42, 15.10it/s]


dev:  76%|███████▌  | 2059/2703 [02:19<00:43, 14.97it/s]


dev:  76%|███████▌  | 2061/2703 [02:19<00:42, 15.22it/s]


dev:  76%|███████▋  | 2063/2703 [02:19<00:40, 15.81it/s]


dev:  76%|███████▋  | 2066/2703 [02:20<00:39, 16.19it/s]


dev:  77%|███████▋  | 2068/2703 [02:20<00:40, 15.79it/s]


dev:  77%|███████▋  | 2070/2703 [02:20<00:40, 15.62it/s]


dev:  77%|███████▋  | 2072/2703 [02:20<00:41, 15.30it/s]


dev:  77%|███████▋  | 2074/2703 [02:20<00:39, 15.91it/s]


dev:  77%|███████▋  | 2076/2703 [02:20<00:39, 16.04it/s]


dev:  77%|███████▋  | 2078/2703 [02:20<00:38, 16.20it/s]


dev:  77%|███████▋  | 2080/2703 [02:20<00:39, 15.63it/s]


dev:  77%|███████▋  | 2082/2703 [02:21<00:39, 15.92it/s]


dev:  77%|███████▋  | 2084/2703 [02:21<00:40, 15.16it/s]


dev:  77%|███████▋  | 2086/2703 [02:21<00:39, 15.45it/s]


dev:  77%|███████▋  | 2088/2703 [02:21<00:39, 15.53it/s]


dev:  77%|███████▋  | 2090/2703 [02:21<00:39, 15.40it/s]


dev:  77%|███████▋  | 2092/2703 [02:21<00:38, 15.77it/s]


dev:  77%|███████▋  | 2094/2703 [02:21<00:37, 16.41it/s]


dev:  78%|███████▊  | 2096/2703 [02:22<00:40, 14.95it/s]


dev:  78%|███████▊  | 2098/2703 [02:22<00:39, 15.20it/s]


dev:  78%|███████▊  | 2100/2703 [02:22<00:42, 14.11it/s]


dev:  78%|███████▊  | 2102/2703 [02:22<00:39, 15.23it/s]


dev:  78%|███████▊  | 2104/2703 [02:22<00:37, 16.09it/s]


dev:  78%|███████▊  | 2106/2703 [02:22<00:35, 16.85it/s]


dev:  78%|███████▊  | 2108/2703 [02:22<00:35, 16.88it/s]


dev:  78%|███████▊  | 2111/2703 [02:22<00:34, 16.93it/s]


dev:  78%|███████▊  | 2113/2703 [02:23<00:36, 16.13it/s]


dev:  78%|███████▊  | 2115/2703 [02:23<00:36, 16.31it/s]


dev:  78%|███████▊  | 2117/2703 [02:23<00:36, 15.88it/s]


dev:  78%|███████▊  | 2119/2703 [02:23<00:39, 14.72it/s]


dev:  78%|███████▊  | 2121/2703 [02:23<00:39, 14.79it/s]


dev:  79%|███████▊  | 2123/2703 [02:23<00:39, 14.62it/s]


dev:  79%|███████▊  | 2125/2703 [02:23<00:37, 15.46it/s]


dev:  79%|███████▊  | 2127/2703 [02:24<00:39, 14.46it/s]


dev:  79%|███████▉  | 2129/2703 [02:24<00:38, 14.96it/s]


dev:  79%|███████▉  | 2131/2703 [02:24<00:38, 14.98it/s]


dev:  79%|███████▉  | 2133/2703 [02:24<00:36, 15.41it/s]


dev:  79%|███████▉  | 2135/2703 [02:24<00:38, 14.74it/s]


dev:  79%|███████▉  | 2137/2703 [02:24<00:38, 14.87it/s]


dev:  79%|███████▉  | 2139/2703 [02:24<00:38, 14.69it/s]


dev:  79%|███████▉  | 2141/2703 [02:24<00:38, 14.62it/s]


dev:  79%|███████▉  | 2143/2703 [02:25<00:38, 14.58it/s]


dev:  79%|███████▉  | 2145/2703 [02:25<00:36, 15.10it/s]


dev:  79%|███████▉  | 2147/2703 [02:25<00:35, 15.57it/s]


dev:  80%|███████▉  | 2149/2703 [02:25<00:36, 15.29it/s]


dev:  80%|███████▉  | 2151/2703 [02:25<00:36, 14.94it/s]


dev:  80%|███████▉  | 2153/2703 [02:25<00:37, 14.57it/s]


dev:  80%|███████▉  | 2155/2703 [02:25<00:37, 14.77it/s]


dev:  80%|███████▉  | 2157/2703 [02:26<00:35, 15.42it/s]


dev:  80%|███████▉  | 2159/2703 [02:26<00:36, 14.88it/s]


dev:  80%|███████▉  | 2161/2703 [02:26<00:36, 14.71it/s]


dev:  80%|████████  | 2163/2703 [02:26<00:36, 14.69it/s]


dev:  80%|████████  | 2165/2703 [02:26<00:38, 14.09it/s]


dev:  80%|████████  | 2167/2703 [02:26<00:38, 14.02it/s]


dev:  80%|████████  | 2169/2703 [02:26<00:38, 13.78it/s]


dev:  80%|████████  | 2171/2703 [02:27<00:39, 13.48it/s]


dev:  80%|████████  | 2173/2703 [02:27<00:38, 13.76it/s]


dev:  80%|████████  | 2175/2703 [02:27<00:35, 14.78it/s]


dev:  81%|████████  | 2178/2703 [02:27<00:34, 15.27it/s]


dev:  81%|████████  | 2180/2703 [02:27<00:33, 15.66it/s]


dev:  81%|████████  | 2182/2703 [02:27<00:31, 16.36it/s]


dev:  81%|████████  | 2184/2703 [02:27<00:31, 16.32it/s]


dev:  81%|████████  | 2186/2703 [02:27<00:32, 15.86it/s]


dev:  81%|████████  | 2188/2703 [02:28<00:31, 16.18it/s]


dev:  81%|████████  | 2190/2703 [02:28<00:31, 16.13it/s]


dev:  81%|████████  | 2192/2703 [02:28<00:31, 16.03it/s]


dev:  81%|████████  | 2194/2703 [02:28<00:31, 16.15it/s]


dev:  81%|████████  | 2196/2703 [02:28<00:32, 15.68it/s]


dev:  81%|████████▏ | 2198/2703 [02:28<00:30, 16.73it/s]


dev:  81%|████████▏ | 2200/2703 [02:28<00:32, 15.62it/s]


dev:  81%|████████▏ | 2202/2703 [02:28<00:34, 14.65it/s]


dev:  82%|████████▏ | 2204/2703 [02:29<00:34, 14.55it/s]


dev:  82%|████████▏ | 2206/2703 [02:29<00:31, 15.78it/s]


dev:  82%|████████▏ | 2208/2703 [02:29<00:34, 14.51it/s]


dev:  82%|████████▏ | 2210/2703 [02:29<00:32, 15.24it/s]


dev:  82%|████████▏ | 2212/2703 [02:29<00:33, 14.50it/s]


dev:  82%|████████▏ | 2214/2703 [02:29<00:31, 15.66it/s]


dev:  82%|████████▏ | 2216/2703 [02:29<00:31, 15.68it/s]


dev:  82%|████████▏ | 2218/2703 [02:30<00:32, 14.75it/s]


dev:  82%|████████▏ | 2221/2703 [02:30<00:28, 17.12it/s]


dev:  82%|████████▏ | 2223/2703 [02:30<00:30, 15.87it/s]


dev:  82%|████████▏ | 2225/2703 [02:30<00:30, 15.50it/s]


dev:  82%|████████▏ | 2227/2703 [02:30<00:32, 14.66it/s]


dev:  82%|████████▏ | 2229/2703 [02:30<00:31, 15.01it/s]


dev:  83%|████████▎ | 2231/2703 [02:30<00:32, 14.37it/s]


dev:  83%|████████▎ | 2233/2703 [02:31<00:31, 15.14it/s]


dev:  83%|████████▎ | 2235/2703 [02:31<00:31, 15.09it/s]


dev:  83%|████████▎ | 2237/2703 [02:31<00:28, 16.18it/s]


dev:  83%|████████▎ | 2239/2703 [02:31<00:28, 16.17it/s]


dev:  83%|████████▎ | 2241/2703 [02:31<00:27, 16.61it/s]


dev:  83%|████████▎ | 2244/2703 [02:31<00:25, 17.67it/s]


dev:  83%|████████▎ | 2246/2703 [02:31<00:26, 17.26it/s]


dev:  83%|████████▎ | 2248/2703 [02:31<00:26, 17.24it/s]


dev:  83%|████████▎ | 2250/2703 [02:32<00:29, 15.25it/s]


dev:  83%|████████▎ | 2252/2703 [02:32<00:30, 14.60it/s]


dev:  83%|████████▎ | 2254/2703 [02:32<00:29, 15.00it/s]


dev:  83%|████████▎ | 2256/2703 [02:32<00:29, 15.23it/s]


dev:  84%|████████▎ | 2258/2703 [02:32<00:28, 15.59it/s]


dev:  84%|████████▎ | 2260/2703 [02:32<00:28, 15.63it/s]


dev:  84%|████████▎ | 2262/2703 [02:32<00:28, 15.41it/s]


dev:  84%|████████▍ | 2264/2703 [02:32<00:28, 15.19it/s]


dev:  84%|████████▍ | 2266/2703 [02:33<00:27, 15.83it/s]


dev:  84%|████████▍ | 2268/2703 [02:33<00:28, 15.26it/s]


dev:  84%|████████▍ | 2270/2703 [02:33<00:28, 15.35it/s]


dev:  84%|████████▍ | 2272/2703 [02:33<00:28, 15.33it/s]


dev:  84%|████████▍ | 2274/2703 [02:33<00:28, 15.13it/s]


dev:  84%|████████▍ | 2276/2703 [02:33<00:27, 15.45it/s]


dev:  84%|████████▍ | 2278/2703 [02:33<00:26, 16.14it/s]


dev:  84%|████████▍ | 2280/2703 [02:33<00:25, 16.74it/s]


dev:  84%|████████▍ | 2282/2703 [02:34<00:27, 15.47it/s]


dev:  84%|████████▍ | 2284/2703 [02:34<00:25, 16.22it/s]


dev:  85%|████████▍ | 2286/2703 [02:34<00:28, 14.51it/s]


dev:  85%|████████▍ | 2288/2703 [02:34<00:27, 14.97it/s]


dev:  85%|████████▍ | 2290/2703 [02:34<00:27, 15.19it/s]


dev:  85%|████████▍ | 2292/2703 [02:34<00:27, 15.17it/s]


dev:  85%|████████▍ | 2294/2703 [02:34<00:26, 15.24it/s]


dev:  85%|████████▍ | 2296/2703 [02:35<00:25, 15.79it/s]


dev:  85%|████████▌ | 2298/2703 [02:35<00:26, 15.03it/s]


dev:  85%|████████▌ | 2300/2703 [02:35<00:26, 15.26it/s]


dev:  85%|████████▌ | 2302/2703 [02:35<00:26, 15.03it/s]


dev:  85%|████████▌ | 2304/2703 [02:35<00:26, 14.87it/s]


dev:  85%|████████▌ | 2306/2703 [02:35<00:25, 15.61it/s]


dev:  85%|████████▌ | 2308/2703 [02:35<00:25, 15.44it/s]


dev:  85%|████████▌ | 2310/2703 [02:35<00:26, 15.07it/s]


dev:  86%|████████▌ | 2312/2703 [02:36<00:26, 14.81it/s]


dev:  86%|████████▌ | 2314/2703 [02:36<00:25, 15.39it/s]


dev:  86%|████████▌ | 2316/2703 [02:36<00:24, 16.02it/s]


dev:  86%|████████▌ | 2318/2703 [02:36<00:27, 14.25it/s]


dev:  86%|████████▌ | 2320/2703 [02:36<00:26, 14.54it/s]


dev:  86%|████████▌ | 2322/2703 [02:36<00:25, 14.99it/s]


dev:  86%|████████▌ | 2324/2703 [02:36<00:24, 15.73it/s]


dev:  86%|████████▌ | 2326/2703 [02:37<00:23, 15.83it/s]


dev:  86%|████████▌ | 2328/2703 [02:37<00:23, 15.94it/s]


dev:  86%|████████▌ | 2330/2703 [02:37<00:23, 15.90it/s]


dev:  86%|████████▋ | 2332/2703 [02:37<00:24, 14.94it/s]


dev:  86%|████████▋ | 2334/2703 [02:37<00:23, 15.49it/s]


dev:  86%|████████▋ | 2336/2703 [02:37<00:22, 16.09it/s]


dev:  86%|████████▋ | 2338/2703 [02:37<00:25, 14.36it/s]


dev:  87%|████████▋ | 2340/2703 [02:37<00:23, 15.45it/s]


dev:  87%|████████▋ | 2342/2703 [02:38<00:21, 16.49it/s]


dev:  87%|████████▋ | 2344/2703 [02:38<00:22, 16.05it/s]


dev:  87%|████████▋ | 2346/2703 [02:38<00:21, 16.60it/s]


dev:  87%|████████▋ | 2348/2703 [02:38<00:21, 16.84it/s]


dev:  87%|████████▋ | 2350/2703 [02:38<00:20, 17.46it/s]


dev:  87%|████████▋ | 2352/2703 [02:38<00:19, 17.75it/s]


dev:  87%|████████▋ | 2354/2703 [02:38<00:20, 17.40it/s]


dev:  87%|████████▋ | 2356/2703 [02:38<00:20, 17.14it/s]


dev:  87%|████████▋ | 2358/2703 [02:38<00:20, 17.24it/s]


dev:  87%|████████▋ | 2360/2703 [02:39<00:20, 16.57it/s]


dev:  87%|████████▋ | 2362/2703 [02:39<00:20, 16.53it/s]


dev:  87%|████████▋ | 2364/2703 [02:39<00:19, 17.09it/s]


dev:  88%|████████▊ | 2366/2703 [02:39<00:21, 15.88it/s]


dev:  88%|████████▊ | 2368/2703 [02:39<00:21, 15.82it/s]


dev:  88%|████████▊ | 2370/2703 [02:39<00:20, 16.10it/s]


dev:  88%|████████▊ | 2372/2703 [02:39<00:21, 15.62it/s]


dev:  88%|████████▊ | 2374/2703 [02:39<00:21, 15.19it/s]


dev:  88%|████████▊ | 2376/2703 [02:40<00:21, 15.24it/s]


dev:  88%|████████▊ | 2378/2703 [02:40<00:19, 16.41it/s]


dev:  88%|████████▊ | 2380/2703 [02:40<00:19, 16.60it/s]


dev:  88%|████████▊ | 2382/2703 [02:40<00:19, 16.58it/s]


dev:  88%|████████▊ | 2384/2703 [02:40<00:18, 17.42it/s]


dev:  88%|████████▊ | 2386/2703 [02:40<00:19, 15.89it/s]


dev:  88%|████████▊ | 2388/2703 [02:40<00:20, 15.73it/s]


dev:  88%|████████▊ | 2390/2703 [02:40<00:19, 16.33it/s]


dev:  88%|████████▊ | 2392/2703 [02:41<00:19, 15.78it/s]


dev:  89%|████████▊ | 2394/2703 [02:41<00:19, 16.21it/s]


dev:  89%|████████▊ | 2396/2703 [02:41<00:19, 15.44it/s]


dev:  89%|████████▊ | 2398/2703 [02:41<00:19, 15.91it/s]


dev:  89%|████████▉ | 2400/2703 [02:41<00:19, 15.84it/s]


dev:  89%|████████▉ | 2403/2703 [02:41<00:16, 17.78it/s]


dev:  89%|████████▉ | 2405/2703 [02:41<00:17, 16.93it/s]


dev:  89%|████████▉ | 2408/2703 [02:42<00:16, 17.62it/s]


dev:  89%|████████▉ | 2410/2703 [02:42<00:16, 17.27it/s]


dev:  89%|████████▉ | 2412/2703 [02:42<00:16, 17.93it/s]


dev:  89%|████████▉ | 2414/2703 [02:42<00:15, 18.32it/s]


dev:  89%|████████▉ | 2416/2703 [02:42<00:15, 18.65it/s]


dev:  89%|████████▉ | 2418/2703 [02:42<00:16, 17.47it/s]


dev:  90%|████████▉ | 2420/2703 [02:42<00:17, 16.56it/s]


dev:  90%|████████▉ | 2422/2703 [02:42<00:16, 17.12it/s]


dev:  90%|████████▉ | 2424/2703 [02:42<00:16, 17.30it/s]


dev:  90%|████████▉ | 2426/2703 [02:43<00:16, 16.73it/s]


dev:  90%|████████▉ | 2428/2703 [02:43<00:16, 16.64it/s]


dev:  90%|████████▉ | 2430/2703 [02:43<00:15, 17.19it/s]


dev:  90%|████████▉ | 2432/2703 [02:43<00:15, 17.17it/s]


dev:  90%|█████████ | 2434/2703 [02:43<00:16, 16.49it/s]


dev:  90%|█████████ | 2436/2703 [02:43<00:17, 14.93it/s]


dev:  90%|█████████ | 2438/2703 [02:43<00:16, 15.80it/s]


dev:  90%|█████████ | 2440/2703 [02:43<00:17, 15.30it/s]


dev:  90%|█████████ | 2443/2703 [02:44<00:15, 16.28it/s]


dev:  90%|█████████ | 2445/2703 [02:44<00:15, 16.18it/s]


dev:  91%|█████████ | 2447/2703 [02:44<00:16, 15.86it/s]


dev:  91%|█████████ | 2449/2703 [02:44<00:15, 16.10it/s]


dev:  91%|█████████ | 2451/2703 [02:44<00:16, 15.20it/s]


dev:  91%|█████████ | 2454/2703 [02:44<00:14, 16.94it/s]


dev:  91%|█████████ | 2456/2703 [02:44<00:14, 17.34it/s]


dev:  91%|█████████ | 2458/2703 [02:45<00:14, 16.38it/s]


dev:  91%|█████████ | 2460/2703 [02:45<00:15, 16.17it/s]


dev:  91%|█████████ | 2462/2703 [02:45<00:15, 15.59it/s]


dev:  91%|█████████ | 2465/2703 [02:45<00:14, 16.72it/s]


dev:  91%|█████████▏| 2467/2703 [02:45<00:14, 15.90it/s]


dev:  91%|█████████▏| 2469/2703 [02:45<00:15, 15.22it/s]


dev:  91%|█████████▏| 2471/2703 [02:45<00:15, 15.30it/s]


dev:  91%|█████████▏| 2473/2703 [02:46<00:14, 15.37it/s]


dev:  92%|█████████▏| 2475/2703 [02:46<00:14, 15.64it/s]


dev:  92%|█████████▏| 2477/2703 [02:46<00:13, 16.51it/s]


dev:  92%|█████████▏| 2479/2703 [02:46<00:13, 16.48it/s]


dev:  92%|█████████▏| 2481/2703 [02:46<00:13, 16.07it/s]


dev:  92%|█████████▏| 2483/2703 [02:46<00:14, 15.65it/s]


dev:  92%|█████████▏| 2485/2703 [02:46<00:13, 16.65it/s]


dev:  92%|█████████▏| 2487/2703 [02:46<00:14, 15.38it/s]


dev:  92%|█████████▏| 2489/2703 [02:46<00:13, 16.24it/s]


dev:  92%|█████████▏| 2491/2703 [02:47<00:14, 14.85it/s]


dev:  92%|█████████▏| 2493/2703 [02:47<00:13, 15.03it/s]


dev:  92%|█████████▏| 2496/2703 [02:47<00:12, 16.43it/s]


dev:  92%|█████████▏| 2498/2703 [02:47<00:13, 15.61it/s]


dev:  92%|█████████▏| 2500/2703 [02:47<00:12, 15.66it/s]


dev:  93%|█████████▎| 2502/2703 [02:47<00:12, 16.68it/s]


dev:  93%|█████████▎| 2504/2703 [02:47<00:11, 16.80it/s]


dev:  93%|█████████▎| 2506/2703 [02:48<00:11, 17.05it/s]


dev:  93%|█████████▎| 2508/2703 [02:48<00:11, 16.97it/s]


dev:  93%|█████████▎| 2510/2703 [02:48<00:11, 16.74it/s]


dev:  93%|█████████▎| 2512/2703 [02:48<00:11, 16.99it/s]


dev:  93%|█████████▎| 2514/2703 [02:48<00:12, 14.71it/s]


dev:  93%|█████████▎| 2516/2703 [02:48<00:12, 14.65it/s]


dev:  93%|█████████▎| 2518/2703 [02:48<00:12, 14.83it/s]


dev:  93%|█████████▎| 2520/2703 [02:48<00:12, 14.41it/s]


dev:  93%|█████████▎| 2522/2703 [02:49<00:11, 15.65it/s]


dev:  93%|█████████▎| 2524/2703 [02:49<00:11, 15.41it/s]


dev:  93%|█████████▎| 2526/2703 [02:49<00:12, 13.83it/s]


dev:  94%|█████████▎| 2528/2703 [02:49<00:11, 14.79it/s]


dev:  94%|█████████▎| 2530/2703 [02:49<00:11, 14.80it/s]


dev:  94%|█████████▎| 2532/2703 [02:49<00:10, 15.77it/s]


dev:  94%|█████████▎| 2534/2703 [02:49<00:10, 16.00it/s]


dev:  94%|█████████▍| 2536/2703 [02:50<00:10, 16.07it/s]


dev:  94%|█████████▍| 2538/2703 [02:50<00:10, 16.48it/s]


dev:  94%|█████████▍| 2540/2703 [02:50<00:10, 16.17it/s]


dev:  94%|█████████▍| 2542/2703 [02:50<00:09, 16.82it/s]


dev:  94%|█████████▍| 2544/2703 [02:50<00:09, 16.73it/s]


dev:  94%|█████████▍| 2546/2703 [02:50<00:09, 16.34it/s]


dev:  94%|█████████▍| 2548/2703 [02:50<00:10, 15.44it/s]


dev:  94%|█████████▍| 2550/2703 [02:50<00:10, 14.58it/s]


dev:  94%|█████████▍| 2552/2703 [02:51<00:10, 15.03it/s]


dev:  94%|█████████▍| 2554/2703 [02:51<00:09, 15.91it/s]


dev:  95%|█████████▍| 2557/2703 [02:51<00:07, 18.86it/s]


dev:  95%|█████████▍| 2560/2703 [02:51<00:07, 18.70it/s]


dev:  95%|█████████▍| 2562/2703 [02:51<00:07, 18.83it/s]


dev:  95%|█████████▍| 2564/2703 [02:51<00:07, 17.41it/s]


dev:  95%|█████████▍| 2567/2703 [02:51<00:07, 19.05it/s]


dev:  95%|█████████▌| 2569/2703 [02:51<00:07, 18.77it/s]


dev:  95%|█████████▌| 2572/2703 [02:52<00:06, 18.92it/s]


dev:  95%|█████████▌| 2574/2703 [02:52<00:07, 18.23it/s]


dev:  95%|█████████▌| 2576/2703 [02:52<00:06, 18.30it/s]


dev:  95%|█████████▌| 2578/2703 [02:52<00:07, 17.83it/s]


dev:  95%|█████████▌| 2580/2703 [02:52<00:07, 17.46it/s]


dev:  96%|█████████▌| 2582/2703 [02:52<00:07, 16.14it/s]


dev:  96%|█████████▌| 2585/2703 [02:52<00:06, 17.61it/s]


dev:  96%|█████████▌| 2587/2703 [02:52<00:06, 17.65it/s]


dev:  96%|█████████▌| 2590/2703 [02:53<00:05, 19.67it/s]


dev:  96%|█████████▌| 2593/2703 [02:53<00:05, 20.03it/s]


dev:  96%|█████████▌| 2596/2703 [02:53<00:05, 20.37it/s]


dev:  96%|█████████▌| 2599/2703 [02:53<00:05, 18.82it/s]


dev:  96%|█████████▋| 2602/2703 [02:53<00:05, 18.52it/s]


dev:  96%|█████████▋| 2604/2703 [02:53<00:05, 17.58it/s]


dev:  96%|█████████▋| 2606/2703 [02:53<00:05, 16.30it/s]


dev:  96%|█████████▋| 2608/2703 [02:54<00:05, 16.46it/s]


dev:  97%|█████████▋| 2610/2703 [02:54<00:05, 15.86it/s]


dev:  97%|█████████▋| 2612/2703 [02:54<00:05, 16.57it/s]


dev:  97%|█████████▋| 2614/2703 [02:54<00:05, 14.90it/s]


dev:  97%|█████████▋| 2617/2703 [02:54<00:05, 15.87it/s]


dev:  97%|█████████▋| 2619/2703 [02:54<00:05, 16.55it/s]


dev:  97%|█████████▋| 2621/2703 [02:54<00:05, 15.37it/s]


dev:  97%|█████████▋| 2623/2703 [02:55<00:05, 15.34it/s]


dev:  97%|█████████▋| 2626/2703 [02:55<00:04, 17.65it/s]


dev:  97%|█████████▋| 2628/2703 [02:55<00:04, 17.45it/s]


dev:  97%|█████████▋| 2631/2703 [02:55<00:03, 18.10it/s]


dev:  97%|█████████▋| 2633/2703 [02:55<00:04, 17.13it/s]


dev:  97%|█████████▋| 2635/2703 [02:55<00:03, 17.73it/s]


dev:  98%|█████████▊| 2638/2703 [02:55<00:03, 19.04it/s]


dev:  98%|█████████▊| 2640/2703 [02:55<00:03, 17.88it/s]


dev:  98%|█████████▊| 2642/2703 [02:56<00:03, 16.71it/s]


dev:  98%|█████████▊| 2644/2703 [02:56<00:03, 15.63it/s]


dev:  98%|█████████▊| 2646/2703 [02:56<00:03, 15.92it/s]


dev:  98%|█████████▊| 2648/2703 [02:56<00:03, 16.42it/s]


dev:  98%|█████████▊| 2650/2703 [02:56<00:03, 16.71it/s]


dev:  98%|█████████▊| 2652/2703 [02:56<00:03, 16.62it/s]


dev:  98%|█████████▊| 2654/2703 [02:56<00:02, 16.52it/s]


dev:  98%|█████████▊| 2656/2703 [02:56<00:02, 16.62it/s]


dev:  98%|█████████▊| 2659/2703 [02:57<00:02, 19.75it/s]


dev:  98%|█████████▊| 2662/2703 [02:57<00:02, 17.65it/s]


dev:  99%|█████████▊| 2664/2703 [02:57<00:02, 17.49it/s]


dev:  99%|█████████▊| 2666/2703 [02:57<00:02, 16.54it/s]


dev:  99%|█████████▊| 2668/2703 [02:57<00:02, 17.32it/s]


dev:  99%|█████████▉| 2670/2703 [02:57<00:02, 16.42it/s]


dev:  99%|█████████▉| 2674/2703 [02:57<00:01, 21.86it/s]


dev:  99%|█████████▉| 2678/2703 [02:58<00:01, 22.95it/s]


dev:  99%|█████████▉| 2681/2703 [02:58<00:01, 21.40it/s]


dev:  99%|█████████▉| 2685/2703 [02:58<00:00, 24.41it/s]


dev:  99%|█████████▉| 2688/2703 [02:58<00:00, 23.19it/s]


dev: 100%|█████████▉| 2692/2703 [02:58<00:00, 25.27it/s]


dev: 100%|█████████▉| 2695/2703 [02:58<00:00, 23.42it/s]


dev: 100%|█████████▉| 2699/2703 [02:58<00:00, 25.85it/s]


dev: 100%|██████████| 2703/2703 [02:58<00:00, 28.94it/s]
dev: 100%|██████████| 2703/2703 [02:59<00:00, 15.09it/s]

                                                           

                                                         

overall:  25%|██▍       | 999/4000 [10:35<24:17,  2.06it/s]

train:  28%|██▊       | 999/3515 [10:34<20:22,  2.06it/s]
                                                           

                                                         

overall:  25%|██▍       | 999/4000 [10:35<24:17,  2.06it/s]

train:  28%|██▊       | 999/3515 [10:34<20:22,  2.06it/s]
overall:  25%|██▌       | 1000/4000 [10:35<45:36:08, 54.72s/it]

train:  28%|██▊       | 1000/3515 [10:34<38:13:47, 54.72s/it]
overall:  25%|██▌       | 1001/4000 [10:36<32:02:20, 38.46s/it]

train:  28%|██▊       | 1001/3515 [10:34<26:51:27, 38.46s/it]
overall:  25%|██▌       | 1002/4000 [10:37<22:34:05, 27.10s/it]

train:  29%|██▊       | 1002/3515 [10:35<18:55:02, 27.10s/it]
overall:  25%|██▌       | 1003/4000 [10:37<15:52:08, 19.06s/it]

train:  29%|██▊       | 1003/3515 [10:35<13:18:03, 19.06s/it]
overall:  25%|██▌       | 1004/4000 [10:37<11:13:55, 13.50s/it]

train:  29%|██▊       | 1004/3515 [10:35<9:24:50, 13.50s/it] 
overall:  25%|██▌       | 1005/4000 [10:38<7:59:19,  9.60s/it] 

train:  29%|██▊       | 1005/3515 [10:36<6:41:42,  9.60s/it]
overall:  25%|██▌       | 1006/4000 [10:38<5:42:55,  6.87s/it]

train:  29%|██▊       | 1006/3515 [10:36<4:47:22,  6.87s/it]
overall:  25%|██▌       | 1007/4000 [10:39<4:07:18,  4.96s/it]

train:  29%|██▊       | 1007/3515 [10:37<3:27:14,  4.96s/it]
overall:  25%|██▌       | 1008/4000 [10:39<3:00:05,  3.61s/it]

train:  29%|██▊       | 1008/3515 [10:37<2:30:53,  3.61s/it]
overall:  25%|██▌       | 1009/4000 [10:40<2:13:06,  2.67s/it]

train:  29%|██▊       | 1009/3515 [10:38<1:51:31,  2.67s/it]
overall:  25%|██▌       | 1010/4000 [10:40<1:40:15,  2.01s/it]

train:  29%|██▊       | 1010/3515 [10:38<1:24:00,  2.01s/it]
overall:  25%|██▌       | 1011/4000 [10:41<1:19:13,  1.59s/it]

train:  29%|██▉       | 1011/3515 [10:39<1:06:21,  1.59s/it]
overall:  25%|██▌       | 1012/4000 [10:41<1:02:13,  1.25s/it]

train:  29%|██▉       | 1012/3515 [10:39<52:07,  1.25s/it]  
overall:  25%|██▌       | 1013/4000 [10:42<49:30,  1.01it/s]  

train:  29%|██▉       | 1013/3515 [10:40<41:28,  1.01it/s]
overall:  25%|██▌       | 1014/4000 [10:42<42:05,  1.18it/s]

train:  29%|██▉       | 1014/3515 [10:40<35:15,  1.18it/s]
overall:  25%|██▌       | 1015/4000 [10:43<37:13,  1.34it/s]

train:  29%|██▉       | 1015/3515 [10:41<31:10,  1.34it/s]
overall:  25%|██▌       | 1016/4000 [10:43<27:48,  1.79it/s]

train:  29%|██▉       | 1016/3515 [10:41<23:17,  1.79it/s]
overall:  25%|██▌       | 1017/4000 [10:43<27:07,  1.83it/s]

train:  29%|██▉       | 1017/3515 [10:42<22:42,  1.83it/s]
overall:  25%|██▌       | 1018/4000 [10:44<25:38,  1.94it/s]

train:  29%|██▉       | 1018/3515 [10:42<21:28,  1.94it/s]
overall:  25%|██▌       | 1019/4000 [10:44<23:46,  2.09it/s]

train:  29%|██▉       | 1019/3515 [10:42<19:54,  2.09it/s]
overall:  26%|██▌       | 1020/4000 [10:45<23:50,  2.08it/s]

train:  29%|██▉       | 1020/3515 [10:43<19:58,  2.08it/s]
overall:  26%|██▌       | 1021/4000 [10:45<23:57,  2.07it/s]

train:  29%|██▉       | 1021/3515 [10:43<20:03,  2.07it/s]
overall:  26%|██▌       | 1022/4000 [10:46<22:44,  2.18it/s]

train:  29%|██▉       | 1022/3515 [10:44<19:02,  2.18it/s]
overall:  26%|██▌       | 1023/4000 [10:46<22:32,  2.20it/s]

train:  29%|██▉       | 1023/3515 [10:44<18:51,  2.20it/s]
overall:  26%|██▌       | 1024/4000 [10:47<23:24,  2.12it/s]

train:  29%|██▉       | 1024/3515 [10:45<19:35,  2.12it/s]
overall:  26%|██▌       | 1025/4000 [10:47<22:50,  2.17it/s]

train:  29%|██▉       | 1025/3515 [10:45<19:06,  2.17it/s]
overall:  26%|██▌       | 1026/4000 [10:48<25:16,  1.96it/s]

train:  29%|██▉       | 1026/3515 [10:46<21:09,  1.96it/s]
overall:  26%|██▌       | 1027/4000 [10:48<25:00,  1.98it/s]

train:  29%|██▉       | 1027/3515 [10:46<20:55,  1.98it/s]
overall:  26%|██▌       | 1028/4000 [10:49<24:49,  1.99it/s]

train:  29%|██▉       | 1028/3515 [10:47<20:46,  1.99it/s]
overall:  26%|██▌       | 1029/4000 [10:49<24:35,  2.01it/s]

train:  29%|██▉       | 1029/3515 [10:47<20:34,  2.01it/s]
overall:  26%|██▌       | 1030/4000 [10:50<23:26,  2.11it/s]

train:  29%|██▉       | 1030/3515 [10:48<19:36,  2.11it/s]
overall:  26%|██▌       | 1031/4000 [10:50<22:28,  2.20it/s]

train:  29%|██▉       | 1031/3515 [10:48<18:48,  2.20it/s]
overall:  26%|██▌       | 1032/4000 [10:50<22:28,  2.20it/s]

train:  29%|██▉       | 1032/3515 [10:48<18:48,  2.20it/s]
overall:  26%|██▌       | 1033/4000 [10:51<24:10,  2.05it/s]

train:  29%|██▉       | 1033/3515 [10:49<20:13,  2.05it/s]
overall:  26%|██▌       | 1034/4000 [10:51<24:33,  2.01it/s]

train:  29%|██▉       | 1034/3515 [10:50<20:32,  2.01it/s]
overall:  26%|██▌       | 1035/4000 [10:52<20:44,  2.38it/s]

train:  29%|██▉       | 1035/3515 [10:50<17:21,  2.38it/s]
overall:  26%|██▌       | 1036/4000 [10:52<21:46,  2.27it/s]

train:  29%|██▉       | 1036/3515 [10:50<18:12,  2.27it/s]
overall:  26%|██▌       | 1037/4000 [10:53<22:15,  2.22it/s]

train:  30%|██▉       | 1037/3515 [10:51<18:36,  2.22it/s]
overall:  26%|██▌       | 1038/4000 [10:53<22:39,  2.18it/s]

train:  30%|██▉       | 1038/3515 [10:51<18:57,  2.18it/s]
overall:  26%|██▌       | 1039/4000 [10:53<18:29,  2.67it/s]

train:  30%|██▉       | 1039/3515 [10:51<15:27,  2.67it/s]
overall:  26%|██▌       | 1040/4000 [10:54<19:58,  2.47it/s]

train:  30%|██▉       | 1040/3515 [10:52<16:42,  2.47it/s]
overall:  26%|██▌       | 1041/4000 [10:54<22:22,  2.20it/s]

train:  30%|██▉       | 1041/3515 [10:52<18:42,  2.20it/s]
overall:  26%|██▌       | 1042/4000 [10:55<22:21,  2.21it/s]

train:  30%|██▉       | 1042/3515 [10:53<18:41,  2.21it/s]
overall:  26%|██▌       | 1043/4000 [10:55<22:30,  2.19it/s]

train:  30%|██▉       | 1043/3515 [10:53<18:48,  2.19it/s]
overall:  26%|██▌       | 1044/4000 [10:56<21:54,  2.25it/s]

train:  30%|██▉       | 1044/3515 [10:54<18:18,  2.25it/s]
overall:  26%|██▌       | 1045/4000 [10:56<22:29,  2.19it/s]

train:  30%|██▉       | 1045/3515 [10:54<18:48,  2.19it/s]
overall:  26%|██▌       | 1046/4000 [10:57<22:40,  2.17it/s]

train:  30%|██▉       | 1046/3515 [10:55<18:56,  2.17it/s]
overall:  26%|██▌       | 1047/4000 [10:57<22:17,  2.21it/s]

train:  30%|██▉       | 1047/3515 [10:55<18:37,  2.21it/s]
overall:  26%|██▌       | 1048/4000 [10:58<22:38,  2.17it/s]

train:  30%|██▉       | 1048/3515 [10:56<18:55,  2.17it/s]
overall:  26%|██▌       | 1049/4000 [10:58<18:05,  2.72it/s]

train:  30%|██▉       | 1049/3515 [10:56<15:07,  2.72it/s]
overall:  26%|██▋       | 1050/4000 [10:58<21:33,  2.28it/s]

train:  30%|██▉       | 1050/3515 [10:56<18:00,  2.28it/s]
overall:  26%|██▋       | 1051/4000 [10:59<22:20,  2.20it/s]

train:  30%|██▉       | 1051/3515 [10:57<18:40,  2.20it/s]
overall:  26%|██▋       | 1052/4000 [10:59<22:27,  2.19it/s]

train:  30%|██▉       | 1052/3515 [10:57<18:45,  2.19it/s]
overall:  26%|██▋       | 1053/4000 [11:00<22:44,  2.16it/s]

train:  30%|██▉       | 1053/3515 [10:58<19:00,  2.16it/s]
overall:  26%|██▋       | 1054/4000 [11:00<23:08,  2.12it/s]

train:  30%|██▉       | 1054/3515 [10:58<19:19,  2.12it/s]
overall:  26%|██▋       | 1055/4000 [11:01<23:18,  2.11it/s]

train:  30%|███       | 1055/3515 [10:59<19:27,  2.11it/s]
overall:  26%|██▋       | 1056/4000 [11:01<23:16,  2.11it/s]

train:  30%|███       | 1056/3515 [10:59<19:26,  2.11it/s]
overall:  26%|██▋       | 1057/4000 [11:02<22:35,  2.17it/s]

train:  30%|███       | 1057/3515 [11:00<18:51,  2.17it/s]
overall:  26%|██▋       | 1058/4000 [11:02<26:48,  1.83it/s]

train:  30%|███       | 1058/3515 [11:00<22:23,  1.83it/s]
overall:  26%|██▋       | 1059/4000 [11:03<24:31,  2.00it/s]

train:  30%|███       | 1059/3515 [11:01<20:28,  2.00it/s]
overall:  26%|██▋       | 1060/4000 [11:03<24:28,  2.00it/s]

train:  30%|███       | 1060/3515 [11:01<20:26,  2.00it/s]
overall:  27%|██▋       | 1061/4000 [11:04<22:46,  2.15it/s]

train:  30%|███       | 1061/3515 [11:02<19:00,  2.15it/s]
overall:  27%|██▋       | 1062/4000 [11:04<21:24,  2.29it/s]

train:  30%|███       | 1062/3515 [11:02<17:52,  2.29it/s]
overall:  27%|██▋       | 1063/4000 [11:05<22:05,  2.22it/s]

train:  30%|███       | 1063/3515 [11:03<18:26,  2.22it/s]
overall:  27%|██▋       | 1064/4000 [11:05<18:07,  2.70it/s]

train:  30%|███       | 1064/3515 [11:03<15:08,  2.70it/s]
overall:  27%|██▋       | 1065/4000 [11:05<20:24,  2.40it/s]

train:  30%|███       | 1065/3515 [11:03<17:02,  2.40it/s]
overall:  27%|██▋       | 1066/4000 [11:06<21:50,  2.24it/s]

train:  30%|███       | 1066/3515 [11:04<18:13,  2.24it/s]
overall:  27%|██▋       | 1067/4000 [11:06<22:04,  2.22it/s]

train:  30%|███       | 1067/3515 [11:04<18:25,  2.22it/s]
overall:  27%|██▋       | 1068/4000 [11:07<22:04,  2.21it/s]

train:  30%|███       | 1068/3515 [11:05<18:25,  2.21it/s]
overall:  27%|██▋       | 1069/4000 [11:07<22:24,  2.18it/s]

train:  30%|███       | 1069/3515 [11:05<18:42,  2.18it/s]
overall:  27%|██▋       | 1070/4000 [11:08<22:56,  2.13it/s]

train:  30%|███       | 1070/3515 [11:06<19:08,  2.13it/s]
overall:  27%|██▋       | 1071/4000 [11:08<21:11,  2.30it/s]

train:  30%|███       | 1071/3515 [11:06<17:40,  2.30it/s]
overall:  27%|██▋       | 1072/4000 [11:08<21:58,  2.22it/s]

train:  30%|███       | 1072/3515 [11:07<18:20,  2.22it/s]
overall:  27%|██▋       | 1073/4000 [11:09<22:39,  2.15it/s]

train:  31%|███       | 1073/3515 [11:07<18:54,  2.15it/s]
overall:  27%|██▋       | 1074/4000 [11:10<24:38,  1.98it/s]

train:  31%|███       | 1074/3515 [11:08<20:33,  1.98it/s]
overall:  27%|██▋       | 1075/4000 [11:10<24:36,  1.98it/s]

train:  31%|███       | 1075/3515 [11:08<20:32,  1.98it/s]
overall:  27%|██▋       | 1076/4000 [11:10<20:55,  2.33it/s]

train:  31%|███       | 1076/3515 [11:08<17:27,  2.33it/s]
overall:  27%|██▋       | 1077/4000 [11:11<21:38,  2.25it/s]

train:  31%|███       | 1077/3515 [11:09<18:02,  2.25it/s]
overall:  27%|██▋       | 1078/4000 [11:11<22:18,  2.18it/s]

train:  31%|███       | 1078/3515 [11:09<18:36,  2.18it/s]
overall:  27%|██▋       | 1079/4000 [11:12<21:12,  2.30it/s]

train:  31%|███       | 1079/3515 [11:10<17:41,  2.30it/s]
overall:  27%|██▋       | 1080/4000 [11:12<22:07,  2.20it/s]

train:  31%|███       | 1080/3515 [11:10<18:26,  2.20it/s]
overall:  27%|██▋       | 1081/4000 [11:13<24:04,  2.02it/s]

train:  31%|███       | 1081/3515 [11:11<20:04,  2.02it/s]
overall:  27%|██▋       | 1082/4000 [11:13<23:53,  2.04it/s]

train:  31%|███       | 1082/3515 [11:11<19:55,  2.04it/s]
overall:  27%|██▋       | 1083/4000 [11:14<24:18,  2.00it/s]

train:  31%|███       | 1083/3515 [11:12<20:15,  2.00it/s]
overall:  27%|██▋       | 1084/4000 [11:14<23:54,  2.03it/s]

train:  31%|███       | 1084/3515 [11:12<19:56,  2.03it/s]
overall:  27%|██▋       | 1085/4000 [11:15<23:42,  2.05it/s]

train:  31%|███       | 1085/3515 [11:13<19:45,  2.05it/s]
overall:  27%|██▋       | 1086/4000 [11:15<23:22,  2.08it/s]

train:  31%|███       | 1086/3515 [11:13<19:29,  2.08it/s]
overall:  27%|██▋       | 1087/4000 [11:16<22:57,  2.12it/s]

train:  31%|███       | 1087/3515 [11:14<19:07,  2.11it/s]
overall:  27%|██▋       | 1088/4000 [11:16<22:47,  2.13it/s]

train:  31%|███       | 1088/3515 [11:14<18:59,  2.13it/s]
overall:  27%|██▋       | 1089/4000 [11:17<24:03,  2.02it/s]

train:  31%|███       | 1089/3515 [11:15<20:02,  2.02it/s]
overall:  27%|██▋       | 1090/4000 [11:17<23:01,  2.11it/s]

train:  31%|███       | 1090/3515 [11:15<19:11,  2.11it/s]
overall:  27%|██▋       | 1091/4000 [11:18<22:54,  2.12it/s]

train:  31%|███       | 1091/3515 [11:16<19:05,  2.12it/s]
overall:  27%|██▋       | 1092/4000 [11:18<22:50,  2.12it/s]

train:  31%|███       | 1092/3515 [11:16<19:01,  2.12it/s]
overall:  27%|██▋       | 1093/4000 [11:19<23:03,  2.10it/s]

train:  31%|███       | 1093/3515 [11:17<19:12,  2.10it/s]
overall:  27%|██▋       | 1094/4000 [11:19<22:15,  2.18it/s]

train:  31%|███       | 1094/3515 [11:17<18:32,  2.18it/s]
overall:  27%|██▋       | 1095/4000 [11:19<22:35,  2.14it/s]

train:  31%|███       | 1095/3515 [11:18<18:49,  2.14it/s]
overall:  27%|██▋       | 1096/4000 [11:20<22:18,  2.17it/s]

train:  31%|███       | 1096/3515 [11:18<18:35,  2.17it/s]
overall:  27%|██▋       | 1097/4000 [11:20<22:23,  2.16it/s]

train:  31%|███       | 1097/3515 [11:18<18:38,  2.16it/s]
overall:  27%|██▋       | 1098/4000 [11:21<23:13,  2.08it/s]

train:  31%|███       | 1098/3515 [11:19<19:20,  2.08it/s]
overall:  27%|██▋       | 1099/4000 [11:21<22:21,  2.16it/s]

train:  31%|███▏      | 1099/3515 [11:19<18:37,  2.16it/s]
overall:  28%|██▊       | 1100/4000 [11:22<23:00,  2.10it/s]

train:  31%|███▏      | 1100/3515 [11:20<19:10,  2.10it/s]
overall:  28%|██▊       | 1101/4000 [11:22<23:14,  2.08it/s]

train:  31%|███▏      | 1101/3515 [11:20<19:21,  2.08it/s]
overall:  28%|██▊       | 1102/4000 [11:23<23:02,  2.10it/s]

train:  31%|███▏      | 1102/3515 [11:21<19:11,  2.10it/s]
overall:  28%|██▊       | 1103/4000 [11:23<19:05,  2.53it/s]

train:  31%|███▏      | 1103/3515 [11:21<15:53,  2.53it/s]
overall:  28%|██▊       | 1104/4000 [11:23<20:00,  2.41it/s]

train:  31%|███▏      | 1104/3515 [11:22<16:39,  2.41it/s]
overall:  28%|██▊       | 1105/4000 [11:24<21:56,  2.20it/s]

train:  31%|███▏      | 1105/3515 [11:22<18:16,  2.20it/s]
overall:  28%|██▊       | 1106/4000 [11:24<20:49,  2.32it/s]

train:  31%|███▏      | 1106/3515 [11:22<17:19,  2.32it/s]
overall:  28%|██▊       | 1107/4000 [11:25<22:35,  2.13it/s]

train:  31%|███▏      | 1107/3515 [11:23<18:48,  2.13it/s]
overall:  28%|██▊       | 1108/4000 [11:25<22:31,  2.14it/s]

train:  32%|███▏      | 1108/3515 [11:23<18:45,  2.14it/s]
overall:  28%|██▊       | 1109/4000 [11:26<22:20,  2.16it/s]

train:  32%|███▏      | 1109/3515 [11:24<18:35,  2.16it/s]
overall:  28%|██▊       | 1110/4000 [11:26<22:20,  2.16it/s]

train:  32%|███▏      | 1110/3515 [11:24<18:35,  2.16it/s]
overall:  28%|██▊       | 1111/4000 [11:27<22:09,  2.17it/s]

train:  32%|███▏      | 1111/3515 [11:25<18:26,  2.17it/s]
overall:  28%|██▊       | 1112/4000 [11:27<22:36,  2.13it/s]

train:  32%|███▏      | 1112/3515 [11:25<18:48,  2.13it/s]
overall:  28%|██▊       | 1113/4000 [11:28<23:20,  2.06it/s]

train:  32%|███▏      | 1113/3515 [11:26<19:25,  2.06it/s]
overall:  28%|██▊       | 1114/4000 [11:28<22:53,  2.10it/s]

train:  32%|███▏      | 1114/3515 [11:26<19:02,  2.10it/s]
overall:  28%|██▊       | 1115/4000 [11:28<19:30,  2.46it/s]

train:  32%|███▏      | 1115/3515 [11:27<16:13,  2.46it/s]
overall:  28%|██▊       | 1116/4000 [11:29<20:27,  2.35it/s]

train:  32%|███▏      | 1116/3515 [11:27<17:00,  2.35it/s]
overall:  28%|██▊       | 1117/4000 [11:29<16:16,  2.95it/s]

train:  32%|███▏      | 1117/3515 [11:27<13:32,  2.95it/s]
overall:  28%|██▊       | 1118/4000 [11:30<18:19,  2.62it/s]

train:  32%|███▏      | 1118/3515 [11:28<15:14,  2.62it/s]
overall:  28%|██▊       | 1119/4000 [11:30<19:47,  2.43it/s]

train:  32%|███▏      | 1119/3515 [11:28<16:27,  2.43it/s]
overall:  28%|██▊       | 1120/4000 [11:30<19:49,  2.42it/s]

train:  32%|███▏      | 1120/3515 [11:29<16:29,  2.42it/s]
overall:  28%|██▊       | 1121/4000 [11:31<20:27,  2.35it/s]

train:  32%|███▏      | 1121/3515 [11:29<17:00,  2.35it/s]
overall:  28%|██▊       | 1122/4000 [11:31<22:48,  2.10it/s]

train:  32%|███▏      | 1122/3515 [11:30<18:57,  2.10it/s]
overall:  28%|██▊       | 1123/4000 [11:32<17:39,  2.71it/s]

train:  32%|███▏      | 1123/3515 [11:30<14:41,  2.71it/s]
overall:  28%|██▊       | 1124/4000 [11:32<18:54,  2.54it/s]

train:  32%|███▏      | 1124/3515 [11:30<15:43,  2.54it/s]
overall:  28%|██▊       | 1125/4000 [11:33<20:06,  2.38it/s]

train:  32%|███▏      | 1125/3515 [11:31<16:43,  2.38it/s]
overall:  28%|██▊       | 1126/4000 [11:33<21:07,  2.27it/s]

train:  32%|███▏      | 1126/3515 [11:31<17:33,  2.27it/s]
overall:  28%|██▊       | 1127/4000 [11:33<21:26,  2.23it/s]

train:  32%|███▏      | 1127/3515 [11:32<17:49,  2.23it/s]
overall:  28%|██▊       | 1128/4000 [11:34<22:04,  2.17it/s]

train:  32%|███▏      | 1128/3515 [11:32<18:20,  2.17it/s]
overall:  28%|██▊       | 1129/4000 [11:35<23:11,  2.06it/s]

train:  32%|███▏      | 1129/3515 [11:33<19:16,  2.06it/s]
overall:  28%|██▊       | 1130/4000 [11:35<22:25,  2.13it/s]

train:  32%|███▏      | 1130/3515 [11:33<18:37,  2.13it/s]
overall:  28%|██▊       | 1131/4000 [11:35<23:30,  2.03it/s]

train:  32%|███▏      | 1131/3515 [11:34<19:32,  2.03it/s]
overall:  28%|██▊       | 1132/4000 [11:36<19:36,  2.44it/s]

train:  32%|███▏      | 1132/3515 [11:34<16:17,  2.44it/s]
overall:  28%|██▊       | 1133/4000 [11:36<20:33,  2.32it/s]

train:  32%|███▏      | 1133/3515 [11:34<17:04,  2.32it/s]
overall:  28%|██▊       | 1134/4000 [11:37<21:09,  2.26it/s]

train:  32%|███▏      | 1134/3515 [11:35<17:34,  2.26it/s]
overall:  28%|██▊       | 1135/4000 [11:37<21:30,  2.22it/s]

train:  32%|███▏      | 1135/3515 [11:35<17:52,  2.22it/s]
overall:  28%|██▊       | 1136/4000 [11:37<18:30,  2.58it/s]

train:  32%|███▏      | 1136/3515 [11:35<15:22,  2.58it/s]
overall:  28%|██▊       | 1137/4000 [11:38<20:46,  2.30it/s]

train:  32%|███▏      | 1137/3515 [11:36<17:15,  2.30it/s]
overall:  28%|██▊       | 1138/4000 [11:38<21:14,  2.24it/s]

train:  32%|███▏      | 1138/3515 [11:36<17:38,  2.24it/s]
overall:  28%|██▊       | 1139/4000 [11:39<21:08,  2.26it/s]

train:  32%|███▏      | 1139/3515 [11:37<17:33,  2.26it/s]
overall:  28%|██▊       | 1140/4000 [11:39<21:32,  2.21it/s]

train:  32%|███▏      | 1140/3515 [11:37<17:53,  2.21it/s]
overall:  29%|██▊       | 1141/4000 [11:40<22:12,  2.15it/s]

train:  32%|███▏      | 1141/3515 [11:38<18:26,  2.15it/s]
overall:  29%|██▊       | 1142/4000 [11:40<22:49,  2.09it/s]

train:  32%|███▏      | 1142/3515 [11:38<18:57,  2.09it/s]
overall:  29%|██▊       | 1143/4000 [11:41<23:07,  2.06it/s]

train:  33%|███▎      | 1143/3515 [11:39<19:12,  2.06it/s]
overall:  29%|██▊       | 1144/4000 [11:41<23:19,  2.04it/s]

train:  33%|███▎      | 1144/3515 [11:39<19:21,  2.04it/s]
overall:  29%|██▊       | 1145/4000 [11:42<23:43,  2.01it/s]

train:  33%|███▎      | 1145/3515 [11:40<19:41,  2.01it/s]
overall:  29%|██▊       | 1146/4000 [11:42<21:22,  2.23it/s]

train:  33%|███▎      | 1146/3515 [11:40<17:44,  2.23it/s]
overall:  29%|██▊       | 1147/4000 [11:43<21:48,  2.18it/s]

train:  33%|███▎      | 1147/3515 [11:41<18:06,  2.18it/s]
overall:  29%|██▊       | 1148/4000 [11:43<21:49,  2.18it/s]

train:  33%|███▎      | 1148/3515 [11:41<18:06,  2.18it/s]
overall:  29%|██▊       | 1149/4000 [11:44<22:05,  2.15it/s]

train:  33%|███▎      | 1149/3515 [11:42<18:20,  2.15it/s]
overall:  29%|██▉       | 1150/4000 [11:44<22:06,  2.15it/s]

train:  33%|███▎      | 1150/3515 [11:42<18:20,  2.15it/s]
overall:  29%|██▉       | 1151/4000 [11:44<21:28,  2.21it/s]

train:  33%|███▎      | 1151/3515 [11:43<17:49,  2.21it/s]
overall:  29%|██▉       | 1152/4000 [11:45<21:16,  2.23it/s]

train:  33%|███▎      | 1152/3515 [11:43<17:38,  2.23it/s]
overall:  29%|██▉       | 1153/4000 [11:45<23:09,  2.05it/s]

train:  33%|███▎      | 1153/3515 [11:44<19:12,  2.05it/s]
overall:  29%|██▉       | 1154/4000 [11:46<23:09,  2.05it/s]

train:  33%|███▎      | 1154/3515 [11:44<19:12,  2.05it/s]
overall:  29%|██▉       | 1155/4000 [11:46<23:28,  2.02it/s]

train:  33%|███▎      | 1155/3515 [11:45<19:28,  2.02it/s]
overall:  29%|██▉       | 1156/4000 [11:47<22:59,  2.06it/s]

train:  33%|███▎      | 1156/3515 [11:45<19:04,  2.06it/s]
overall:  29%|██▉       | 1157/4000 [11:47<19:00,  2.49it/s]

train:  33%|███▎      | 1157/3515 [11:45<15:46,  2.49it/s]
overall:  29%|██▉       | 1158/4000 [11:48<19:42,  2.40it/s]

train:  33%|███▎      | 1158/3515 [11:46<16:20,  2.40it/s]
overall:  29%|██▉       | 1159/4000 [11:48<20:27,  2.31it/s]

train:  33%|███▎      | 1159/3515 [11:46<16:57,  2.31it/s]
overall:  29%|██▉       | 1160/4000 [11:48<20:31,  2.31it/s]

train:  33%|███▎      | 1160/3515 [11:47<17:01,  2.31it/s]
overall:  29%|██▉       | 1161/4000 [11:49<21:24,  2.21it/s]

train:  33%|███▎      | 1161/3515 [11:47<17:44,  2.21it/s]
overall:  29%|██▉       | 1163/4000 [11:50<18:02,  2.62it/s]

train:  33%|███▎      | 1163/3515 [11:48<14:57,  2.62it/s]
overall:  29%|██▉       | 1164/4000 [11:50<19:08,  2.47it/s]

train:  33%|███▎      | 1164/3515 [11:48<15:52,  2.47it/s]
overall:  29%|██▉       | 1165/4000 [11:50<19:23,  2.44it/s]

train:  33%|███▎      | 1165/3515 [11:49<16:04,  2.44it/s]
overall:  29%|██▉       | 1166/4000 [11:51<18:49,  2.51it/s]

train:  33%|███▎      | 1166/3515 [11:49<15:35,  2.51it/s]
overall:  29%|██▉       | 1167/4000 [11:51<19:15,  2.45it/s]

train:  33%|███▎      | 1167/3515 [11:49<15:57,  2.45it/s]
overall:  29%|██▉       | 1168/4000 [11:52<20:09,  2.34it/s]

train:  33%|███▎      | 1168/3515 [11:50<16:42,  2.34it/s]
overall:  29%|██▉       | 1169/4000 [11:52<20:49,  2.27it/s]

train:  33%|███▎      | 1169/3515 [11:50<17:15,  2.27it/s]
overall:  29%|██▉       | 1170/4000 [11:53<22:51,  2.06it/s]

train:  33%|███▎      | 1170/3515 [11:51<18:56,  2.06it/s]
overall:  29%|██▉       | 1171/4000 [11:53<22:37,  2.08it/s]

train:  33%|███▎      | 1171/3515 [11:51<18:44,  2.08it/s]
overall:  29%|██▉       | 1172/4000 [11:54<22:53,  2.06it/s]

train:  33%|███▎      | 1172/3515 [11:52<18:58,  2.06it/s]
overall:  29%|██▉       | 1173/4000 [11:54<22:30,  2.09it/s]

train:  33%|███▎      | 1173/3515 [11:52<18:38,  2.09it/s]
overall:  29%|██▉       | 1175/4000 [11:55<15:53,  2.96it/s]

train:  33%|███▎      | 1175/3515 [11:53<13:09,  2.96it/s]
overall:  29%|██▉       | 1176/4000 [11:55<17:37,  2.67it/s]

train:  33%|███▎      | 1176/3515 [11:53<14:36,  2.67it/s]
overall:  29%|██▉       | 1177/4000 [11:56<20:29,  2.30it/s]

train:  33%|███▎      | 1177/3515 [11:54<16:58,  2.30it/s]
overall:  29%|██▉       | 1178/4000 [11:56<18:33,  2.53it/s]

train:  34%|███▎      | 1178/3515 [11:54<15:22,  2.53it/s]
overall:  29%|██▉       | 1179/4000 [11:56<16:20,  2.88it/s]

train:  34%|███▎      | 1179/3515 [11:54<13:31,  2.88it/s]
overall:  30%|██▉       | 1180/4000 [11:57<15:47,  2.97it/s]

train:  34%|███▎      | 1180/3515 [11:55<13:05,  2.97it/s]
overall:  30%|██▉       | 1181/4000 [11:57<17:32,  2.68it/s]

train:  34%|███▎      | 1181/3515 [11:55<14:31,  2.68it/s]
overall:  30%|██▉       | 1182/4000 [11:57<19:15,  2.44it/s]

train:  34%|███▎      | 1182/3515 [11:56<15:56,  2.44it/s]
overall:  30%|██▉       | 1183/4000 [11:58<20:10,  2.33it/s]

train:  34%|███▎      | 1183/3515 [11:56<16:41,  2.33it/s]
overall:  30%|██▉       | 1184/4000 [11:58<21:01,  2.23it/s]

train:  34%|███▎      | 1184/3515 [11:57<17:24,  2.23it/s]
overall:  30%|██▉       | 1185/4000 [11:59<21:39,  2.17it/s]

train:  34%|███▎      | 1185/3515 [11:57<17:55,  2.17it/s]
overall:  30%|██▉       | 1186/4000 [11:59<21:01,  2.23it/s]

train:  34%|███▎      | 1186/3515 [11:57<17:23,  2.23it/s]
overall:  30%|██▉       | 1187/4000 [12:00<21:16,  2.20it/s]

train:  34%|███▍      | 1187/3515 [11:58<17:36,  2.20it/s]
overall:  30%|██▉       | 1188/4000 [12:00<21:41,  2.16it/s]

train:  34%|███▍      | 1188/3515 [11:58<17:56,  2.16it/s]
overall:  30%|██▉       | 1189/4000 [12:01<22:06,  2.12it/s]

train:  34%|███▍      | 1189/3515 [11:59<18:17,  2.12it/s]
overall:  30%|██▉       | 1190/4000 [12:01<21:50,  2.14it/s]

train:  34%|███▍      | 1190/3515 [11:59<18:04,  2.14it/s]
overall:  30%|██▉       | 1191/4000 [12:02<21:39,  2.16it/s]

train:  34%|███▍      | 1191/3515 [12:00<17:54,  2.16it/s]
overall:  30%|██▉       | 1192/4000 [12:02<21:08,  2.21it/s]

train:  34%|███▍      | 1192/3515 [12:00<17:29,  2.21it/s]
overall:  30%|██▉       | 1193/4000 [12:03<21:39,  2.16it/s]

train:  34%|███▍      | 1193/3515 [12:01<17:55,  2.16it/s]
overall:  30%|██▉       | 1194/4000 [12:03<20:16,  2.31it/s]

train:  34%|███▍      | 1194/3515 [12:01<16:46,  2.31it/s]
overall:  30%|██▉       | 1195/4000 [12:03<21:02,  2.22it/s]

train:  34%|███▍      | 1195/3515 [12:02<17:24,  2.22it/s]
overall:  30%|██▉       | 1196/4000 [12:04<21:26,  2.18it/s]

train:  34%|███▍      | 1196/3515 [12:02<17:44,  2.18it/s]
overall:  30%|██▉       | 1197/4000 [12:04<21:57,  2.13it/s]

train:  34%|███▍      | 1197/3515 [12:03<18:09,  2.13it/s]
overall:  30%|██▉       | 1198/4000 [12:05<22:03,  2.12it/s]

train:  34%|███▍      | 1198/3515 [12:03<18:14,  2.12it/s]
overall:  30%|██▉       | 1199/4000 [12:05<18:43,  2.49it/s]

train:  34%|███▍      | 1199/3515 [12:03<15:29,  2.49it/s]
overall:  30%|███       | 1200/4000 [12:06<20:05,  2.32it/s]

train:  34%|███▍      | 1200/3515 [12:04<16:36,  2.32it/s]
overall:  30%|███       | 1201/4000 [12:06<21:46,  2.14it/s]

train:  34%|███▍      | 1201/3515 [12:04<18:00,  2.14it/s]
overall:  30%|███       | 1202/4000 [12:07<22:17,  2.09it/s]

train:  34%|███▍      | 1202/3515 [12:05<18:25,  2.09it/s]
overall:  30%|███       | 1203/4000 [12:07<22:44,  2.05it/s]

train:  34%|███▍      | 1203/3515 [12:05<18:48,  2.05it/s]
overall:  30%|███       | 1204/4000 [12:08<22:38,  2.06it/s]

train:  34%|███▍      | 1204/3515 [12:06<18:43,  2.06it/s]
overall:  30%|███       | 1205/4000 [12:08<22:32,  2.07it/s]

train:  34%|███▍      | 1205/3515 [12:06<18:37,  2.07it/s]
overall:  30%|███       | 1206/4000 [12:09<22:39,  2.05it/s]

train:  34%|███▍      | 1206/3515 [12:07<18:43,  2.05it/s]
overall:  30%|███       | 1207/4000 [12:09<22:59,  2.03it/s]

train:  34%|███▍      | 1207/3515 [12:07<18:59,  2.03it/s]
overall:  30%|███       | 1208/4000 [12:10<22:33,  2.06it/s]

train:  34%|███▍      | 1208/3515 [12:08<18:38,  2.06it/s]
overall:  30%|███       | 1209/4000 [12:10<22:45,  2.04it/s]

train:  34%|███▍      | 1209/3515 [12:08<18:48,  2.04it/s]
overall:  30%|███       | 1210/4000 [12:11<22:43,  2.05it/s]

train:  34%|███▍      | 1210/3515 [12:09<18:46,  2.05it/s]
overall:  30%|███       | 1211/4000 [12:11<22:39,  2.05it/s]

train:  34%|███▍      | 1211/3515 [12:09<18:43,  2.05it/s]
overall:  30%|███       | 1212/4000 [12:12<22:50,  2.03it/s]

train:  34%|███▍      | 1212/3515 [12:10<18:51,  2.03it/s]
overall:  30%|███       | 1213/4000 [12:12<21:52,  2.12it/s]

train:  35%|███▍      | 1213/3515 [12:10<18:04,  2.12it/s]
overall:  30%|███       | 1214/4000 [12:12<20:31,  2.26it/s]

train:  35%|███▍      | 1214/3515 [12:11<16:57,  2.26it/s]
overall:  30%|███       | 1215/4000 [12:13<21:10,  2.19it/s]

train:  35%|███▍      | 1215/3515 [12:11<17:29,  2.19it/s]
overall:  30%|███       | 1216/4000 [12:13<19:44,  2.35it/s]

train:  35%|███▍      | 1216/3515 [12:11<16:18,  2.35it/s]
overall:  30%|███       | 1217/4000 [12:14<19:25,  2.39it/s]

train:  35%|███▍      | 1217/3515 [12:12<16:02,  2.39it/s]
overall:  30%|███       | 1218/4000 [12:14<22:00,  2.11it/s]

train:  35%|███▍      | 1218/3515 [12:12<18:10,  2.11it/s]
overall:  30%|███       | 1219/4000 [12:15<21:46,  2.13it/s]

train:  35%|███▍      | 1219/3515 [12:13<17:58,  2.13it/s]
overall:  30%|███       | 1220/4000 [12:15<21:44,  2.13it/s]

train:  35%|███▍      | 1220/3515 [12:13<17:56,  2.13it/s]
overall:  31%|███       | 1221/4000 [12:16<22:00,  2.10it/s]

train:  35%|███▍      | 1221/3515 [12:14<18:10,  2.10it/s]
overall:  31%|███       | 1222/4000 [12:16<21:24,  2.16it/s]

train:  35%|███▍      | 1222/3515 [12:14<17:40,  2.16it/s]
overall:  31%|███       | 1223/4000 [12:17<21:38,  2.14it/s]

train:  35%|███▍      | 1223/3515 [12:15<17:51,  2.14it/s]
overall:  31%|███       | 1224/4000 [12:17<20:27,  2.26it/s]

train:  35%|███▍      | 1224/3515 [12:15<16:53,  2.26it/s]
overall:  31%|███       | 1225/4000 [12:17<21:06,  2.19it/s]

train:  35%|███▍      | 1225/3515 [12:16<17:25,  2.19it/s]
overall:  31%|███       | 1226/4000 [12:18<18:29,  2.50it/s]

train:  35%|███▍      | 1226/3515 [12:16<15:15,  2.50it/s]
overall:  31%|███       | 1227/4000 [12:18<20:36,  2.24it/s]

train:  35%|███▍      | 1227/3515 [12:16<17:00,  2.24it/s]
overall:  31%|███       | 1228/4000 [12:19<18:30,  2.50it/s]

train:  35%|███▍      | 1228/3515 [12:17<15:16,  2.50it/s]
overall:  31%|███       | 1229/4000 [12:19<19:32,  2.36it/s]

train:  35%|███▍      | 1229/3515 [12:17<16:07,  2.36it/s]
overall:  31%|███       | 1230/4000 [12:19<16:52,  2.74it/s]

train:  35%|███▍      | 1230/3515 [12:17<13:55,  2.74it/s]
overall:  31%|███       | 1231/4000 [12:20<18:26,  2.50it/s]

train:  35%|███▌      | 1231/3515 [12:18<15:12,  2.50it/s]
overall:  31%|███       | 1232/4000 [12:20<17:44,  2.60it/s]

train:  35%|███▌      | 1232/3515 [12:18<14:37,  2.60it/s]
overall:  31%|███       | 1233/4000 [12:21<18:56,  2.43it/s]

train:  35%|███▌      | 1233/3515 [12:19<15:37,  2.43it/s]
overall:  31%|███       | 1234/4000 [12:21<19:14,  2.40it/s]

train:  35%|███▌      | 1234/3515 [12:19<15:52,  2.40it/s]
overall:  31%|███       | 1235/4000 [12:22<20:18,  2.27it/s]

train:  35%|███▌      | 1235/3515 [12:20<16:44,  2.27it/s]
overall:  31%|███       | 1236/4000 [12:22<21:02,  2.19it/s]

train:  35%|███▌      | 1236/3515 [12:20<17:21,  2.19it/s]
overall:  31%|███       | 1237/4000 [12:23<21:42,  2.12it/s]

train:  35%|███▌      | 1237/3515 [12:21<17:53,  2.12it/s]
overall:  31%|███       | 1238/4000 [12:23<21:58,  2.09it/s]

train:  35%|███▌      | 1238/3515 [12:21<18:07,  2.09it/s]
overall:  31%|███       | 1239/4000 [12:24<22:20,  2.06it/s]

train:  35%|███▌      | 1239/3515 [12:22<18:25,  2.06it/s]
overall:  31%|███       | 1240/4000 [12:24<22:31,  2.04it/s]

train:  35%|███▌      | 1240/3515 [12:22<18:34,  2.04it/s]
overall:  31%|███       | 1241/4000 [12:25<22:29,  2.04it/s]

train:  35%|███▌      | 1241/3515 [12:23<18:32,  2.04it/s]
overall:  31%|███       | 1242/4000 [12:25<28:07,  1.63it/s]

train:  35%|███▌      | 1242/3515 [12:24<23:10,  1.63it/s]
overall:  31%|███       | 1243/4000 [12:26<26:29,  1.73it/s]

train:  35%|███▌      | 1243/3515 [12:24<21:50,  1.73it/s]
overall:  31%|███       | 1244/4000 [12:26<25:27,  1.80it/s]

train:  35%|███▌      | 1244/3515 [12:25<20:58,  1.80it/s]
overall:  31%|███       | 1245/4000 [12:27<19:59,  2.30it/s]

train:  35%|███▌      | 1245/3515 [12:25<16:28,  2.30it/s]
overall:  31%|███       | 1246/4000 [12:27<18:51,  2.44it/s]

train:  35%|███▌      | 1246/3515 [12:25<15:31,  2.44it/s]
overall:  31%|███       | 1247/4000 [12:27<19:54,  2.31it/s]

train:  35%|███▌      | 1247/3515 [12:26<16:23,  2.31it/s]
overall:  31%|███       | 1248/4000 [12:28<20:56,  2.19it/s]

train:  36%|███▌      | 1248/3515 [12:26<17:15,  2.19it/s]
overall:  31%|███       | 1249/4000 [12:28<21:44,  2.11it/s]

train:  36%|███▌      | 1249/3515 [12:27<17:54,  2.11it/s]
overall:  31%|███▏      | 1250/4000 [12:29<22:05,  2.07it/s]

train:  36%|███▌      | 1250/3515 [12:27<18:12,  2.07it/s]
overall:  31%|███▏      | 1251/4000 [12:29<21:54,  2.09it/s]

train:  36%|███▌      | 1251/3515 [12:28<18:02,  2.09it/s]
overall:  31%|███▏      | 1252/4000 [12:30<21:20,  2.15it/s]

train:  36%|███▌      | 1252/3515 [12:28<17:34,  2.15it/s]
overall:  31%|███▏      | 1253/4000 [12:30<21:16,  2.15it/s]

train:  36%|███▌      | 1253/3515 [12:28<17:31,  2.15it/s]
overall:  31%|███▏      | 1254/4000 [12:30<16:24,  2.79it/s]

train:  36%|███▌      | 1254/3515 [12:29<13:30,  2.79it/s]
overall:  31%|███▏      | 1255/4000 [12:31<17:54,  2.56it/s]

train:  36%|███▌      | 1255/3515 [12:29<14:44,  2.56it/s]
overall:  31%|███▏      | 1256/4000 [12:31<19:10,  2.38it/s]

train:  36%|███▌      | 1256/3515 [12:29<15:47,  2.38it/s]
overall:  31%|███▏      | 1257/4000 [12:32<19:40,  2.32it/s]

train:  36%|███▌      | 1257/3515 [12:30<16:11,  2.32it/s]
overall:  31%|███▏      | 1258/4000 [12:32<19:47,  2.31it/s]

train:  36%|███▌      | 1258/3515 [12:30<16:17,  2.31it/s]
overall:  31%|███▏      | 1259/4000 [12:33<19:41,  2.32it/s]

train:  36%|███▌      | 1259/3515 [12:31<16:12,  2.32it/s]
overall:  32%|███▏      | 1260/4000 [12:33<20:38,  2.21it/s]

train:  36%|███▌      | 1260/3515 [12:31<16:58,  2.21it/s]
overall:  32%|███▏      | 1261/4000 [12:34<20:55,  2.18it/s]

train:  36%|███▌      | 1261/3515 [12:32<17:13,  2.18it/s]
overall:  32%|███▏      | 1262/4000 [12:34<21:04,  2.16it/s]

train:  36%|███▌      | 1262/3515 [12:32<17:20,  2.16it/s]
overall:  32%|███▏      | 1263/4000 [12:35<21:14,  2.15it/s]

train:  36%|███▌      | 1263/3515 [12:33<17:28,  2.15it/s]
overall:  32%|███▏      | 1264/4000 [12:35<21:43,  2.10it/s]

train:  36%|███▌      | 1264/3515 [12:33<17:52,  2.10it/s]
overall:  32%|███▏      | 1265/4000 [12:36<22:01,  2.07it/s]

train:  36%|███▌      | 1265/3515 [12:34<18:07,  2.07it/s]
overall:  32%|███▏      | 1266/4000 [12:36<23:42,  1.92it/s]

train:  36%|███▌      | 1266/3515 [12:34<19:30,  1.92it/s]
overall:  32%|███▏      | 1267/4000 [12:37<23:14,  1.96it/s]

train:  36%|███▌      | 1267/3515 [12:35<19:06,  1.96it/s]
overall:  32%|███▏      | 1268/4000 [12:37<23:01,  1.98it/s]

train:  36%|███▌      | 1268/3515 [12:35<18:55,  1.98it/s]
overall:  32%|███▏      | 1269/4000 [12:38<22:48,  2.00it/s]

train:  36%|███▌      | 1269/3515 [12:36<18:45,  2.00it/s]
overall:  32%|███▏      | 1270/4000 [12:38<21:50,  2.08it/s]

train:  36%|███▌      | 1270/3515 [12:36<17:57,  2.08it/s]
overall:  32%|███▏      | 1271/4000 [12:39<22:00,  2.07it/s]

train:  36%|███▌      | 1271/3515 [12:37<18:05,  2.07it/s]
overall:  32%|███▏      | 1272/4000 [12:39<21:45,  2.09it/s]

train:  36%|███▌      | 1272/3515 [12:37<17:53,  2.09it/s]
overall:  32%|███▏      | 1273/4000 [12:40<21:57,  2.07it/s]

train:  36%|███▌      | 1273/3515 [12:38<18:02,  2.07it/s]
overall:  32%|███▏      | 1274/4000 [12:40<17:38,  2.58it/s]

train:  36%|███▌      | 1274/3515 [12:38<14:30,  2.58it/s]
overall:  32%|███▏      | 1275/4000 [12:40<18:39,  2.43it/s]

train:  36%|███▋      | 1275/3515 [12:38<15:19,  2.43it/s]
overall:  32%|███▏      | 1276/4000 [12:41<18:30,  2.45it/s]

train:  36%|███▋      | 1276/3515 [12:39<15:13,  2.45it/s]
overall:  32%|███▏      | 1277/4000 [12:41<19:37,  2.31it/s]

train:  36%|███▋      | 1277/3515 [12:39<16:07,  2.31it/s]
overall:  32%|███▏      | 1278/4000 [12:41<15:59,  2.84it/s]

train:  36%|███▋      | 1278/3515 [12:39<13:08,  2.84it/s]
overall:  32%|███▏      | 1279/4000 [12:41<14:08,  3.21it/s]

train:  36%|███▋      | 1279/3515 [12:40<11:37,  3.21it/s]
overall:  32%|███▏      | 1280/4000 [12:42<16:29,  2.75it/s]

train:  36%|███▋      | 1280/3515 [12:40<13:33,  2.75it/s]
overall:  32%|███▏      | 1281/4000 [12:42<17:50,  2.54it/s]

train:  36%|███▋      | 1281/3515 [12:41<14:39,  2.54it/s]
overall:  32%|███▏      | 1282/4000 [12:43<19:18,  2.35it/s]

train:  36%|███▋      | 1282/3515 [12:41<15:51,  2.35it/s]
overall:  32%|███▏      | 1283/4000 [12:43<19:54,  2.27it/s]

train:  37%|███▋      | 1283/3515 [12:42<16:21,  2.27it/s]
overall:  32%|███▏      | 1284/4000 [12:44<20:35,  2.20it/s]

train:  37%|███▋      | 1284/3515 [12:42<16:54,  2.20it/s]
overall:  32%|███▏      | 1285/4000 [12:44<21:07,  2.14it/s]

train:  37%|███▋      | 1285/3515 [12:42<17:21,  2.14it/s]
overall:  32%|███▏      | 1286/4000 [12:45<21:02,  2.15it/s]

train:  37%|███▋      | 1286/3515 [12:43<17:16,  2.15it/s]
overall:  32%|███▏      | 1287/4000 [12:45<19:27,  2.32it/s]

train:  37%|███▋      | 1287/3515 [12:43<15:58,  2.32it/s]
overall:  32%|███▏      | 1288/4000 [12:45<16:38,  2.72it/s]

train:  37%|███▋      | 1288/3515 [12:44<13:39,  2.72it/s]
overall:  32%|███▏      | 1289/4000 [12:46<18:28,  2.45it/s]

train:  37%|███▋      | 1289/3515 [12:44<15:09,  2.45it/s]
overall:  32%|███▏      | 1290/4000 [12:47<24:52,  1.82it/s]

train:  37%|███▋      | 1290/3515 [12:45<20:25,  1.82it/s]
overall:  32%|███▏      | 1291/4000 [12:47<24:15,  1.86it/s]

train:  37%|███▋      | 1291/3515 [12:45<19:54,  1.86it/s]
overall:  32%|███▏      | 1292/4000 [12:48<23:45,  1.90it/s]

train:  37%|███▋      | 1292/3515 [12:46<19:30,  1.90it/s]
overall:  32%|███▏      | 1293/4000 [12:48<22:32,  2.00it/s]

train:  37%|███▋      | 1293/3515 [12:46<18:30,  2.00it/s]
overall:  32%|███▏      | 1294/4000 [12:49<22:08,  2.04it/s]

train:  37%|███▋      | 1294/3515 [12:47<18:10,  2.04it/s]
overall:  32%|███▏      | 1295/4000 [12:49<18:59,  2.37it/s]

train:  37%|███▋      | 1295/3515 [12:47<15:34,  2.37it/s]
overall:  32%|███▏      | 1296/4000 [12:49<17:27,  2.58it/s]

train:  37%|███▋      | 1296/3515 [12:47<14:19,  2.58it/s]
overall:  32%|███▏      | 1297/4000 [12:50<17:51,  2.52it/s]

train:  37%|███▋      | 1297/3515 [12:48<14:38,  2.52it/s]
overall:  32%|███▏      | 1298/4000 [12:50<19:09,  2.35it/s]

train:  37%|███▋      | 1298/3515 [12:48<15:43,  2.35it/s]
overall:  32%|███▏      | 1299/4000 [12:51<19:40,  2.29it/s]

train:  37%|███▋      | 1299/3515 [12:49<16:08,  2.29it/s]
overall:  32%|███▎      | 1300/4000 [12:51<20:05,  2.24it/s]

train:  37%|███▋      | 1300/3515 [12:49<16:29,  2.24it/s]
overall:  33%|███▎      | 1301/4000 [12:52<20:44,  2.17it/s]

train:  37%|███▋      | 1301/3515 [12:50<17:00,  2.17it/s]
overall:  33%|███▎      | 1302/4000 [12:52<19:51,  2.26it/s]

train:  37%|███▋      | 1302/3515 [12:50<16:17,  2.26it/s]
overall:  33%|███▎      | 1303/4000 [12:53<20:25,  2.20it/s]

train:  37%|███▋      | 1303/3515 [12:51<16:44,  2.20it/s]
overall:  33%|███▎      | 1304/4000 [12:53<20:40,  2.17it/s]

train:  37%|███▋      | 1304/3515 [12:51<16:57,  2.17it/s]
overall:  33%|███▎      | 1305/4000 [12:53<20:26,  2.20it/s]

train:  37%|███▋      | 1305/3515 [12:52<16:45,  2.20it/s]
overall:  33%|███▎      | 1306/4000 [12:54<21:11,  2.12it/s]

train:  37%|███▋      | 1306/3515 [12:52<17:22,  2.12it/s]
overall:  33%|███▎      | 1307/4000 [12:54<21:44,  2.06it/s]

train:  37%|███▋      | 1307/3515 [12:53<17:49,  2.06it/s]
overall:  33%|███▎      | 1308/4000 [12:55<20:53,  2.15it/s]

train:  37%|███▋      | 1308/3515 [12:53<17:07,  2.15it/s]
overall:  33%|███▎      | 1309/4000 [12:55<18:11,  2.47it/s]

train:  37%|███▋      | 1309/3515 [12:53<14:54,  2.47it/s]
overall:  33%|███▎      | 1310/4000 [12:55<16:20,  2.74it/s]

train:  37%|███▋      | 1310/3515 [12:54<13:23,  2.74it/s]
overall:  33%|███▎      | 1311/4000 [12:56<17:36,  2.55it/s]

train:  37%|███▋      | 1311/3515 [12:54<14:25,  2.55it/s]
overall:  33%|███▎      | 1312/4000 [12:56<18:46,  2.39it/s]

train:  37%|███▋      | 1312/3515 [12:54<15:22,  2.39it/s]
overall:  33%|███▎      | 1313/4000 [12:57<19:32,  2.29it/s]

train:  37%|███▋      | 1313/3515 [12:55<16:00,  2.29it/s]
overall:  33%|███▎      | 1314/4000 [12:58<25:39,  1.75it/s]

train:  37%|███▋      | 1314/3515 [12:56<21:01,  1.75it/s]
overall:  33%|███▎      | 1315/4000 [12:58<24:28,  1.83it/s]

train:  37%|███▋      | 1315/3515 [12:56<20:03,  1.83it/s]
overall:  33%|███▎      | 1316/4000 [12:59<21:57,  2.04it/s]

train:  37%|███▋      | 1316/3515 [12:57<17:59,  2.04it/s]
overall:  33%|███▎      | 1317/4000 [12:59<21:38,  2.07it/s]

train:  37%|███▋      | 1317/3515 [12:57<17:43,  2.07it/s]
overall:  33%|███▎      | 1318/4000 [12:59<21:00,  2.13it/s]

train:  37%|███▋      | 1318/3515 [12:58<17:12,  2.13it/s]
overall:  33%|███▎      | 1319/4000 [13:00<21:12,  2.11it/s]

train:  38%|███▊      | 1319/3515 [12:58<17:22,  2.11it/s]
overall:  33%|███▎      | 1320/4000 [13:00<20:13,  2.21it/s]

train:  38%|███▊      | 1320/3515 [12:58<16:33,  2.21it/s]
overall:  33%|███▎      | 1321/4000 [13:01<20:40,  2.16it/s]

train:  38%|███▊      | 1321/3515 [12:59<16:55,  2.16it/s]
overall:  33%|███▎      | 1322/4000 [13:01<20:43,  2.15it/s]

train:  38%|███▊      | 1322/3515 [12:59<16:58,  2.15it/s]
overall:  33%|███▎      | 1323/4000 [13:01<16:11,  2.76it/s]

train:  38%|███▊      | 1323/3515 [13:00<13:15,  2.76it/s]
overall:  33%|███▎      | 1324/4000 [13:02<17:32,  2.54it/s]

train:  38%|███▊      | 1324/3515 [13:00<14:21,  2.54it/s]
overall:  33%|███▎      | 1325/4000 [13:02<18:33,  2.40it/s]

train:  38%|███▊      | 1325/3515 [13:00<15:11,  2.40it/s]
overall:  33%|███▎      | 1326/4000 [13:03<19:11,  2.32it/s]

train:  38%|███▊      | 1326/3515 [13:01<15:42,  2.32it/s]
overall:  33%|███▎      | 1327/4000 [13:03<20:04,  2.22it/s]

train:  38%|███▊      | 1327/3515 [13:01<16:26,  2.22it/s]
overall:  33%|███▎      | 1328/4000 [13:04<21:03,  2.12it/s]

train:  38%|███▊      | 1328/3515 [13:02<17:13,  2.12it/s]
overall:  33%|███▎      | 1329/4000 [13:04<21:28,  2.07it/s]

train:  38%|███▊      | 1329/3515 [13:02<17:34,  2.07it/s]
overall:  33%|███▎      | 1330/4000 [13:05<21:41,  2.05it/s]

train:  38%|███▊      | 1330/3515 [13:03<17:44,  2.05it/s]
overall:  33%|███▎      | 1331/4000 [13:05<21:25,  2.08it/s]

train:  38%|███▊      | 1331/3515 [13:03<17:32,  2.08it/s]
overall:  33%|███▎      | 1332/4000 [13:06<21:16,  2.09it/s]

train:  38%|███▊      | 1332/3515 [13:04<17:24,  2.09it/s]
overall:  33%|███▎      | 1333/4000 [13:06<21:14,  2.09it/s]

train:  38%|███▊      | 1333/3515 [13:04<17:22,  2.09it/s]
overall:  33%|███▎      | 1334/4000 [13:07<21:19,  2.08it/s]

train:  38%|███▊      | 1334/3515 [13:05<17:26,  2.08it/s]
overall:  33%|███▎      | 1335/4000 [13:07<21:29,  2.07it/s]

train:  38%|███▊      | 1335/3515 [13:05<17:34,  2.07it/s]
overall:  33%|███▎      | 1336/4000 [13:08<21:34,  2.06it/s]

train:  38%|███▊      | 1336/3515 [13:06<17:38,  2.06it/s]
overall:  33%|███▎      | 1337/4000 [13:08<21:26,  2.07it/s]

train:  38%|███▊      | 1337/3515 [13:06<17:32,  2.07it/s]
overall:  33%|███▎      | 1338/4000 [13:09<23:45,  1.87it/s]

train:  38%|███▊      | 1338/3515 [13:07<19:26,  1.87it/s]
overall:  33%|███▎      | 1339/4000 [13:09<22:45,  1.95it/s]

train:  38%|███▊      | 1339/3515 [13:07<18:36,  1.95it/s]
overall:  34%|███▎      | 1340/4000 [13:10<22:33,  1.97it/s]

train:  38%|███▊      | 1340/3515 [13:08<18:26,  1.96it/s]
overall:  34%|███▎      | 1341/4000 [13:10<21:33,  2.06it/s]

train:  38%|███▊      | 1341/3515 [13:08<17:37,  2.06it/s]
overall:  34%|███▎      | 1342/4000 [13:11<21:28,  2.06it/s]

train:  38%|███▊      | 1342/3515 [13:09<17:33,  2.06it/s]
overall:  34%|███▎      | 1343/4000 [13:11<21:24,  2.07it/s]

train:  38%|███▊      | 1343/3515 [13:09<17:29,  2.07it/s]
overall:  34%|███▎      | 1344/4000 [13:12<21:05,  2.10it/s]

train:  38%|███▊      | 1344/3515 [13:10<17:14,  2.10it/s]
overall:  34%|███▎      | 1345/4000 [13:12<20:25,  2.17it/s]

train:  38%|███▊      | 1345/3515 [13:10<16:41,  2.17it/s]
overall:  34%|███▎      | 1346/4000 [13:13<20:40,  2.14it/s]

train:  38%|███▊      | 1346/3515 [13:11<16:54,  2.14it/s]
overall:  34%|███▎      | 1347/4000 [13:13<18:27,  2.40it/s]

train:  38%|███▊      | 1347/3515 [13:11<15:05,  2.40it/s]
overall:  34%|███▎      | 1348/4000 [13:13<19:01,  2.32it/s]

train:  38%|███▊      | 1348/3515 [13:11<15:32,  2.32it/s]
overall:  34%|███▎      | 1349/4000 [13:14<19:38,  2.25it/s]

train:  38%|███▊      | 1349/3515 [13:12<16:02,  2.25it/s]
overall:  34%|███▍      | 1350/4000 [13:14<20:00,  2.21it/s]

train:  38%|███▊      | 1350/3515 [13:12<16:20,  2.21it/s]
overall:  34%|███▍      | 1351/4000 [13:15<20:34,  2.15it/s]

train:  38%|███▊      | 1351/3515 [13:13<16:48,  2.15it/s]
overall:  34%|███▍      | 1352/4000 [13:15<20:55,  2.11it/s]

train:  38%|███▊      | 1352/3515 [13:13<17:05,  2.11it/s]
overall:  34%|███▍      | 1353/4000 [13:16<20:49,  2.12it/s]

train:  38%|███▊      | 1353/3515 [13:14<17:00,  2.12it/s]
overall:  34%|███▍      | 1354/4000 [13:16<20:47,  2.12it/s]

train:  39%|███▊      | 1354/3515 [13:14<16:58,  2.12it/s]
overall:  34%|███▍      | 1355/4000 [13:16<18:02,  2.44it/s]

train:  39%|███▊      | 1355/3515 [13:15<14:43,  2.44it/s]
overall:  34%|███▍      | 1356/4000 [13:17<19:14,  2.29it/s]

train:  39%|███▊      | 1356/3515 [13:15<15:42,  2.29it/s]
overall:  34%|███▍      | 1357/4000 [13:17<19:38,  2.24it/s]

train:  39%|███▊      | 1357/3515 [13:16<16:02,  2.24it/s]
overall:  34%|███▍      | 1358/4000 [13:18<19:29,  2.26it/s]

train:  39%|███▊      | 1358/3515 [13:16<15:55,  2.26it/s]
overall:  34%|███▍      | 1359/4000 [13:18<20:15,  2.17it/s]

train:  39%|███▊      | 1359/3515 [13:17<16:32,  2.17it/s]
overall:  34%|███▍      | 1360/4000 [13:19<20:54,  2.11it/s]

train:  39%|███▊      | 1360/3515 [13:17<17:03,  2.10it/s]
overall:  34%|███▍      | 1361/4000 [13:19<20:30,  2.14it/s]

train:  39%|███▊      | 1361/3515 [13:17<16:44,  2.14it/s]
overall:  34%|███▍      | 1362/4000 [13:20<25:55,  1.70it/s]

train:  39%|███▊      | 1362/3515 [13:18<21:09,  1.70it/s]
overall:  34%|███▍      | 1363/4000 [13:21<24:42,  1.78it/s]

train:  39%|███▉      | 1363/3515 [13:19<20:09,  1.78it/s]
overall:  34%|███▍      | 1364/4000 [13:21<23:54,  1.84it/s]

train:  39%|███▉      | 1364/3515 [13:19<19:30,  1.84it/s]
overall:  34%|███▍      | 1365/4000 [13:22<22:33,  1.95it/s]

train:  39%|███▉      | 1365/3515 [13:20<18:24,  1.95it/s]
overall:  34%|███▍      | 1366/4000 [13:22<22:11,  1.98it/s]

train:  39%|███▉      | 1366/3515 [13:20<18:06,  1.98it/s]
overall:  34%|███▍      | 1367/4000 [13:23<21:50,  2.01it/s]

train:  39%|███▉      | 1367/3515 [13:21<17:48,  2.01it/s]
overall:  34%|███▍      | 1368/4000 [13:23<21:24,  2.05it/s]

train:  39%|███▉      | 1368/3515 [13:21<17:27,  2.05it/s]
overall:  34%|███▍      | 1369/4000 [13:24<21:23,  2.05it/s]

train:  39%|███▉      | 1369/3515 [13:22<17:26,  2.05it/s]
overall:  34%|███▍      | 1370/4000 [13:24<20:35,  2.13it/s]

train:  39%|███▉      | 1370/3515 [13:22<16:47,  2.13it/s]
overall:  34%|███▍      | 1371/4000 [13:24<20:28,  2.14it/s]

train:  39%|███▉      | 1371/3515 [13:23<16:41,  2.14it/s]
overall:  34%|███▍      | 1372/4000 [13:25<20:52,  2.10it/s]

train:  39%|███▉      | 1372/3515 [13:23<17:01,  2.10it/s]
overall:  34%|███▍      | 1373/4000 [13:25<20:08,  2.17it/s]

train:  39%|███▉      | 1373/3515 [13:24<16:25,  2.17it/s]
overall:  34%|███▍      | 1374/4000 [13:26<19:04,  2.29it/s]

train:  39%|███▉      | 1374/3515 [13:24<15:33,  2.29it/s]
overall:  34%|███▍      | 1375/4000 [13:26<16:52,  2.59it/s]

train:  39%|███▉      | 1375/3515 [13:24<13:45,  2.59it/s]
overall:  34%|███▍      | 1376/4000 [13:26<14:06,  3.10it/s]

train:  39%|███▉      | 1376/3515 [13:24<11:29,  3.10it/s]
overall:  34%|███▍      | 1377/4000 [13:27<16:23,  2.67it/s]

train:  39%|███▉      | 1377/3515 [13:25<13:21,  2.67it/s]
overall:  34%|███▍      | 1378/4000 [13:27<17:12,  2.54it/s]

train:  39%|███▉      | 1378/3515 [13:25<14:01,  2.54it/s]
overall:  34%|███▍      | 1379/4000 [13:28<18:02,  2.42it/s]

train:  39%|███▉      | 1379/3515 [13:26<14:42,  2.42it/s]
overall:  34%|███▍      | 1380/4000 [13:28<19:04,  2.29it/s]

train:  39%|███▉      | 1380/3515 [13:26<15:32,  2.29it/s]
overall:  35%|███▍      | 1381/4000 [13:29<19:51,  2.20it/s]

train:  39%|███▉      | 1381/3515 [13:27<16:10,  2.20it/s]
overall:  35%|███▍      | 1382/4000 [13:29<20:15,  2.15it/s]

train:  39%|███▉      | 1382/3515 [13:27<16:30,  2.15it/s]
overall:  35%|███▍      | 1383/4000 [13:30<20:52,  2.09it/s]

train:  39%|███▉      | 1383/3515 [13:28<17:00,  2.09it/s]
overall:  35%|███▍      | 1384/4000 [13:30<20:51,  2.09it/s]

train:  39%|███▉      | 1384/3515 [13:28<16:59,  2.09it/s]
overall:  35%|███▍      | 1385/4000 [13:31<20:46,  2.10it/s]

train:  39%|███▉      | 1385/3515 [13:29<16:54,  2.10it/s]
overall:  35%|███▍      | 1386/4000 [13:31<25:26,  1.71it/s]

train:  39%|███▉      | 1386/3515 [13:29<20:43,  1.71it/s]
overall:  35%|███▍      | 1387/4000 [13:32<24:08,  1.80it/s]

train:  39%|███▉      | 1387/3515 [13:30<19:39,  1.80it/s]
overall:  35%|███▍      | 1388/4000 [13:32<23:06,  1.88it/s]

train:  39%|███▉      | 1388/3515 [13:30<18:48,  1.88it/s]
overall:  35%|███▍      | 1389/4000 [13:33<21:55,  1.99it/s]

train:  40%|███▉      | 1389/3515 [13:31<17:50,  1.99it/s]
overall:  35%|███▍      | 1390/4000 [13:33<19:54,  2.19it/s]

train:  40%|███▉      | 1390/3515 [13:31<16:12,  2.19it/s]
overall:  35%|███▍      | 1391/4000 [13:34<20:11,  2.15it/s]

train:  40%|███▉      | 1391/3515 [13:32<16:25,  2.15it/s]
overall:  35%|███▍      | 1392/4000 [13:34<20:42,  2.10it/s]

train:  40%|███▉      | 1392/3515 [13:32<16:51,  2.10it/s]
overall:  35%|███▍      | 1393/4000 [13:35<20:57,  2.07it/s]

train:  40%|███▉      | 1393/3515 [13:33<17:03,  2.07it/s]
overall:  35%|███▍      | 1394/4000 [13:35<19:44,  2.20it/s]

train:  40%|███▉      | 1394/3515 [13:33<16:04,  2.20it/s]
overall:  35%|███▍      | 1395/4000 [13:35<19:50,  2.19it/s]

train:  40%|███▉      | 1395/3515 [13:34<16:08,  2.19it/s]
overall:  35%|███▍      | 1396/4000 [13:36<20:21,  2.13it/s]

train:  40%|███▉      | 1396/3515 [13:34<16:33,  2.13it/s]
overall:  35%|███▍      | 1397/4000 [13:36<20:33,  2.11it/s]

train:  40%|███▉      | 1397/3515 [13:35<16:43,  2.11it/s]
overall:  35%|███▍      | 1398/4000 [13:37<18:17,  2.37it/s]

train:  40%|███▉      | 1398/3515 [13:35<14:52,  2.37it/s]
overall:  35%|███▍      | 1399/4000 [13:37<18:32,  2.34it/s]

train:  40%|███▉      | 1399/3515 [13:35<15:05,  2.34it/s]
overall:  35%|███▌      | 1400/4000 [13:38<18:11,  2.38it/s]

train:  40%|███▉      | 1400/3515 [13:36<14:48,  2.38it/s]
overall:  35%|███▌      | 1401/4000 [13:38<18:11,  2.38it/s]

train:  40%|███▉      | 1401/3515 [13:36<14:47,  2.38it/s]
overall:  35%|███▌      | 1402/4000 [13:39<19:20,  2.24it/s]

train:  40%|███▉      | 1402/3515 [13:37<15:44,  2.24it/s]
overall:  35%|███▌      | 1403/4000 [13:39<19:43,  2.19it/s]

train:  40%|███▉      | 1403/3515 [13:37<16:02,  2.19it/s]
overall:  35%|███▌      | 1404/4000 [13:39<18:52,  2.29it/s]

train:  40%|███▉      | 1404/3515 [13:38<15:21,  2.29it/s]
overall:  35%|███▌      | 1405/4000 [13:40<19:23,  2.23it/s]

train:  40%|███▉      | 1405/3515 [13:38<15:46,  2.23it/s]
overall:  35%|███▌      | 1406/4000 [13:40<19:50,  2.18it/s]

train:  40%|████      | 1406/3515 [13:38<16:08,  2.18it/s]
overall:  35%|███▌      | 1407/4000 [13:41<19:24,  2.23it/s]

train:  40%|████      | 1407/3515 [13:39<15:46,  2.23it/s]
overall:  35%|███▌      | 1408/4000 [13:41<19:15,  2.24it/s]

train:  40%|████      | 1408/3515 [13:39<15:39,  2.24it/s]
overall:  35%|███▌      | 1409/4000 [13:42<18:42,  2.31it/s]

train:  40%|████      | 1409/3515 [13:40<15:12,  2.31it/s]
overall:  35%|███▌      | 1410/4000 [13:42<23:55,  1.80it/s]

train:  40%|████      | 1410/3515 [13:41<19:27,  1.80it/s]
overall:  35%|███▌      | 1411/4000 [13:43<22:45,  1.90it/s]

train:  40%|████      | 1411/3515 [13:41<18:29,  1.90it/s]
overall:  35%|███▌      | 1412/4000 [13:43<22:13,  1.94it/s]

train:  40%|████      | 1412/3515 [13:42<18:03,  1.94it/s]
overall:  35%|███▌      | 1413/4000 [13:44<21:03,  2.05it/s]

train:  40%|████      | 1413/3515 [13:42<17:06,  2.05it/s]
overall:  35%|███▌      | 1414/4000 [13:44<20:58,  2.05it/s]

train:  40%|████      | 1414/3515 [13:42<17:02,  2.05it/s]
overall:  35%|███▌      | 1415/4000 [13:45<20:42,  2.08it/s]

train:  40%|████      | 1415/3515 [13:43<16:49,  2.08it/s]
overall:  35%|███▌      | 1416/4000 [13:45<20:24,  2.11it/s]

train:  40%|████      | 1416/3515 [13:43<16:34,  2.11it/s]
overall:  35%|███▌      | 1417/4000 [13:45<17:18,  2.49it/s]

train:  40%|████      | 1417/3515 [13:44<14:03,  2.49it/s]
overall:  35%|███▌      | 1418/4000 [13:46<14:19,  3.00it/s]

train:  40%|████      | 1418/3515 [13:44<11:38,  3.00it/s]
overall:  35%|███▌      | 1419/4000 [13:46<16:10,  2.66it/s]

train:  40%|████      | 1419/3515 [13:44<13:08,  2.66it/s]
overall:  36%|███▌      | 1420/4000 [13:47<17:25,  2.47it/s]

train:  40%|████      | 1420/3515 [13:45<14:09,  2.47it/s]
overall:  36%|███▌      | 1421/4000 [13:47<18:40,  2.30it/s]

train:  40%|████      | 1421/3515 [13:45<15:09,  2.30it/s]
overall:  36%|███▌      | 1422/4000 [13:48<19:20,  2.22it/s]

train:  40%|████      | 1422/3515 [13:46<15:42,  2.22it/s]
overall:  36%|███▌      | 1423/4000 [13:48<19:09,  2.24it/s]

train:  40%|████      | 1423/3515 [13:46<15:33,  2.24it/s]
overall:  36%|███▌      | 1424/4000 [13:49<19:52,  2.16it/s]

train:  41%|████      | 1424/3515 [13:47<16:08,  2.16it/s]
overall:  36%|███▌      | 1425/4000 [13:49<18:54,  2.27it/s]

train:  41%|████      | 1425/3515 [13:47<15:20,  2.27it/s]
overall:  36%|███▌      | 1426/4000 [13:49<19:10,  2.24it/s]

train:  41%|████      | 1426/3515 [13:47<15:33,  2.24it/s]
overall:  36%|███▌      | 1427/4000 [13:50<19:19,  2.22it/s]

train:  41%|████      | 1427/3515 [13:48<15:40,  2.22it/s]
overall:  36%|███▌      | 1428/4000 [13:50<19:49,  2.16it/s]

train:  41%|████      | 1428/3515 [13:48<16:04,  2.16it/s]
overall:  36%|███▌      | 1429/4000 [13:51<19:57,  2.15it/s]

train:  41%|████      | 1429/3515 [13:49<16:11,  2.15it/s]
overall:  36%|███▌      | 1430/4000 [13:51<19:30,  2.19it/s]

train:  41%|████      | 1430/3515 [13:49<15:49,  2.19it/s]
overall:  36%|███▌      | 1431/4000 [13:52<19:07,  2.24it/s]

train:  41%|████      | 1431/3515 [13:50<15:30,  2.24it/s]
overall:  36%|███▌      | 1432/4000 [13:52<19:48,  2.16it/s]

train:  41%|████      | 1432/3515 [13:50<16:03,  2.16it/s]
overall:  36%|███▌      | 1433/4000 [13:53<19:57,  2.14it/s]

train:  41%|████      | 1433/3515 [13:51<16:11,  2.14it/s]
overall:  36%|███▌      | 1434/4000 [13:53<24:21,  1.76it/s]

train:  41%|████      | 1434/3515 [13:52<19:44,  1.76it/s]
overall:  36%|███▌      | 1435/4000 [13:54<22:47,  1.88it/s]

train:  41%|████      | 1435/3515 [13:52<18:29,  1.88it/s]
overall:  36%|███▌      | 1436/4000 [13:54<22:03,  1.94it/s]

train:  41%|████      | 1436/3515 [13:52<17:53,  1.94it/s]
overall:  36%|███▌      | 1437/4000 [13:55<21:45,  1.96it/s]

train:  41%|████      | 1437/3515 [13:53<17:38,  1.96it/s]
overall:  36%|███▌      | 1438/4000 [13:55<17:53,  2.39it/s]

train:  41%|████      | 1438/3515 [13:53<14:30,  2.39it/s]
overall:  36%|███▌      | 1439/4000 [13:56<18:26,  2.32it/s]

train:  41%|████      | 1439/3515 [13:54<14:56,  2.31it/s]
overall:  36%|███▌      | 1440/4000 [13:56<19:21,  2.20it/s]

train:  41%|████      | 1440/3515 [13:54<15:41,  2.20it/s]
overall:  36%|███▌      | 1441/4000 [13:57<19:34,  2.18it/s]

train:  41%|████      | 1441/3515 [13:55<15:52,  2.18it/s]
overall:  36%|███▌      | 1442/4000 [13:57<18:34,  2.29it/s]

train:  41%|████      | 1442/3515 [13:55<15:03,  2.29it/s]
overall:  36%|███▌      | 1443/4000 [13:57<18:35,  2.29it/s]

train:  41%|████      | 1443/3515 [13:55<15:03,  2.29it/s]
overall:  36%|███▌      | 1444/4000 [13:58<19:04,  2.23it/s]

train:  41%|████      | 1444/3515 [13:56<15:27,  2.23it/s]
overall:  36%|███▌      | 1445/4000 [13:58<19:31,  2.18it/s]

train:  41%|████      | 1445/3515 [13:56<15:48,  2.18it/s]
overall:  36%|███▌      | 1446/4000 [13:59<19:49,  2.15it/s]

train:  41%|████      | 1446/3515 [13:57<16:03,  2.15it/s]
overall:  36%|███▌      | 1447/4000 [13:59<20:00,  2.13it/s]

train:  41%|████      | 1447/3515 [13:57<16:12,  2.13it/s]
overall:  36%|███▌      | 1448/4000 [14:00<20:14,  2.10it/s]

train:  41%|████      | 1448/3515 [13:58<16:23,  2.10it/s]
overall:  36%|███▌      | 1449/4000 [14:00<20:13,  2.10it/s]

train:  41%|████      | 1449/3515 [13:58<16:22,  2.10it/s]
overall:  36%|███▋      | 1450/4000 [14:01<20:33,  2.07it/s]

train:  41%|████▏     | 1450/3515 [13:59<16:39,  2.07it/s]
overall:  36%|███▋      | 1451/4000 [14:01<19:25,  2.19it/s]

train:  41%|████▏     | 1451/3515 [13:59<15:43,  2.19it/s]
overall:  36%|███▋      | 1452/4000 [14:02<19:41,  2.16it/s]

train:  41%|████▏     | 1452/3515 [14:00<15:56,  2.16it/s]
overall:  36%|███▋      | 1453/4000 [14:02<20:02,  2.12it/s]

train:  41%|████▏     | 1453/3515 [14:00<16:13,  2.12it/s]
overall:  36%|███▋      | 1454/4000 [14:02<18:54,  2.24it/s]

train:  41%|████▏     | 1454/3515 [14:01<15:18,  2.24it/s]
overall:  36%|███▋      | 1455/4000 [14:03<19:28,  2.18it/s]

train:  41%|████▏     | 1455/3515 [14:01<15:45,  2.18it/s]
overall:  36%|███▋      | 1456/4000 [14:03<19:43,  2.15it/s]

train:  41%|████▏     | 1456/3515 [14:02<15:57,  2.15it/s]
overall:  36%|███▋      | 1457/4000 [14:04<20:02,  2.12it/s]

train:  41%|████▏     | 1457/3515 [14:02<16:13,  2.11it/s]
overall:  36%|███▋      | 1458/4000 [14:05<25:27,  1.66it/s]

train:  41%|████▏     | 1458/3515 [14:03<20:36,  1.66it/s]
overall:  36%|███▋      | 1459/4000 [14:05<24:10,  1.75it/s]

train:  42%|████▏     | 1459/3515 [14:03<19:33,  1.75it/s]
overall:  36%|███▋      | 1460/4000 [14:06<23:11,  1.83it/s]

train:  42%|████▏     | 1460/3515 [14:04<18:45,  1.83it/s]
overall:  37%|███▋      | 1461/4000 [14:06<22:30,  1.88it/s]

train:  42%|████▏     | 1461/3515 [14:04<18:12,  1.88it/s]
overall:  37%|███▋      | 1462/4000 [14:07<21:55,  1.93it/s]

train:  42%|████▏     | 1462/3515 [14:05<17:43,  1.93it/s]
overall:  37%|███▋      | 1463/4000 [14:07<21:11,  1.99it/s]

train:  42%|████▏     | 1463/3515 [14:05<17:08,  1.99it/s]
overall:  37%|███▋      | 1464/4000 [14:07<16:26,  2.57it/s]

train:  42%|████▏     | 1464/3515 [14:06<13:17,  2.57it/s]
overall:  37%|███▋      | 1465/4000 [14:08<18:06,  2.33it/s]

train:  42%|████▏     | 1465/3515 [14:06<14:38,  2.33it/s]
overall:  37%|███▋      | 1466/4000 [14:08<19:14,  2.19it/s]

train:  42%|████▏     | 1466/3515 [14:07<15:33,  2.19it/s]
overall:  37%|███▋      | 1467/4000 [14:09<19:54,  2.12it/s]

train:  42%|████▏     | 1467/3515 [14:07<16:05,  2.12it/s]
overall:  37%|███▋      | 1468/4000 [14:09<20:05,  2.10it/s]

train:  42%|████▏     | 1468/3515 [14:08<16:14,  2.10it/s]
overall:  37%|███▋      | 1469/4000 [14:10<20:15,  2.08it/s]

train:  42%|████▏     | 1469/3515 [14:08<16:22,  2.08it/s]
overall:  37%|███▋      | 1470/4000 [14:10<18:06,  2.33it/s]

train:  42%|████▏     | 1470/3515 [14:08<14:37,  2.33it/s]
overall:  37%|███▋      | 1471/4000 [14:11<18:33,  2.27it/s]

train:  42%|████▏     | 1471/3515 [14:09<15:00,  2.27it/s]
overall:  37%|███▋      | 1472/4000 [14:11<19:12,  2.19it/s]

train:  42%|████▏     | 1472/3515 [14:09<15:31,  2.19it/s]
overall:  37%|███▋      | 1473/4000 [14:12<19:01,  2.21it/s]

train:  42%|████▏     | 1473/3515 [14:10<15:22,  2.21it/s]
overall:  37%|███▋      | 1474/4000 [14:12<19:06,  2.20it/s]

train:  42%|████▏     | 1474/3515 [14:10<15:26,  2.20it/s]
overall:  37%|███▋      | 1475/4000 [14:13<19:35,  2.15it/s]

train:  42%|████▏     | 1475/3515 [14:11<15:49,  2.15it/s]
overall:  37%|███▋      | 1476/4000 [14:13<19:30,  2.16it/s]

train:  42%|████▏     | 1476/3515 [14:11<15:45,  2.16it/s]
overall:  37%|███▋      | 1477/4000 [14:13<19:07,  2.20it/s]

train:  42%|████▏     | 1477/3515 [14:12<15:26,  2.20it/s]
overall:  37%|███▋      | 1478/4000 [14:14<19:26,  2.16it/s]

train:  42%|████▏     | 1478/3515 [14:12<15:41,  2.16it/s]
overall:  37%|███▋      | 1479/4000 [14:14<20:08,  2.09it/s]

train:  42%|████▏     | 1479/3515 [14:13<16:16,  2.09it/s]
overall:  37%|███▋      | 1480/4000 [14:15<19:39,  2.14it/s]

train:  42%|████▏     | 1480/3515 [14:13<15:52,  2.14it/s]
overall:  37%|███▋      | 1481/4000 [14:15<20:03,  2.09it/s]

train:  42%|████▏     | 1481/3515 [14:14<16:12,  2.09it/s]
overall:  37%|███▋      | 1482/4000 [14:16<24:28,  1.71it/s]

train:  42%|████▏     | 1482/3515 [14:14<19:45,  1.71it/s]
overall:  37%|███▋      | 1483/4000 [14:17<23:06,  1.81it/s]

train:  42%|████▏     | 1483/3515 [14:15<18:39,  1.81it/s]
overall:  37%|███▋      | 1484/4000 [14:17<22:18,  1.88it/s]

train:  42%|████▏     | 1484/3515 [14:15<18:00,  1.88it/s]
overall:  37%|███▋      | 1485/4000 [14:18<21:38,  1.94it/s]

train:  42%|████▏     | 1485/3515 [14:16<17:28,  1.94it/s]
overall:  37%|███▋      | 1486/4000 [14:18<21:23,  1.96it/s]

train:  42%|████▏     | 1486/3515 [14:16<17:15,  1.96it/s]
overall:  37%|███▋      | 1487/4000 [14:19<21:12,  1.97it/s]

train:  42%|████▏     | 1487/3515 [14:17<17:07,  1.97it/s]
overall:  37%|███▋      | 1488/4000 [14:19<19:58,  2.10it/s]

train:  42%|████▏     | 1488/3515 [14:17<16:07,  2.10it/s]
overall:  37%|███▋      | 1489/4000 [14:20<19:49,  2.11it/s]

train:  42%|████▏     | 1489/3515 [14:18<16:00,  2.11it/s]
overall:  37%|███▋      | 1490/4000 [14:20<17:06,  2.44it/s]

train:  42%|████▏     | 1490/3515 [14:18<13:48,  2.44it/s]
overall:  37%|███▋      | 1491/4000 [14:20<18:10,  2.30it/s]

train:  42%|████▏     | 1491/3515 [14:18<14:39,  2.30it/s]
overall:  37%|███▋      | 1492/4000 [14:21<18:37,  2.24it/s]

train:  42%|████▏     | 1492/3515 [14:19<15:01,  2.24it/s]
overall:  37%|███▋      | 1493/4000 [14:21<18:31,  2.25it/s]

train:  42%|████▏     | 1493/3515 [14:19<14:56,  2.25it/s]
overall:  37%|███▋      | 1494/4000 [14:22<19:16,  2.17it/s]

train:  43%|████▎     | 1494/3515 [14:20<15:32,  2.17it/s]
overall:  37%|███▋      | 1495/4000 [14:22<19:23,  2.15it/s]

train:  43%|████▎     | 1495/3515 [14:20<15:37,  2.15it/s]
overall:  37%|███▋      | 1496/4000 [14:22<16:07,  2.59it/s]

train:  43%|████▎     | 1496/3515 [14:21<13:00,  2.59it/s]
overall:  37%|███▋      | 1497/4000 [14:23<17:22,  2.40it/s]

train:  43%|████▎     | 1497/3515 [14:21<14:00,  2.40it/s]
overall:  37%|███▋      | 1498/4000 [14:23<18:16,  2.28it/s]

train:  43%|████▎     | 1498/3515 [14:21<14:43,  2.28it/s]
overall:  37%|███▋      | 1499/4000 [14:24<18:39,  2.23it/s]

train:  43%|████▎     | 1499/3515 [14:22<15:02,  2.23it/s]
overall:  38%|███▊      | 1500/4000 [14:24<16:03,  2.60it/s]

train:  43%|████▎     | 1500/3515 [14:22<12:56,  2.60it/s]
overall:  38%|███▊      | 1501/4000 [14:25<16:58,  2.45it/s]

train:  43%|████▎     | 1501/3515 [14:23<13:40,  2.45it/s]
overall:  38%|███▊      | 1502/4000 [14:25<13:21,  3.12it/s]

train:  43%|████▎     | 1502/3515 [14:23<10:45,  3.12it/s]
overall:  38%|███▊      | 1503/4000 [14:25<15:47,  2.64it/s]

train:  43%|████▎     | 1503/3515 [14:23<12:43,  2.64it/s]
overall:  38%|███▊      | 1504/4000 [14:25<13:40,  3.04it/s]

train:  43%|████▎     | 1504/3515 [14:23<11:01,  3.04it/s]
overall:  38%|███▊      | 1505/4000 [14:26<15:33,  2.67it/s]

train:  43%|████▎     | 1505/3515 [14:24<12:32,  2.67it/s]
overall:  38%|███▊      | 1506/4000 [14:27<20:22,  2.04it/s]

train:  43%|████▎     | 1506/3515 [14:25<16:24,  2.04it/s]
overall:  38%|███▊      | 1507/4000 [14:27<19:40,  2.11it/s]

train:  43%|████▎     | 1507/3515 [14:25<15:50,  2.11it/s]
overall:  38%|███▊      | 1508/4000 [14:28<19:33,  2.12it/s]

train:  43%|████▎     | 1508/3515 [14:26<15:45,  2.12it/s]
overall:  38%|███▊      | 1509/4000 [14:28<19:42,  2.11it/s]

train:  43%|████▎     | 1509/3515 [14:26<15:51,  2.11it/s]
overall:  38%|███▊      | 1510/4000 [14:28<19:14,  2.16it/s]

train:  43%|████▎     | 1510/3515 [14:27<15:29,  2.16it/s]
overall:  38%|███▊      | 1511/4000 [14:29<19:49,  2.09it/s]

train:  43%|████▎     | 1511/3515 [14:27<15:57,  2.09it/s]
overall:  38%|███▊      | 1512/4000 [14:29<19:49,  2.09it/s]

train:  43%|████▎     | 1512/3515 [14:28<15:57,  2.09it/s]
overall:  38%|███▊      | 1513/4000 [14:30<20:01,  2.07it/s]

train:  43%|████▎     | 1513/3515 [14:28<16:07,  2.07it/s]
overall:  38%|███▊      | 1514/4000 [14:30<19:57,  2.08it/s]

train:  43%|████▎     | 1514/3515 [14:29<16:03,  2.08it/s]
overall:  38%|███▊      | 1515/4000 [14:31<18:27,  2.24it/s]

train:  43%|████▎     | 1515/3515 [14:29<14:51,  2.24it/s]
overall:  38%|███▊      | 1516/4000 [14:31<18:47,  2.20it/s]

train:  43%|████▎     | 1516/3515 [14:29<15:07,  2.20it/s]
overall:  38%|███▊      | 1517/4000 [14:32<19:09,  2.16it/s]

train:  43%|████▎     | 1517/3515 [14:30<15:24,  2.16it/s]
overall:  38%|███▊      | 1518/4000 [14:32<19:30,  2.12it/s]

train:  43%|████▎     | 1518/3515 [14:30<15:41,  2.12it/s]
overall:  38%|███▊      | 1519/4000 [14:32<16:28,  2.51it/s]

train:  43%|████▎     | 1519/3515 [14:31<13:15,  2.51it/s]
overall:  38%|███▊      | 1520/4000 [14:33<17:24,  2.38it/s]

train:  43%|████▎     | 1520/3515 [14:31<14:00,  2.37it/s]
overall:  38%|███▊      | 1521/4000 [14:33<18:02,  2.29it/s]

train:  43%|████▎     | 1521/3515 [14:32<14:30,  2.29it/s]
overall:  38%|███▊      | 1522/4000 [14:34<18:19,  2.25it/s]

train:  43%|████▎     | 1522/3515 [14:32<14:44,  2.25it/s]
overall:  38%|███▊      | 1523/4000 [14:34<18:46,  2.20it/s]

train:  43%|████▎     | 1523/3515 [14:32<15:06,  2.20it/s]
overall:  38%|███▊      | 1524/4000 [14:35<19:00,  2.17it/s]

train:  43%|████▎     | 1524/3515 [14:33<15:16,  2.17it/s]
overall:  38%|███▊      | 1525/4000 [14:35<19:14,  2.14it/s]

train:  43%|████▎     | 1525/3515 [14:33<15:28,  2.14it/s]
overall:  38%|███▊      | 1526/4000 [14:36<19:17,  2.14it/s]

train:  43%|████▎     | 1526/3515 [14:34<15:30,  2.14it/s]
overall:  38%|███▊      | 1527/4000 [14:36<19:36,  2.10it/s]

train:  43%|████▎     | 1527/3515 [14:34<15:46,  2.10it/s]
overall:  38%|███▊      | 1528/4000 [14:36<16:05,  2.56it/s]

train:  43%|████▎     | 1528/3515 [14:35<12:55,  2.56it/s]
overall:  38%|███▊      | 1529/4000 [14:37<17:24,  2.37it/s]

train:  43%|████▎     | 1529/3515 [14:35<13:59,  2.37it/s]
overall:  38%|███▊      | 1530/4000 [14:38<21:59,  1.87it/s]

train:  44%|████▎     | 1530/3515 [14:36<17:40,  1.87it/s]
overall:  38%|███▊      | 1531/4000 [14:38<21:07,  1.95it/s]

train:  44%|████▎     | 1531/3515 [14:36<16:58,  1.95it/s]
overall:  38%|███▊      | 1532/4000 [14:39<20:44,  1.98it/s]

train:  44%|████▎     | 1532/3515 [14:37<16:40,  1.98it/s]
overall:  38%|███▊      | 1533/4000 [14:39<20:48,  1.98it/s]

train:  44%|████▎     | 1533/3515 [14:37<16:42,  1.98it/s]
overall:  38%|███▊      | 1534/4000 [14:40<19:54,  2.06it/s]

train:  44%|████▎     | 1534/3515 [14:38<15:59,  2.06it/s]
overall:  38%|███▊      | 1535/4000 [14:40<20:20,  2.02it/s]

train:  44%|████▎     | 1535/3515 [14:38<16:20,  2.02it/s]
overall:  38%|███▊      | 1536/4000 [14:41<19:56,  2.06it/s]

train:  44%|████▎     | 1536/3515 [14:39<16:01,  2.06it/s]
overall:  38%|███▊      | 1537/4000 [14:41<20:19,  2.02it/s]

train:  44%|████▎     | 1537/3515 [14:39<16:19,  2.02it/s]
overall:  38%|███▊      | 1538/4000 [14:42<19:26,  2.11it/s]

train:  44%|████▍     | 1538/3515 [14:40<15:36,  2.11it/s]
overall:  38%|███▊      | 1539/4000 [14:42<19:45,  2.08it/s]

train:  44%|████▍     | 1539/3515 [14:40<15:51,  2.08it/s]
overall:  38%|███▊      | 1540/4000 [14:42<15:39,  2.62it/s]

train:  44%|████▍     | 1540/3515 [14:40<12:34,  2.62it/s]
overall:  39%|███▊      | 1541/4000 [14:43<16:55,  2.42it/s]

train:  44%|████▍     | 1541/3515 [14:41<13:35,  2.42it/s]
overall:  39%|███▊      | 1542/4000 [14:43<18:03,  2.27it/s]

train:  44%|████▍     | 1542/3515 [14:41<14:29,  2.27it/s]
overall:  39%|███▊      | 1543/4000 [14:44<18:55,  2.16it/s]

train:  44%|████▍     | 1543/3515 [14:42<15:11,  2.16it/s]
overall:  39%|███▊      | 1544/4000 [14:44<19:01,  2.15it/s]

train:  44%|████▍     | 1544/3515 [14:42<15:16,  2.15it/s]
overall:  39%|███▊      | 1545/4000 [14:45<18:57,  2.16it/s]

train:  44%|████▍     | 1545/3515 [14:43<15:12,  2.16it/s]
overall:  39%|███▊      | 1546/4000 [14:45<18:15,  2.24it/s]

train:  44%|████▍     | 1546/3515 [14:43<14:39,  2.24it/s]
overall:  39%|███▊      | 1547/4000 [14:46<19:19,  2.12it/s]

train:  44%|████▍     | 1547/3515 [14:44<15:29,  2.12it/s]
overall:  39%|███▊      | 1548/4000 [14:46<19:16,  2.12it/s]

train:  44%|████▍     | 1548/3515 [14:44<15:28,  2.12it/s]
overall:  39%|███▊      | 1549/4000 [14:47<19:33,  2.09it/s]

train:  44%|████▍     | 1549/3515 [14:45<15:41,  2.09it/s]
overall:  39%|███▉      | 1550/4000 [14:47<15:23,  2.65it/s]

train:  44%|████▍     | 1550/3515 [14:45<12:20,  2.65it/s]
overall:  39%|███▉      | 1551/4000 [14:47<16:12,  2.52it/s]

train:  44%|████▍     | 1551/3515 [14:45<13:00,  2.52it/s]
overall:  39%|███▉      | 1552/4000 [14:48<16:43,  2.44it/s]

train:  44%|████▍     | 1552/3515 [14:46<13:24,  2.44it/s]
overall:  39%|███▉      | 1553/4000 [14:48<17:29,  2.33it/s]

train:  44%|████▍     | 1553/3515 [14:46<14:01,  2.33it/s]
overall:  39%|███▉      | 1554/4000 [14:49<22:20,  1.82it/s]

train:  44%|████▍     | 1554/3515 [14:47<17:54,  1.82it/s]
overall:  39%|███▉      | 1555/4000 [14:49<21:42,  1.88it/s]

train:  44%|████▍     | 1555/3515 [14:47<17:23,  1.88it/s]
overall:  39%|███▉      | 1556/4000 [14:50<21:09,  1.92it/s]

train:  44%|████▍     | 1556/3515 [14:48<16:57,  1.92it/s]
overall:  39%|███▉      | 1557/4000 [14:50<21:09,  1.93it/s]

train:  44%|████▍     | 1557/3515 [14:48<16:57,  1.93it/s]
overall:  39%|███▉      | 1558/4000 [14:51<20:44,  1.96it/s]

train:  44%|████▍     | 1558/3515 [14:49<16:37,  1.96it/s]
overall:  39%|███▉      | 1559/4000 [14:51<19:42,  2.06it/s]

train:  44%|████▍     | 1559/3515 [14:49<15:47,  2.06it/s]
overall:  39%|███▉      | 1560/4000 [14:52<19:50,  2.05it/s]

train:  44%|████▍     | 1560/3515 [14:50<15:53,  2.05it/s]
overall:  39%|███▉      | 1561/4000 [14:52<15:44,  2.58it/s]

train:  44%|████▍     | 1561/3515 [14:50<12:36,  2.58it/s]
overall:  39%|███▉      | 1562/4000 [14:52<17:05,  2.38it/s]

train:  44%|████▍     | 1562/3515 [14:51<13:41,  2.38it/s]
overall:  39%|███▉      | 1563/4000 [14:53<17:40,  2.30it/s]

train:  44%|████▍     | 1563/3515 [14:51<14:09,  2.30it/s]
overall:  39%|███▉      | 1564/4000 [14:53<17:43,  2.29it/s]

train:  44%|████▍     | 1564/3515 [14:51<14:11,  2.29it/s]
overall:  39%|███▉      | 1565/4000 [14:54<18:00,  2.25it/s]

train:  45%|████▍     | 1565/3515 [14:52<14:25,  2.25it/s]
overall:  39%|███▉      | 1566/4000 [14:54<18:37,  2.18it/s]

train:  45%|████▍     | 1566/3515 [14:52<14:54,  2.18it/s]
overall:  39%|███▉      | 1567/4000 [14:55<19:08,  2.12it/s]

train:  45%|████▍     | 1567/3515 [14:53<15:19,  2.12it/s]
overall:  39%|███▉      | 1568/4000 [14:55<19:29,  2.08it/s]

train:  45%|████▍     | 1568/3515 [14:53<15:36,  2.08it/s]
overall:  39%|███▉      | 1569/4000 [14:56<19:46,  2.05it/s]

train:  45%|████▍     | 1569/3515 [14:54<15:50,  2.05it/s]
overall:  39%|███▉      | 1570/4000 [14:56<17:29,  2.31it/s]

train:  45%|████▍     | 1570/3515 [14:54<14:00,  2.31it/s]
overall:  39%|███▉      | 1571/4000 [14:56<14:29,  2.79it/s]

train:  45%|████▍     | 1571/3515 [14:54<11:36,  2.79it/s]
overall:  39%|███▉      | 1572/4000 [14:56<11:43,  3.45it/s]

train:  45%|████▍     | 1572/3515 [14:55<09:22,  3.45it/s]
overall:  39%|███▉      | 1573/4000 [14:57<13:31,  2.99it/s]

train:  45%|████▍     | 1573/3515 [14:55<10:49,  2.99it/s]
overall:  39%|███▉      | 1574/4000 [14:57<15:31,  2.60it/s]

train:  45%|████▍     | 1574/3515 [14:55<12:25,  2.60it/s]
overall:  39%|███▉      | 1575/4000 [14:58<16:52,  2.39it/s]

train:  45%|████▍     | 1575/3515 [14:56<13:30,  2.39it/s]
overall:  39%|███▉      | 1576/4000 [14:58<13:53,  2.91it/s]

train:  45%|████▍     | 1576/3515 [14:56<11:06,  2.91it/s]
overall:  39%|███▉      | 1577/4000 [14:58<11:10,  3.61it/s]

train:  45%|████▍     | 1577/3515 [14:56<08:56,  3.61it/s]
overall:  39%|███▉      | 1578/4000 [14:59<18:25,  2.19it/s]

train:  45%|████▍     | 1578/3515 [14:57<14:43,  2.19it/s]
overall:  39%|███▉      | 1579/4000 [15:00<18:36,  2.17it/s]

train:  45%|████▍     | 1579/3515 [14:58<14:52,  2.17it/s]
overall:  40%|███▉      | 1580/4000 [15:00<18:49,  2.14it/s]

train:  45%|████▍     | 1580/3515 [14:58<15:03,  2.14it/s]
overall:  40%|███▉      | 1581/4000 [15:00<18:45,  2.15it/s]

train:  45%|████▍     | 1581/3515 [14:59<14:59,  2.15it/s]
overall:  40%|███▉      | 1582/4000 [15:01<19:15,  2.09it/s]

train:  45%|████▌     | 1582/3515 [14:59<15:23,  2.09it/s]
overall:  40%|███▉      | 1583/4000 [15:01<16:34,  2.43it/s]

train:  45%|████▌     | 1583/3515 [14:59<13:15,  2.43it/s]
overall:  40%|███▉      | 1584/4000 [15:02<16:51,  2.39it/s]

train:  45%|████▌     | 1584/3515 [15:00<13:28,  2.39it/s]
overall:  40%|███▉      | 1585/4000 [15:02<17:34,  2.29it/s]

train:  45%|████▌     | 1585/3515 [15:00<14:03,  2.29it/s]
overall:  40%|███▉      | 1586/4000 [15:03<18:17,  2.20it/s]

train:  45%|████▌     | 1586/3515 [15:01<14:36,  2.20it/s]
overall:  40%|███▉      | 1587/4000 [15:03<18:29,  2.18it/s]

train:  45%|████▌     | 1587/3515 [15:01<14:46,  2.18it/s]
overall:  40%|███▉      | 1588/4000 [15:04<18:33,  2.17it/s]

train:  45%|████▌     | 1588/3515 [15:02<14:49,  2.17it/s]
overall:  40%|███▉      | 1589/4000 [15:04<18:43,  2.15it/s]

train:  45%|████▌     | 1589/3515 [15:02<14:57,  2.15it/s]
overall:  40%|███▉      | 1590/4000 [15:05<18:57,  2.12it/s]

train:  45%|████▌     | 1590/3515 [15:03<15:08,  2.12it/s]
overall:  40%|███▉      | 1591/4000 [15:05<19:10,  2.09it/s]

train:  45%|████▌     | 1591/3515 [15:03<15:18,  2.09it/s]
overall:  40%|███▉      | 1592/4000 [15:05<19:08,  2.10it/s]

train:  45%|████▌     | 1592/3515 [15:04<15:17,  2.10it/s]
overall:  40%|███▉      | 1593/4000 [15:06<19:29,  2.06it/s]

train:  45%|████▌     | 1593/3515 [15:04<15:33,  2.06it/s]
overall:  40%|███▉      | 1594/4000 [15:06<19:28,  2.06it/s]

train:  45%|████▌     | 1594/3515 [15:05<15:33,  2.06it/s]
overall:  40%|███▉      | 1595/4000 [15:07<19:36,  2.04it/s]

train:  45%|████▌     | 1595/3515 [15:05<15:38,  2.04it/s]
overall:  40%|███▉      | 1596/4000 [15:07<19:20,  2.07it/s]

train:  45%|████▌     | 1596/3515 [15:06<15:26,  2.07it/s]
overall:  40%|███▉      | 1597/4000 [15:08<19:13,  2.08it/s]

train:  45%|████▌     | 1597/3515 [15:06<15:20,  2.08it/s]
overall:  40%|███▉      | 1598/4000 [15:08<19:23,  2.06it/s]

train:  45%|████▌     | 1598/3515 [15:07<15:28,  2.06it/s]
overall:  40%|███▉      | 1599/4000 [15:09<19:12,  2.08it/s]

train:  45%|████▌     | 1599/3515 [15:07<15:19,  2.08it/s]
overall:  40%|████      | 1600/4000 [15:09<17:49,  2.24it/s]

train:  46%|████▌     | 1600/3515 [15:07<14:13,  2.24it/s]
overall:  40%|████      | 1601/4000 [15:10<18:28,  2.16it/s]

train:  46%|████▌     | 1601/3515 [15:08<14:44,  2.16it/s]
overall:  40%|████      | 1602/4000 [15:11<22:31,  1.77it/s]

train:  46%|████▌     | 1602/3515 [15:09<17:58,  1.77it/s]
overall:  40%|████      | 1603/4000 [15:11<21:21,  1.87it/s]

train:  46%|████▌     | 1603/3515 [15:09<17:02,  1.87it/s]
overall:  40%|████      | 1604/4000 [15:12<20:57,  1.91it/s]

train:  46%|████▌     | 1604/3515 [15:10<16:42,  1.91it/s]
overall:  40%|████      | 1605/4000 [15:12<20:38,  1.93it/s]

train:  46%|████▌     | 1605/3515 [15:10<16:27,  1.93it/s]
overall:  40%|████      | 1606/4000 [15:12<20:04,  1.99it/s]

train:  46%|████▌     | 1606/3515 [15:11<16:00,  1.99it/s]
overall:  40%|████      | 1607/4000 [15:13<19:41,  2.02it/s]

train:  46%|████▌     | 1607/3515 [15:11<15:42,  2.02it/s]
overall:  40%|████      | 1608/4000 [15:13<19:02,  2.09it/s]

train:  46%|████▌     | 1608/3515 [15:12<15:11,  2.09it/s]
overall:  40%|████      | 1609/4000 [15:14<19:03,  2.09it/s]

train:  46%|████▌     | 1609/3515 [15:12<15:11,  2.09it/s]
overall:  40%|████      | 1610/4000 [15:14<15:46,  2.52it/s]

train:  46%|████▌     | 1610/3515 [15:12<12:34,  2.52it/s]
overall:  40%|████      | 1611/4000 [15:15<16:12,  2.46it/s]

train:  46%|████▌     | 1611/3515 [15:13<12:54,  2.46it/s]
overall:  40%|████      | 1612/4000 [15:15<17:19,  2.30it/s]

train:  46%|████▌     | 1612/3515 [15:13<13:48,  2.30it/s]
overall:  40%|████      | 1613/4000 [15:15<14:07,  2.82it/s]

train:  46%|████▌     | 1613/3515 [15:13<11:15,  2.82it/s]
overall:  40%|████      | 1614/4000 [15:16<14:33,  2.73it/s]

train:  46%|████▌     | 1614/3515 [15:14<11:36,  2.73it/s]
overall:  40%|████      | 1615/4000 [15:16<16:13,  2.45it/s]

train:  46%|████▌     | 1615/3515 [15:14<12:55,  2.45it/s]
overall:  40%|████      | 1616/4000 [15:17<17:12,  2.31it/s]

train:  46%|████▌     | 1616/3515 [15:15<13:42,  2.31it/s]
overall:  40%|████      | 1617/4000 [15:17<17:46,  2.23it/s]

train:  46%|████▌     | 1617/3515 [15:15<14:09,  2.23it/s]
overall:  40%|████      | 1618/4000 [15:17<17:38,  2.25it/s]

train:  46%|████▌     | 1618/3515 [15:16<14:03,  2.25it/s]
overall:  40%|████      | 1619/4000 [15:18<17:53,  2.22it/s]

train:  46%|████▌     | 1619/3515 [15:16<14:14,  2.22it/s]
overall:  40%|████      | 1620/4000 [15:18<17:08,  2.31it/s]

train:  46%|████▌     | 1620/3515 [15:16<13:38,  2.31it/s]
overall:  41%|████      | 1621/4000 [15:19<17:50,  2.22it/s]

train:  46%|████▌     | 1621/3515 [15:17<14:12,  2.22it/s]
overall:  41%|████      | 1622/4000 [15:19<14:22,  2.76it/s]

train:  46%|████▌     | 1622/3515 [15:17<11:26,  2.76it/s]
overall:  41%|████      | 1623/4000 [15:19<15:47,  2.51it/s]

train:  46%|████▌     | 1623/3515 [15:18<12:34,  2.51it/s]
overall:  41%|████      | 1624/4000 [15:20<13:59,  2.83it/s]

train:  46%|████▌     | 1624/3515 [15:18<11:08,  2.83it/s]
overall:  41%|████      | 1625/4000 [15:20<15:03,  2.63it/s]

train:  46%|████▌     | 1625/3515 [15:18<11:58,  2.63it/s]
overall:  41%|████      | 1626/4000 [15:21<20:39,  1.91it/s]

train:  46%|████▋     | 1626/3515 [15:19<16:26,  1.92it/s]
overall:  41%|████      | 1627/4000 [15:22<20:12,  1.96it/s]

train:  46%|████▋     | 1627/3515 [15:20<16:05,  1.96it/s]
overall:  41%|████      | 1628/4000 [15:22<19:38,  2.01it/s]

train:  46%|████▋     | 1628/3515 [15:20<15:37,  2.01it/s]
overall:  41%|████      | 1629/4000 [15:22<19:28,  2.03it/s]

train:  46%|████▋     | 1629/3515 [15:21<15:29,  2.03it/s]
overall:  41%|████      | 1630/4000 [15:23<19:24,  2.04it/s]

train:  46%|████▋     | 1630/3515 [15:21<15:25,  2.04it/s]
overall:  41%|████      | 1631/4000 [15:23<19:38,  2.01it/s]

train:  46%|████▋     | 1631/3515 [15:22<15:36,  2.01it/s]
overall:  41%|████      | 1632/4000 [15:24<18:17,  2.16it/s]

train:  46%|████▋     | 1632/3515 [15:22<14:32,  2.16it/s]
overall:  41%|████      | 1633/4000 [15:24<17:21,  2.27it/s]

train:  46%|████▋     | 1633/3515 [15:22<13:48,  2.27it/s]
overall:  41%|████      | 1634/4000 [15:25<18:03,  2.18it/s]

train:  46%|████▋     | 1634/3515 [15:23<14:21,  2.18it/s]
overall:  41%|████      | 1635/4000 [15:25<18:42,  2.11it/s]

train:  47%|████▋     | 1635/3515 [15:23<14:51,  2.11it/s]
overall:  41%|████      | 1636/4000 [15:26<18:59,  2.07it/s]

train:  47%|████▋     | 1636/3515 [15:24<15:05,  2.07it/s]
overall:  41%|████      | 1637/4000 [15:26<18:45,  2.10it/s]

train:  47%|████▋     | 1637/3515 [15:24<14:54,  2.10it/s]
overall:  41%|████      | 1638/4000 [15:27<17:39,  2.23it/s]

train:  47%|████▋     | 1638/3515 [15:25<14:01,  2.23it/s]
overall:  41%|████      | 1639/4000 [15:27<17:51,  2.20it/s]

train:  47%|████▋     | 1639/3515 [15:25<14:11,  2.20it/s]
overall:  41%|████      | 1640/4000 [15:27<16:14,  2.42it/s]

train:  47%|████▋     | 1640/3515 [15:25<12:54,  2.42it/s]
overall:  41%|████      | 1641/4000 [15:28<13:21,  2.94it/s]

train:  47%|████▋     | 1641/3515 [15:26<10:36,  2.94it/s]
overall:  41%|████      | 1642/4000 [15:28<13:44,  2.86it/s]

train:  47%|████▋     | 1642/3515 [15:26<10:55,  2.86it/s]
overall:  41%|████      | 1643/4000 [15:28<15:34,  2.52it/s]

train:  47%|████▋     | 1643/3515 [15:27<12:22,  2.52it/s]
overall:  41%|████      | 1644/4000 [15:29<16:30,  2.38it/s]

train:  47%|████▋     | 1644/3515 [15:27<13:06,  2.38it/s]
overall:  41%|████      | 1645/4000 [15:29<17:12,  2.28it/s]

train:  47%|████▋     | 1645/3515 [15:27<13:40,  2.28it/s]
overall:  41%|████      | 1646/4000 [15:30<17:50,  2.20it/s]

train:  47%|████▋     | 1646/3515 [15:28<14:10,  2.20it/s]
overall:  41%|████      | 1647/4000 [15:30<18:16,  2.15it/s]

train:  47%|████▋     | 1647/3515 [15:28<14:30,  2.15it/s]
overall:  41%|████      | 1648/4000 [15:31<18:42,  2.09it/s]

train:  47%|████▋     | 1648/3515 [15:29<14:51,  2.09it/s]
overall:  41%|████      | 1649/4000 [15:31<18:59,  2.06it/s]

train:  47%|████▋     | 1649/3515 [15:29<15:04,  2.06it/s]
overall:  41%|████▏     | 1650/4000 [15:32<23:26,  1.67it/s]

train:  47%|████▋     | 1650/3515 [15:30<18:35,  1.67it/s]
overall:  41%|████▏     | 1651/4000 [15:33<22:21,  1.75it/s]

train:  47%|████▋     | 1651/3515 [15:31<17:44,  1.75it/s]
overall:  41%|████▏     | 1652/4000 [15:33<21:24,  1.83it/s]

train:  47%|████▋     | 1652/3515 [15:31<16:59,  1.83it/s]
overall:  41%|████▏     | 1653/4000 [15:34<20:43,  1.89it/s]

train:  47%|████▋     | 1653/3515 [15:32<16:26,  1.89it/s]
overall:  41%|████▏     | 1654/4000 [15:34<15:55,  2.45it/s]

train:  47%|████▋     | 1654/3515 [15:32<12:38,  2.45it/s]
overall:  41%|████▏     | 1655/4000 [15:34<12:56,  3.02it/s]

train:  47%|████▋     | 1655/3515 [15:32<10:15,  3.02it/s]
overall:  41%|████▏     | 1656/4000 [15:35<15:06,  2.58it/s]

train:  47%|████▋     | 1656/3515 [15:33<11:59,  2.58it/s]
overall:  41%|████▏     | 1657/4000 [15:35<16:34,  2.36it/s]

train:  47%|████▋     | 1657/3515 [15:33<13:08,  2.36it/s]
overall:  41%|████▏     | 1658/4000 [15:36<17:18,  2.26it/s]

train:  47%|████▋     | 1658/3515 [15:34<13:43,  2.26it/s]
overall:  41%|████▏     | 1659/4000 [15:36<17:59,  2.17it/s]

train:  47%|████▋     | 1659/3515 [15:34<14:15,  2.17it/s]
overall:  42%|████▏     | 1660/4000 [15:36<18:09,  2.15it/s]

train:  47%|████▋     | 1660/3515 [15:35<14:23,  2.15it/s]
overall:  42%|████▏     | 1661/4000 [15:37<18:35,  2.10it/s]

train:  47%|████▋     | 1661/3515 [15:35<14:44,  2.10it/s]
overall:  42%|████▏     | 1662/4000 [15:37<18:29,  2.11it/s]

train:  47%|████▋     | 1662/3515 [15:36<14:38,  2.11it/s]
overall:  42%|████▏     | 1663/4000 [15:38<14:59,  2.60it/s]

train:  47%|████▋     | 1663/3515 [15:36<11:52,  2.60it/s]
overall:  42%|████▏     | 1664/4000 [15:38<16:16,  2.39it/s]

train:  47%|████▋     | 1664/3515 [15:36<12:53,  2.39it/s]
overall:  42%|████▏     | 1665/4000 [15:39<19:23,  2.01it/s]

train:  47%|████▋     | 1665/3515 [15:37<15:21,  2.01it/s]
overall:  42%|████▏     | 1666/4000 [15:39<18:31,  2.10it/s]

train:  47%|████▋     | 1666/3515 [15:37<14:40,  2.10it/s]
overall:  42%|████▏     | 1667/4000 [15:40<18:59,  2.05it/s]

train:  47%|████▋     | 1667/3515 [15:38<15:02,  2.05it/s]
overall:  42%|████▏     | 1668/4000 [15:40<18:52,  2.06it/s]

train:  47%|████▋     | 1668/3515 [15:38<14:57,  2.06it/s]
overall:  42%|████▏     | 1669/4000 [15:41<18:49,  2.06it/s]

train:  47%|████▋     | 1669/3515 [15:39<14:54,  2.06it/s]
overall:  42%|████▏     | 1670/4000 [15:41<19:00,  2.04it/s]

train:  48%|████▊     | 1670/3515 [15:39<15:03,  2.04it/s]
overall:  42%|████▏     | 1671/4000 [15:42<18:50,  2.06it/s]

train:  48%|████▊     | 1671/3515 [15:40<14:54,  2.06it/s]
overall:  42%|████▏     | 1672/4000 [15:42<18:54,  2.05it/s]

train:  48%|████▊     | 1672/3515 [15:40<14:58,  2.05it/s]
overall:  42%|████▏     | 1673/4000 [15:43<18:40,  2.08it/s]

train:  48%|████▊     | 1673/3515 [15:41<14:47,  2.08it/s]
overall:  42%|████▏     | 1674/4000 [15:43<19:18,  2.01it/s]

train:  48%|████▊     | 1674/3515 [15:41<15:16,  2.01it/s]
overall:  42%|████▏     | 1675/4000 [15:44<18:35,  2.08it/s]

train:  48%|████▊     | 1675/3515 [15:42<14:42,  2.08it/s]
overall:  42%|████▏     | 1676/4000 [15:44<18:35,  2.08it/s]

train:  48%|████▊     | 1676/3515 [15:42<14:42,  2.08it/s]
overall:  42%|████▏     | 1677/4000 [15:45<18:25,  2.10it/s]

train:  48%|████▊     | 1677/3515 [15:43<14:34,  2.10it/s]
overall:  42%|████▏     | 1678/4000 [15:45<18:42,  2.07it/s]

train:  48%|████▊     | 1678/3515 [15:43<14:48,  2.07it/s]
overall:  42%|████▏     | 1679/4000 [15:46<18:52,  2.05it/s]

train:  48%|████▊     | 1679/3515 [15:44<14:55,  2.05it/s]
overall:  42%|████▏     | 1680/4000 [15:46<18:57,  2.04it/s]

train:  48%|████▊     | 1680/3515 [15:44<14:59,  2.04it/s]
overall:  42%|████▏     | 1681/4000 [15:47<19:16,  2.01it/s]

train:  48%|████▊     | 1681/3515 [15:45<15:14,  2.01it/s]
overall:  42%|████▏     | 1682/4000 [15:47<19:05,  2.02it/s]

train:  48%|████▊     | 1682/3515 [15:45<15:06,  2.02it/s]
overall:  42%|████▏     | 1683/4000 [15:47<14:43,  2.62it/s]

train:  48%|████▊     | 1683/3515 [15:45<11:38,  2.62it/s]
overall:  42%|████▏     | 1684/4000 [15:48<15:56,  2.42it/s]

train:  48%|████▊     | 1684/3515 [15:46<12:36,  2.42it/s]
overall:  42%|████▏     | 1685/4000 [15:48<16:46,  2.30it/s]

train:  48%|████▊     | 1685/3515 [15:46<13:15,  2.30it/s]
overall:  42%|████▏     | 1686/4000 [15:49<17:20,  2.22it/s]

train:  48%|████▊     | 1686/3515 [15:47<13:42,  2.22it/s]
overall:  42%|████▏     | 1687/4000 [15:49<17:33,  2.20it/s]

train:  48%|████▊     | 1687/3515 [15:47<13:52,  2.20it/s]
overall:  42%|████▏     | 1688/4000 [15:49<13:42,  2.81it/s]

train:  48%|████▊     | 1688/3515 [15:47<10:49,  2.81it/s]
overall:  42%|████▏     | 1689/4000 [15:50<18:05,  2.13it/s]

train:  48%|████▊     | 1689/3515 [15:48<14:17,  2.13it/s]
overall:  42%|████▏     | 1690/4000 [15:50<18:17,  2.11it/s]

train:  48%|████▊     | 1690/3515 [15:49<14:26,  2.11it/s]
overall:  42%|████▏     | 1691/4000 [15:51<17:46,  2.16it/s]

train:  48%|████▊     | 1691/3515 [15:49<14:02,  2.16it/s]
overall:  42%|████▏     | 1692/4000 [15:51<18:09,  2.12it/s]

train:  48%|████▊     | 1692/3515 [15:49<14:20,  2.12it/s]
overall:  42%|████▏     | 1693/4000 [15:52<18:28,  2.08it/s]

train:  48%|████▊     | 1693/3515 [15:50<14:35,  2.08it/s]
overall:  42%|████▏     | 1694/4000 [15:52<18:46,  2.05it/s]

train:  48%|████▊     | 1694/3515 [15:50<14:49,  2.05it/s]
overall:  42%|████▏     | 1695/4000 [15:53<18:55,  2.03it/s]

train:  48%|████▊     | 1695/3515 [15:51<14:56,  2.03it/s]
overall:  42%|████▏     | 1696/4000 [15:53<18:45,  2.05it/s]

train:  48%|████▊     | 1696/3515 [15:51<14:48,  2.05it/s]
overall:  42%|████▏     | 1697/4000 [15:54<16:05,  2.39it/s]

train:  48%|████▊     | 1697/3515 [15:52<12:41,  2.39it/s]
overall:  42%|████▏     | 1698/4000 [15:54<18:16,  2.10it/s]

train:  48%|████▊     | 1698/3515 [15:52<14:25,  2.10it/s]
overall:  42%|████▏     | 1699/4000 [15:55<17:42,  2.17it/s]

train:  48%|████▊     | 1699/3515 [15:53<13:58,  2.17it/s]
overall:  42%|████▎     | 1700/4000 [15:55<17:58,  2.13it/s]

train:  48%|████▊     | 1700/3515 [15:53<14:10,  2.13it/s]
overall:  43%|████▎     | 1701/4000 [15:56<17:36,  2.18it/s]

train:  48%|████▊     | 1701/3515 [15:54<13:53,  2.18it/s]
overall:  43%|████▎     | 1702/4000 [15:56<16:57,  2.26it/s]

train:  48%|████▊     | 1702/3515 [15:54<13:22,  2.26it/s]
overall:  43%|████▎     | 1703/4000 [15:56<17:25,  2.20it/s]

train:  48%|████▊     | 1703/3515 [15:55<13:44,  2.20it/s]
overall:  43%|████▎     | 1704/4000 [15:57<17:47,  2.15it/s]

train:  48%|████▊     | 1704/3515 [15:55<14:02,  2.15it/s]
overall:  43%|████▎     | 1705/4000 [15:57<18:10,  2.11it/s]

train:  49%|████▊     | 1705/3515 [15:56<14:19,  2.11it/s]
overall:  43%|████▎     | 1706/4000 [15:58<18:23,  2.08it/s]

train:  49%|████▊     | 1706/3515 [15:56<14:30,  2.08it/s]
overall:  43%|████▎     | 1707/4000 [15:58<18:41,  2.04it/s]

train:  49%|████▊     | 1707/3515 [15:57<14:44,  2.04it/s]
overall:  43%|████▎     | 1708/4000 [15:59<18:26,  2.07it/s]

train:  49%|████▊     | 1708/3515 [15:57<14:32,  2.07it/s]
overall:  43%|████▎     | 1709/4000 [15:59<14:52,  2.57it/s]

train:  49%|████▊     | 1709/3515 [15:57<11:43,  2.57it/s]
overall:  43%|████▎     | 1710/4000 [16:00<15:50,  2.41it/s]

train:  49%|████▊     | 1710/3515 [15:58<12:29,  2.41it/s]
overall:  43%|████▎     | 1711/4000 [16:00<14:03,  2.71it/s]

train:  49%|████▊     | 1711/3515 [15:58<11:04,  2.71it/s]
overall:  43%|████▎     | 1712/4000 [16:00<14:49,  2.57it/s]

train:  49%|████▊     | 1712/3515 [15:58<11:40,  2.57it/s]
overall:  43%|████▎     | 1713/4000 [16:01<18:18,  2.08it/s]

train:  49%|████▊     | 1713/3515 [15:59<14:25,  2.08it/s]
overall:  43%|████▎     | 1714/4000 [16:01<17:33,  2.17it/s]

train:  49%|████▉     | 1714/3515 [15:59<13:50,  2.17it/s]
overall:  43%|████▎     | 1715/4000 [16:02<17:52,  2.13it/s]

train:  49%|████▉     | 1715/3515 [16:00<14:04,  2.13it/s]
overall:  43%|████▎     | 1716/4000 [16:02<17:52,  2.13it/s]

train:  49%|████▉     | 1716/3515 [16:00<14:05,  2.13it/s]
overall:  43%|████▎     | 1717/4000 [16:03<17:36,  2.16it/s]

train:  49%|████▉     | 1717/3515 [16:01<13:52,  2.16it/s]
overall:  43%|████▎     | 1718/4000 [16:03<17:57,  2.12it/s]

train:  49%|████▉     | 1718/3515 [16:01<14:08,  2.12it/s]
overall:  43%|████▎     | 1719/4000 [16:04<18:18,  2.08it/s]

train:  49%|████▉     | 1719/3515 [16:02<14:24,  2.08it/s]
overall:  43%|████▎     | 1720/4000 [16:04<18:47,  2.02it/s]

train:  49%|████▉     | 1720/3515 [16:02<14:48,  2.02it/s]
overall:  43%|████▎     | 1721/4000 [16:05<18:54,  2.01it/s]

train:  49%|████▉     | 1721/3515 [16:03<14:52,  2.01it/s]
overall:  43%|████▎     | 1722/4000 [16:05<20:02,  1.89it/s]

train:  49%|████▉     | 1722/3515 [16:04<15:46,  1.89it/s]
overall:  43%|████▎     | 1723/4000 [16:06<19:44,  1.92it/s]

train:  49%|████▉     | 1723/3515 [16:04<15:32,  1.92it/s]
overall:  43%|████▎     | 1724/4000 [16:06<19:15,  1.97it/s]

train:  49%|████▉     | 1724/3515 [16:05<15:09,  1.97it/s]
overall:  43%|████▎     | 1725/4000 [16:07<18:24,  2.06it/s]

train:  49%|████▉     | 1725/3515 [16:05<14:29,  2.06it/s]
overall:  43%|████▎     | 1726/4000 [16:07<15:34,  2.43it/s]

train:  49%|████▉     | 1726/3515 [16:05<12:14,  2.43it/s]
overall:  43%|████▎     | 1727/4000 [16:08<16:31,  2.29it/s]

train:  49%|████▉     | 1727/3515 [16:06<12:59,  2.29it/s]
overall:  43%|████▎     | 1728/4000 [16:08<17:21,  2.18it/s]

train:  49%|████▉     | 1728/3515 [16:06<13:39,  2.18it/s]
overall:  43%|████▎     | 1729/4000 [16:09<17:26,  2.17it/s]

train:  49%|████▉     | 1729/3515 [16:07<13:43,  2.17it/s]
overall:  43%|████▎     | 1730/4000 [16:09<17:54,  2.11it/s]

train:  49%|████▉     | 1730/3515 [16:07<14:04,  2.11it/s]
overall:  43%|████▎     | 1731/4000 [16:10<17:44,  2.13it/s]

train:  49%|████▉     | 1731/3515 [16:08<13:57,  2.13it/s]
overall:  43%|████▎     | 1732/4000 [16:10<15:49,  2.39it/s]

train:  49%|████▉     | 1732/3515 [16:08<12:26,  2.39it/s]
overall:  43%|████▎     | 1733/4000 [16:10<16:39,  2.27it/s]

train:  49%|████▉     | 1733/3515 [16:08<13:05,  2.27it/s]
overall:  43%|████▎     | 1734/4000 [16:11<17:09,  2.20it/s]

train:  49%|████▉     | 1734/3515 [16:09<13:29,  2.20it/s]
overall:  43%|████▎     | 1735/4000 [16:11<17:50,  2.12it/s]

train:  49%|████▉     | 1735/3515 [16:09<14:01,  2.12it/s]
overall:  43%|████▎     | 1736/4000 [16:12<17:56,  2.10it/s]

train:  49%|████▉     | 1736/3515 [16:10<14:06,  2.10it/s]
overall:  43%|████▎     | 1737/4000 [16:13<24:10,  1.56it/s]

train:  49%|████▉     | 1737/3515 [16:11<18:59,  1.56it/s]
overall:  43%|████▎     | 1738/4000 [16:13<22:15,  1.69it/s]

train:  49%|████▉     | 1738/3515 [16:11<17:29,  1.69it/s]
overall:  43%|████▎     | 1739/4000 [16:14<21:03,  1.79it/s]

train:  49%|████▉     | 1739/3515 [16:12<16:32,  1.79it/s]
overall:  44%|████▎     | 1740/4000 [16:14<20:29,  1.84it/s]

train:  50%|████▉     | 1740/3515 [16:12<16:05,  1.84it/s]
overall:  44%|████▎     | 1741/4000 [16:14<15:45,  2.39it/s]

train:  50%|████▉     | 1741/3515 [16:13<12:22,  2.39it/s]
overall:  44%|████▎     | 1742/4000 [16:15<13:41,  2.75it/s]

train:  50%|████▉     | 1742/3515 [16:13<10:45,  2.75it/s]
overall:  44%|████▎     | 1743/4000 [16:15<15:14,  2.47it/s]

train:  50%|████▉     | 1743/3515 [16:13<11:57,  2.47it/s]
overall:  44%|████▎     | 1744/4000 [16:16<16:19,  2.30it/s]

train:  50%|████▉     | 1744/3515 [16:14<12:48,  2.30it/s]
overall:  44%|████▎     | 1745/4000 [16:16<16:52,  2.23it/s]

train:  50%|████▉     | 1745/3515 [16:14<13:14,  2.23it/s]
overall:  44%|████▎     | 1746/4000 [16:17<17:26,  2.15it/s]

train:  50%|████▉     | 1746/3515 [16:15<13:41,  2.15it/s]
overall:  44%|████▎     | 1747/4000 [16:17<17:58,  2.09it/s]

train:  50%|████▉     | 1747/3515 [16:15<14:06,  2.09it/s]
overall:  44%|████▎     | 1748/4000 [16:18<17:49,  2.11it/s]

train:  50%|████▉     | 1748/3515 [16:16<13:59,  2.11it/s]
overall:  44%|████▎     | 1749/4000 [16:18<17:18,  2.17it/s]

train:  50%|████▉     | 1749/3515 [16:16<13:34,  2.17it/s]
overall:  44%|████▍     | 1750/4000 [16:19<17:41,  2.12it/s]

train:  50%|████▉     | 1750/3515 [16:17<13:52,  2.12it/s]
overall:  44%|████▍     | 1751/4000 [16:19<17:09,  2.18it/s]

train:  50%|████▉     | 1751/3515 [16:17<13:27,  2.18it/s]
overall:  44%|████▍     | 1752/4000 [16:19<17:46,  2.11it/s]

train:  50%|████▉     | 1752/3515 [16:18<13:56,  2.11it/s]
overall:  44%|████▍     | 1753/4000 [16:20<17:20,  2.16it/s]

train:  50%|████▉     | 1753/3515 [16:18<13:35,  2.16it/s]
overall:  44%|████▍     | 1754/4000 [16:20<17:10,  2.18it/s]

train:  50%|████▉     | 1754/3515 [16:18<13:27,  2.18it/s]
overall:  44%|████▍     | 1755/4000 [16:21<17:30,  2.14it/s]

train:  50%|████▉     | 1755/3515 [16:19<13:43,  2.14it/s]
overall:  44%|████▍     | 1756/4000 [16:21<16:41,  2.24it/s]

train:  50%|████▉     | 1756/3515 [16:19<13:05,  2.24it/s]
overall:  44%|████▍     | 1757/4000 [16:21<14:26,  2.59it/s]

train:  50%|████▉     | 1757/3515 [16:20<11:19,  2.59it/s]
overall:  44%|████▍     | 1758/4000 [16:22<15:27,  2.42it/s]

train:  50%|█████     | 1758/3515 [16:20<12:06,  2.42it/s]
overall:  44%|████▍     | 1759/4000 [16:22<16:27,  2.27it/s]

train:  50%|█████     | 1759/3515 [16:21<12:53,  2.27it/s]
overall:  44%|████▍     | 1760/4000 [16:23<17:26,  2.14it/s]

train:  50%|█████     | 1760/3515 [16:21<13:39,  2.14it/s]
overall:  44%|████▍     | 1761/4000 [16:23<17:46,  2.10it/s]

train:  50%|█████     | 1761/3515 [16:22<13:55,  2.10it/s]
overall:  44%|████▍     | 1762/4000 [16:24<18:10,  2.05it/s]

train:  50%|█████     | 1762/3515 [16:22<14:14,  2.05it/s]
overall:  44%|████▍     | 1763/4000 [16:25<18:25,  2.02it/s]

train:  50%|█████     | 1763/3515 [16:23<14:26,  2.02it/s]
overall:  44%|████▍     | 1764/4000 [16:25<18:40,  2.00it/s]

train:  50%|█████     | 1764/3515 [16:23<14:37,  2.00it/s]
overall:  44%|████▍     | 1765/4000 [16:25<18:03,  2.06it/s]

train:  50%|█████     | 1765/3515 [16:24<14:08,  2.06it/s]
overall:  44%|████▍     | 1766/4000 [16:26<18:27,  2.02it/s]

train:  50%|█████     | 1766/3515 [16:24<14:27,  2.02it/s]
overall:  44%|████▍     | 1767/4000 [16:26<17:49,  2.09it/s]

train:  50%|█████     | 1767/3515 [16:25<13:56,  2.09it/s]
overall:  44%|████▍     | 1768/4000 [16:27<18:12,  2.04it/s]

train:  50%|█████     | 1768/3515 [16:25<14:15,  2.04it/s]
overall:  44%|████▍     | 1769/4000 [16:27<18:28,  2.01it/s]

train:  50%|█████     | 1769/3515 [16:26<14:27,  2.01it/s]
overall:  44%|████▍     | 1770/4000 [16:28<18:17,  2.03it/s]

train:  50%|█████     | 1770/3515 [16:26<14:18,  2.03it/s]
overall:  44%|████▍     | 1771/4000 [16:28<17:55,  2.07it/s]

train:  50%|█████     | 1771/3515 [16:27<14:01,  2.07it/s]
overall:  44%|████▍     | 1772/4000 [16:29<18:25,  2.01it/s]

train:  50%|█████     | 1772/3515 [16:27<14:25,  2.01it/s]
overall:  44%|████▍     | 1773/4000 [16:29<18:17,  2.03it/s]

train:  50%|█████     | 1773/3515 [16:28<14:18,  2.03it/s]
overall:  44%|████▍     | 1774/4000 [16:30<18:28,  2.01it/s]

train:  50%|█████     | 1774/3515 [16:28<14:27,  2.01it/s]
overall:  44%|████▍     | 1775/4000 [16:30<18:30,  2.00it/s]

train:  50%|█████     | 1775/3515 [16:29<14:28,  2.00it/s]
overall:  44%|████▍     | 1776/4000 [16:31<18:38,  1.99it/s]

train:  51%|█████     | 1776/3515 [16:29<14:34,  1.99it/s]
overall:  44%|████▍     | 1777/4000 [16:31<15:10,  2.44it/s]

train:  51%|█████     | 1777/3515 [16:29<11:51,  2.44it/s]
overall:  44%|████▍     | 1778/4000 [16:32<15:21,  2.41it/s]

train:  51%|█████     | 1778/3515 [16:30<12:00,  2.41it/s]
overall:  44%|████▍     | 1779/4000 [16:32<16:18,  2.27it/s]

train:  51%|█████     | 1779/3515 [16:30<12:44,  2.27it/s]
overall:  44%|████▍     | 1780/4000 [16:33<17:07,  2.16it/s]

train:  51%|█████     | 1780/3515 [16:31<13:23,  2.16it/s]
overall:  45%|████▍     | 1781/4000 [16:33<17:31,  2.11it/s]

train:  51%|█████     | 1781/3515 [16:31<13:41,  2.11it/s]
overall:  45%|████▍     | 1782/4000 [16:34<17:53,  2.07it/s]

train:  51%|█████     | 1782/3515 [16:32<13:58,  2.07it/s]
overall:  45%|████▍     | 1783/4000 [16:34<17:50,  2.07it/s]

train:  51%|█████     | 1783/3515 [16:32<13:56,  2.07it/s]
overall:  45%|████▍     | 1784/4000 [16:35<17:35,  2.10it/s]

train:  51%|█████     | 1784/3515 [16:33<13:44,  2.10it/s]
overall:  45%|████▍     | 1785/4000 [16:35<22:00,  1.68it/s]

train:  51%|█████     | 1785/3515 [16:34<17:11,  1.68it/s]
overall:  45%|████▍     | 1786/4000 [16:36<20:56,  1.76it/s]

train:  51%|█████     | 1786/3515 [16:34<16:21,  1.76it/s]
overall:  45%|████▍     | 1787/4000 [16:36<19:55,  1.85it/s]

train:  51%|█████     | 1787/3515 [16:34<15:33,  1.85it/s]
overall:  45%|████▍     | 1788/4000 [16:37<19:14,  1.92it/s]

train:  51%|█████     | 1788/3515 [16:35<15:01,  1.92it/s]
overall:  45%|████▍     | 1789/4000 [16:37<18:14,  2.02it/s]

train:  51%|█████     | 1789/3515 [16:35<14:14,  2.02it/s]
overall:  45%|████▍     | 1790/4000 [16:37<14:06,  2.61it/s]

train:  51%|█████     | 1790/3515 [16:36<11:00,  2.61it/s]
overall:  45%|████▍     | 1791/4000 [16:38<15:35,  2.36it/s]

train:  51%|█████     | 1791/3515 [16:36<12:09,  2.36it/s]
overall:  45%|████▍     | 1792/4000 [16:38<16:11,  2.27it/s]

train:  51%|█████     | 1792/3515 [16:37<12:37,  2.27it/s]
overall:  45%|████▍     | 1793/4000 [16:39<16:39,  2.21it/s]

train:  51%|█████     | 1793/3515 [16:37<12:59,  2.21it/s]
overall:  45%|████▍     | 1794/4000 [16:39<17:12,  2.14it/s]

train:  51%|█████     | 1794/3515 [16:38<13:25,  2.14it/s]
overall:  45%|████▍     | 1795/4000 [16:40<17:35,  2.09it/s]

train:  51%|█████     | 1795/3515 [16:38<13:43,  2.09it/s]
overall:  45%|████▍     | 1796/4000 [16:40<17:49,  2.06it/s]

train:  51%|█████     | 1796/3515 [16:39<13:54,  2.06it/s]
overall:  45%|████▍     | 1797/4000 [16:41<17:49,  2.06it/s]

train:  51%|█████     | 1797/3515 [16:39<13:54,  2.06it/s]
overall:  45%|████▍     | 1798/4000 [16:41<17:42,  2.07it/s]

train:  51%|█████     | 1798/3515 [16:39<13:48,  2.07it/s]
overall:  45%|████▍     | 1799/4000 [16:42<17:18,  2.12it/s]

train:  51%|█████     | 1799/3515 [16:40<13:29,  2.12it/s]
overall:  45%|████▌     | 1800/4000 [16:42<17:01,  2.15it/s]

train:  51%|█████     | 1800/3515 [16:40<13:16,  2.15it/s]
overall:  45%|████▌     | 1801/4000 [16:43<15:56,  2.30it/s]

train:  51%|█████     | 1801/3515 [16:41<12:25,  2.30it/s]
overall:  45%|████▌     | 1802/4000 [16:43<16:20,  2.24it/s]

train:  51%|█████▏    | 1802/3515 [16:41<12:43,  2.24it/s]
overall:  45%|████▌     | 1803/4000 [16:44<16:32,  2.21it/s]

train:  51%|█████▏    | 1803/3515 [16:42<12:53,  2.21it/s]
overall:  45%|████▌     | 1804/4000 [16:44<16:57,  2.16it/s]

train:  51%|█████▏    | 1804/3515 [16:42<13:13,  2.16it/s]
overall:  45%|████▌     | 1805/4000 [16:45<17:22,  2.11it/s]

train:  51%|█████▏    | 1805/3515 [16:43<13:32,  2.11it/s]
overall:  45%|████▌     | 1806/4000 [16:45<16:35,  2.20it/s]

train:  51%|█████▏    | 1806/3515 [16:43<12:55,  2.20it/s]
overall:  45%|████▌     | 1807/4000 [16:45<16:57,  2.16it/s]

train:  51%|█████▏    | 1807/3515 [16:44<13:12,  2.16it/s]
overall:  45%|████▌     | 1808/4000 [16:46<13:53,  2.63it/s]

train:  51%|█████▏    | 1808/3515 [16:44<10:49,  2.63it/s]
overall:  45%|████▌     | 1809/4000 [16:46<18:57,  1.93it/s]

train:  51%|█████▏    | 1809/3515 [16:45<14:45,  1.93it/s]
overall:  45%|████▌     | 1810/4000 [16:47<18:46,  1.94it/s]

train:  51%|█████▏    | 1810/3515 [16:45<14:36,  1.94it/s]
overall:  45%|████▌     | 1811/4000 [16:47<18:35,  1.96it/s]

train:  52%|█████▏    | 1811/3515 [16:46<14:28,  1.96it/s]
overall:  45%|████▌     | 1812/4000 [16:48<18:25,  1.98it/s]

train:  52%|█████▏    | 1812/3515 [16:46<14:20,  1.98it/s]
overall:  45%|████▌     | 1813/4000 [16:48<18:27,  1.97it/s]

train:  52%|█████▏    | 1813/3515 [16:47<14:22,  1.97it/s]
overall:  45%|████▌     | 1814/4000 [16:49<18:08,  2.01it/s]

train:  52%|█████▏    | 1814/3515 [16:47<14:07,  2.01it/s]
overall:  45%|████▌     | 1815/4000 [16:49<17:20,  2.10it/s]

train:  52%|█████▏    | 1815/3515 [16:47<13:29,  2.10it/s]
overall:  45%|████▌     | 1816/4000 [16:50<17:16,  2.11it/s]

train:  52%|█████▏    | 1816/3515 [16:48<13:26,  2.11it/s]
overall:  45%|████▌     | 1817/4000 [16:50<17:30,  2.08it/s]

train:  52%|█████▏    | 1817/3515 [16:48<13:36,  2.08it/s]
overall:  45%|████▌     | 1818/4000 [16:51<17:33,  2.07it/s]

train:  52%|█████▏    | 1818/3515 [16:49<13:39,  2.07it/s]
overall:  45%|████▌     | 1819/4000 [16:51<17:36,  2.06it/s]

train:  52%|█████▏    | 1819/3515 [16:49<13:41,  2.06it/s]
overall:  46%|████▌     | 1820/4000 [16:52<17:58,  2.02it/s]

train:  52%|█████▏    | 1820/3515 [16:50<13:58,  2.02it/s]
overall:  46%|████▌     | 1821/4000 [16:52<17:51,  2.03it/s]

train:  52%|█████▏    | 1821/3515 [16:50<13:52,  2.03it/s]
overall:  46%|████▌     | 1822/4000 [16:53<18:08,  2.00it/s]

train:  52%|█████▏    | 1822/3515 [16:51<14:05,  2.00it/s]
overall:  46%|████▌     | 1823/4000 [16:53<17:36,  2.06it/s]

train:  52%|█████▏    | 1823/3515 [16:51<13:40,  2.06it/s]
overall:  46%|████▌     | 1824/4000 [16:54<17:45,  2.04it/s]

train:  52%|█████▏    | 1824/3515 [16:52<13:48,  2.04it/s]
overall:  46%|████▌     | 1825/4000 [16:54<17:47,  2.04it/s]

train:  52%|█████▏    | 1825/3515 [16:52<13:49,  2.04it/s]
overall:  46%|████▌     | 1826/4000 [16:55<16:23,  2.21it/s]

train:  52%|█████▏    | 1826/3515 [16:53<12:43,  2.21it/s]
overall:  46%|████▌     | 1827/4000 [16:55<16:44,  2.16it/s]

train:  52%|█████▏    | 1827/3515 [16:53<13:00,  2.16it/s]
overall:  46%|████▌     | 1828/4000 [16:56<17:03,  2.12it/s]

train:  52%|█████▏    | 1828/3515 [16:54<13:14,  2.12it/s]
overall:  46%|████▌     | 1829/4000 [16:56<17:37,  2.05it/s]

train:  52%|█████▏    | 1829/3515 [16:54<13:41,  2.05it/s]
overall:  46%|████▌     | 1830/4000 [16:56<13:32,  2.67it/s]

train:  52%|█████▏    | 1830/3515 [16:54<10:31,  2.67it/s]
overall:  46%|████▌     | 1831/4000 [16:57<14:50,  2.44it/s]

train:  52%|█████▏    | 1831/3515 [16:55<11:31,  2.44it/s]
overall:  46%|████▌     | 1832/4000 [16:57<15:29,  2.33it/s]

train:  52%|█████▏    | 1832/3515 [16:55<12:01,  2.33it/s]
overall:  46%|████▌     | 1833/4000 [16:58<20:55,  1.73it/s]

train:  52%|█████▏    | 1833/3515 [16:56<16:14,  1.73it/s]
overall:  46%|████▌     | 1834/4000 [16:59<19:05,  1.89it/s]

train:  52%|█████▏    | 1834/3515 [16:57<14:48,  1.89it/s]
overall:  46%|████▌     | 1835/4000 [16:59<18:17,  1.97it/s]

train:  52%|█████▏    | 1835/3515 [16:57<14:11,  1.97it/s]
overall:  46%|████▌     | 1836/4000 [17:00<18:22,  1.96it/s]

train:  52%|█████▏    | 1836/3515 [16:58<14:15,  1.96it/s]
overall:  46%|████▌     | 1837/4000 [17:00<17:24,  2.07it/s]

train:  52%|█████▏    | 1837/3515 [16:58<13:30,  2.07it/s]
overall:  46%|████▌     | 1838/4000 [17:00<17:24,  2.07it/s]

train:  52%|█████▏    | 1838/3515 [16:59<13:30,  2.07it/s]
overall:  46%|████▌     | 1839/4000 [17:01<17:21,  2.07it/s]

train:  52%|█████▏    | 1839/3515 [16:59<13:28,  2.07it/s]
overall:  46%|████▌     | 1840/4000 [17:01<16:50,  2.14it/s]

train:  52%|█████▏    | 1840/3515 [16:59<13:03,  2.14it/s]
overall:  46%|████▌     | 1841/4000 [17:02<17:07,  2.10it/s]

train:  52%|█████▏    | 1841/3515 [17:00<13:16,  2.10it/s]
overall:  46%|████▌     | 1842/4000 [17:02<17:05,  2.10it/s]

train:  52%|█████▏    | 1842/3515 [17:00<13:15,  2.10it/s]
overall:  46%|████▌     | 1843/4000 [17:03<17:07,  2.10it/s]

train:  52%|█████▏    | 1843/3515 [17:01<13:16,  2.10it/s]
overall:  46%|████▌     | 1844/4000 [17:03<16:57,  2.12it/s]

train:  52%|█████▏    | 1844/3515 [17:01<13:08,  2.12it/s]
overall:  46%|████▌     | 1845/4000 [17:04<17:14,  2.08it/s]

train:  52%|█████▏    | 1845/3515 [17:02<13:22,  2.08it/s]
overall:  46%|████▌     | 1846/4000 [17:04<16:53,  2.13it/s]

train:  53%|█████▎    | 1846/3515 [17:02<13:05,  2.13it/s]
overall:  46%|████▌     | 1847/4000 [17:05<16:50,  2.13it/s]

train:  53%|█████▎    | 1847/3515 [17:03<13:02,  2.13it/s]
overall:  46%|████▌     | 1848/4000 [17:05<16:56,  2.12it/s]

train:  53%|█████▎    | 1848/3515 [17:03<13:07,  2.12it/s]
overall:  46%|████▌     | 1849/4000 [17:06<17:17,  2.07it/s]

train:  53%|█████▎    | 1849/3515 [17:04<13:23,  2.07it/s]
overall:  46%|████▋     | 1850/4000 [17:06<17:18,  2.07it/s]

train:  53%|█████▎    | 1850/3515 [17:04<13:24,  2.07it/s]
overall:  46%|████▋     | 1851/4000 [17:07<17:13,  2.08it/s]

train:  53%|█████▎    | 1851/3515 [17:05<13:20,  2.08it/s]
overall:  46%|████▋     | 1852/4000 [17:07<16:44,  2.14it/s]

train:  53%|█████▎    | 1852/3515 [17:05<12:57,  2.14it/s]
overall:  46%|████▋     | 1853/4000 [17:08<16:51,  2.12it/s]

train:  53%|█████▎    | 1853/3515 [17:06<13:02,  2.12it/s]
overall:  46%|████▋     | 1854/4000 [17:08<16:49,  2.13it/s]

train:  53%|█████▎    | 1854/3515 [17:06<13:01,  2.13it/s]
overall:  46%|████▋     | 1855/4000 [17:08<16:42,  2.14it/s]

train:  53%|█████▎    | 1855/3515 [17:07<12:55,  2.14it/s]
overall:  46%|████▋     | 1856/4000 [17:09<16:52,  2.12it/s]

train:  53%|█████▎    | 1856/3515 [17:07<13:03,  2.12it/s]
overall:  46%|████▋     | 1857/4000 [17:10<21:22,  1.67it/s]

train:  53%|█████▎    | 1857/3515 [17:08<16:31,  1.67it/s]
overall:  46%|████▋     | 1858/4000 [17:10<20:06,  1.78it/s]

train:  53%|█████▎    | 1858/3515 [17:08<15:33,  1.78it/s]
overall:  46%|████▋     | 1859/4000 [17:11<19:26,  1.84it/s]

train:  53%|█████▎    | 1859/3515 [17:09<15:02,  1.84it/s]
overall:  46%|████▋     | 1860/4000 [17:11<18:42,  1.91it/s]

train:  53%|█████▎    | 1860/3515 [17:09<14:28,  1.91it/s]
overall:  47%|████▋     | 1861/4000 [17:12<18:34,  1.92it/s]

train:  53%|█████▎    | 1861/3515 [17:10<14:21,  1.92it/s]
overall:  47%|████▋     | 1862/4000 [17:12<17:35,  2.03it/s]

train:  53%|█████▎    | 1862/3515 [17:10<13:36,  2.03it/s]
overall:  47%|████▋     | 1863/4000 [17:13<17:39,  2.02it/s]

train:  53%|█████▎    | 1863/3515 [17:11<13:38,  2.02it/s]
overall:  47%|████▋     | 1864/4000 [17:13<17:02,  2.09it/s]

train:  53%|█████▎    | 1864/3515 [17:11<13:10,  2.09it/s]
overall:  47%|████▋     | 1865/4000 [17:14<16:11,  2.20it/s]

train:  53%|█████▎    | 1865/3515 [17:12<12:30,  2.20it/s]
overall:  47%|████▋     | 1866/4000 [17:14<14:00,  2.54it/s]

train:  53%|█████▎    | 1866/3515 [17:12<10:49,  2.54it/s]
overall:  47%|████▋     | 1867/4000 [17:14<14:55,  2.38it/s]

train:  53%|█████▎    | 1867/3515 [17:12<11:31,  2.38it/s]
overall:  47%|████▋     | 1868/4000 [17:15<15:48,  2.25it/s]

train:  53%|█████▎    | 1868/3515 [17:13<12:12,  2.25it/s]
overall:  47%|████▋     | 1869/4000 [17:15<16:09,  2.20it/s]

train:  53%|█████▎    | 1869/3515 [17:13<12:28,  2.20it/s]
overall:  47%|████▋     | 1870/4000 [17:16<16:29,  2.15it/s]

train:  53%|█████▎    | 1870/3515 [17:14<12:43,  2.15it/s]
overall:  47%|████▋     | 1871/4000 [17:16<16:51,  2.10it/s]

train:  53%|█████▎    | 1871/3515 [17:14<13:01,  2.10it/s]
overall:  47%|████▋     | 1872/4000 [17:17<17:12,  2.06it/s]

train:  53%|█████▎    | 1872/3515 [17:15<13:16,  2.06it/s]
overall:  47%|████▋     | 1873/4000 [17:17<17:08,  2.07it/s]

train:  53%|█████▎    | 1873/3515 [17:15<13:13,  2.07it/s]
overall:  47%|████▋     | 1874/4000 [17:18<16:27,  2.15it/s]

train:  53%|█████▎    | 1874/3515 [17:16<12:42,  2.15it/s]
overall:  47%|████▋     | 1875/4000 [17:18<16:15,  2.18it/s]

train:  53%|█████▎    | 1875/3515 [17:16<12:32,  2.18it/s]
overall:  47%|████▋     | 1876/4000 [17:19<16:32,  2.14it/s]

train:  53%|█████▎    | 1876/3515 [17:17<12:45,  2.14it/s]
overall:  47%|████▋     | 1877/4000 [17:19<14:44,  2.40it/s]

train:  53%|█████▎    | 1877/3515 [17:17<11:22,  2.40it/s]
overall:  47%|████▋     | 1878/4000 [17:19<15:09,  2.33it/s]

train:  53%|█████▎    | 1878/3515 [17:18<11:41,  2.33it/s]
overall:  47%|████▋     | 1879/4000 [17:20<14:35,  2.42it/s]

train:  53%|█████▎    | 1879/3515 [17:18<11:15,  2.42it/s]
overall:  47%|████▋     | 1880/4000 [17:20<14:54,  2.37it/s]

train:  53%|█████▎    | 1880/3515 [17:18<11:29,  2.37it/s]
overall:  47%|████▋     | 1881/4000 [17:21<19:18,  1.83it/s]

train:  54%|█████▎    | 1881/3515 [17:19<14:53,  1.83it/s]
overall:  47%|████▋     | 1882/4000 [17:21<16:05,  2.19it/s]

train:  54%|█████▎    | 1882/3515 [17:19<12:24,  2.19it/s]
overall:  47%|████▋     | 1883/4000 [17:22<16:38,  2.12it/s]

train:  54%|█████▎    | 1883/3515 [17:20<12:49,  2.12it/s]
overall:  47%|████▋     | 1884/4000 [17:22<16:50,  2.09it/s]

train:  54%|█████▎    | 1884/3515 [17:20<12:58,  2.09it/s]
overall:  47%|████▋     | 1885/4000 [17:23<17:07,  2.06it/s]

train:  54%|█████▎    | 1885/3515 [17:21<13:11,  2.06it/s]
overall:  47%|████▋     | 1886/4000 [17:23<16:59,  2.07it/s]

train:  54%|█████▎    | 1886/3515 [17:21<13:05,  2.07it/s]
overall:  47%|████▋     | 1887/4000 [17:24<16:44,  2.10it/s]

train:  54%|█████▎    | 1887/3515 [17:22<12:53,  2.10it/s]
overall:  47%|████▋     | 1888/4000 [17:24<16:54,  2.08it/s]

train:  54%|█████▎    | 1888/3515 [17:22<13:01,  2.08it/s]
overall:  47%|████▋     | 1889/4000 [17:25<17:09,  2.05it/s]

train:  54%|█████▎    | 1889/3515 [17:23<13:12,  2.05it/s]
overall:  47%|████▋     | 1890/4000 [17:25<16:38,  2.11it/s]

train:  54%|█████▍    | 1890/3515 [17:23<12:48,  2.11it/s]
overall:  47%|████▋     | 1891/4000 [17:26<15:31,  2.26it/s]

train:  54%|█████▍    | 1891/3515 [17:24<11:57,  2.26it/s]
overall:  47%|████▋     | 1892/4000 [17:26<13:39,  2.57it/s]

train:  54%|█████▍    | 1892/3515 [17:24<10:31,  2.57it/s]
overall:  47%|████▋     | 1893/4000 [17:26<12:21,  2.84it/s]

train:  54%|█████▍    | 1893/3515 [17:24<09:30,  2.84it/s]
overall:  47%|████▋     | 1894/4000 [17:27<13:40,  2.57it/s]

train:  54%|█████▍    | 1894/3515 [17:25<10:31,  2.57it/s]
overall:  47%|████▋     | 1895/4000 [17:27<14:40,  2.39it/s]

train:  54%|█████▍    | 1895/3515 [17:25<11:17,  2.39it/s]
overall:  47%|████▋     | 1896/4000 [17:28<15:22,  2.28it/s]

train:  54%|█████▍    | 1896/3515 [17:26<11:50,  2.28it/s]
overall:  47%|████▋     | 1897/4000 [17:28<15:54,  2.20it/s]

train:  54%|█████▍    | 1897/3515 [17:26<12:14,  2.20it/s]
overall:  47%|████▋     | 1898/4000 [17:28<16:09,  2.17it/s]

train:  54%|█████▍    | 1898/3515 [17:27<12:26,  2.17it/s]
overall:  47%|████▋     | 1899/4000 [17:29<16:14,  2.16it/s]

train:  54%|█████▍    | 1899/3515 [17:27<12:29,  2.16it/s]
overall:  48%|████▊     | 1900/4000 [17:29<16:21,  2.14it/s]

train:  54%|█████▍    | 1900/3515 [17:28<12:34,  2.14it/s]
overall:  48%|████▊     | 1901/4000 [17:30<16:56,  2.06it/s]

train:  54%|█████▍    | 1901/3515 [17:28<13:01,  2.07it/s]
overall:  48%|████▊     | 1902/4000 [17:30<16:55,  2.07it/s]

train:  54%|█████▍    | 1902/3515 [17:29<13:00,  2.07it/s]
overall:  48%|████▊     | 1903/4000 [17:31<17:11,  2.03it/s]

train:  54%|█████▍    | 1903/3515 [17:29<13:13,  2.03it/s]
overall:  48%|████▊     | 1904/4000 [17:31<16:57,  2.06it/s]

train:  54%|█████▍    | 1904/3515 [17:30<13:02,  2.06it/s]
overall:  48%|████▊     | 1905/4000 [17:32<20:46,  1.68it/s]

train:  54%|█████▍    | 1905/3515 [17:30<15:58,  1.68it/s]
overall:  48%|████▊     | 1906/4000 [17:33<19:23,  1.80it/s]

train:  54%|█████▍    | 1906/3515 [17:31<14:54,  1.80it/s]
overall:  48%|████▊     | 1907/4000 [17:33<14:48,  2.36it/s]

train:  54%|█████▍    | 1907/3515 [17:31<11:22,  2.36it/s]
overall:  48%|████▊     | 1908/4000 [17:33<15:32,  2.24it/s]

train:  54%|█████▍    | 1908/3515 [17:31<11:56,  2.24it/s]
overall:  48%|████▊     | 1909/4000 [17:34<15:54,  2.19it/s]

train:  54%|█████▍    | 1909/3515 [17:32<12:12,  2.19it/s]
overall:  48%|████▊     | 1910/4000 [17:34<16:14,  2.14it/s]

train:  54%|█████▍    | 1910/3515 [17:32<12:28,  2.14it/s]
overall:  48%|████▊     | 1911/4000 [17:35<16:08,  2.16it/s]

train:  54%|█████▍    | 1911/3515 [17:33<12:23,  2.16it/s]
overall:  48%|████▊     | 1912/4000 [17:35<15:20,  2.27it/s]

train:  54%|█████▍    | 1912/3515 [17:33<11:46,  2.27it/s]
overall:  48%|████▊     | 1913/4000 [17:36<15:56,  2.18it/s]

train:  54%|█████▍    | 1913/3515 [17:34<12:14,  2.18it/s]
overall:  48%|████▊     | 1914/4000 [17:36<16:26,  2.12it/s]

train:  54%|█████▍    | 1914/3515 [17:34<12:36,  2.12it/s]
overall:  48%|████▊     | 1915/4000 [17:36<14:09,  2.45it/s]

train:  54%|█████▍    | 1915/3515 [17:35<10:52,  2.45it/s]
overall:  48%|████▊     | 1916/4000 [17:37<15:06,  2.30it/s]

train:  55%|█████▍    | 1916/3515 [17:35<11:35,  2.30it/s]
overall:  48%|████▊     | 1917/4000 [17:37<15:47,  2.20it/s]

train:  55%|█████▍    | 1917/3515 [17:36<12:07,  2.20it/s]
overall:  48%|████▊     | 1918/4000 [17:38<15:42,  2.21it/s]

train:  55%|█████▍    | 1918/3515 [17:36<12:03,  2.21it/s]
overall:  48%|████▊     | 1919/4000 [17:38<16:09,  2.15it/s]

train:  55%|█████▍    | 1919/3515 [17:36<12:23,  2.15it/s]
overall:  48%|████▊     | 1920/4000 [17:39<16:41,  2.08it/s]

train:  55%|█████▍    | 1920/3515 [17:37<12:48,  2.08it/s]
overall:  48%|████▊     | 1921/4000 [17:39<14:51,  2.33it/s]

train:  55%|█████▍    | 1921/3515 [17:37<11:23,  2.33it/s]
overall:  48%|████▊     | 1922/4000 [17:40<15:31,  2.23it/s]

train:  55%|█████▍    | 1922/3515 [17:38<11:54,  2.23it/s]
overall:  48%|████▊     | 1923/4000 [17:40<15:44,  2.20it/s]

train:  55%|█████▍    | 1923/3515 [17:38<12:03,  2.20it/s]
overall:  48%|████▊     | 1924/4000 [17:40<13:48,  2.51it/s]

train:  55%|█████▍    | 1924/3515 [17:39<10:34,  2.51it/s]
overall:  48%|████▊     | 1925/4000 [17:41<12:12,  2.83it/s]

train:  55%|█████▍    | 1925/3515 [17:39<09:21,  2.83it/s]
overall:  48%|████▊     | 1926/4000 [17:41<10:30,  3.29it/s]

train:  55%|█████▍    | 1926/3515 [17:39<08:03,  3.29it/s]
overall:  48%|████▊     | 1927/4000 [17:41<12:28,  2.77it/s]

train:  55%|█████▍    | 1927/3515 [17:39<09:33,  2.77it/s]
overall:  48%|████▊     | 1928/4000 [17:42<10:58,  3.15it/s]

train:  55%|█████▍    | 1928/3515 [17:40<08:24,  3.15it/s]
overall:  48%|████▊     | 1929/4000 [17:42<16:08,  2.14it/s]

train:  55%|█████▍    | 1929/3515 [17:40<12:21,  2.14it/s]
overall:  48%|████▊     | 1930/4000 [17:43<16:31,  2.09it/s]

train:  55%|█████▍    | 1930/3515 [17:41<12:39,  2.09it/s]
overall:  48%|████▊     | 1931/4000 [17:43<16:29,  2.09it/s]

train:  55%|█████▍    | 1931/3515 [17:41<12:37,  2.09it/s]
overall:  48%|████▊     | 1932/4000 [17:43<12:44,  2.71it/s]

train:  55%|█████▍    | 1932/3515 [17:42<09:45,  2.70it/s]
overall:  48%|████▊     | 1933/4000 [17:44<13:53,  2.48it/s]

train:  55%|█████▍    | 1933/3515 [17:42<10:37,  2.48it/s]
overall:  48%|████▊     | 1934/4000 [17:44<14:12,  2.42it/s]

train:  55%|█████▌    | 1934/3515 [17:43<10:52,  2.42it/s]
overall:  48%|████▊     | 1935/4000 [17:45<14:44,  2.33it/s]

train:  55%|█████▌    | 1935/3515 [17:43<11:16,  2.33it/s]
overall:  48%|████▊     | 1936/4000 [17:45<15:18,  2.25it/s]

train:  55%|█████▌    | 1936/3515 [17:43<11:43,  2.25it/s]
overall:  48%|████▊     | 1937/4000 [17:46<15:48,  2.18it/s]

train:  55%|█████▌    | 1937/3515 [17:44<12:05,  2.18it/s]
overall:  48%|████▊     | 1938/4000 [17:46<13:46,  2.50it/s]

train:  55%|█████▌    | 1938/3515 [17:44<10:31,  2.50it/s]
overall:  48%|████▊     | 1939/4000 [17:47<13:53,  2.47it/s]

train:  55%|█████▌    | 1939/3515 [17:45<10:37,  2.47it/s]
overall:  48%|████▊     | 1940/4000 [17:47<11:44,  2.92it/s]

train:  55%|█████▌    | 1940/3515 [17:45<08:59,  2.92it/s]
overall:  49%|████▊     | 1941/4000 [17:47<13:02,  2.63it/s]

train:  55%|█████▌    | 1941/3515 [17:45<09:57,  2.63it/s]
overall:  49%|████▊     | 1942/4000 [17:47<10:56,  3.13it/s]

train:  55%|█████▌    | 1942/3515 [17:45<08:22,  3.13it/s]
overall:  49%|████▊     | 1943/4000 [17:48<12:32,  2.73it/s]

train:  55%|█████▌    | 1943/3515 [17:46<09:34,  2.73it/s]
overall:  49%|████▊     | 1944/4000 [17:48<13:51,  2.47it/s]

train:  55%|█████▌    | 1944/3515 [17:46<10:35,  2.47it/s]
overall:  49%|████▊     | 1945/4000 [17:49<14:43,  2.33it/s]

train:  55%|█████▌    | 1945/3515 [17:47<11:15,  2.33it/s]
overall:  49%|████▊     | 1946/4000 [17:49<15:13,  2.25it/s]

train:  55%|█████▌    | 1946/3515 [17:47<11:37,  2.25it/s]
overall:  49%|████▊     | 1947/4000 [17:50<15:36,  2.19it/s]

train:  55%|█████▌    | 1947/3515 [17:48<11:55,  2.19it/s]
overall:  49%|████▊     | 1948/4000 [17:50<15:29,  2.21it/s]

train:  55%|█████▌    | 1948/3515 [17:48<11:49,  2.21it/s]
overall:  49%|████▊     | 1949/4000 [17:51<15:41,  2.18it/s]

train:  55%|█████▌    | 1949/3515 [17:49<11:58,  2.18it/s]
overall:  49%|████▉     | 1950/4000 [17:51<15:43,  2.17it/s]

train:  55%|█████▌    | 1950/3515 [17:49<12:00,  2.17it/s]
overall:  49%|████▉     | 1951/4000 [17:52<16:12,  2.11it/s]

train:  56%|█████▌    | 1951/3515 [17:50<12:22,  2.11it/s]
overall:  49%|████▉     | 1952/4000 [17:52<16:33,  2.06it/s]

train:  56%|█████▌    | 1952/3515 [17:50<12:38,  2.06it/s]
overall:  49%|████▉     | 1953/4000 [17:53<20:00,  1.70it/s]

train:  56%|█████▌    | 1953/3515 [17:51<15:16,  1.70it/s]
overall:  49%|████▉     | 1954/4000 [17:54<19:10,  1.78it/s]

train:  56%|█████▌    | 1954/3515 [17:52<14:37,  1.78it/s]
overall:  49%|████▉     | 1955/4000 [17:54<18:33,  1.84it/s]

train:  56%|█████▌    | 1955/3515 [17:52<14:09,  1.84it/s]
overall:  49%|████▉     | 1956/4000 [17:54<17:29,  1.95it/s]

train:  56%|█████▌    | 1956/3515 [17:53<13:20,  1.95it/s]
overall:  49%|████▉     | 1957/4000 [17:55<16:38,  2.05it/s]

train:  56%|█████▌    | 1957/3515 [17:53<12:41,  2.05it/s]
overall:  49%|████▉     | 1958/4000 [17:55<16:04,  2.12it/s]

train:  56%|█████▌    | 1958/3515 [17:53<12:15,  2.12it/s]
overall:  49%|████▉     | 1959/4000 [17:56<14:52,  2.29it/s]

train:  56%|█████▌    | 1959/3515 [17:54<11:20,  2.29it/s]
overall:  49%|████▉     | 1960/4000 [17:56<12:43,  2.67it/s]

train:  56%|█████▌    | 1960/3515 [17:54<09:41,  2.67it/s]
overall:  49%|████▉     | 1961/4000 [17:56<14:02,  2.42it/s]

train:  56%|█████▌    | 1961/3515 [17:55<10:42,  2.42it/s]
overall:  49%|████▉     | 1962/4000 [17:57<14:58,  2.27it/s]

train:  56%|█████▌    | 1962/3515 [17:55<11:24,  2.27it/s]
overall:  49%|████▉     | 1963/4000 [17:57<15:19,  2.22it/s]

train:  56%|█████▌    | 1963/3515 [17:55<11:40,  2.22it/s]
overall:  49%|████▉     | 1964/4000 [17:58<15:29,  2.19it/s]

train:  56%|█████▌    | 1964/3515 [17:56<11:47,  2.19it/s]
overall:  49%|████▉     | 1965/4000 [17:58<15:04,  2.25it/s]

train:  56%|█████▌    | 1965/3515 [17:56<11:28,  2.25it/s]
overall:  49%|████▉     | 1966/4000 [17:59<15:21,  2.21it/s]

train:  56%|█████▌    | 1966/3515 [17:57<11:41,  2.21it/s]
overall:  49%|████▉     | 1967/4000 [17:59<15:45,  2.15it/s]

train:  56%|█████▌    | 1967/3515 [17:57<11:59,  2.15it/s]
overall:  49%|████▉     | 1968/4000 [18:00<15:58,  2.12it/s]

train:  56%|█████▌    | 1968/3515 [17:58<12:10,  2.12it/s]
overall:  49%|████▉     | 1969/4000 [18:00<16:12,  2.09it/s]

train:  56%|█████▌    | 1969/3515 [17:58<12:19,  2.09it/s]
overall:  49%|████▉     | 1970/4000 [18:01<16:19,  2.07it/s]

train:  56%|█████▌    | 1970/3515 [17:59<12:25,  2.07it/s]
overall:  49%|████▉     | 1971/4000 [18:01<16:12,  2.09it/s]

train:  56%|█████▌    | 1971/3515 [17:59<12:19,  2.09it/s]
overall:  49%|████▉     | 1972/4000 [18:02<15:22,  2.20it/s]

train:  56%|█████▌    | 1972/3515 [18:00<11:42,  2.20it/s]
overall:  49%|████▉     | 1973/4000 [18:02<14:48,  2.28it/s]

train:  56%|█████▌    | 1973/3515 [18:00<11:15,  2.28it/s]
overall:  49%|████▉     | 1974/4000 [18:03<15:33,  2.17it/s]

train:  56%|█████▌    | 1974/3515 [18:01<11:49,  2.17it/s]
overall:  49%|████▉     | 1975/4000 [18:03<15:56,  2.12it/s]

train:  56%|█████▌    | 1975/3515 [18:01<12:07,  2.12it/s]
overall:  49%|████▉     | 1976/4000 [18:03<16:07,  2.09it/s]

train:  56%|█████▌    | 1976/3515 [18:02<12:15,  2.09it/s]
overall:  49%|████▉     | 1977/4000 [18:04<16:36,  2.03it/s]

train:  56%|█████▌    | 1977/3515 [18:02<12:37,  2.03it/s]
overall:  49%|████▉     | 1978/4000 [18:04<16:28,  2.05it/s]

train:  56%|█████▋    | 1978/3515 [18:03<12:31,  2.05it/s]
overall:  49%|████▉     | 1979/4000 [18:05<16:27,  2.05it/s]

train:  56%|█████▋    | 1979/3515 [18:03<12:30,  2.05it/s]
overall:  50%|████▉     | 1980/4000 [18:05<16:29,  2.04it/s]

train:  56%|█████▋    | 1980/3515 [18:04<12:32,  2.04it/s]
overall:  50%|████▉     | 1981/4000 [18:06<12:42,  2.65it/s]

train:  56%|█████▋    | 1981/3515 [18:04<09:39,  2.65it/s]
overall:  50%|████▉     | 1982/4000 [18:06<14:00,  2.40it/s]

train:  56%|█████▋    | 1982/3515 [18:04<10:38,  2.40it/s]
overall:  50%|████▉     | 1983/4000 [18:07<13:57,  2.41it/s]

train:  56%|█████▋    | 1983/3515 [18:05<10:35,  2.41it/s]
overall:  50%|████▉     | 1984/4000 [18:07<14:29,  2.32it/s]

train:  56%|█████▋    | 1984/3515 [18:05<11:00,  2.32it/s]
overall:  50%|████▉     | 1985/4000 [18:07<15:15,  2.20it/s]

train:  56%|█████▋    | 1985/3515 [18:06<11:35,  2.20it/s]
overall:  50%|████▉     | 1986/4000 [18:08<12:53,  2.60it/s]

train:  57%|█████▋    | 1986/3515 [18:06<09:47,  2.60it/s]
overall:  50%|████▉     | 1987/4000 [18:08<13:39,  2.46it/s]

train:  57%|█████▋    | 1987/3515 [18:06<10:22,  2.46it/s]
overall:  50%|████▉     | 1988/4000 [18:09<14:26,  2.32it/s]

train:  57%|█████▋    | 1988/3515 [18:07<10:57,  2.32it/s]
overall:  50%|████▉     | 1989/4000 [18:09<14:57,  2.24it/s]

train:  57%|█████▋    | 1989/3515 [18:07<11:21,  2.24it/s]
overall:  50%|████▉     | 1990/4000 [18:10<15:35,  2.15it/s]

train:  57%|█████▋    | 1990/3515 [18:08<11:49,  2.15it/s]
overall:  50%|████▉     | 1991/4000 [18:10<15:52,  2.11it/s]

train:  57%|█████▋    | 1991/3515 [18:08<12:02,  2.11it/s]
overall:  50%|████▉     | 1992/4000 [18:11<15:50,  2.11it/s]

train:  57%|█████▋    | 1992/3515 [18:09<12:01,  2.11it/s]
overall:  50%|████▉     | 1993/4000 [18:11<16:07,  2.08it/s]

train:  57%|█████▋    | 1993/3515 [18:09<12:13,  2.08it/s]
overall:  50%|████▉     | 1994/4000 [18:12<16:20,  2.05it/s]

train:  57%|█████▋    | 1994/3515 [18:10<12:23,  2.05it/s]
overall:  50%|████▉     | 1995/4000 [18:12<16:18,  2.05it/s]

train:  57%|█████▋    | 1995/3515 [18:10<12:22,  2.05it/s]
overall:  50%|████▉     | 1996/4000 [18:13<15:43,  2.12it/s]

train:  57%|█████▋    | 1996/3515 [18:11<11:55,  2.12it/s]
overall:  50%|████▉     | 1997/4000 [18:13<15:38,  2.13it/s]

train:  57%|█████▋    | 1997/3515 [18:11<11:51,  2.13it/s]
overall:  50%|████▉     | 1998/4000 [18:13<15:47,  2.11it/s]

train:  57%|█████▋    | 1998/3515 [18:12<11:58,  2.11it/s]
overall:  50%|████▉     | 1999/4000 [18:14<16:08,  2.07it/s]

train:  57%|█████▋    | 1999/3515 [18:12<12:13,  2.07it/s]dev loss: 2.107917547225952
dev per: 0.5925026014568158
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 1.9037463665008545
train per: 0.5646627565982405
train loss: 1.961695671081543
train per: 0.5678190859578499
train loss: 1.9076824188232422
train per: 0.5635013141355274
train loss: 1.897456407546997
train per: 0.5557339392891545
train loss: 1.9276549816131592
train per: 0.5652103894908781
train loss: 1.9067051410675049
train per: 0.5626984126984127
train loss: 1.9207874536514282
train per: 0.5617969082754992
train loss: 1.9188597202301025
train per: 0.566959261760072
train loss: 1.8746618032455444
train per: 0.5601178203240059
train loss: 1.9949710369110107
train per: 0.5773282962198184
train loss: 1.9264545440673828
train per: 0.565096251266464
train loss: 1.9133872985839844
train per: 0.5615967307883983
train loss: 1.8874114751815796
train per: 0.564493184698549
train loss: 1.9105377197265625
train per: 0.5569215138430277
train loss: 1.941907286643982
train per: 0.5725109276347742
train loss: 1.9076993465423584
train per: 0.5619843181468764
train loss: 1.9486351013183594
train per: 0.5696104336864561
train loss: 1.9040836095809937
train per: 0.5630559793451473
train loss: 1.9139025211334229
train per: 0.5665701881331404
train loss: 1.900895118713379
train per: 0.559642318998098
train loss: 1.8868944644927979
train per: 0.5585200813029048
train loss: 1.9039738178253174
train per: 0.5622237846524709
train loss: 1.9014495611190796
train per: 0.5572275421796625
train loss: 1.907077431678772
train per: 0.5613193263609048
train loss: 1.8900871276855469
train per: 0.5558718678669436
train loss: 1.9331550598144531
train per: 0.5650408661500902
train loss: 1.8887485265731812
train per: 0.5602139499702847
train loss: 1.9228557348251343
train per: 0.5648305975202559
train loss: 1.9229873418807983
train per: 0.5751885214635721
train loss: 1.9159882068634033
train per: 0.559959753843274
train loss: 1.8960788249969482
train per: 0.5590356016223524
train loss: 1.8762333393096924
train per: 0.5558328465990549
train loss: 1.8811763525009155
train per: 0.5558679354094579
train loss: 1.9203345775604248
train per: 0.5672880793131255
train loss: 1.868872880935669
train per: 0.5518419306480549
train loss: 1.8904294967651367
train per: 0.5583325451622057
train loss: 1.9056285619735718
train per: 0.5613981188259205
train loss: 1.8848493099212646
train per: 0.5576982254590215
train loss: 1.8673975467681885
train per: 0.5550704504862076
train loss: 1.864121437072754
train per: 0.5520765129548219
train loss: 1.8818891048431396
train per: 0.553268822279915
train loss: 1.9066171646118164
train per: 0.5606353294698433
train loss: 1.8784351348876953
train per: 0.5529459223235696
train loss: 1.8961553573608398
train per: 0.5566982541198364
train loss: 1.8984832763671875
train per: 0.5600937152794551
train loss: 1.8841969966888428
train per: 0.5573105111791447
train loss: 1.8569358587265015
train per: 0.5548391058707934
train loss: 1.908210039138794
train per: 0.5639746463258863
train loss: 1.913602590560913
train per: 0.5590755766250342
train loss: 1.8655931949615479
train per: 0.5552194396231094
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  17%|█▋        | 465/2703 [00:00<00:00, 4645.16it/s]


word -> phonemes:  37%|███▋      | 1011/2703 [00:00<00:00, 5118.64it/s]


word -> phonemes:  58%|█████▊    | 1563/2703 [00:00<00:00, 5297.60it/s]


word -> phonemes:  77%|███████▋  | 2093/2703 [00:00<00:00, 5127.84it/s]


word -> phonemes:  97%|█████████▋| 2627/2703 [00:00<00:00, 5200.47it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5150.65it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<50:15,  1.12s/it]


dev:   0%|          | 2/2703 [00:01<23:43,  1.90it/s]


dev:   0%|          | 3/2703 [00:01<15:05,  2.98it/s]


dev:   0%|          | 5/2703 [00:01<09:13,  4.88it/s]


dev:   0%|          | 6/2703 [00:01<07:58,  5.64it/s]


dev:   0%|          | 7/2703 [00:01<07:04,  6.34it/s]


dev:   0%|          | 8/2703 [00:01<06:22,  7.05it/s]


dev:   0%|          | 9/2703 [00:01<05:50,  7.69it/s]


dev:   0%|          | 11/2703 [00:02<05:00,  8.95it/s]


dev:   0%|          | 12/2703 [00:02<04:57,  9.03it/s]


dev:   0%|          | 13/2703 [00:02<04:59,  8.99it/s]


dev:   1%|          | 15/2703 [00:02<04:42,  9.51it/s]


dev:   1%|          | 17/2703 [00:02<04:18, 10.40it/s]


dev:   1%|          | 19/2703 [00:02<04:14, 10.56it/s]


dev:   1%|          | 21/2703 [00:03<04:20, 10.28it/s]


dev:   1%|          | 23/2703 [00:03<04:21, 10.25it/s]


dev:   1%|          | 25/2703 [00:03<04:20, 10.30it/s]


dev:   1%|          | 27/2703 [00:03<04:23, 10.17it/s]


dev:   1%|          | 29/2703 [00:03<04:19, 10.30it/s]


dev:   1%|          | 31/2703 [00:04<04:00, 11.12it/s]


dev:   1%|          | 33/2703 [00:04<03:47, 11.74it/s]


dev:   1%|▏         | 35/2703 [00:04<03:37, 12.29it/s]


dev:   1%|▏         | 37/2703 [00:04<03:49, 11.61it/s]


dev:   1%|▏         | 39/2703 [00:04<03:53, 11.43it/s]


dev:   2%|▏         | 41/2703 [00:04<03:44, 11.83it/s]


dev:   2%|▏         | 43/2703 [00:05<03:36, 12.31it/s]


dev:   2%|▏         | 45/2703 [00:05<03:34, 12.39it/s]


dev:   2%|▏         | 47/2703 [00:05<03:34, 12.37it/s]


dev:   2%|▏         | 49/2703 [00:05<03:43, 11.89it/s]


dev:   2%|▏         | 51/2703 [00:05<03:31, 12.57it/s]


dev:   2%|▏         | 53/2703 [00:05<03:32, 12.47it/s]


dev:   2%|▏         | 55/2703 [00:05<03:28, 12.71it/s]


dev:   2%|▏         | 57/2703 [00:06<03:25, 12.90it/s]


dev:   2%|▏         | 59/2703 [00:06<03:27, 12.74it/s]


dev:   2%|▏         | 61/2703 [00:06<03:33, 12.36it/s]


dev:   2%|▏         | 63/2703 [00:06<03:25, 12.87it/s]


dev:   2%|▏         | 65/2703 [00:06<03:21, 13.11it/s]


dev:   2%|▏         | 67/2703 [00:06<03:19, 13.24it/s]


dev:   3%|▎         | 69/2703 [00:07<03:11, 13.74it/s]


dev:   3%|▎         | 71/2703 [00:07<03:14, 13.53it/s]


dev:   3%|▎         | 73/2703 [00:07<03:21, 13.06it/s]


dev:   3%|▎         | 75/2703 [00:07<03:20, 13.09it/s]


dev:   3%|▎         | 77/2703 [00:07<03:14, 13.49it/s]


dev:   3%|▎         | 79/2703 [00:07<03:05, 14.16it/s]


dev:   3%|▎         | 81/2703 [00:07<03:04, 14.20it/s]


dev:   3%|▎         | 83/2703 [00:08<03:08, 13.90it/s]


dev:   3%|▎         | 85/2703 [00:08<03:13, 13.51it/s]


dev:   3%|▎         | 87/2703 [00:08<03:11, 13.63it/s]


dev:   3%|▎         | 89/2703 [00:08<03:19, 13.10it/s]


dev:   3%|▎         | 91/2703 [00:08<03:14, 13.45it/s]


dev:   3%|▎         | 93/2703 [00:08<03:20, 13.00it/s]


dev:   4%|▎         | 95/2703 [00:08<03:15, 13.32it/s]


dev:   4%|▎         | 97/2703 [00:09<03:23, 12.83it/s]


dev:   4%|▎         | 99/2703 [00:09<03:19, 13.07it/s]


dev:   4%|▎         | 101/2703 [00:09<03:10, 13.64it/s]


dev:   4%|▍         | 103/2703 [00:09<03:06, 13.98it/s]


dev:   4%|▍         | 105/2703 [00:09<03:10, 13.67it/s]


dev:   4%|▍         | 107/2703 [00:09<03:10, 13.59it/s]


dev:   4%|▍         | 109/2703 [00:10<03:21, 12.90it/s]


dev:   4%|▍         | 111/2703 [00:10<03:05, 13.96it/s]


dev:   4%|▍         | 113/2703 [00:10<03:05, 13.94it/s]


dev:   4%|▍         | 115/2703 [00:10<02:59, 14.40it/s]


dev:   4%|▍         | 117/2703 [00:10<03:12, 13.42it/s]


dev:   4%|▍         | 119/2703 [00:10<03:11, 13.49it/s]


dev:   4%|▍         | 121/2703 [00:10<03:07, 13.77it/s]


dev:   5%|▍         | 123/2703 [00:10<02:56, 14.58it/s]


dev:   5%|▍         | 125/2703 [00:11<02:58, 14.42it/s]


dev:   5%|▍         | 127/2703 [00:11<02:52, 14.94it/s]


dev:   5%|▍         | 129/2703 [00:11<02:44, 15.65it/s]


dev:   5%|▍         | 131/2703 [00:11<02:46, 15.40it/s]


dev:   5%|▍         | 133/2703 [00:11<02:59, 14.34it/s]


dev:   5%|▍         | 135/2703 [00:11<03:03, 13.96it/s]


dev:   5%|▌         | 137/2703 [00:11<02:55, 14.66it/s]


dev:   5%|▌         | 139/2703 [00:12<02:55, 14.62it/s]


dev:   5%|▌         | 141/2703 [00:12<02:48, 15.23it/s]


dev:   5%|▌         | 143/2703 [00:12<02:53, 14.78it/s]


dev:   5%|▌         | 145/2703 [00:12<02:54, 14.68it/s]


dev:   5%|▌         | 147/2703 [00:12<02:56, 14.52it/s]


dev:   6%|▌         | 149/2703 [00:12<02:57, 14.37it/s]


dev:   6%|▌         | 151/2703 [00:12<02:53, 14.69it/s]


dev:   6%|▌         | 153/2703 [00:13<03:04, 13.81it/s]


dev:   6%|▌         | 155/2703 [00:13<03:02, 13.95it/s]


dev:   6%|▌         | 157/2703 [00:13<03:07, 13.59it/s]


dev:   6%|▌         | 159/2703 [00:13<03:04, 13.79it/s]


dev:   6%|▌         | 161/2703 [00:13<03:12, 13.21it/s]


dev:   6%|▌         | 163/2703 [00:13<03:22, 12.55it/s]


dev:   6%|▌         | 165/2703 [00:13<03:08, 13.46it/s]


dev:   6%|▌         | 167/2703 [00:14<03:02, 13.86it/s]


dev:   6%|▋         | 169/2703 [00:14<02:54, 14.56it/s]


dev:   6%|▋         | 171/2703 [00:14<02:57, 14.30it/s]


dev:   6%|▋         | 173/2703 [00:14<02:48, 15.01it/s]


dev:   6%|▋         | 175/2703 [00:14<02:52, 14.68it/s]


dev:   7%|▋         | 177/2703 [00:14<02:47, 15.11it/s]


dev:   7%|▋         | 179/2703 [00:14<02:54, 14.46it/s]


dev:   7%|▋         | 181/2703 [00:15<03:02, 13.80it/s]


dev:   7%|▋         | 183/2703 [00:15<03:01, 13.90it/s]


dev:   7%|▋         | 185/2703 [00:15<03:01, 13.90it/s]


dev:   7%|▋         | 187/2703 [00:15<03:02, 13.82it/s]


dev:   7%|▋         | 189/2703 [00:15<03:00, 13.94it/s]


dev:   7%|▋         | 191/2703 [00:15<02:56, 14.19it/s]


dev:   7%|▋         | 193/2703 [00:15<02:47, 14.98it/s]


dev:   7%|▋         | 195/2703 [00:15<02:43, 15.36it/s]


dev:   7%|▋         | 197/2703 [00:16<02:45, 15.12it/s]


dev:   7%|▋         | 199/2703 [00:16<02:55, 14.25it/s]


dev:   7%|▋         | 201/2703 [00:16<02:50, 14.64it/s]


dev:   8%|▊         | 203/2703 [00:16<02:57, 14.11it/s]


dev:   8%|▊         | 205/2703 [00:16<03:04, 13.55it/s]


dev:   8%|▊         | 207/2703 [00:16<02:57, 14.05it/s]


dev:   8%|▊         | 209/2703 [00:17<02:56, 14.14it/s]


dev:   8%|▊         | 211/2703 [00:17<02:49, 14.67it/s]


dev:   8%|▊         | 213/2703 [00:17<02:44, 15.11it/s]


dev:   8%|▊         | 215/2703 [00:17<02:39, 15.58it/s]


dev:   8%|▊         | 217/2703 [00:17<02:50, 14.57it/s]


dev:   8%|▊         | 219/2703 [00:17<02:39, 15.54it/s]


dev:   8%|▊         | 221/2703 [00:17<02:42, 15.23it/s]


dev:   8%|▊         | 223/2703 [00:17<02:42, 15.30it/s]


dev:   8%|▊         | 225/2703 [00:18<02:46, 14.91it/s]


dev:   8%|▊         | 227/2703 [00:18<02:35, 15.91it/s]


dev:   8%|▊         | 229/2703 [00:18<02:34, 16.04it/s]


dev:   9%|▊         | 231/2703 [00:18<02:30, 16.42it/s]


dev:   9%|▊         | 233/2703 [00:18<02:44, 15.05it/s]


dev:   9%|▊         | 235/2703 [00:18<02:48, 14.63it/s]


dev:   9%|▉         | 237/2703 [00:18<02:41, 15.29it/s]


dev:   9%|▉         | 239/2703 [00:18<02:40, 15.38it/s]


dev:   9%|▉         | 241/2703 [00:19<02:50, 14.43it/s]


dev:   9%|▉         | 243/2703 [00:19<02:55, 14.06it/s]


dev:   9%|▉         | 245/2703 [00:19<02:54, 14.09it/s]


dev:   9%|▉         | 247/2703 [00:19<02:57, 13.80it/s]


dev:   9%|▉         | 249/2703 [00:19<03:02, 13.48it/s]


dev:   9%|▉         | 251/2703 [00:19<02:54, 14.08it/s]


dev:   9%|▉         | 253/2703 [00:19<02:53, 14.15it/s]


dev:   9%|▉         | 255/2703 [00:20<02:50, 14.34it/s]


dev:  10%|▉         | 257/2703 [00:20<02:49, 14.46it/s]


dev:  10%|▉         | 259/2703 [00:20<02:54, 14.01it/s]


dev:  10%|▉         | 261/2703 [00:20<03:02, 13.41it/s]


dev:  10%|▉         | 263/2703 [00:20<02:50, 14.30it/s]


dev:  10%|▉         | 265/2703 [00:20<02:53, 14.03it/s]


dev:  10%|▉         | 267/2703 [00:20<02:47, 14.56it/s]


dev:  10%|▉         | 269/2703 [00:21<02:53, 14.00it/s]


dev:  10%|█         | 271/2703 [00:21<02:40, 15.18it/s]


dev:  10%|█         | 273/2703 [00:21<02:41, 15.09it/s]


dev:  10%|█         | 275/2703 [00:21<02:35, 15.65it/s]


dev:  10%|█         | 277/2703 [00:21<02:39, 15.26it/s]


dev:  10%|█         | 279/2703 [00:21<02:35, 15.56it/s]


dev:  10%|█         | 281/2703 [00:21<02:47, 14.50it/s]


dev:  10%|█         | 283/2703 [00:22<02:45, 14.64it/s]


dev:  11%|█         | 285/2703 [00:22<02:43, 14.75it/s]


dev:  11%|█         | 287/2703 [00:22<02:41, 14.95it/s]


dev:  11%|█         | 289/2703 [00:22<02:48, 14.34it/s]


dev:  11%|█         | 291/2703 [00:22<02:40, 15.04it/s]


dev:  11%|█         | 293/2703 [00:22<02:43, 14.76it/s]


dev:  11%|█         | 295/2703 [00:22<02:38, 15.20it/s]


dev:  11%|█         | 297/2703 [00:22<02:41, 14.87it/s]


dev:  11%|█         | 299/2703 [00:23<02:44, 14.60it/s]


dev:  11%|█         | 301/2703 [00:23<02:36, 15.35it/s]


dev:  11%|█         | 303/2703 [00:23<02:39, 15.00it/s]


dev:  11%|█▏        | 305/2703 [00:23<02:50, 14.06it/s]


dev:  11%|█▏        | 307/2703 [00:23<02:41, 14.83it/s]


dev:  11%|█▏        | 309/2703 [00:23<02:34, 15.51it/s]


dev:  12%|█▏        | 311/2703 [00:23<02:33, 15.54it/s]


dev:  12%|█▏        | 313/2703 [00:24<02:40, 14.90it/s]


dev:  12%|█▏        | 315/2703 [00:24<02:28, 16.08it/s]


dev:  12%|█▏        | 317/2703 [00:24<02:22, 16.72it/s]


dev:  12%|█▏        | 319/2703 [00:24<02:28, 16.01it/s]


dev:  12%|█▏        | 321/2703 [00:24<02:38, 15.06it/s]


dev:  12%|█▏        | 323/2703 [00:24<02:36, 15.22it/s]


dev:  12%|█▏        | 325/2703 [00:24<02:47, 14.20it/s]


dev:  12%|█▏        | 327/2703 [00:24<02:40, 14.81it/s]


dev:  12%|█▏        | 329/2703 [00:25<02:29, 15.91it/s]


dev:  12%|█▏        | 331/2703 [00:25<02:27, 16.12it/s]


dev:  12%|█▏        | 333/2703 [00:25<02:31, 15.64it/s]


dev:  12%|█▏        | 335/2703 [00:25<02:40, 14.77it/s]


dev:  12%|█▏        | 337/2703 [00:25<02:36, 15.10it/s]


dev:  13%|█▎        | 339/2703 [00:25<02:32, 15.48it/s]


dev:  13%|█▎        | 341/2703 [00:25<02:29, 15.79it/s]


dev:  13%|█▎        | 343/2703 [00:25<02:29, 15.83it/s]


dev:  13%|█▎        | 345/2703 [00:26<02:26, 16.13it/s]


dev:  13%|█▎        | 347/2703 [00:26<02:31, 15.58it/s]


dev:  13%|█▎        | 349/2703 [00:26<02:40, 14.68it/s]


dev:  13%|█▎        | 351/2703 [00:26<02:40, 14.68it/s]


dev:  13%|█▎        | 353/2703 [00:26<02:50, 13.77it/s]


dev:  13%|█▎        | 355/2703 [00:26<02:41, 14.50it/s]


dev:  13%|█▎        | 357/2703 [00:26<02:34, 15.17it/s]


dev:  13%|█▎        | 359/2703 [00:27<02:34, 15.20it/s]


dev:  13%|█▎        | 361/2703 [00:27<02:46, 14.08it/s]


dev:  13%|█▎        | 363/2703 [00:27<02:38, 14.74it/s]


dev:  14%|█▎        | 365/2703 [00:27<02:33, 15.21it/s]


dev:  14%|█▎        | 367/2703 [00:27<02:24, 16.11it/s]


dev:  14%|█▎        | 369/2703 [00:27<02:24, 16.10it/s]


dev:  14%|█▎        | 371/2703 [00:27<02:24, 16.18it/s]


dev:  14%|█▍        | 373/2703 [00:27<02:21, 16.42it/s]


dev:  14%|█▍        | 375/2703 [00:28<02:19, 16.64it/s]


dev:  14%|█▍        | 377/2703 [00:28<02:18, 16.77it/s]


dev:  14%|█▍        | 379/2703 [00:28<02:13, 17.35it/s]


dev:  14%|█▍        | 381/2703 [00:28<02:18, 16.71it/s]


dev:  14%|█▍        | 383/2703 [00:28<02:20, 16.56it/s]


dev:  14%|█▍        | 385/2703 [00:28<02:29, 15.46it/s]


dev:  14%|█▍        | 387/2703 [00:28<02:36, 14.83it/s]


dev:  14%|█▍        | 389/2703 [00:28<02:39, 14.53it/s]


dev:  14%|█▍        | 391/2703 [00:29<02:42, 14.23it/s]


dev:  15%|█▍        | 393/2703 [00:29<02:30, 15.30it/s]


dev:  15%|█▍        | 395/2703 [00:29<02:34, 14.97it/s]


dev:  15%|█▍        | 397/2703 [00:29<02:36, 14.70it/s]


dev:  15%|█▍        | 399/2703 [00:29<02:41, 14.29it/s]


dev:  15%|█▍        | 401/2703 [00:29<02:33, 14.98it/s]


dev:  15%|█▍        | 403/2703 [00:29<02:26, 15.65it/s]


dev:  15%|█▍        | 405/2703 [00:29<02:24, 15.90it/s]


dev:  15%|█▌        | 407/2703 [00:30<02:15, 16.92it/s]


dev:  15%|█▌        | 409/2703 [00:30<02:15, 16.90it/s]


dev:  15%|█▌        | 411/2703 [00:30<02:16, 16.78it/s]


dev:  15%|█▌        | 413/2703 [00:30<02:10, 17.50it/s]


dev:  15%|█▌        | 415/2703 [00:30<02:11, 17.45it/s]


dev:  15%|█▌        | 417/2703 [00:30<02:14, 16.93it/s]


dev:  16%|█▌        | 419/2703 [00:30<02:09, 17.69it/s]


dev:  16%|█▌        | 421/2703 [00:30<02:12, 17.23it/s]


dev:  16%|█▌        | 423/2703 [00:31<02:25, 15.62it/s]


dev:  16%|█▌        | 425/2703 [00:31<02:22, 16.02it/s]


dev:  16%|█▌        | 427/2703 [00:31<02:17, 16.56it/s]


dev:  16%|█▌        | 429/2703 [00:31<02:21, 16.10it/s]


dev:  16%|█▌        | 431/2703 [00:31<02:28, 15.32it/s]


dev:  16%|█▌        | 433/2703 [00:31<02:23, 15.79it/s]


dev:  16%|█▌        | 435/2703 [00:31<02:26, 15.49it/s]


dev:  16%|█▌        | 437/2703 [00:31<02:21, 16.05it/s]


dev:  16%|█▌        | 439/2703 [00:32<02:28, 15.23it/s]


dev:  16%|█▋        | 441/2703 [00:32<02:22, 15.85it/s]


dev:  16%|█▋        | 443/2703 [00:32<02:17, 16.47it/s]


dev:  16%|█▋        | 445/2703 [00:32<02:26, 15.43it/s]


dev:  17%|█▋        | 448/2703 [00:32<02:17, 16.45it/s]


dev:  17%|█▋        | 450/2703 [00:32<02:22, 15.81it/s]


dev:  17%|█▋        | 452/2703 [00:32<02:24, 15.55it/s]


dev:  17%|█▋        | 454/2703 [00:33<02:32, 14.75it/s]


dev:  17%|█▋        | 456/2703 [00:33<02:32, 14.77it/s]


dev:  17%|█▋        | 458/2703 [00:33<02:41, 13.88it/s]


dev:  17%|█▋        | 461/2703 [00:33<02:25, 15.38it/s]


dev:  17%|█▋        | 463/2703 [00:33<02:31, 14.80it/s]


dev:  17%|█▋        | 465/2703 [00:33<02:45, 13.49it/s]


dev:  17%|█▋        | 467/2703 [00:33<02:37, 14.20it/s]


dev:  17%|█▋        | 469/2703 [00:34<02:28, 15.01it/s]


dev:  17%|█▋        | 471/2703 [00:34<02:25, 15.38it/s]


dev:  17%|█▋        | 473/2703 [00:34<02:30, 14.82it/s]


dev:  18%|█▊        | 475/2703 [00:34<02:30, 14.81it/s]


dev:  18%|█▊        | 477/2703 [00:34<02:31, 14.71it/s]


dev:  18%|█▊        | 479/2703 [00:34<02:31, 14.65it/s]


dev:  18%|█▊        | 481/2703 [00:34<02:44, 13.50it/s]


dev:  18%|█▊        | 483/2703 [00:35<02:33, 14.46it/s]


dev:  18%|█▊        | 485/2703 [00:35<02:26, 15.09it/s]


dev:  18%|█▊        | 487/2703 [00:35<02:37, 14.10it/s]


dev:  18%|█▊        | 489/2703 [00:35<02:44, 13.44it/s]


dev:  18%|█▊        | 491/2703 [00:35<02:45, 13.40it/s]


dev:  18%|█▊        | 493/2703 [00:35<02:43, 13.49it/s]


dev:  18%|█▊        | 495/2703 [00:35<02:36, 14.08it/s]


dev:  18%|█▊        | 497/2703 [00:36<02:32, 14.48it/s]


dev:  18%|█▊        | 499/2703 [00:36<02:38, 13.94it/s]


dev:  19%|█▊        | 501/2703 [00:36<02:36, 14.10it/s]


dev:  19%|█▊        | 503/2703 [00:36<02:45, 13.26it/s]


dev:  19%|█▊        | 505/2703 [00:36<02:46, 13.18it/s]


dev:  19%|█▉        | 507/2703 [00:36<02:38, 13.89it/s]


dev:  19%|█▉        | 509/2703 [00:36<02:36, 13.98it/s]


dev:  19%|█▉        | 511/2703 [00:37<02:37, 13.96it/s]


dev:  19%|█▉        | 513/2703 [00:37<02:37, 13.92it/s]


dev:  19%|█▉        | 515/2703 [00:37<02:32, 14.32it/s]


dev:  19%|█▉        | 518/2703 [00:37<02:17, 15.93it/s]


dev:  19%|█▉        | 520/2703 [00:37<02:21, 15.40it/s]


dev:  19%|█▉        | 522/2703 [00:37<02:22, 15.34it/s]


dev:  19%|█▉        | 524/2703 [00:37<02:24, 15.08it/s]


dev:  19%|█▉        | 526/2703 [00:38<02:27, 14.78it/s]


dev:  20%|█▉        | 528/2703 [00:38<02:24, 15.01it/s]


dev:  20%|█▉        | 530/2703 [00:38<02:26, 14.87it/s]


dev:  20%|█▉        | 532/2703 [00:38<02:23, 15.14it/s]


dev:  20%|█▉        | 534/2703 [00:38<02:33, 14.10it/s]


dev:  20%|█▉        | 536/2703 [00:38<02:34, 14.00it/s]


dev:  20%|█▉        | 538/2703 [00:38<02:36, 13.81it/s]


dev:  20%|█▉        | 540/2703 [00:39<02:35, 13.87it/s]


dev:  20%|██        | 542/2703 [00:39<02:27, 14.69it/s]


dev:  20%|██        | 544/2703 [00:39<02:26, 14.77it/s]


dev:  20%|██        | 546/2703 [00:39<02:22, 15.18it/s]


dev:  20%|██        | 548/2703 [00:39<02:24, 14.89it/s]


dev:  20%|██        | 550/2703 [00:39<02:25, 14.83it/s]


dev:  20%|██        | 552/2703 [00:39<02:27, 14.62it/s]


dev:  20%|██        | 554/2703 [00:39<02:23, 15.02it/s]


dev:  21%|██        | 556/2703 [00:40<02:19, 15.43it/s]


dev:  21%|██        | 558/2703 [00:40<02:29, 14.34it/s]


dev:  21%|██        | 560/2703 [00:40<02:30, 14.23it/s]


dev:  21%|██        | 562/2703 [00:40<02:33, 13.98it/s]


dev:  21%|██        | 564/2703 [00:40<02:29, 14.28it/s]


dev:  21%|██        | 566/2703 [00:40<02:31, 14.15it/s]


dev:  21%|██        | 568/2703 [00:40<02:27, 14.50it/s]


dev:  21%|██        | 570/2703 [00:41<02:24, 14.80it/s]


dev:  21%|██        | 572/2703 [00:41<02:27, 14.49it/s]


dev:  21%|██        | 574/2703 [00:41<02:26, 14.49it/s]


dev:  21%|██▏       | 576/2703 [00:41<02:28, 14.35it/s]


dev:  21%|██▏       | 578/2703 [00:41<02:29, 14.21it/s]


dev:  21%|██▏       | 580/2703 [00:41<02:20, 15.09it/s]


dev:  22%|██▏       | 582/2703 [00:41<02:26, 14.48it/s]


dev:  22%|██▏       | 584/2703 [00:42<02:17, 15.41it/s]


dev:  22%|██▏       | 586/2703 [00:42<02:26, 14.46it/s]


dev:  22%|██▏       | 588/2703 [00:42<02:33, 13.74it/s]


dev:  22%|██▏       | 590/2703 [00:42<02:19, 15.12it/s]


dev:  22%|██▏       | 592/2703 [00:42<02:15, 15.62it/s]


dev:  22%|██▏       | 594/2703 [00:42<02:26, 14.40it/s]


dev:  22%|██▏       | 596/2703 [00:42<02:26, 14.39it/s]


dev:  22%|██▏       | 599/2703 [00:43<02:13, 15.75it/s]


dev:  22%|██▏       | 601/2703 [00:43<02:13, 15.74it/s]


dev:  22%|██▏       | 603/2703 [00:43<02:10, 16.13it/s]


dev:  22%|██▏       | 605/2703 [00:43<02:04, 16.89it/s]


dev:  22%|██▏       | 607/2703 [00:43<02:03, 17.02it/s]


dev:  23%|██▎       | 609/2703 [00:43<02:13, 15.72it/s]


dev:  23%|██▎       | 611/2703 [00:43<02:22, 14.70it/s]


dev:  23%|██▎       | 613/2703 [00:43<02:23, 14.52it/s]


dev:  23%|██▎       | 615/2703 [00:44<02:21, 14.74it/s]


dev:  23%|██▎       | 617/2703 [00:44<02:32, 13.72it/s]


dev:  23%|██▎       | 619/2703 [00:44<02:20, 14.81it/s]


dev:  23%|██▎       | 621/2703 [00:44<02:30, 13.84it/s]


dev:  23%|██▎       | 623/2703 [00:44<02:18, 15.02it/s]


dev:  23%|██▎       | 625/2703 [00:44<02:15, 15.31it/s]


dev:  23%|██▎       | 627/2703 [00:44<02:07, 16.26it/s]


dev:  23%|██▎       | 629/2703 [00:44<02:05, 16.53it/s]


dev:  23%|██▎       | 631/2703 [00:45<02:08, 16.17it/s]


dev:  23%|██▎       | 633/2703 [00:45<02:19, 14.84it/s]


dev:  23%|██▎       | 635/2703 [00:45<02:16, 15.17it/s]


dev:  24%|██▎       | 637/2703 [00:45<02:11, 15.71it/s]


dev:  24%|██▎       | 639/2703 [00:45<02:20, 14.71it/s]


dev:  24%|██▎       | 641/2703 [00:45<02:11, 15.63it/s]


dev:  24%|██▍       | 643/2703 [00:45<02:08, 16.04it/s]


dev:  24%|██▍       | 645/2703 [00:46<02:16, 15.04it/s]


dev:  24%|██▍       | 647/2703 [00:46<02:18, 14.88it/s]


dev:  24%|██▍       | 649/2703 [00:46<02:20, 14.66it/s]


dev:  24%|██▍       | 651/2703 [00:46<02:18, 14.78it/s]


dev:  24%|██▍       | 653/2703 [00:46<02:17, 14.94it/s]


dev:  24%|██▍       | 655/2703 [00:46<02:11, 15.56it/s]


dev:  24%|██▍       | 657/2703 [00:46<02:17, 14.86it/s]


dev:  24%|██▍       | 659/2703 [00:46<02:18, 14.72it/s]


dev:  24%|██▍       | 661/2703 [00:47<02:25, 13.99it/s]


dev:  25%|██▍       | 663/2703 [00:47<02:27, 13.84it/s]


dev:  25%|██▍       | 665/2703 [00:47<02:21, 14.43it/s]


dev:  25%|██▍       | 668/2703 [00:47<02:13, 15.22it/s]


dev:  25%|██▍       | 670/2703 [00:47<02:09, 15.69it/s]


dev:  25%|██▍       | 672/2703 [00:47<02:07, 15.93it/s]


dev:  25%|██▍       | 674/2703 [00:47<02:14, 15.07it/s]


dev:  25%|██▌       | 676/2703 [00:48<02:21, 14.28it/s]


dev:  25%|██▌       | 678/2703 [00:48<02:26, 13.84it/s]


dev:  25%|██▌       | 680/2703 [00:48<02:16, 14.84it/s]


dev:  25%|██▌       | 682/2703 [00:48<02:16, 14.82it/s]


dev:  25%|██▌       | 684/2703 [00:48<02:22, 14.21it/s]


dev:  25%|██▌       | 686/2703 [00:48<02:25, 13.84it/s]


dev:  25%|██▌       | 688/2703 [00:48<02:29, 13.44it/s]


dev:  26%|██▌       | 690/2703 [00:49<02:27, 13.60it/s]


dev:  26%|██▌       | 692/2703 [00:49<02:17, 14.61it/s]


dev:  26%|██▌       | 694/2703 [00:49<02:08, 15.59it/s]


dev:  26%|██▌       | 696/2703 [00:49<02:15, 14.81it/s]


dev:  26%|██▌       | 698/2703 [00:49<02:30, 13.31it/s]


dev:  26%|██▌       | 700/2703 [00:49<02:21, 14.12it/s]


dev:  26%|██▌       | 702/2703 [00:49<02:11, 15.22it/s]


dev:  26%|██▌       | 704/2703 [00:50<02:22, 14.06it/s]


dev:  26%|██▌       | 706/2703 [00:50<02:16, 14.61it/s]


dev:  26%|██▌       | 708/2703 [00:50<02:05, 15.86it/s]


dev:  26%|██▋       | 710/2703 [00:50<02:17, 14.52it/s]


dev:  26%|██▋       | 712/2703 [00:50<02:12, 15.02it/s]


dev:  26%|██▋       | 714/2703 [00:50<02:11, 15.14it/s]


dev:  26%|██▋       | 716/2703 [00:50<02:02, 16.17it/s]


dev:  27%|██▋       | 718/2703 [00:51<02:21, 14.03it/s]


dev:  27%|██▋       | 720/2703 [00:51<02:15, 14.66it/s]


dev:  27%|██▋       | 722/2703 [00:51<02:30, 13.16it/s]


dev:  27%|██▋       | 724/2703 [00:51<02:19, 14.20it/s]


dev:  27%|██▋       | 726/2703 [00:51<02:12, 14.97it/s]


dev:  27%|██▋       | 728/2703 [00:51<02:13, 14.83it/s]


dev:  27%|██▋       | 730/2703 [00:51<02:09, 15.28it/s]


dev:  27%|██▋       | 732/2703 [00:51<02:06, 15.54it/s]


dev:  27%|██▋       | 734/2703 [00:52<02:16, 14.45it/s]


dev:  27%|██▋       | 736/2703 [00:52<02:23, 13.75it/s]


dev:  27%|██▋       | 738/2703 [00:52<02:17, 14.26it/s]


dev:  27%|██▋       | 740/2703 [00:52<02:11, 14.92it/s]


dev:  27%|██▋       | 742/2703 [00:52<02:09, 15.17it/s]


dev:  28%|██▊       | 744/2703 [00:52<02:02, 16.01it/s]


dev:  28%|██▊       | 746/2703 [00:52<01:57, 16.60it/s]


dev:  28%|██▊       | 748/2703 [00:53<02:08, 15.17it/s]


dev:  28%|██▊       | 750/2703 [00:53<02:21, 13.84it/s]


dev:  28%|██▊       | 752/2703 [00:53<02:20, 13.85it/s]


dev:  28%|██▊       | 754/2703 [00:53<02:19, 13.94it/s]


dev:  28%|██▊       | 756/2703 [00:53<02:16, 14.23it/s]


dev:  28%|██▊       | 758/2703 [00:53<02:14, 14.46it/s]


dev:  28%|██▊       | 760/2703 [00:53<02:06, 15.33it/s]


dev:  28%|██▊       | 762/2703 [00:53<02:05, 15.49it/s]


dev:  28%|██▊       | 764/2703 [00:54<02:05, 15.49it/s]


dev:  28%|██▊       | 766/2703 [00:54<02:15, 14.26it/s]


dev:  28%|██▊       | 768/2703 [00:54<02:10, 14.86it/s]


dev:  28%|██▊       | 770/2703 [00:54<02:11, 14.68it/s]


dev:  29%|██▊       | 772/2703 [00:54<02:12, 14.61it/s]


dev:  29%|██▊       | 774/2703 [00:54<02:20, 13.71it/s]


dev:  29%|██▊       | 776/2703 [00:55<02:28, 12.97it/s]


dev:  29%|██▉       | 778/2703 [00:55<02:26, 13.12it/s]


dev:  29%|██▉       | 780/2703 [00:55<02:19, 13.74it/s]


dev:  29%|██▉       | 782/2703 [00:55<02:23, 13.43it/s]


dev:  29%|██▉       | 784/2703 [00:55<02:14, 14.26it/s]


dev:  29%|██▉       | 786/2703 [00:55<02:19, 13.75it/s]


dev:  29%|██▉       | 788/2703 [00:55<02:25, 13.17it/s]


dev:  29%|██▉       | 790/2703 [00:56<02:16, 14.02it/s]


dev:  29%|██▉       | 792/2703 [00:56<02:11, 14.56it/s]


dev:  29%|██▉       | 794/2703 [00:56<02:23, 13.26it/s]


dev:  29%|██▉       | 797/2703 [00:56<02:13, 14.30it/s]


dev:  30%|██▉       | 799/2703 [00:56<02:17, 13.90it/s]


dev:  30%|██▉       | 801/2703 [00:56<02:22, 13.38it/s]


dev:  30%|██▉       | 803/2703 [00:56<02:12, 14.31it/s]


dev:  30%|██▉       | 805/2703 [00:57<02:11, 14.43it/s]


dev:  30%|██▉       | 807/2703 [00:57<02:14, 14.07it/s]


dev:  30%|██▉       | 809/2703 [00:57<02:10, 14.53it/s]


dev:  30%|███       | 811/2703 [00:57<02:02, 15.39it/s]


dev:  30%|███       | 813/2703 [00:57<02:00, 15.72it/s]


dev:  30%|███       | 815/2703 [00:57<02:01, 15.49it/s]


dev:  30%|███       | 817/2703 [00:57<02:15, 13.92it/s]


dev:  30%|███       | 819/2703 [00:58<02:04, 15.19it/s]


dev:  30%|███       | 821/2703 [00:58<02:11, 14.31it/s]


dev:  30%|███       | 823/2703 [00:58<02:07, 14.73it/s]


dev:  31%|███       | 825/2703 [00:58<02:03, 15.24it/s]


dev:  31%|███       | 827/2703 [00:58<02:11, 14.31it/s]


dev:  31%|███       | 829/2703 [00:58<02:08, 14.55it/s]


dev:  31%|███       | 831/2703 [00:58<02:03, 15.13it/s]


dev:  31%|███       | 833/2703 [00:59<02:15, 13.83it/s]


dev:  31%|███       | 835/2703 [00:59<02:10, 14.30it/s]


dev:  31%|███       | 837/2703 [00:59<02:06, 14.73it/s]


dev:  31%|███       | 839/2703 [00:59<01:59, 15.66it/s]


dev:  31%|███       | 841/2703 [00:59<01:56, 16.01it/s]


dev:  31%|███       | 843/2703 [00:59<02:04, 14.99it/s]


dev:  31%|███▏      | 845/2703 [00:59<02:04, 14.98it/s]


dev:  31%|███▏      | 847/2703 [00:59<02:17, 13.46it/s]


dev:  31%|███▏      | 849/2703 [01:00<02:13, 13.88it/s]


dev:  31%|███▏      | 851/2703 [01:00<02:15, 13.62it/s]


dev:  32%|███▏      | 854/2703 [01:00<02:13, 13.81it/s]


dev:  32%|███▏      | 856/2703 [01:00<02:14, 13.77it/s]


dev:  32%|███▏      | 858/2703 [01:00<02:19, 13.21it/s]


dev:  32%|███▏      | 860/2703 [01:00<02:20, 13.09it/s]


dev:  32%|███▏      | 862/2703 [01:01<02:11, 13.96it/s]


dev:  32%|███▏      | 864/2703 [01:01<02:15, 13.61it/s]


dev:  32%|███▏      | 866/2703 [01:01<02:21, 12.98it/s]


dev:  32%|███▏      | 868/2703 [01:01<02:20, 13.07it/s]


dev:  32%|███▏      | 870/2703 [01:01<02:07, 14.33it/s]


dev:  32%|███▏      | 872/2703 [01:01<02:06, 14.46it/s]


dev:  32%|███▏      | 874/2703 [01:01<02:08, 14.20it/s]


dev:  32%|███▏      | 876/2703 [01:02<02:19, 13.08it/s]


dev:  32%|███▏      | 878/2703 [01:02<02:23, 12.76it/s]


dev:  33%|███▎      | 880/2703 [01:02<02:14, 13.52it/s]


dev:  33%|███▎      | 882/2703 [01:02<02:10, 14.00it/s]


dev:  33%|███▎      | 884/2703 [01:02<02:07, 14.25it/s]


dev:  33%|███▎      | 886/2703 [01:02<01:58, 15.36it/s]


dev:  33%|███▎      | 888/2703 [01:02<01:58, 15.27it/s]


dev:  33%|███▎      | 890/2703 [01:03<02:01, 14.90it/s]


dev:  33%|███▎      | 892/2703 [01:03<02:01, 14.89it/s]


dev:  33%|███▎      | 894/2703 [01:03<02:06, 14.24it/s]


dev:  33%|███▎      | 896/2703 [01:03<02:06, 14.29it/s]


dev:  33%|███▎      | 898/2703 [01:03<02:04, 14.45it/s]


dev:  33%|███▎      | 900/2703 [01:03<01:57, 15.32it/s]


dev:  33%|███▎      | 902/2703 [01:03<02:07, 14.09it/s]


dev:  33%|███▎      | 904/2703 [01:03<01:57, 15.33it/s]


dev:  34%|███▎      | 906/2703 [01:04<02:13, 13.50it/s]


dev:  34%|███▎      | 908/2703 [01:04<02:17, 13.08it/s]


dev:  34%|███▎      | 910/2703 [01:04<02:09, 13.84it/s]


dev:  34%|███▎      | 912/2703 [01:04<02:04, 14.33it/s]


dev:  34%|███▍      | 914/2703 [01:04<01:57, 15.25it/s]


dev:  34%|███▍      | 916/2703 [01:04<01:53, 15.68it/s]


dev:  34%|███▍      | 918/2703 [01:04<01:55, 15.48it/s]


dev:  34%|███▍      | 920/2703 [01:05<01:59, 14.97it/s]


dev:  34%|███▍      | 922/2703 [01:05<01:56, 15.26it/s]


dev:  34%|███▍      | 924/2703 [01:05<01:49, 16.19it/s]


dev:  34%|███▍      | 926/2703 [01:05<01:51, 15.89it/s]


dev:  34%|███▍      | 928/2703 [01:05<01:52, 15.80it/s]


dev:  34%|███▍      | 931/2703 [01:05<01:48, 16.29it/s]


dev:  35%|███▍      | 933/2703 [01:05<01:48, 16.29it/s]


dev:  35%|███▍      | 936/2703 [01:06<01:45, 16.79it/s]


dev:  35%|███▍      | 938/2703 [01:06<01:44, 16.90it/s]


dev:  35%|███▍      | 940/2703 [01:06<01:42, 17.13it/s]


dev:  35%|███▍      | 942/2703 [01:06<01:43, 17.04it/s]


dev:  35%|███▍      | 944/2703 [01:06<01:50, 15.92it/s]


dev:  35%|███▍      | 946/2703 [01:06<01:55, 15.15it/s]


dev:  35%|███▌      | 948/2703 [01:06<02:03, 14.15it/s]


dev:  35%|███▌      | 950/2703 [01:06<02:02, 14.35it/s]


dev:  35%|███▌      | 952/2703 [01:07<01:58, 14.72it/s]


dev:  35%|███▌      | 954/2703 [01:07<01:54, 15.30it/s]


dev:  35%|███▌      | 956/2703 [01:07<01:58, 14.75it/s]


dev:  35%|███▌      | 958/2703 [01:07<01:59, 14.60it/s]


dev:  36%|███▌      | 960/2703 [01:07<01:52, 15.54it/s]


dev:  36%|███▌      | 962/2703 [01:07<01:52, 15.42it/s]


dev:  36%|███▌      | 964/2703 [01:07<01:48, 16.06it/s]


dev:  36%|███▌      | 966/2703 [01:07<01:45, 16.54it/s]


dev:  36%|███▌      | 968/2703 [01:08<01:53, 15.29it/s]


dev:  36%|███▌      | 970/2703 [01:08<01:58, 14.57it/s]


dev:  36%|███▌      | 972/2703 [01:08<01:56, 14.90it/s]


dev:  36%|███▌      | 974/2703 [01:08<02:01, 14.29it/s]


dev:  36%|███▌      | 976/2703 [01:08<02:03, 14.00it/s]


dev:  36%|███▌      | 978/2703 [01:08<02:09, 13.31it/s]


dev:  36%|███▋      | 980/2703 [01:09<02:03, 13.99it/s]


dev:  36%|███▋      | 982/2703 [01:09<02:00, 14.25it/s]


dev:  36%|███▋      | 984/2703 [01:09<02:06, 13.57it/s]


dev:  37%|███▋      | 987/2703 [01:09<01:54, 15.01it/s]


dev:  37%|███▋      | 989/2703 [01:09<01:54, 14.96it/s]


dev:  37%|███▋      | 991/2703 [01:09<01:52, 15.26it/s]


dev:  37%|███▋      | 993/2703 [01:09<01:45, 16.13it/s]


dev:  37%|███▋      | 995/2703 [01:09<01:47, 15.86it/s]


dev:  37%|███▋      | 997/2703 [01:10<01:54, 14.95it/s]


dev:  37%|███▋      | 999/2703 [01:10<01:53, 14.99it/s]


dev:  37%|███▋      | 1001/2703 [01:10<01:57, 14.54it/s]


dev:  37%|███▋      | 1003/2703 [01:10<01:54, 14.90it/s]


dev:  37%|███▋      | 1005/2703 [01:10<01:48, 15.70it/s]


dev:  37%|███▋      | 1007/2703 [01:10<01:47, 15.72it/s]


dev:  37%|███▋      | 1009/2703 [01:10<01:43, 16.43it/s]


dev:  37%|███▋      | 1011/2703 [01:11<01:48, 15.59it/s]


dev:  38%|███▊      | 1014/2703 [01:11<01:48, 15.64it/s]


dev:  38%|███▊      | 1016/2703 [01:11<01:57, 14.39it/s]


dev:  38%|███▊      | 1018/2703 [01:11<01:51, 15.05it/s]


dev:  38%|███▊      | 1020/2703 [01:11<01:45, 16.02it/s]


dev:  38%|███▊      | 1022/2703 [01:11<01:47, 15.67it/s]


dev:  38%|███▊      | 1024/2703 [01:11<01:50, 15.24it/s]


dev:  38%|███▊      | 1026/2703 [01:12<01:55, 14.58it/s]


dev:  38%|███▊      | 1028/2703 [01:12<01:57, 14.22it/s]


dev:  38%|███▊      | 1030/2703 [01:12<01:56, 14.33it/s]


dev:  38%|███▊      | 1032/2703 [01:12<02:02, 13.64it/s]


dev:  38%|███▊      | 1034/2703 [01:12<01:58, 14.04it/s]


dev:  38%|███▊      | 1036/2703 [01:12<01:59, 13.97it/s]


dev:  38%|███▊      | 1038/2703 [01:12<01:57, 14.15it/s]


dev:  38%|███▊      | 1040/2703 [01:13<01:51, 14.87it/s]


dev:  39%|███▊      | 1042/2703 [01:13<01:52, 14.75it/s]


dev:  39%|███▊      | 1044/2703 [01:13<01:56, 14.27it/s]


dev:  39%|███▊      | 1047/2703 [01:13<01:46, 15.59it/s]


dev:  39%|███▉      | 1049/2703 [01:13<01:44, 15.84it/s]


dev:  39%|███▉      | 1051/2703 [01:13<01:46, 15.47it/s]


dev:  39%|███▉      | 1053/2703 [01:13<01:45, 15.57it/s]


dev:  39%|███▉      | 1056/2703 [01:14<01:41, 16.21it/s]


dev:  39%|███▉      | 1058/2703 [01:14<01:41, 16.23it/s]


dev:  39%|███▉      | 1060/2703 [01:14<01:45, 15.59it/s]


dev:  39%|███▉      | 1062/2703 [01:14<01:44, 15.64it/s]


dev:  39%|███▉      | 1065/2703 [01:14<01:40, 16.29it/s]


dev:  39%|███▉      | 1067/2703 [01:14<01:41, 16.17it/s]


dev:  40%|███▉      | 1069/2703 [01:14<01:42, 15.97it/s]


dev:  40%|███▉      | 1071/2703 [01:14<01:45, 15.49it/s]


dev:  40%|███▉      | 1073/2703 [01:15<01:48, 14.97it/s]


dev:  40%|███▉      | 1075/2703 [01:15<01:47, 15.19it/s]


dev:  40%|███▉      | 1077/2703 [01:15<01:55, 14.08it/s]


dev:  40%|███▉      | 1079/2703 [01:15<01:55, 14.11it/s]


dev:  40%|███▉      | 1081/2703 [01:15<02:08, 12.59it/s]


dev:  40%|████      | 1084/2703 [01:15<01:50, 14.68it/s]


dev:  40%|████      | 1086/2703 [01:16<01:53, 14.23it/s]


dev:  40%|████      | 1088/2703 [01:16<01:46, 15.23it/s]


dev:  40%|████      | 1090/2703 [01:16<01:43, 15.63it/s]


dev:  40%|████      | 1092/2703 [01:16<01:46, 15.13it/s]


dev:  40%|████      | 1094/2703 [01:16<01:42, 15.64it/s]


dev:  41%|████      | 1096/2703 [01:16<01:46, 15.12it/s]


dev:  41%|████      | 1098/2703 [01:16<01:49, 14.65it/s]


dev:  41%|████      | 1100/2703 [01:16<01:48, 14.72it/s]


dev:  41%|████      | 1102/2703 [01:17<01:44, 15.26it/s]


dev:  41%|████      | 1104/2703 [01:17<01:46, 15.02it/s]


dev:  41%|████      | 1106/2703 [01:17<01:46, 14.96it/s]


dev:  41%|████      | 1108/2703 [01:17<01:55, 13.85it/s]


dev:  41%|████      | 1110/2703 [01:17<01:53, 14.03it/s]


dev:  41%|████      | 1112/2703 [01:17<01:46, 14.98it/s]


dev:  41%|████      | 1114/2703 [01:17<01:52, 14.12it/s]


dev:  41%|████▏     | 1116/2703 [01:18<01:49, 14.47it/s]


dev:  41%|████▏     | 1118/2703 [01:18<01:52, 14.12it/s]


dev:  41%|████▏     | 1120/2703 [01:18<02:03, 12.87it/s]


dev:  42%|████▏     | 1122/2703 [01:18<01:54, 13.82it/s]


dev:  42%|████▏     | 1124/2703 [01:18<01:52, 14.05it/s]


dev:  42%|████▏     | 1126/2703 [01:18<01:42, 15.39it/s]


dev:  42%|████▏     | 1128/2703 [01:18<01:41, 15.44it/s]


dev:  42%|████▏     | 1130/2703 [01:19<01:39, 15.85it/s]


dev:  42%|████▏     | 1132/2703 [01:19<01:45, 14.88it/s]


dev:  42%|████▏     | 1134/2703 [01:19<01:37, 16.02it/s]


dev:  42%|████▏     | 1136/2703 [01:19<01:35, 16.49it/s]


dev:  42%|████▏     | 1138/2703 [01:19<01:44, 14.92it/s]


dev:  42%|████▏     | 1140/2703 [01:19<01:45, 14.87it/s]


dev:  42%|████▏     | 1142/2703 [01:19<01:37, 16.06it/s]


dev:  42%|████▏     | 1144/2703 [01:19<01:40, 15.47it/s]


dev:  42%|████▏     | 1146/2703 [01:20<01:44, 14.94it/s]


dev:  42%|████▏     | 1148/2703 [01:20<01:39, 15.67it/s]


dev:  43%|████▎     | 1150/2703 [01:20<01:51, 13.99it/s]


dev:  43%|████▎     | 1152/2703 [01:20<01:41, 15.28it/s]


dev:  43%|████▎     | 1154/2703 [01:20<01:39, 15.50it/s]


dev:  43%|████▎     | 1156/2703 [01:20<01:50, 14.03it/s]


dev:  43%|████▎     | 1158/2703 [01:20<01:45, 14.71it/s]


dev:  43%|████▎     | 1160/2703 [01:21<01:37, 15.82it/s]


dev:  43%|████▎     | 1162/2703 [01:21<01:43, 14.82it/s]


dev:  43%|████▎     | 1164/2703 [01:21<01:42, 15.01it/s]


dev:  43%|████▎     | 1166/2703 [01:21<01:39, 15.49it/s]


dev:  43%|████▎     | 1168/2703 [01:21<01:50, 13.90it/s]


dev:  43%|████▎     | 1170/2703 [01:21<01:43, 14.84it/s]


dev:  43%|████▎     | 1172/2703 [01:21<01:43, 14.75it/s]


dev:  43%|████▎     | 1174/2703 [01:21<01:37, 15.75it/s]


dev:  44%|████▎     | 1176/2703 [01:22<01:35, 15.97it/s]


dev:  44%|████▎     | 1178/2703 [01:22<01:41, 14.96it/s]


dev:  44%|████▎     | 1180/2703 [01:22<01:51, 13.70it/s]


dev:  44%|████▎     | 1182/2703 [01:22<01:45, 14.43it/s]


dev:  44%|████▍     | 1185/2703 [01:22<01:36, 15.67it/s]


dev:  44%|████▍     | 1187/2703 [01:22<01:31, 16.57it/s]


dev:  44%|████▍     | 1189/2703 [01:22<01:32, 16.41it/s]


dev:  44%|████▍     | 1191/2703 [01:23<01:34, 16.00it/s]


dev:  44%|████▍     | 1193/2703 [01:23<01:38, 15.34it/s]


dev:  44%|████▍     | 1195/2703 [01:23<01:33, 16.07it/s]


dev:  44%|████▍     | 1197/2703 [01:23<01:45, 14.31it/s]


dev:  44%|████▍     | 1199/2703 [01:23<01:46, 14.12it/s]


dev:  44%|████▍     | 1201/2703 [01:23<01:42, 14.70it/s]


dev:  45%|████▍     | 1203/2703 [01:23<01:46, 14.11it/s]


dev:  45%|████▍     | 1205/2703 [01:24<01:42, 14.58it/s]


dev:  45%|████▍     | 1207/2703 [01:24<01:41, 14.76it/s]


dev:  45%|████▍     | 1209/2703 [01:24<01:37, 15.25it/s]


dev:  45%|████▍     | 1211/2703 [01:24<01:36, 15.41it/s]


dev:  45%|████▍     | 1213/2703 [01:24<01:32, 16.06it/s]


dev:  45%|████▍     | 1215/2703 [01:24<01:32, 16.04it/s]


dev:  45%|████▌     | 1217/2703 [01:24<01:35, 15.63it/s]


dev:  45%|████▌     | 1219/2703 [01:24<01:33, 15.87it/s]


dev:  45%|████▌     | 1221/2703 [01:25<01:41, 14.64it/s]


dev:  45%|████▌     | 1223/2703 [01:25<01:41, 14.56it/s]


dev:  45%|████▌     | 1226/2703 [01:25<01:41, 14.59it/s]


dev:  45%|████▌     | 1228/2703 [01:25<01:40, 14.68it/s]


dev:  46%|████▌     | 1230/2703 [01:25<01:38, 14.94it/s]


dev:  46%|████▌     | 1232/2703 [01:25<01:32, 15.85it/s]


dev:  46%|████▌     | 1234/2703 [01:25<01:34, 15.61it/s]


dev:  46%|████▌     | 1236/2703 [01:26<01:33, 15.62it/s]


dev:  46%|████▌     | 1238/2703 [01:26<01:28, 16.46it/s]


dev:  46%|████▌     | 1240/2703 [01:26<01:34, 15.49it/s]


dev:  46%|████▌     | 1242/2703 [01:26<01:32, 15.86it/s]


dev:  46%|████▌     | 1244/2703 [01:26<01:38, 14.89it/s]


dev:  46%|████▌     | 1246/2703 [01:26<01:40, 14.52it/s]


dev:  46%|████▌     | 1248/2703 [01:26<01:40, 14.52it/s]


dev:  46%|████▌     | 1250/2703 [01:26<01:37, 14.84it/s]


dev:  46%|████▋     | 1252/2703 [01:27<01:33, 15.52it/s]


dev:  46%|████▋     | 1254/2703 [01:27<01:36, 15.03it/s]


dev:  46%|████▋     | 1256/2703 [01:27<01:30, 15.91it/s]


dev:  47%|████▋     | 1258/2703 [01:27<01:31, 15.82it/s]


dev:  47%|████▋     | 1260/2703 [01:27<01:32, 15.59it/s]


dev:  47%|████▋     | 1262/2703 [01:27<01:31, 15.80it/s]


dev:  47%|████▋     | 1264/2703 [01:27<01:36, 14.95it/s]


dev:  47%|████▋     | 1266/2703 [01:28<01:36, 14.89it/s]


dev:  47%|████▋     | 1268/2703 [01:28<01:36, 14.93it/s]


dev:  47%|████▋     | 1270/2703 [01:28<01:28, 16.12it/s]


dev:  47%|████▋     | 1272/2703 [01:28<01:36, 14.89it/s]


dev:  47%|████▋     | 1274/2703 [01:28<01:32, 15.48it/s]


dev:  47%|████▋     | 1276/2703 [01:28<01:31, 15.67it/s]


dev:  47%|████▋     | 1279/2703 [01:28<01:28, 16.16it/s]


dev:  47%|████▋     | 1281/2703 [01:28<01:32, 15.42it/s]


dev:  47%|████▋     | 1283/2703 [01:29<01:35, 14.85it/s]


dev:  48%|████▊     | 1285/2703 [01:29<01:28, 15.98it/s]


dev:  48%|████▊     | 1287/2703 [01:29<01:34, 14.95it/s]


dev:  48%|████▊     | 1289/2703 [01:29<01:39, 14.22it/s]


dev:  48%|████▊     | 1291/2703 [01:29<01:36, 14.67it/s]


dev:  48%|████▊     | 1293/2703 [01:29<01:35, 14.84it/s]


dev:  48%|████▊     | 1295/2703 [01:29<01:29, 15.67it/s]


dev:  48%|████▊     | 1297/2703 [01:30<01:33, 15.12it/s]


dev:  48%|████▊     | 1299/2703 [01:30<01:29, 15.64it/s]


dev:  48%|████▊     | 1301/2703 [01:30<01:31, 15.33it/s]


dev:  48%|████▊     | 1303/2703 [01:30<01:37, 14.42it/s]


dev:  48%|████▊     | 1305/2703 [01:30<01:42, 13.59it/s]


dev:  48%|████▊     | 1307/2703 [01:30<01:35, 14.54it/s]


dev:  48%|████▊     | 1309/2703 [01:30<01:35, 14.61it/s]


dev:  49%|████▊     | 1311/2703 [01:30<01:32, 15.06it/s]


dev:  49%|████▊     | 1313/2703 [01:31<01:34, 14.68it/s]


dev:  49%|████▊     | 1316/2703 [01:31<01:30, 15.30it/s]


dev:  49%|████▉     | 1318/2703 [01:31<01:36, 14.33it/s]


dev:  49%|████▉     | 1320/2703 [01:31<01:30, 15.32it/s]


dev:  49%|████▉     | 1322/2703 [01:31<01:25, 16.09it/s]


dev:  49%|████▉     | 1324/2703 [01:31<01:34, 14.65it/s]


dev:  49%|████▉     | 1326/2703 [01:31<01:30, 15.24it/s]


dev:  49%|████▉     | 1328/2703 [01:32<01:31, 15.04it/s]


dev:  49%|████▉     | 1330/2703 [01:32<01:29, 15.31it/s]


dev:  49%|████▉     | 1332/2703 [01:32<01:28, 15.45it/s]


dev:  49%|████▉     | 1334/2703 [01:32<01:27, 15.66it/s]


dev:  49%|████▉     | 1336/2703 [01:32<01:31, 14.90it/s]


dev:  50%|████▉     | 1338/2703 [01:32<01:31, 14.89it/s]


dev:  50%|████▉     | 1340/2703 [01:32<01:26, 15.79it/s]


dev:  50%|████▉     | 1342/2703 [01:32<01:23, 16.24it/s]


dev:  50%|████▉     | 1344/2703 [01:33<01:21, 16.68it/s]


dev:  50%|████▉     | 1346/2703 [01:33<01:25, 15.84it/s]


dev:  50%|████▉     | 1349/2703 [01:33<01:16, 17.70it/s]


dev:  50%|████▉     | 1351/2703 [01:33<01:17, 17.41it/s]


dev:  50%|█████     | 1353/2703 [01:33<01:17, 17.35it/s]


dev:  50%|█████     | 1355/2703 [01:33<01:18, 17.16it/s]


dev:  50%|█████     | 1357/2703 [01:33<01:20, 16.69it/s]


dev:  50%|█████     | 1359/2703 [01:33<01:20, 16.68it/s]


dev:  50%|█████     | 1361/2703 [01:34<01:19, 16.98it/s]


dev:  50%|█████     | 1363/2703 [01:34<01:24, 15.93it/s]


dev:  50%|█████     | 1365/2703 [01:34<01:21, 16.36it/s]


dev:  51%|█████     | 1367/2703 [01:34<01:21, 16.35it/s]


dev:  51%|█████     | 1369/2703 [01:34<01:29, 14.92it/s]


dev:  51%|█████     | 1371/2703 [01:34<01:26, 15.34it/s]


dev:  51%|█████     | 1373/2703 [01:34<01:29, 14.80it/s]


dev:  51%|█████     | 1375/2703 [01:35<01:33, 14.19it/s]


dev:  51%|█████     | 1377/2703 [01:35<01:26, 15.34it/s]


dev:  51%|█████     | 1379/2703 [01:35<01:31, 14.45it/s]


dev:  51%|█████     | 1382/2703 [01:35<01:23, 15.87it/s]


dev:  51%|█████     | 1384/2703 [01:35<01:20, 16.41it/s]


dev:  51%|█████▏    | 1386/2703 [01:35<01:24, 15.52it/s]


dev:  51%|█████▏    | 1388/2703 [01:35<01:27, 15.09it/s]


dev:  51%|█████▏    | 1390/2703 [01:36<01:30, 14.46it/s]


dev:  51%|█████▏    | 1392/2703 [01:36<01:26, 15.12it/s]


dev:  52%|█████▏    | 1394/2703 [01:36<01:21, 15.98it/s]


dev:  52%|█████▏    | 1396/2703 [01:36<01:22, 15.94it/s]


dev:  52%|█████▏    | 1398/2703 [01:36<01:23, 15.64it/s]


dev:  52%|█████▏    | 1400/2703 [01:36<01:24, 15.34it/s]


dev:  52%|█████▏    | 1402/2703 [01:36<01:22, 15.71it/s]


dev:  52%|█████▏    | 1404/2703 [01:36<01:21, 15.89it/s]


dev:  52%|█████▏    | 1406/2703 [01:37<01:21, 15.95it/s]


dev:  52%|█████▏    | 1408/2703 [01:37<01:26, 14.98it/s]


dev:  52%|█████▏    | 1411/2703 [01:37<01:20, 16.09it/s]


dev:  52%|█████▏    | 1413/2703 [01:37<01:20, 16.11it/s]


dev:  52%|█████▏    | 1415/2703 [01:37<01:18, 16.32it/s]


dev:  52%|█████▏    | 1417/2703 [01:37<01:23, 15.40it/s]


dev:  52%|█████▏    | 1419/2703 [01:37<01:24, 15.18it/s]


dev:  53%|█████▎    | 1421/2703 [01:38<01:26, 14.89it/s]


dev:  53%|█████▎    | 1423/2703 [01:38<01:20, 15.90it/s]


dev:  53%|█████▎    | 1425/2703 [01:38<01:27, 14.68it/s]


dev:  53%|█████▎    | 1427/2703 [01:38<01:22, 15.56it/s]


dev:  53%|█████▎    | 1429/2703 [01:38<01:20, 15.92it/s]


dev:  53%|█████▎    | 1431/2703 [01:38<01:19, 16.06it/s]


dev:  53%|█████▎    | 1433/2703 [01:38<01:25, 14.79it/s]


dev:  53%|█████▎    | 1435/2703 [01:38<01:22, 15.30it/s]


dev:  53%|█████▎    | 1437/2703 [01:39<01:19, 16.01it/s]


dev:  53%|█████▎    | 1439/2703 [01:39<01:23, 15.05it/s]


dev:  53%|█████▎    | 1441/2703 [01:39<01:23, 15.03it/s]


dev:  53%|█████▎    | 1443/2703 [01:39<01:20, 15.67it/s]


dev:  53%|█████▎    | 1445/2703 [01:39<01:23, 15.03it/s]


dev:  54%|█████▎    | 1447/2703 [01:39<01:28, 14.19it/s]


dev:  54%|█████▎    | 1449/2703 [01:39<01:28, 14.21it/s]


dev:  54%|█████▎    | 1451/2703 [01:40<01:25, 14.57it/s]


dev:  54%|█████▍    | 1453/2703 [01:40<01:25, 14.55it/s]


dev:  54%|█████▍    | 1455/2703 [01:40<01:24, 14.77it/s]


dev:  54%|█████▍    | 1457/2703 [01:40<01:19, 15.72it/s]


dev:  54%|█████▍    | 1459/2703 [01:40<01:20, 15.41it/s]


dev:  54%|█████▍    | 1461/2703 [01:40<01:20, 15.41it/s]


dev:  54%|█████▍    | 1463/2703 [01:40<01:23, 14.91it/s]


dev:  54%|█████▍    | 1465/2703 [01:40<01:21, 15.16it/s]


dev:  54%|█████▍    | 1467/2703 [01:41<01:18, 15.83it/s]


dev:  54%|█████▍    | 1469/2703 [01:41<01:18, 15.73it/s]


dev:  54%|█████▍    | 1471/2703 [01:41<01:20, 15.22it/s]


dev:  54%|█████▍    | 1473/2703 [01:41<01:16, 15.98it/s]


dev:  55%|█████▍    | 1475/2703 [01:41<01:20, 15.23it/s]


dev:  55%|█████▍    | 1477/2703 [01:41<01:22, 14.90it/s]


dev:  55%|█████▍    | 1479/2703 [01:41<01:17, 15.88it/s]


dev:  55%|█████▍    | 1481/2703 [01:41<01:19, 15.40it/s]


dev:  55%|█████▍    | 1483/2703 [01:42<01:22, 14.77it/s]


dev:  55%|█████▍    | 1485/2703 [01:42<01:19, 15.28it/s]


dev:  55%|█████▌    | 1487/2703 [01:42<01:15, 16.21it/s]


dev:  55%|█████▌    | 1489/2703 [01:42<01:13, 16.55it/s]


dev:  55%|█████▌    | 1491/2703 [01:42<01:11, 17.00it/s]


dev:  55%|█████▌    | 1493/2703 [01:42<01:14, 16.31it/s]


dev:  55%|█████▌    | 1495/2703 [01:42<01:12, 16.55it/s]


dev:  55%|█████▌    | 1497/2703 [01:42<01:13, 16.34it/s]


dev:  55%|█████▌    | 1499/2703 [01:43<01:14, 16.19it/s]


dev:  56%|█████▌    | 1501/2703 [01:43<01:12, 16.52it/s]


dev:  56%|█████▌    | 1503/2703 [01:43<01:12, 16.55it/s]


dev:  56%|█████▌    | 1505/2703 [01:43<01:15, 15.82it/s]


dev:  56%|█████▌    | 1507/2703 [01:43<01:15, 15.92it/s]


dev:  56%|█████▌    | 1509/2703 [01:43<01:17, 15.33it/s]


dev:  56%|█████▌    | 1511/2703 [01:43<01:13, 16.26it/s]


dev:  56%|█████▌    | 1513/2703 [01:43<01:18, 15.11it/s]


dev:  56%|█████▌    | 1515/2703 [01:44<01:18, 15.21it/s]


dev:  56%|█████▌    | 1517/2703 [01:44<01:21, 14.58it/s]


dev:  56%|█████▌    | 1519/2703 [01:44<01:19, 14.85it/s]


dev:  56%|█████▋    | 1521/2703 [01:44<01:20, 14.75it/s]


dev:  56%|█████▋    | 1524/2703 [01:44<01:12, 16.29it/s]


dev:  56%|█████▋    | 1526/2703 [01:44<01:16, 15.32it/s]


dev:  57%|█████▋    | 1528/2703 [01:44<01:15, 15.61it/s]


dev:  57%|█████▋    | 1530/2703 [01:45<01:15, 15.57it/s]


dev:  57%|█████▋    | 1532/2703 [01:45<01:18, 14.91it/s]


dev:  57%|█████▋    | 1534/2703 [01:45<01:18, 14.98it/s]


dev:  57%|█████▋    | 1536/2703 [01:45<01:12, 16.14it/s]


dev:  57%|█████▋    | 1538/2703 [01:45<01:19, 14.66it/s]


dev:  57%|█████▋    | 1540/2703 [01:45<01:16, 15.22it/s]


dev:  57%|█████▋    | 1542/2703 [01:45<01:15, 15.32it/s]


dev:  57%|█████▋    | 1544/2703 [01:45<01:12, 16.07it/s]


dev:  57%|█████▋    | 1546/2703 [01:46<01:17, 14.97it/s]


dev:  57%|█████▋    | 1549/2703 [01:46<01:07, 16.98it/s]


dev:  57%|█████▋    | 1551/2703 [01:46<01:10, 16.38it/s]


dev:  57%|█████▋    | 1553/2703 [01:46<01:11, 16.09it/s]


dev:  58%|█████▊    | 1555/2703 [01:46<01:11, 15.99it/s]


dev:  58%|█████▊    | 1557/2703 [01:46<01:08, 16.68it/s]


dev:  58%|█████▊    | 1559/2703 [01:46<01:15, 15.09it/s]


dev:  58%|█████▊    | 1562/2703 [01:47<01:10, 16.21it/s]


dev:  58%|█████▊    | 1564/2703 [01:47<01:11, 15.95it/s]


dev:  58%|█████▊    | 1566/2703 [01:47<01:08, 16.50it/s]


dev:  58%|█████▊    | 1568/2703 [01:47<01:12, 15.57it/s]


dev:  58%|█████▊    | 1570/2703 [01:47<01:10, 16.01it/s]


dev:  58%|█████▊    | 1572/2703 [01:47<01:10, 16.03it/s]


dev:  58%|█████▊    | 1574/2703 [01:47<01:10, 15.99it/s]


dev:  58%|█████▊    | 1576/2703 [01:47<01:07, 16.71it/s]


dev:  58%|█████▊    | 1578/2703 [01:48<01:08, 16.33it/s]


dev:  58%|█████▊    | 1581/2703 [01:48<01:04, 17.29it/s]


dev:  59%|█████▊    | 1583/2703 [01:48<01:08, 16.27it/s]


dev:  59%|█████▊    | 1585/2703 [01:48<01:09, 16.13it/s]


dev:  59%|█████▊    | 1587/2703 [01:48<01:10, 15.92it/s]


dev:  59%|█████▉    | 1589/2703 [01:48<01:08, 16.28it/s]


dev:  59%|█████▉    | 1591/2703 [01:48<01:10, 15.85it/s]


dev:  59%|█████▉    | 1593/2703 [01:49<01:14, 14.90it/s]


dev:  59%|█████▉    | 1595/2703 [01:49<01:18, 14.16it/s]


dev:  59%|█████▉    | 1597/2703 [01:49<01:17, 14.25it/s]


dev:  59%|█████▉    | 1599/2703 [01:49<01:12, 15.25it/s]


dev:  59%|█████▉    | 1601/2703 [01:49<01:12, 15.30it/s]


dev:  59%|█████▉    | 1603/2703 [01:49<01:09, 15.72it/s]


dev:  59%|█████▉    | 1605/2703 [01:49<01:10, 15.53it/s]


dev:  59%|█████▉    | 1607/2703 [01:49<01:15, 14.54it/s]


dev:  60%|█████▉    | 1609/2703 [01:50<01:18, 13.91it/s]


dev:  60%|█████▉    | 1611/2703 [01:50<01:16, 14.29it/s]


dev:  60%|█████▉    | 1613/2703 [01:50<01:12, 15.09it/s]


dev:  60%|█████▉    | 1615/2703 [01:50<01:12, 15.08it/s]


dev:  60%|█████▉    | 1617/2703 [01:50<01:09, 15.54it/s]


dev:  60%|█████▉    | 1619/2703 [01:50<01:10, 15.35it/s]


dev:  60%|█████▉    | 1621/2703 [01:50<01:14, 14.58it/s]


dev:  60%|██████    | 1623/2703 [01:51<01:12, 14.83it/s]


dev:  60%|██████    | 1625/2703 [01:51<01:15, 14.37it/s]


dev:  60%|██████    | 1627/2703 [01:51<01:08, 15.68it/s]


dev:  60%|██████    | 1629/2703 [01:51<01:07, 15.90it/s]


dev:  60%|██████    | 1631/2703 [01:51<01:06, 16.08it/s]


dev:  60%|██████    | 1633/2703 [01:51<01:03, 16.76it/s]


dev:  61%|██████    | 1636/2703 [01:51<01:02, 17.15it/s]


dev:  61%|██████    | 1638/2703 [01:51<01:02, 17.05it/s]


dev:  61%|██████    | 1640/2703 [01:52<01:02, 16.91it/s]


dev:  61%|██████    | 1642/2703 [01:52<01:06, 15.95it/s]


dev:  61%|██████    | 1644/2703 [01:52<01:04, 16.36it/s]


dev:  61%|██████    | 1646/2703 [01:52<01:03, 16.60it/s]


dev:  61%|██████    | 1648/2703 [01:52<01:03, 16.67it/s]


dev:  61%|██████    | 1650/2703 [01:52<01:07, 15.66it/s]


dev:  61%|██████    | 1652/2703 [01:52<01:04, 16.28it/s]


dev:  61%|██████    | 1654/2703 [01:52<01:05, 16.07it/s]


dev:  61%|██████▏   | 1656/2703 [01:53<01:02, 16.84it/s]


dev:  61%|██████▏   | 1658/2703 [01:53<01:07, 15.47it/s]


dev:  61%|██████▏   | 1660/2703 [01:53<01:08, 15.28it/s]


dev:  61%|██████▏   | 1662/2703 [01:53<01:04, 16.23it/s]


dev:  62%|██████▏   | 1664/2703 [01:53<01:09, 14.90it/s]


dev:  62%|██████▏   | 1666/2703 [01:53<01:08, 15.14it/s]


dev:  62%|██████▏   | 1668/2703 [01:53<01:04, 16.13it/s]


dev:  62%|██████▏   | 1670/2703 [01:53<01:03, 16.15it/s]


dev:  62%|██████▏   | 1672/2703 [01:54<01:02, 16.43it/s]


dev:  62%|██████▏   | 1674/2703 [01:54<01:12, 14.19it/s]


dev:  62%|██████▏   | 1676/2703 [01:54<01:12, 14.12it/s]


dev:  62%|██████▏   | 1678/2703 [01:54<01:14, 13.85it/s]


dev:  62%|██████▏   | 1680/2703 [01:54<01:09, 14.72it/s]


dev:  62%|██████▏   | 1682/2703 [01:54<01:09, 14.76it/s]


dev:  62%|██████▏   | 1684/2703 [01:54<01:07, 15.20it/s]


dev:  62%|██████▏   | 1686/2703 [01:55<01:03, 16.06it/s]


dev:  62%|██████▏   | 1688/2703 [01:55<01:07, 14.95it/s]


dev:  63%|██████▎   | 1690/2703 [01:55<01:06, 15.22it/s]


dev:  63%|██████▎   | 1692/2703 [01:55<01:03, 15.91it/s]


dev:  63%|██████▎   | 1694/2703 [01:55<01:04, 15.62it/s]


dev:  63%|██████▎   | 1696/2703 [01:55<01:07, 14.93it/s]


dev:  63%|██████▎   | 1698/2703 [01:55<01:07, 14.96it/s]


dev:  63%|██████▎   | 1700/2703 [01:55<01:02, 16.10it/s]


dev:  63%|██████▎   | 1702/2703 [01:56<01:03, 15.80it/s]


dev:  63%|██████▎   | 1704/2703 [01:56<01:04, 15.60it/s]


dev:  63%|██████▎   | 1706/2703 [01:56<01:04, 15.53it/s]


dev:  63%|██████▎   | 1708/2703 [01:56<01:02, 15.93it/s]


dev:  63%|██████▎   | 1710/2703 [01:56<01:00, 16.43it/s]


dev:  63%|██████▎   | 1712/2703 [01:56<00:59, 16.62it/s]


dev:  63%|██████▎   | 1714/2703 [01:56<01:00, 16.24it/s]


dev:  63%|██████▎   | 1716/2703 [01:56<00:58, 16.93it/s]


dev:  64%|██████▎   | 1718/2703 [01:57<00:57, 17.24it/s]


dev:  64%|██████▎   | 1720/2703 [01:57<00:57, 17.10it/s]


dev:  64%|██████▎   | 1722/2703 [01:57<00:59, 16.48it/s]


dev:  64%|██████▍   | 1724/2703 [01:57<01:06, 14.70it/s]


dev:  64%|██████▍   | 1726/2703 [01:57<01:06, 14.73it/s]


dev:  64%|██████▍   | 1728/2703 [01:57<01:03, 15.32it/s]


dev:  64%|██████▍   | 1730/2703 [01:57<01:00, 15.97it/s]


dev:  64%|██████▍   | 1732/2703 [01:57<00:59, 16.31it/s]


dev:  64%|██████▍   | 1734/2703 [01:58<00:58, 16.66it/s]


dev:  64%|██████▍   | 1736/2703 [01:58<01:00, 15.87it/s]


dev:  64%|██████▍   | 1739/2703 [01:58<00:58, 16.55it/s]


dev:  64%|██████▍   | 1741/2703 [01:58<01:02, 15.46it/s]


dev:  64%|██████▍   | 1743/2703 [01:58<01:01, 15.68it/s]


dev:  65%|██████▍   | 1745/2703 [01:58<00:57, 16.52it/s]


dev:  65%|██████▍   | 1747/2703 [01:58<01:02, 15.19it/s]


dev:  65%|██████▍   | 1749/2703 [01:59<01:03, 15.01it/s]


dev:  65%|██████▍   | 1751/2703 [01:59<01:03, 14.92it/s]


dev:  65%|██████▍   | 1753/2703 [01:59<01:04, 14.82it/s]


dev:  65%|██████▍   | 1755/2703 [01:59<01:00, 15.70it/s]


dev:  65%|██████▌   | 1757/2703 [01:59<01:01, 15.43it/s]


dev:  65%|██████▌   | 1760/2703 [01:59<01:01, 15.23it/s]


dev:  65%|██████▌   | 1762/2703 [01:59<01:02, 15.02it/s]


dev:  65%|██████▌   | 1764/2703 [02:00<01:05, 14.44it/s]


dev:  65%|██████▌   | 1766/2703 [02:00<01:02, 15.01it/s]


dev:  65%|██████▌   | 1768/2703 [02:00<01:05, 14.25it/s]


dev:  65%|██████▌   | 1770/2703 [02:00<01:02, 14.93it/s]


dev:  66%|██████▌   | 1772/2703 [02:00<01:01, 15.20it/s]


dev:  66%|██████▌   | 1774/2703 [02:00<01:01, 15.04it/s]


dev:  66%|██████▌   | 1776/2703 [02:00<00:59, 15.57it/s]


dev:  66%|██████▌   | 1778/2703 [02:00<00:57, 16.04it/s]


dev:  66%|██████▌   | 1780/2703 [02:01<00:56, 16.25it/s]


dev:  66%|██████▌   | 1782/2703 [02:01<00:59, 15.54it/s]


dev:  66%|██████▌   | 1784/2703 [02:01<00:58, 15.67it/s]


dev:  66%|██████▌   | 1786/2703 [02:01<00:56, 16.09it/s]


dev:  66%|██████▌   | 1788/2703 [02:01<00:58, 15.73it/s]


dev:  66%|██████▌   | 1790/2703 [02:01<00:56, 16.28it/s]


dev:  66%|██████▋   | 1792/2703 [02:01<01:00, 15.17it/s]


dev:  66%|██████▋   | 1794/2703 [02:01<00:59, 15.31it/s]


dev:  66%|██████▋   | 1796/2703 [02:02<00:58, 15.45it/s]


dev:  67%|██████▋   | 1798/2703 [02:02<00:58, 15.53it/s]


dev:  67%|██████▋   | 1800/2703 [02:02<00:57, 15.69it/s]


dev:  67%|██████▋   | 1803/2703 [02:02<00:53, 16.96it/s]


dev:  67%|██████▋   | 1805/2703 [02:02<00:55, 16.15it/s]


dev:  67%|██████▋   | 1807/2703 [02:02<00:58, 15.39it/s]


dev:  67%|██████▋   | 1809/2703 [02:02<00:54, 16.28it/s]


dev:  67%|██████▋   | 1811/2703 [02:03<00:55, 16.14it/s]


dev:  67%|██████▋   | 1813/2703 [02:03<00:54, 16.29it/s]


dev:  67%|██████▋   | 1815/2703 [02:03<00:54, 16.20it/s]


dev:  67%|██████▋   | 1817/2703 [02:03<00:53, 16.43it/s]


dev:  67%|██████▋   | 1819/2703 [02:03<00:53, 16.63it/s]


dev:  67%|██████▋   | 1821/2703 [02:03<00:56, 15.50it/s]


dev:  67%|██████▋   | 1823/2703 [02:03<00:55, 15.79it/s]


dev:  68%|██████▊   | 1825/2703 [02:03<00:55, 15.84it/s]


dev:  68%|██████▊   | 1827/2703 [02:04<00:58, 15.05it/s]


dev:  68%|██████▊   | 1829/2703 [02:04<00:56, 15.51it/s]


dev:  68%|██████▊   | 1831/2703 [02:04<00:55, 15.69it/s]


dev:  68%|██████▊   | 1833/2703 [02:04<00:59, 14.53it/s]


dev:  68%|██████▊   | 1835/2703 [02:04<00:57, 15.03it/s]


dev:  68%|██████▊   | 1837/2703 [02:04<00:53, 16.06it/s]


dev:  68%|██████▊   | 1839/2703 [02:04<00:55, 15.44it/s]


dev:  68%|██████▊   | 1841/2703 [02:04<00:56, 15.20it/s]


dev:  68%|██████▊   | 1843/2703 [02:05<00:56, 15.31it/s]


dev:  68%|██████▊   | 1845/2703 [02:05<00:52, 16.21it/s]


dev:  68%|██████▊   | 1847/2703 [02:05<00:57, 15.01it/s]


dev:  68%|██████▊   | 1849/2703 [02:05<00:58, 14.60it/s]


dev:  68%|██████▊   | 1851/2703 [02:05<00:56, 15.21it/s]


dev:  69%|██████▊   | 1853/2703 [02:05<00:55, 15.23it/s]


dev:  69%|██████▊   | 1855/2703 [02:05<01:02, 13.54it/s]


dev:  69%|██████▊   | 1857/2703 [02:06<00:57, 14.81it/s]


dev:  69%|██████▉   | 1859/2703 [02:06<00:54, 15.36it/s]


dev:  69%|██████▉   | 1861/2703 [02:06<00:55, 15.08it/s]


dev:  69%|██████▉   | 1863/2703 [02:06<00:51, 16.23it/s]


dev:  69%|██████▉   | 1865/2703 [02:06<00:55, 15.18it/s]


dev:  69%|██████▉   | 1867/2703 [02:06<00:53, 15.67it/s]


dev:  69%|██████▉   | 1870/2703 [02:06<00:48, 17.11it/s]


dev:  69%|██████▉   | 1872/2703 [02:06<00:52, 15.81it/s]


dev:  69%|██████▉   | 1874/2703 [02:07<00:52, 15.66it/s]


dev:  69%|██████▉   | 1876/2703 [02:07<00:50, 16.25it/s]


dev:  69%|██████▉   | 1878/2703 [02:07<00:50, 16.42it/s]


dev:  70%|██████▉   | 1880/2703 [02:07<00:51, 15.88it/s]


dev:  70%|██████▉   | 1882/2703 [02:07<00:49, 16.61it/s]


dev:  70%|██████▉   | 1884/2703 [02:07<00:50, 16.27it/s]


dev:  70%|██████▉   | 1886/2703 [02:07<00:51, 15.81it/s]


dev:  70%|██████▉   | 1889/2703 [02:07<00:47, 17.25it/s]


dev:  70%|██████▉   | 1891/2703 [02:08<00:49, 16.54it/s]


dev:  70%|███████   | 1893/2703 [02:08<00:51, 15.86it/s]


dev:  70%|███████   | 1895/2703 [02:08<00:49, 16.32it/s]


dev:  70%|███████   | 1897/2703 [02:08<00:48, 16.62it/s]


dev:  70%|███████   | 1899/2703 [02:08<00:50, 16.00it/s]


dev:  70%|███████   | 1901/2703 [02:08<00:51, 15.55it/s]


dev:  70%|███████   | 1903/2703 [02:08<00:53, 14.95it/s]


dev:  70%|███████   | 1905/2703 [02:09<00:53, 14.82it/s]


dev:  71%|███████   | 1907/2703 [02:09<00:51, 15.58it/s]


dev:  71%|███████   | 1909/2703 [02:09<00:48, 16.39it/s]


dev:  71%|███████   | 1911/2703 [02:09<00:48, 16.28it/s]


dev:  71%|███████   | 1913/2703 [02:09<00:47, 16.62it/s]


dev:  71%|███████   | 1915/2703 [02:09<00:46, 17.06it/s]


dev:  71%|███████   | 1917/2703 [02:09<00:47, 16.47it/s]


dev:  71%|███████   | 1919/2703 [02:09<00:47, 16.54it/s]


dev:  71%|███████   | 1921/2703 [02:09<00:50, 15.37it/s]


dev:  71%|███████   | 1923/2703 [02:10<00:52, 14.97it/s]


dev:  71%|███████▏  | 1926/2703 [02:10<00:45, 16.93it/s]


dev:  71%|███████▏  | 1928/2703 [02:10<00:49, 15.75it/s]


dev:  71%|███████▏  | 1930/2703 [02:10<00:50, 15.37it/s]


dev:  71%|███████▏  | 1932/2703 [02:10<00:50, 15.13it/s]


dev:  72%|███████▏  | 1934/2703 [02:10<00:49, 15.48it/s]


dev:  72%|███████▏  | 1936/2703 [02:10<00:49, 15.39it/s]


dev:  72%|███████▏  | 1938/2703 [02:11<00:49, 15.31it/s]


dev:  72%|███████▏  | 1940/2703 [02:11<00:50, 15.24it/s]


dev:  72%|███████▏  | 1942/2703 [02:11<00:51, 14.89it/s]


dev:  72%|███████▏  | 1944/2703 [02:11<00:49, 15.41it/s]


dev:  72%|███████▏  | 1947/2703 [02:11<00:45, 16.56it/s]


dev:  72%|███████▏  | 1949/2703 [02:11<00:46, 16.31it/s]


dev:  72%|███████▏  | 1952/2703 [02:11<00:44, 16.72it/s]


dev:  72%|███████▏  | 1954/2703 [02:12<00:44, 16.87it/s]


dev:  72%|███████▏  | 1956/2703 [02:12<00:48, 15.38it/s]


dev:  72%|███████▏  | 1958/2703 [02:12<00:45, 16.43it/s]


dev:  73%|███████▎  | 1960/2703 [02:12<00:42, 17.28it/s]


dev:  73%|███████▎  | 1962/2703 [02:12<00:45, 16.25it/s]


dev:  73%|███████▎  | 1964/2703 [02:12<00:47, 15.50it/s]


dev:  73%|███████▎  | 1967/2703 [02:12<00:43, 16.92it/s]


dev:  73%|███████▎  | 1969/2703 [02:12<00:45, 16.29it/s]


dev:  73%|███████▎  | 1971/2703 [02:13<00:43, 16.89it/s]


dev:  73%|███████▎  | 1973/2703 [02:13<00:43, 16.90it/s]


dev:  73%|███████▎  | 1975/2703 [02:13<00:44, 16.26it/s]


dev:  73%|███████▎  | 1977/2703 [02:13<00:47, 15.26it/s]


dev:  73%|███████▎  | 1979/2703 [02:13<00:48, 15.05it/s]


dev:  73%|███████▎  | 1981/2703 [02:13<00:50, 14.16it/s]


dev:  73%|███████▎  | 1983/2703 [02:13<00:47, 15.12it/s]


dev:  73%|███████▎  | 1985/2703 [02:14<00:46, 15.61it/s]


dev:  74%|███████▎  | 1987/2703 [02:14<00:45, 15.73it/s]


dev:  74%|███████▎  | 1989/2703 [02:14<00:44, 16.22it/s]


dev:  74%|███████▎  | 1991/2703 [02:14<00:47, 14.93it/s]


dev:  74%|███████▎  | 1993/2703 [02:14<00:48, 14.71it/s]


dev:  74%|███████▍  | 1995/2703 [02:14<00:47, 14.95it/s]


dev:  74%|███████▍  | 1997/2703 [02:14<00:48, 14.54it/s]


dev:  74%|███████▍  | 1999/2703 [02:14<00:48, 14.46it/s]


dev:  74%|███████▍  | 2002/2703 [02:15<00:44, 15.68it/s]


dev:  74%|███████▍  | 2004/2703 [02:15<00:42, 16.36it/s]


dev:  74%|███████▍  | 2006/2703 [02:15<00:42, 16.47it/s]


dev:  74%|███████▍  | 2008/2703 [02:15<00:42, 16.30it/s]


dev:  74%|███████▍  | 2010/2703 [02:15<00:40, 17.09it/s]


dev:  74%|███████▍  | 2012/2703 [02:15<00:39, 17.40it/s]


dev:  75%|███████▍  | 2014/2703 [02:15<00:39, 17.23it/s]


dev:  75%|███████▍  | 2017/2703 [02:15<00:38, 17.77it/s]


dev:  75%|███████▍  | 2019/2703 [02:16<00:39, 17.35it/s]


dev:  75%|███████▍  | 2022/2703 [02:16<00:39, 17.31it/s]


dev:  75%|███████▍  | 2024/2703 [02:16<00:38, 17.49it/s]


dev:  75%|███████▍  | 2027/2703 [02:16<00:36, 18.54it/s]


dev:  75%|███████▌  | 2029/2703 [02:16<00:38, 17.70it/s]


dev:  75%|███████▌  | 2031/2703 [02:16<00:39, 17.09it/s]


dev:  75%|███████▌  | 2033/2703 [02:16<00:40, 16.56it/s]


dev:  75%|███████▌  | 2035/2703 [02:17<00:39, 16.96it/s]


dev:  75%|███████▌  | 2037/2703 [02:17<00:41, 16.15it/s]


dev:  75%|███████▌  | 2039/2703 [02:17<00:41, 16.07it/s]


dev:  76%|███████▌  | 2041/2703 [02:17<00:42, 15.76it/s]


dev:  76%|███████▌  | 2043/2703 [02:17<00:42, 15.43it/s]


dev:  76%|███████▌  | 2045/2703 [02:17<00:45, 14.61it/s]


dev:  76%|███████▌  | 2047/2703 [02:17<00:46, 14.23it/s]


dev:  76%|███████▌  | 2049/2703 [02:18<00:44, 14.64it/s]


dev:  76%|███████▌  | 2051/2703 [02:18<00:43, 14.92it/s]


dev:  76%|███████▌  | 2053/2703 [02:18<00:43, 14.79it/s]


dev:  76%|███████▌  | 2055/2703 [02:18<00:44, 14.60it/s]


dev:  76%|███████▌  | 2057/2703 [02:18<00:45, 14.11it/s]


dev:  76%|███████▌  | 2059/2703 [02:18<00:43, 14.86it/s]


dev:  76%|███████▌  | 2061/2703 [02:18<00:47, 13.44it/s]


dev:  76%|███████▋  | 2063/2703 [02:18<00:43, 14.88it/s]


dev:  76%|███████▋  | 2065/2703 [02:19<00:41, 15.55it/s]


dev:  76%|███████▋  | 2067/2703 [02:19<00:41, 15.39it/s]


dev:  77%|███████▋  | 2069/2703 [02:19<00:43, 14.71it/s]


dev:  77%|███████▋  | 2071/2703 [02:19<00:40, 15.64it/s]


dev:  77%|███████▋  | 2073/2703 [02:19<00:42, 14.81it/s]


dev:  77%|███████▋  | 2075/2703 [02:19<00:41, 15.10it/s]


dev:  77%|███████▋  | 2077/2703 [02:19<00:41, 15.09it/s]


dev:  77%|███████▋  | 2079/2703 [02:20<00:40, 15.23it/s]


dev:  77%|███████▋  | 2081/2703 [02:20<00:43, 14.38it/s]


dev:  77%|███████▋  | 2083/2703 [02:20<00:40, 15.47it/s]


dev:  77%|███████▋  | 2085/2703 [02:20<00:40, 15.23it/s]


dev:  77%|███████▋  | 2087/2703 [02:20<00:41, 14.99it/s]


dev:  77%|███████▋  | 2089/2703 [02:20<00:42, 14.45it/s]


dev:  77%|███████▋  | 2091/2703 [02:20<00:43, 13.95it/s]


dev:  77%|███████▋  | 2094/2703 [02:21<00:39, 15.43it/s]


dev:  78%|███████▊  | 2096/2703 [02:21<00:40, 15.00it/s]


dev:  78%|███████▊  | 2098/2703 [02:21<00:40, 14.93it/s]


dev:  78%|███████▊  | 2100/2703 [02:21<00:41, 14.52it/s]


dev:  78%|███████▊  | 2102/2703 [02:21<00:39, 15.16it/s]


dev:  78%|███████▊  | 2104/2703 [02:21<00:39, 15.06it/s]


dev:  78%|███████▊  | 2106/2703 [02:21<00:40, 14.92it/s]


dev:  78%|███████▊  | 2108/2703 [02:21<00:40, 14.58it/s]


dev:  78%|███████▊  | 2110/2703 [02:22<00:38, 15.33it/s]


dev:  78%|███████▊  | 2112/2703 [02:22<00:36, 16.27it/s]


dev:  78%|███████▊  | 2114/2703 [02:22<00:37, 15.88it/s]


dev:  78%|███████▊  | 2116/2703 [02:22<00:34, 16.84it/s]


dev:  78%|███████▊  | 2118/2703 [02:22<00:35, 16.62it/s]


dev:  78%|███████▊  | 2120/2703 [02:22<00:36, 15.78it/s]


dev:  79%|███████▊  | 2122/2703 [02:22<00:37, 15.38it/s]


dev:  79%|███████▊  | 2124/2703 [02:22<00:36, 15.75it/s]


dev:  79%|███████▊  | 2126/2703 [02:23<00:36, 16.03it/s]


dev:  79%|███████▊  | 2128/2703 [02:23<00:37, 15.53it/s]


dev:  79%|███████▉  | 2130/2703 [02:23<00:37, 15.40it/s]


dev:  79%|███████▉  | 2132/2703 [02:23<00:35, 15.96it/s]


dev:  79%|███████▉  | 2134/2703 [02:23<00:33, 16.86it/s]


dev:  79%|███████▉  | 2136/2703 [02:23<00:35, 15.84it/s]


dev:  79%|███████▉  | 2138/2703 [02:23<00:37, 15.17it/s]


dev:  79%|███████▉  | 2140/2703 [02:23<00:37, 14.92it/s]


dev:  79%|███████▉  | 2142/2703 [02:24<00:38, 14.64it/s]


dev:  79%|███████▉  | 2144/2703 [02:24<00:36, 15.21it/s]


dev:  79%|███████▉  | 2146/2703 [02:24<00:34, 16.22it/s]


dev:  79%|███████▉  | 2148/2703 [02:24<00:33, 16.56it/s]


dev:  80%|███████▉  | 2150/2703 [02:24<00:34, 15.96it/s]


dev:  80%|███████▉  | 2152/2703 [02:24<00:33, 16.69it/s]


dev:  80%|███████▉  | 2154/2703 [02:24<00:32, 16.76it/s]


dev:  80%|███████▉  | 2156/2703 [02:24<00:35, 15.24it/s]


dev:  80%|███████▉  | 2158/2703 [02:25<00:36, 14.98it/s]


dev:  80%|███████▉  | 2160/2703 [02:25<00:35, 15.43it/s]


dev:  80%|████████  | 2163/2703 [02:25<00:33, 16.36it/s]


dev:  80%|████████  | 2165/2703 [02:25<00:35, 15.16it/s]


dev:  80%|████████  | 2167/2703 [02:25<00:39, 13.49it/s]


dev:  80%|████████  | 2169/2703 [02:25<00:40, 13.31it/s]


dev:  80%|████████  | 2171/2703 [02:26<00:41, 12.90it/s]


dev:  80%|████████  | 2173/2703 [02:26<00:39, 13.55it/s]


dev:  80%|████████  | 2175/2703 [02:26<00:36, 14.47it/s]


dev:  81%|████████  | 2178/2703 [02:26<00:33, 15.49it/s]


dev:  81%|████████  | 2180/2703 [02:26<00:34, 15.11it/s]


dev:  81%|████████  | 2182/2703 [02:26<00:34, 15.12it/s]


dev:  81%|████████  | 2184/2703 [02:26<00:33, 15.64it/s]


dev:  81%|████████  | 2186/2703 [02:27<00:35, 14.41it/s]


dev:  81%|████████  | 2189/2703 [02:27<00:34, 14.85it/s]


dev:  81%|████████  | 2192/2703 [02:27<00:32, 15.50it/s]


dev:  81%|████████  | 2194/2703 [02:27<00:32, 15.78it/s]


dev:  81%|████████  | 2196/2703 [02:27<00:33, 15.23it/s]


dev:  81%|████████▏ | 2198/2703 [02:27<00:33, 15.12it/s]


dev:  81%|████████▏ | 2200/2703 [02:27<00:32, 15.49it/s]


dev:  81%|████████▏ | 2202/2703 [02:28<00:35, 14.13it/s]


dev:  82%|████████▏ | 2204/2703 [02:28<00:34, 14.56it/s]


dev:  82%|████████▏ | 2206/2703 [02:28<00:34, 14.55it/s]


dev:  82%|████████▏ | 2208/2703 [02:28<00:33, 14.80it/s]


dev:  82%|████████▏ | 2210/2703 [02:28<00:33, 14.71it/s]


dev:  82%|████████▏ | 2213/2703 [02:28<00:30, 16.12it/s]


dev:  82%|████████▏ | 2215/2703 [02:28<00:30, 15.86it/s]


dev:  82%|████████▏ | 2217/2703 [02:29<00:31, 15.52it/s]


dev:  82%|████████▏ | 2219/2703 [02:29<00:30, 16.02it/s]


dev:  82%|████████▏ | 2221/2703 [02:29<00:30, 15.65it/s]


dev:  82%|████████▏ | 2223/2703 [02:29<00:31, 15.01it/s]


dev:  82%|████████▏ | 2225/2703 [02:29<00:30, 15.73it/s]


dev:  82%|████████▏ | 2227/2703 [02:29<00:28, 16.50it/s]


dev:  82%|████████▏ | 2229/2703 [02:29<00:29, 16.15it/s]


dev:  83%|████████▎ | 2231/2703 [02:29<00:30, 15.73it/s]


dev:  83%|████████▎ | 2233/2703 [02:30<00:31, 14.72it/s]


dev:  83%|████████▎ | 2235/2703 [02:30<00:30, 15.23it/s]


dev:  83%|████████▎ | 2237/2703 [02:30<00:29, 15.83it/s]


dev:  83%|████████▎ | 2240/2703 [02:30<00:27, 16.63it/s]


dev:  83%|████████▎ | 2242/2703 [02:30<00:29, 15.53it/s]


dev:  83%|████████▎ | 2244/2703 [02:30<00:30, 14.99it/s]


dev:  83%|████████▎ | 2247/2703 [02:30<00:28, 16.20it/s]


dev:  83%|████████▎ | 2249/2703 [02:31<00:29, 15.48it/s]


dev:  83%|████████▎ | 2251/2703 [02:31<00:28, 16.02it/s]


dev:  83%|████████▎ | 2253/2703 [02:31<00:28, 16.06it/s]


dev:  83%|████████▎ | 2255/2703 [02:31<00:28, 15.75it/s]


dev:  83%|████████▎ | 2257/2703 [02:31<00:30, 14.54it/s]


dev:  84%|████████▎ | 2259/2703 [02:31<00:29, 14.94it/s]


dev:  84%|████████▎ | 2261/2703 [02:31<00:28, 15.34it/s]


dev:  84%|████████▎ | 2263/2703 [02:32<00:29, 14.78it/s]


dev:  84%|████████▍ | 2265/2703 [02:32<00:32, 13.64it/s]


dev:  84%|████████▍ | 2267/2703 [02:32<00:30, 14.52it/s]


dev:  84%|████████▍ | 2269/2703 [02:32<00:28, 15.03it/s]


dev:  84%|████████▍ | 2271/2703 [02:32<00:27, 15.73it/s]


dev:  84%|████████▍ | 2273/2703 [02:32<00:26, 16.23it/s]


dev:  84%|████████▍ | 2275/2703 [02:32<00:26, 16.05it/s]


dev:  84%|████████▍ | 2277/2703 [02:32<00:26, 16.26it/s]


dev:  84%|████████▍ | 2279/2703 [02:33<00:27, 15.43it/s]


dev:  84%|████████▍ | 2281/2703 [02:33<00:27, 15.38it/s]


dev:  84%|████████▍ | 2283/2703 [02:33<00:27, 15.30it/s]


dev:  85%|████████▍ | 2285/2703 [02:33<00:26, 15.66it/s]


dev:  85%|████████▍ | 2287/2703 [02:33<00:26, 15.44it/s]


dev:  85%|████████▍ | 2289/2703 [02:33<00:26, 15.76it/s]


dev:  85%|████████▍ | 2291/2703 [02:33<00:25, 15.89it/s]


dev:  85%|████████▍ | 2293/2703 [02:33<00:26, 15.60it/s]


dev:  85%|████████▍ | 2295/2703 [02:34<00:26, 15.41it/s]


dev:  85%|████████▍ | 2297/2703 [02:34<00:28, 14.22it/s]


dev:  85%|████████▌ | 2299/2703 [02:34<00:27, 14.51it/s]


dev:  85%|████████▌ | 2301/2703 [02:34<00:28, 14.34it/s]


dev:  85%|████████▌ | 2303/2703 [02:34<00:27, 14.50it/s]


dev:  85%|████████▌ | 2305/2703 [02:34<00:27, 14.38it/s]


dev:  85%|████████▌ | 2307/2703 [02:34<00:27, 14.52it/s]


dev:  85%|████████▌ | 2309/2703 [02:35<00:26, 14.80it/s]


dev:  85%|████████▌ | 2311/2703 [02:35<00:25, 15.45it/s]


dev:  86%|████████▌ | 2314/2703 [02:35<00:23, 16.34it/s]


dev:  86%|████████▌ | 2316/2703 [02:35<00:23, 16.56it/s]


dev:  86%|████████▌ | 2318/2703 [02:35<00:24, 15.42it/s]


dev:  86%|████████▌ | 2320/2703 [02:35<00:25, 15.09it/s]


dev:  86%|████████▌ | 2322/2703 [02:35<00:23, 16.08it/s]


dev:  86%|████████▌ | 2324/2703 [02:36<00:23, 15.90it/s]


dev:  86%|████████▌ | 2326/2703 [02:36<00:23, 16.23it/s]


dev:  86%|████████▌ | 2328/2703 [02:36<00:22, 16.59it/s]


dev:  86%|████████▌ | 2330/2703 [02:36<00:22, 16.48it/s]


dev:  86%|████████▋ | 2332/2703 [02:36<00:22, 16.84it/s]


dev:  86%|████████▋ | 2334/2703 [02:36<00:22, 16.22it/s]


dev:  86%|████████▋ | 2336/2703 [02:36<00:24, 15.28it/s]


dev:  86%|████████▋ | 2338/2703 [02:36<00:22, 16.05it/s]


dev:  87%|████████▋ | 2340/2703 [02:37<00:22, 15.97it/s]


dev:  87%|████████▋ | 2342/2703 [02:37<00:22, 15.85it/s]


dev:  87%|████████▋ | 2345/2703 [02:37<00:21, 16.81it/s]


dev:  87%|████████▋ | 2348/2703 [02:37<00:20, 17.45it/s]


dev:  87%|████████▋ | 2350/2703 [02:37<00:20, 17.35it/s]


dev:  87%|████████▋ | 2352/2703 [02:37<00:20, 17.00it/s]


dev:  87%|████████▋ | 2354/2703 [02:37<00:20, 16.76it/s]


dev:  87%|████████▋ | 2356/2703 [02:37<00:21, 16.29it/s]


dev:  87%|████████▋ | 2358/2703 [02:38<00:20, 16.96it/s]


dev:  87%|████████▋ | 2360/2703 [02:38<00:20, 16.95it/s]


dev:  87%|████████▋ | 2362/2703 [02:38<00:19, 17.60it/s]


dev:  87%|████████▋ | 2364/2703 [02:38<00:19, 17.12it/s]


dev:  88%|████████▊ | 2366/2703 [02:38<00:20, 16.48it/s]


dev:  88%|████████▊ | 2368/2703 [02:38<00:20, 16.19it/s]


dev:  88%|████████▊ | 2370/2703 [02:38<00:20, 16.43it/s]


dev:  88%|████████▊ | 2372/2703 [02:38<00:19, 17.24it/s]


dev:  88%|████████▊ | 2374/2703 [02:39<00:21, 15.50it/s]


dev:  88%|████████▊ | 2376/2703 [02:39<00:21, 14.92it/s]


dev:  88%|████████▊ | 2378/2703 [02:39<00:21, 15.29it/s]


dev:  88%|████████▊ | 2381/2703 [02:39<00:18, 17.00it/s]


dev:  88%|████████▊ | 2383/2703 [02:39<00:19, 16.56it/s]


dev:  88%|████████▊ | 2385/2703 [02:39<00:20, 15.73it/s]


dev:  88%|████████▊ | 2388/2703 [02:39<00:19, 16.42it/s]


dev:  88%|████████▊ | 2390/2703 [02:40<00:19, 16.08it/s]


dev:  88%|████████▊ | 2392/2703 [02:40<00:19, 15.83it/s]


dev:  89%|████████▊ | 2394/2703 [02:40<00:18, 16.53it/s]


dev:  89%|████████▊ | 2396/2703 [02:40<00:19, 15.63it/s]


dev:  89%|████████▊ | 2398/2703 [02:40<00:18, 16.45it/s]


dev:  89%|████████▉ | 2400/2703 [02:40<00:18, 16.06it/s]


dev:  89%|████████▉ | 2403/2703 [02:40<00:17, 17.48it/s]


dev:  89%|████████▉ | 2405/2703 [02:40<00:18, 16.01it/s]


dev:  89%|████████▉ | 2408/2703 [02:41<00:17, 17.24it/s]


dev:  89%|████████▉ | 2410/2703 [02:41<00:17, 17.01it/s]


dev:  89%|████████▉ | 2413/2703 [02:41<00:16, 17.51it/s]


dev:  89%|████████▉ | 2415/2703 [02:41<00:16, 17.97it/s]


dev:  89%|████████▉ | 2417/2703 [02:41<00:16, 17.36it/s]


dev:  89%|████████▉ | 2419/2703 [02:41<00:17, 16.51it/s]


dev:  90%|████████▉ | 2421/2703 [02:41<00:16, 16.98it/s]


dev:  90%|████████▉ | 2423/2703 [02:42<00:17, 15.66it/s]


dev:  90%|████████▉ | 2425/2703 [02:42<00:17, 16.04it/s]


dev:  90%|████████▉ | 2427/2703 [02:42<00:16, 16.93it/s]


dev:  90%|████████▉ | 2429/2703 [02:42<00:15, 17.28it/s]


dev:  90%|████████▉ | 2431/2703 [02:42<00:16, 16.74it/s]


dev:  90%|█████████ | 2433/2703 [02:42<00:15, 17.28it/s]


dev:  90%|█████████ | 2435/2703 [02:42<00:17, 15.43it/s]


dev:  90%|█████████ | 2437/2703 [02:42<00:16, 16.23it/s]


dev:  90%|█████████ | 2439/2703 [02:42<00:16, 15.75it/s]


dev:  90%|█████████ | 2441/2703 [02:43<00:15, 16.55it/s]


dev:  90%|█████████ | 2443/2703 [02:43<00:15, 16.30it/s]


dev:  90%|█████████ | 2445/2703 [02:43<00:15, 16.41it/s]


dev:  91%|█████████ | 2447/2703 [02:43<00:17, 15.05it/s]


dev:  91%|█████████ | 2449/2703 [02:43<00:16, 15.55it/s]


dev:  91%|█████████ | 2451/2703 [02:43<00:15, 16.47it/s]


dev:  91%|█████████ | 2453/2703 [02:43<00:14, 17.26it/s]


dev:  91%|█████████ | 2455/2703 [02:43<00:14, 17.09it/s]


dev:  91%|█████████ | 2457/2703 [02:44<00:15, 15.99it/s]


dev:  91%|█████████ | 2459/2703 [02:44<00:15, 15.37it/s]


dev:  91%|█████████ | 2461/2703 [02:44<00:14, 16.36it/s]


dev:  91%|█████████ | 2463/2703 [02:44<00:15, 15.90it/s]


dev:  91%|█████████ | 2465/2703 [02:44<00:14, 16.32it/s]


dev:  91%|█████████▏| 2467/2703 [02:44<00:15, 15.35it/s]


dev:  91%|█████████▏| 2469/2703 [02:44<00:15, 14.92it/s]


dev:  91%|█████████▏| 2471/2703 [02:45<00:15, 14.89it/s]


dev:  91%|█████████▏| 2473/2703 [02:45<00:14, 15.99it/s]


dev:  92%|█████████▏| 2475/2703 [02:45<00:15, 14.56it/s]


dev:  92%|█████████▏| 2477/2703 [02:45<00:15, 14.74it/s]


dev:  92%|█████████▏| 2479/2703 [02:45<00:14, 15.00it/s]


dev:  92%|█████████▏| 2481/2703 [02:45<00:14, 15.72it/s]


dev:  92%|█████████▏| 2483/2703 [02:45<00:14, 15.55it/s]


dev:  92%|█████████▏| 2485/2703 [02:45<00:14, 15.44it/s]


dev:  92%|█████████▏| 2487/2703 [02:46<00:14, 14.75it/s]


dev:  92%|█████████▏| 2490/2703 [02:46<00:13, 15.36it/s]


dev:  92%|█████████▏| 2493/2703 [02:46<00:13, 15.78it/s]


dev:  92%|█████████▏| 2495/2703 [02:46<00:12, 16.04it/s]


dev:  92%|█████████▏| 2497/2703 [02:46<00:13, 15.69it/s]


dev:  92%|█████████▏| 2499/2703 [02:46<00:12, 16.11it/s]


dev:  93%|█████████▎| 2501/2703 [02:46<00:12, 15.99it/s]


dev:  93%|█████████▎| 2503/2703 [02:47<00:12, 15.70it/s]


dev:  93%|█████████▎| 2505/2703 [02:47<00:11, 16.68it/s]


dev:  93%|█████████▎| 2507/2703 [02:47<00:12, 15.99it/s]


dev:  93%|█████████▎| 2509/2703 [02:47<00:12, 15.52it/s]


dev:  93%|█████████▎| 2512/2703 [02:47<00:11, 16.66it/s]


dev:  93%|█████████▎| 2514/2703 [02:47<00:12, 15.16it/s]


dev:  93%|█████████▎| 2516/2703 [02:47<00:11, 15.77it/s]


dev:  93%|█████████▎| 2518/2703 [02:48<00:11, 15.71it/s]


dev:  93%|█████████▎| 2520/2703 [02:48<00:11, 16.47it/s]


dev:  93%|█████████▎| 2522/2703 [02:48<00:11, 15.77it/s]


dev:  93%|█████████▎| 2524/2703 [02:48<00:11, 15.61it/s]


dev:  93%|█████████▎| 2526/2703 [02:48<00:11, 15.14it/s]


dev:  94%|█████████▎| 2528/2703 [02:48<00:11, 15.36it/s]


dev:  94%|█████████▎| 2530/2703 [02:48<00:10, 16.43it/s]


dev:  94%|█████████▎| 2532/2703 [02:48<00:10, 15.64it/s]


dev:  94%|█████████▍| 2535/2703 [02:49<00:09, 16.91it/s]


dev:  94%|█████████▍| 2538/2703 [02:49<00:09, 16.99it/s]


dev:  94%|█████████▍| 2540/2703 [02:49<00:10, 16.23it/s]


dev:  94%|█████████▍| 2542/2703 [02:49<00:09, 16.32it/s]


dev:  94%|█████████▍| 2545/2703 [02:49<00:08, 17.88it/s]


dev:  94%|█████████▍| 2547/2703 [02:49<00:09, 16.68it/s]


dev:  94%|█████████▍| 2549/2703 [02:49<00:09, 16.42it/s]


dev:  94%|█████████▍| 2551/2703 [02:50<00:09, 16.14it/s]


dev:  94%|█████████▍| 2554/2703 [02:50<00:08, 17.21it/s]


dev:  95%|█████████▍| 2557/2703 [02:50<00:07, 19.37it/s]


dev:  95%|█████████▍| 2559/2703 [02:50<00:07, 18.08it/s]


dev:  95%|█████████▍| 2561/2703 [02:50<00:07, 18.13it/s]


dev:  95%|█████████▍| 2563/2703 [02:50<00:08, 16.71it/s]


dev:  95%|█████████▍| 2566/2703 [02:50<00:07, 17.63it/s]


dev:  95%|█████████▌| 2568/2703 [02:50<00:07, 17.57it/s]


dev:  95%|█████████▌| 2570/2703 [02:51<00:07, 16.63it/s]


dev:  95%|█████████▌| 2572/2703 [02:51<00:07, 16.93it/s]


dev:  95%|█████████▌| 2575/2703 [02:51<00:06, 18.98it/s]


dev:  95%|█████████▌| 2577/2703 [02:51<00:06, 18.64it/s]


dev:  95%|█████████▌| 2579/2703 [02:51<00:06, 18.36it/s]


dev:  96%|█████████▌| 2582/2703 [02:51<00:06, 18.53it/s]


dev:  96%|█████████▌| 2585/2703 [02:51<00:06, 19.38it/s]


dev:  96%|█████████▌| 2587/2703 [02:51<00:06, 17.83it/s]


dev:  96%|█████████▌| 2590/2703 [02:52<00:05, 19.83it/s]


dev:  96%|█████████▌| 2593/2703 [02:52<00:05, 19.73it/s]


dev:  96%|█████████▌| 2595/2703 [02:52<00:05, 18.10it/s]


dev:  96%|█████████▌| 2598/2703 [02:52<00:05, 19.64it/s]


dev:  96%|█████████▌| 2600/2703 [02:52<00:05, 18.51it/s]


dev:  96%|█████████▋| 2603/2703 [02:52<00:05, 19.17it/s]


dev:  96%|█████████▋| 2605/2703 [02:52<00:05, 17.89it/s]


dev:  96%|█████████▋| 2607/2703 [02:53<00:05, 17.52it/s]


dev:  97%|█████████▋| 2609/2703 [02:53<00:05, 16.70it/s]


dev:  97%|█████████▋| 2611/2703 [02:53<00:05, 16.45it/s]


dev:  97%|█████████▋| 2613/2703 [02:53<00:05, 16.21it/s]


dev:  97%|█████████▋| 2615/2703 [02:53<00:05, 15.90it/s]


dev:  97%|█████████▋| 2617/2703 [02:53<00:05, 16.86it/s]


dev:  97%|█████████▋| 2619/2703 [02:53<00:04, 17.50it/s]


dev:  97%|█████████▋| 2621/2703 [02:53<00:04, 16.50it/s]


dev:  97%|█████████▋| 2623/2703 [02:54<00:04, 16.23it/s]


dev:  97%|█████████▋| 2626/2703 [02:54<00:04, 17.06it/s]


dev:  97%|█████████▋| 2628/2703 [02:54<00:04, 17.06it/s]


dev:  97%|█████████▋| 2631/2703 [02:54<00:03, 19.51it/s]


dev:  97%|█████████▋| 2633/2703 [02:54<00:03, 19.05it/s]


dev:  97%|█████████▋| 2635/2703 [02:54<00:03, 18.88it/s]


dev:  98%|█████████▊| 2637/2703 [02:54<00:03, 17.70it/s]


dev:  98%|█████████▊| 2639/2703 [02:54<00:03, 17.73it/s]


dev:  98%|█████████▊| 2641/2703 [02:55<00:03, 17.28it/s]


dev:  98%|█████████▊| 2643/2703 [02:55<00:03, 16.80it/s]


dev:  98%|█████████▊| 2645/2703 [02:55<00:03, 15.90it/s]


dev:  98%|█████████▊| 2647/2703 [02:55<00:03, 15.88it/s]


dev:  98%|█████████▊| 2650/2703 [02:55<00:03, 16.80it/s]


dev:  98%|█████████▊| 2652/2703 [02:55<00:03, 16.87it/s]


dev:  98%|█████████▊| 2655/2703 [02:55<00:02, 17.69it/s]


dev:  98%|█████████▊| 2658/2703 [02:55<00:02, 20.08it/s]


dev:  98%|█████████▊| 2661/2703 [02:56<00:02, 18.94it/s]


dev:  99%|█████████▊| 2663/2703 [02:56<00:02, 19.10it/s]


dev:  99%|█████████▊| 2665/2703 [02:56<00:02, 17.21it/s]


dev:  99%|█████████▊| 2667/2703 [02:56<00:02, 16.67it/s]


dev:  99%|█████████▉| 2670/2703 [02:56<00:01, 17.86it/s]


dev:  99%|█████████▉| 2674/2703 [02:56<00:01, 22.93it/s]


dev:  99%|█████████▉| 2677/2703 [02:56<00:01, 23.86it/s]


dev:  99%|█████████▉| 2680/2703 [02:57<00:01, 21.32it/s]


dev:  99%|█████████▉| 2683/2703 [02:57<00:00, 20.08it/s]


dev:  99%|█████████▉| 2686/2703 [02:57<00:00, 22.21it/s]


dev:  99%|█████████▉| 2689/2703 [02:57<00:00, 21.33it/s]


dev: 100%|█████████▉| 2693/2703 [02:57<00:00, 23.54it/s]


dev: 100%|█████████▉| 2696/2703 [02:57<00:00, 22.69it/s]


dev: 100%|█████████▉| 2699/2703 [02:57<00:00, 24.32it/s]
dev: 100%|██████████| 2703/2703 [02:58<00:00, 15.16it/s]

overall:  50%|█████     | 2000/4000 [21:15<30:19:28, 54.58s/it]

train:  57%|█████▋    | 2000/3515 [21:13<22:58:15, 54.58s/it]
overall:  50%|█████     | 2001/4000 [21:16<21:24:29, 38.55s/it]

train:  57%|█████▋    | 2001/3515 [21:14<16:12:50, 38.55s/it]
overall:  50%|█████     | 2002/4000 [21:16<15:03:18, 27.13s/it]

train:  57%|█████▋    | 2002/3515 [21:15<11:24:02, 27.13s/it]
overall:  50%|█████     | 2003/4000 [21:17<10:36:46, 19.13s/it]

train:  57%|█████▋    | 2003/3515 [21:15<8:02:07, 19.13s/it] 
overall:  50%|█████     | 2004/4000 [21:17<7:30:32, 13.54s/it] 

train:  57%|█████▋    | 2004/3515 [21:16<5:41:04, 13.54s/it]
overall:  50%|█████     | 2005/4000 [21:18<5:20:21,  9.63s/it]

train:  57%|█████▋    | 2005/3515 [21:16<4:02:28,  9.63s/it]
overall:  50%|█████     | 2006/4000 [21:18<3:48:44,  6.88s/it]

train:  57%|█████▋    | 2006/3515 [21:16<2:53:06,  6.88s/it]
overall:  50%|█████     | 2007/4000 [21:19<2:44:28,  4.95s/it]

train:  57%|█████▋    | 2007/3515 [21:17<2:04:26,  4.95s/it]
overall:  50%|█████     | 2008/4000 [21:19<1:59:58,  3.61s/it]

train:  57%|█████▋    | 2008/3515 [21:17<1:30:45,  3.61s/it]
overall:  50%|█████     | 2009/4000 [21:20<1:28:29,  2.67s/it]

train:  57%|█████▋    | 2009/3515 [21:18<1:06:55,  2.67s/it]
overall:  50%|█████     | 2010/4000 [21:20<1:06:39,  2.01s/it]

train:  57%|█████▋    | 2010/3515 [21:18<50:24,  2.01s/it]  
overall:  50%|█████     | 2011/4000 [21:21<51:24,  1.55s/it]  

train:  57%|█████▋    | 2011/3515 [21:19<38:52,  1.55s/it]
overall:  50%|█████     | 2012/4000 [21:21<40:51,  1.23s/it]

train:  57%|█████▋    | 2012/3515 [21:19<30:53,  1.23s/it]
overall:  50%|█████     | 2013/4000 [21:22<33:28,  1.01s/it]

train:  57%|█████▋    | 2013/3515 [21:20<25:17,  1.01s/it]
overall:  50%|█████     | 2014/4000 [21:22<28:23,  1.17it/s]

train:  57%|█████▋    | 2014/3515 [21:20<21:27,  1.17it/s]
overall:  50%|█████     | 2015/4000 [21:23<24:42,  1.34it/s]

train:  57%|█████▋    | 2015/3515 [21:21<18:40,  1.34it/s]
overall:  50%|█████     | 2016/4000 [21:23<22:37,  1.46it/s]

train:  57%|█████▋    | 2016/3515 [21:21<17:05,  1.46it/s]
overall:  50%|█████     | 2017/4000 [21:24<20:49,  1.59it/s]

train:  57%|█████▋    | 2017/3515 [21:22<15:44,  1.59it/s]
overall:  50%|█████     | 2018/4000 [21:24<19:30,  1.69it/s]

train:  57%|█████▋    | 2018/3515 [21:22<14:44,  1.69it/s]
overall:  50%|█████     | 2019/4000 [21:25<18:36,  1.77it/s]

train:  57%|█████▋    | 2019/3515 [21:23<14:02,  1.78it/s]
overall:  50%|█████     | 2020/4000 [21:25<17:58,  1.84it/s]

train:  57%|█████▋    | 2020/3515 [21:23<13:34,  1.84it/s]
overall:  51%|█████     | 2021/4000 [21:26<17:12,  1.92it/s]

train:  57%|█████▋    | 2021/3515 [21:24<12:59,  1.92it/s]
overall:  51%|█████     | 2022/4000 [21:26<16:51,  1.96it/s]

train:  58%|█████▊    | 2022/3515 [21:24<12:43,  1.96it/s]
overall:  51%|█████     | 2023/4000 [21:27<16:34,  1.99it/s]

train:  58%|█████▊    | 2023/3515 [21:25<12:30,  1.99it/s]
overall:  51%|█████     | 2024/4000 [21:27<16:29,  2.00it/s]

train:  58%|█████▊    | 2024/3515 [21:25<12:26,  2.00it/s]
overall:  51%|█████     | 2025/4000 [21:28<20:33,  1.60it/s]

train:  58%|█████▊    | 2025/3515 [21:26<15:30,  1.60it/s]
overall:  51%|█████     | 2026/4000 [21:29<19:01,  1.73it/s]

train:  58%|█████▊    | 2026/3515 [21:27<14:20,  1.73it/s]
overall:  51%|█████     | 2027/4000 [21:29<18:04,  1.82it/s]

train:  58%|█████▊    | 2027/3515 [21:27<13:37,  1.82it/s]
overall:  51%|█████     | 2028/4000 [21:30<17:29,  1.88it/s]

train:  58%|█████▊    | 2028/3515 [21:28<13:11,  1.88it/s]
overall:  51%|█████     | 2029/4000 [21:30<14:01,  2.34it/s]

train:  58%|█████▊    | 2029/3515 [21:28<10:34,  2.34it/s]
overall:  51%|█████     | 2030/4000 [21:30<12:13,  2.69it/s]

train:  58%|█████▊    | 2030/3515 [21:28<09:12,  2.69it/s]
overall:  51%|█████     | 2031/4000 [21:30<12:43,  2.58it/s]

train:  58%|█████▊    | 2031/3515 [21:28<09:35,  2.58it/s]
overall:  51%|█████     | 2032/4000 [21:31<13:40,  2.40it/s]

train:  58%|█████▊    | 2032/3515 [21:29<10:18,  2.40it/s]
overall:  51%|█████     | 2033/4000 [21:31<14:04,  2.33it/s]

train:  58%|█████▊    | 2033/3515 [21:29<10:35,  2.33it/s]
overall:  51%|█████     | 2034/4000 [21:32<15:47,  2.08it/s]

train:  58%|█████▊    | 2034/3515 [21:30<11:53,  2.08it/s]
overall:  51%|█████     | 2035/4000 [21:32<15:54,  2.06it/s]

train:  58%|█████▊    | 2035/3515 [21:31<11:58,  2.06it/s]
overall:  51%|█████     | 2036/4000 [21:33<15:42,  2.08it/s]

train:  58%|█████▊    | 2036/3515 [21:31<11:49,  2.08it/s]
overall:  51%|█████     | 2037/4000 [21:33<15:16,  2.14it/s]

train:  58%|█████▊    | 2037/3515 [21:31<11:29,  2.14it/s]
overall:  51%|█████     | 2038/4000 [21:34<15:14,  2.15it/s]

train:  58%|█████▊    | 2038/3515 [21:32<11:28,  2.15it/s]
overall:  51%|█████     | 2039/4000 [21:34<11:50,  2.76it/s]

train:  58%|█████▊    | 2039/3515 [21:32<08:54,  2.76it/s]
overall:  51%|█████     | 2040/4000 [21:34<13:08,  2.49it/s]

train:  58%|█████▊    | 2040/3515 [21:33<09:53,  2.49it/s]
overall:  51%|█████     | 2041/4000 [21:35<13:47,  2.37it/s]

train:  58%|█████▊    | 2041/3515 [21:33<10:22,  2.37it/s]
overall:  51%|█████     | 2042/4000 [21:35<14:22,  2.27it/s]

train:  58%|█████▊    | 2042/3515 [21:33<10:49,  2.27it/s]
overall:  51%|█████     | 2043/4000 [21:36<14:45,  2.21it/s]

train:  58%|█████▊    | 2043/3515 [21:34<11:06,  2.21it/s]
overall:  51%|█████     | 2044/4000 [21:36<14:06,  2.31it/s]

train:  58%|█████▊    | 2044/3515 [21:34<10:36,  2.31it/s]
overall:  51%|█████     | 2045/4000 [21:37<17:22,  1.88it/s]

train:  58%|█████▊    | 2045/3515 [21:35<13:03,  1.88it/s]
overall:  51%|█████     | 2046/4000 [21:37<16:17,  2.00it/s]

train:  58%|█████▊    | 2046/3515 [21:36<12:14,  2.00it/s]
overall:  51%|█████     | 2047/4000 [21:38<16:03,  2.03it/s]

train:  58%|█████▊    | 2047/3515 [21:36<12:04,  2.03it/s]
overall:  51%|█████     | 2048/4000 [21:38<16:03,  2.03it/s]

train:  58%|█████▊    | 2048/3515 [21:37<12:04,  2.03it/s]
overall:  51%|█████     | 2049/4000 [21:39<16:53,  1.93it/s]

train:  58%|█████▊    | 2049/3515 [21:37<12:41,  1.93it/s]
overall:  51%|█████▏    | 2050/4000 [21:39<16:20,  1.99it/s]

train:  58%|█████▊    | 2050/3515 [21:38<12:16,  1.99it/s]
overall:  51%|█████▏    | 2051/4000 [21:40<15:39,  2.07it/s]

train:  58%|█████▊    | 2051/3515 [21:38<11:45,  2.07it/s]
overall:  51%|█████▏    | 2052/4000 [21:40<14:36,  2.22it/s]

train:  58%|█████▊    | 2052/3515 [21:38<10:57,  2.22it/s]
overall:  51%|█████▏    | 2053/4000 [21:41<14:39,  2.21it/s]

train:  58%|█████▊    | 2053/3515 [21:39<11:00,  2.21it/s]
overall:  51%|█████▏    | 2054/4000 [21:41<14:28,  2.24it/s]

train:  58%|█████▊    | 2054/3515 [21:39<10:51,  2.24it/s]
overall:  51%|█████▏    | 2055/4000 [21:42<14:45,  2.20it/s]

train:  58%|█████▊    | 2055/3515 [21:40<11:04,  2.20it/s]
overall:  51%|█████▏    | 2056/4000 [21:42<14:37,  2.22it/s]

train:  58%|█████▊    | 2056/3515 [21:40<10:58,  2.22it/s]
overall:  51%|█████▏    | 2057/4000 [21:42<14:24,  2.25it/s]

train:  59%|█████▊    | 2057/3515 [21:41<10:48,  2.25it/s]
overall:  51%|█████▏    | 2058/4000 [21:43<14:01,  2.31it/s]

train:  59%|█████▊    | 2058/3515 [21:41<10:31,  2.31it/s]
overall:  51%|█████▏    | 2059/4000 [21:43<13:44,  2.35it/s]

train:  59%|█████▊    | 2059/3515 [21:41<10:18,  2.35it/s]
overall:  52%|█████▏    | 2060/4000 [21:44<11:55,  2.71it/s]

train:  59%|█████▊    | 2060/3515 [21:42<08:56,  2.71it/s]
overall:  52%|█████▏    | 2061/4000 [21:44<13:10,  2.45it/s]

train:  59%|█████▊    | 2061/3515 [21:42<09:52,  2.45it/s]
overall:  52%|█████▏    | 2062/4000 [21:44<13:36,  2.37it/s]

train:  59%|█████▊    | 2062/3515 [21:43<10:12,  2.37it/s]
overall:  52%|█████▏    | 2063/4000 [21:45<14:21,  2.25it/s]

train:  59%|█████▊    | 2063/3515 [21:43<10:45,  2.25it/s]
overall:  52%|█████▏    | 2064/4000 [21:45<12:09,  2.65it/s]

train:  59%|█████▊    | 2064/3515 [21:43<09:07,  2.65it/s]
overall:  52%|█████▏    | 2066/4000 [21:46<10:53,  2.96it/s]

train:  59%|█████▉    | 2066/3515 [21:44<08:09,  2.96it/s]
overall:  52%|█████▏    | 2067/4000 [21:46<11:37,  2.77it/s]

train:  59%|█████▉    | 2067/3515 [21:44<08:42,  2.77it/s]
overall:  52%|█████▏    | 2068/4000 [21:47<11:12,  2.87it/s]

train:  59%|█████▉    | 2068/3515 [21:45<08:23,  2.87it/s]
overall:  52%|█████▏    | 2069/4000 [21:47<12:05,  2.66it/s]

train:  59%|█████▉    | 2069/3515 [21:45<09:03,  2.66it/s]
overall:  52%|█████▏    | 2070/4000 [21:47<12:58,  2.48it/s]

train:  59%|█████▉    | 2070/3515 [21:46<09:42,  2.48it/s]
overall:  52%|█████▏    | 2071/4000 [21:48<13:29,  2.38it/s]

train:  59%|█████▉    | 2071/3515 [21:46<10:05,  2.38it/s]
overall:  52%|█████▏    | 2072/4000 [21:48<13:39,  2.35it/s]

train:  59%|█████▉    | 2072/3515 [21:46<10:13,  2.35it/s]
overall:  52%|█████▏    | 2073/4000 [21:49<14:22,  2.23it/s]

train:  59%|█████▉    | 2073/3515 [21:47<10:45,  2.23it/s]
overall:  52%|█████▏    | 2074/4000 [21:49<14:41,  2.18it/s]

train:  59%|█████▉    | 2074/3515 [21:47<10:59,  2.18it/s]
overall:  52%|█████▏    | 2075/4000 [21:49<11:17,  2.84it/s]

train:  59%|█████▉    | 2075/3515 [21:48<08:26,  2.84it/s]
overall:  52%|█████▏    | 2076/4000 [21:50<11:58,  2.68it/s]

train:  59%|█████▉    | 2076/3515 [21:48<08:57,  2.68it/s]
overall:  52%|█████▏    | 2077/4000 [21:50<13:15,  2.42it/s]

train:  59%|█████▉    | 2077/3515 [21:48<09:54,  2.42it/s]
overall:  52%|█████▏    | 2078/4000 [21:51<10:45,  2.98it/s]

train:  59%|█████▉    | 2078/3515 [21:49<08:02,  2.98it/s]
overall:  52%|█████▏    | 2079/4000 [21:51<11:13,  2.85it/s]

train:  59%|█████▉    | 2079/3515 [21:49<08:23,  2.85it/s]
overall:  52%|█████▏    | 2080/4000 [21:51<12:28,  2.56it/s]

train:  59%|█████▉    | 2080/3515 [21:50<09:19,  2.56it/s]
overall:  52%|█████▏    | 2081/4000 [21:52<13:03,  2.45it/s]

train:  59%|█████▉    | 2081/3515 [21:50<09:45,  2.45it/s]
overall:  52%|█████▏    | 2082/4000 [21:52<13:37,  2.35it/s]

train:  59%|█████▉    | 2082/3515 [21:50<10:10,  2.35it/s]
overall:  52%|█████▏    | 2083/4000 [21:53<13:41,  2.33it/s]

train:  59%|█████▉    | 2083/3515 [21:51<10:13,  2.33it/s]
overall:  52%|█████▏    | 2084/4000 [21:53<14:12,  2.25it/s]

train:  59%|█████▉    | 2084/3515 [21:51<10:36,  2.25it/s]
overall:  52%|█████▏    | 2085/4000 [21:53<12:21,  2.58it/s]

train:  59%|█████▉    | 2085/3515 [21:52<09:14,  2.58it/s]
overall:  52%|█████▏    | 2086/4000 [21:54<13:16,  2.40it/s]

train:  59%|█████▉    | 2086/3515 [21:52<09:54,  2.40it/s]
overall:  52%|█████▏    | 2087/4000 [21:54<14:06,  2.26it/s]

train:  59%|█████▉    | 2087/3515 [21:53<10:31,  2.26it/s]
overall:  52%|█████▏    | 2088/4000 [21:55<10:59,  2.90it/s]

train:  59%|█████▉    | 2088/3515 [21:53<08:12,  2.90it/s]
overall:  52%|█████▏    | 2089/4000 [21:55<11:21,  2.81it/s]

train:  59%|█████▉    | 2089/3515 [21:53<08:28,  2.81it/s]
overall:  52%|█████▏    | 2090/4000 [21:55<12:35,  2.53it/s]

train:  59%|█████▉    | 2090/3515 [21:54<09:23,  2.53it/s]
overall:  52%|█████▏    | 2091/4000 [21:56<13:33,  2.35it/s]

train:  59%|█████▉    | 2091/3515 [21:54<10:06,  2.35it/s]
overall:  52%|█████▏    | 2092/4000 [21:56<14:12,  2.24it/s]

train:  60%|█████▉    | 2092/3515 [21:55<10:36,  2.24it/s]
overall:  52%|█████▏    | 2093/4000 [21:57<17:01,  1.87it/s]

train:  60%|█████▉    | 2093/3515 [21:55<12:41,  1.87it/s]
overall:  52%|█████▏    | 2094/4000 [21:57<13:32,  2.35it/s]

train:  60%|█████▉    | 2094/3515 [21:55<10:05,  2.35it/s]
overall:  52%|█████▏    | 2095/4000 [21:58<13:56,  2.28it/s]

train:  60%|█████▉    | 2095/3515 [21:56<10:23,  2.28it/s]
overall:  52%|█████▏    | 2096/4000 [21:58<14:35,  2.17it/s]

train:  60%|█████▉    | 2096/3515 [21:56<10:52,  2.17it/s]
overall:  52%|█████▏    | 2097/4000 [21:59<15:37,  2.03it/s]

train:  60%|█████▉    | 2097/3515 [21:57<11:38,  2.03it/s]
overall:  52%|█████▏    | 2098/4000 [21:59<15:03,  2.10it/s]

train:  60%|█████▉    | 2098/3515 [21:57<11:13,  2.10it/s]
overall:  52%|█████▏    | 2099/4000 [22:00<15:13,  2.08it/s]

train:  60%|█████▉    | 2099/3515 [21:58<11:20,  2.08it/s]
overall:  52%|█████▎    | 2100/4000 [22:00<15:23,  2.06it/s]

train:  60%|█████▉    | 2100/3515 [21:58<11:27,  2.06it/s]
overall:  53%|█████▎    | 2101/4000 [22:01<14:57,  2.12it/s]

train:  60%|█████▉    | 2101/3515 [21:59<11:07,  2.12it/s]
overall:  53%|█████▎    | 2102/4000 [22:01<15:15,  2.07it/s]

train:  60%|█████▉    | 2102/3515 [21:59<11:21,  2.07it/s]
overall:  53%|█████▎    | 2103/4000 [22:02<15:23,  2.05it/s]

train:  60%|█████▉    | 2103/3515 [22:00<11:27,  2.05it/s]
overall:  53%|█████▎    | 2104/4000 [22:02<13:10,  2.40it/s]

train:  60%|█████▉    | 2104/3515 [22:00<09:47,  2.40it/s]
overall:  53%|█████▎    | 2105/4000 [22:03<13:37,  2.32it/s]

train:  60%|█████▉    | 2105/3515 [22:01<10:08,  2.32it/s]
overall:  53%|█████▎    | 2106/4000 [22:03<14:04,  2.24it/s]

train:  60%|█████▉    | 2106/3515 [22:01<10:28,  2.24it/s]
overall:  53%|█████▎    | 2107/4000 [22:03<14:11,  2.22it/s]

train:  60%|█████▉    | 2107/3515 [22:02<10:33,  2.22it/s]
overall:  53%|█████▎    | 2108/4000 [22:04<14:09,  2.23it/s]

train:  60%|█████▉    | 2108/3515 [22:02<10:32,  2.23it/s]
overall:  53%|█████▎    | 2109/4000 [22:04<13:52,  2.27it/s]

train:  60%|██████    | 2109/3515 [22:02<10:18,  2.27it/s]
overall:  53%|█████▎    | 2110/4000 [22:05<14:02,  2.24it/s]

train:  60%|██████    | 2110/3515 [22:03<10:26,  2.24it/s]
overall:  53%|█████▎    | 2111/4000 [22:05<14:10,  2.22it/s]

train:  60%|██████    | 2111/3515 [22:03<10:32,  2.22it/s]
overall:  53%|█████▎    | 2112/4000 [22:06<14:36,  2.15it/s]

train:  60%|██████    | 2112/3515 [22:04<10:51,  2.15it/s]
overall:  53%|█████▎    | 2113/4000 [22:06<14:51,  2.12it/s]

train:  60%|██████    | 2113/3515 [22:04<11:02,  2.12it/s]
overall:  53%|█████▎    | 2114/4000 [22:07<13:28,  2.33it/s]

train:  60%|██████    | 2114/3515 [22:05<10:00,  2.33it/s]
overall:  53%|█████▎    | 2115/4000 [22:07<14:02,  2.24it/s]

train:  60%|██████    | 2115/3515 [22:05<10:25,  2.24it/s]
overall:  53%|█████▎    | 2116/4000 [22:07<11:00,  2.85it/s]

train:  60%|██████    | 2116/3515 [22:05<08:10,  2.85it/s]
overall:  53%|█████▎    | 2117/4000 [22:08<14:27,  2.17it/s]

train:  60%|██████    | 2117/3515 [22:06<10:43,  2.17it/s]
overall:  53%|█████▎    | 2118/4000 [22:08<14:48,  2.12it/s]

train:  60%|██████    | 2118/3515 [22:06<10:59,  2.12it/s]
overall:  53%|█████▎    | 2119/4000 [22:09<14:18,  2.19it/s]

train:  60%|██████    | 2119/3515 [22:07<10:37,  2.19it/s]
overall:  53%|█████▎    | 2120/4000 [22:09<13:15,  2.36it/s]

train:  60%|██████    | 2120/3515 [22:07<09:50,  2.36it/s]
overall:  53%|█████▎    | 2121/4000 [22:10<14:09,  2.21it/s]

train:  60%|██████    | 2121/3515 [22:08<10:30,  2.21it/s]
overall:  53%|█████▎    | 2122/4000 [22:10<14:14,  2.20it/s]

train:  60%|██████    | 2122/3515 [22:08<10:34,  2.20it/s]
overall:  53%|█████▎    | 2123/4000 [22:11<14:02,  2.23it/s]

train:  60%|██████    | 2123/3515 [22:09<10:24,  2.23it/s]
overall:  53%|█████▎    | 2124/4000 [22:11<12:11,  2.56it/s]

train:  60%|██████    | 2124/3515 [22:09<09:02,  2.56it/s]
overall:  53%|█████▎    | 2125/4000 [22:11<12:39,  2.47it/s]

train:  60%|██████    | 2125/3515 [22:09<09:22,  2.47it/s]
overall:  53%|█████▎    | 2126/4000 [22:12<13:14,  2.36it/s]

train:  60%|██████    | 2126/3515 [22:10<09:49,  2.36it/s]
overall:  53%|█████▎    | 2127/4000 [22:12<13:52,  2.25it/s]

train:  61%|██████    | 2127/3515 [22:10<10:16,  2.25it/s]
overall:  53%|█████▎    | 2128/4000 [22:13<14:16,  2.19it/s]

train:  61%|██████    | 2128/3515 [22:11<10:34,  2.19it/s]
overall:  53%|█████▎    | 2129/4000 [22:13<14:03,  2.22it/s]

train:  61%|██████    | 2129/3515 [22:11<10:25,  2.22it/s]
overall:  53%|█████▎    | 2130/4000 [22:14<14:02,  2.22it/s]

train:  61%|██████    | 2130/3515 [22:12<10:24,  2.22it/s]
overall:  53%|█████▎    | 2131/4000 [22:14<13:16,  2.35it/s]

train:  61%|██████    | 2131/3515 [22:12<09:50,  2.35it/s]
overall:  53%|█████▎    | 2132/4000 [22:14<10:28,  2.97it/s]

train:  61%|██████    | 2132/3515 [22:12<07:45,  2.97it/s]
overall:  53%|█████▎    | 2133/4000 [22:15<11:16,  2.76it/s]

train:  61%|██████    | 2133/3515 [22:13<08:21,  2.76it/s]
overall:  53%|█████▎    | 2134/4000 [22:15<12:12,  2.55it/s]

train:  61%|██████    | 2134/3515 [22:13<09:02,  2.55it/s]
overall:  53%|█████▎    | 2135/4000 [22:15<13:06,  2.37it/s]

train:  61%|██████    | 2135/3515 [22:14<09:42,  2.37it/s]
overall:  53%|█████▎    | 2136/4000 [22:16<13:37,  2.28it/s]

train:  61%|██████    | 2136/3515 [22:14<10:04,  2.28it/s]
overall:  53%|█████▎    | 2137/4000 [22:16<13:32,  2.29it/s]

train:  61%|██████    | 2137/3515 [22:14<10:01,  2.29it/s]
overall:  53%|█████▎    | 2138/4000 [22:17<11:01,  2.81it/s]

train:  61%|██████    | 2138/3515 [22:15<08:09,  2.81it/s]
overall:  53%|█████▎    | 2139/4000 [22:17<12:13,  2.54it/s]

train:  61%|██████    | 2139/3515 [22:15<09:02,  2.54it/s]
overall:  54%|█████▎    | 2140/4000 [22:17<12:37,  2.46it/s]

train:  61%|██████    | 2140/3515 [22:16<09:20,  2.46it/s]
overall:  54%|█████▎    | 2141/4000 [22:18<16:07,  1.92it/s]

train:  61%|██████    | 2141/3515 [22:16<11:55,  1.92it/s]
overall:  54%|█████▎    | 2142/4000 [22:19<15:33,  1.99it/s]

train:  61%|██████    | 2142/3515 [22:17<11:29,  1.99it/s]
overall:  54%|█████▎    | 2143/4000 [22:19<15:04,  2.05it/s]

train:  61%|██████    | 2143/3515 [22:17<11:08,  2.05it/s]
overall:  54%|█████▎    | 2144/4000 [22:19<11:57,  2.59it/s]

train:  61%|██████    | 2144/3515 [22:17<08:50,  2.59it/s]
overall:  54%|█████▎    | 2145/4000 [22:20<13:33,  2.28it/s]

train:  61%|██████    | 2145/3515 [22:18<10:01,  2.28it/s]
overall:  54%|█████▎    | 2146/4000 [22:20<13:30,  2.29it/s]

train:  61%|██████    | 2146/3515 [22:18<09:58,  2.29it/s]
overall:  54%|█████▎    | 2147/4000 [22:21<13:45,  2.24it/s]

train:  61%|██████    | 2147/3515 [22:19<10:09,  2.24it/s]
overall:  54%|█████▎    | 2148/4000 [22:21<13:52,  2.22it/s]

train:  61%|██████    | 2148/3515 [22:19<10:14,  2.22it/s]
overall:  54%|█████▎    | 2149/4000 [22:22<13:57,  2.21it/s]

train:  61%|██████    | 2149/3515 [22:20<10:18,  2.21it/s]
overall:  54%|█████▍    | 2150/4000 [22:22<10:54,  2.82it/s]

train:  61%|██████    | 2150/3515 [22:20<08:03,  2.82it/s]
overall:  54%|█████▍    | 2151/4000 [22:22<11:57,  2.58it/s]

train:  61%|██████    | 2151/3515 [22:20<08:49,  2.58it/s]
overall:  54%|█████▍    | 2152/4000 [22:23<12:20,  2.50it/s]

train:  61%|██████    | 2152/3515 [22:21<09:06,  2.50it/s]
overall:  54%|█████▍    | 2153/4000 [22:23<13:05,  2.35it/s]

train:  61%|██████▏   | 2153/3515 [22:21<09:38,  2.35it/s]
overall:  54%|█████▍    | 2154/4000 [22:24<12:20,  2.49it/s]

train:  61%|██████▏   | 2154/3515 [22:22<09:06,  2.49it/s]
overall:  54%|█████▍    | 2155/4000 [22:24<12:57,  2.37it/s]

train:  61%|██████▏   | 2155/3515 [22:22<09:33,  2.37it/s]
overall:  54%|█████▍    | 2156/4000 [22:25<13:44,  2.24it/s]

train:  61%|██████▏   | 2156/3515 [22:23<10:07,  2.24it/s]
overall:  54%|█████▍    | 2157/4000 [22:25<13:42,  2.24it/s]

train:  61%|██████▏   | 2157/3515 [22:23<10:05,  2.24it/s]
overall:  54%|█████▍    | 2158/4000 [22:25<14:14,  2.15it/s]

train:  61%|██████▏   | 2158/3515 [22:24<10:29,  2.15it/s]
overall:  54%|█████▍    | 2159/4000 [22:26<14:31,  2.11it/s]

train:  61%|██████▏   | 2159/3515 [22:24<10:42,  2.11it/s]
overall:  54%|█████▍    | 2160/4000 [22:26<14:39,  2.09it/s]

train:  61%|██████▏   | 2160/3515 [22:25<10:47,  2.09it/s]
overall:  54%|█████▍    | 2161/4000 [22:27<14:39,  2.09it/s]

train:  61%|██████▏   | 2161/3515 [22:25<10:47,  2.09it/s]
overall:  54%|█████▍    | 2162/4000 [22:27<14:23,  2.13it/s]

train:  62%|██████▏   | 2162/3515 [22:25<10:35,  2.13it/s]
overall:  54%|█████▍    | 2163/4000 [22:28<14:27,  2.12it/s]

train:  62%|██████▏   | 2163/3515 [22:26<10:38,  2.12it/s]
overall:  54%|█████▍    | 2164/4000 [22:28<13:31,  2.26it/s]

train:  62%|██████▏   | 2164/3515 [22:26<09:56,  2.26it/s]
overall:  54%|█████▍    | 2165/4000 [22:29<14:39,  2.09it/s]

train:  62%|██████▏   | 2165/3515 [22:27<10:47,  2.09it/s]
overall:  54%|█████▍    | 2166/4000 [22:29<14:40,  2.08it/s]

train:  62%|██████▏   | 2166/3515 [22:27<10:47,  2.08it/s]
overall:  54%|█████▍    | 2167/4000 [22:30<14:43,  2.07it/s]

train:  62%|██████▏   | 2167/3515 [22:28<10:49,  2.07it/s]
overall:  54%|█████▍    | 2168/4000 [22:30<14:13,  2.15it/s]

train:  62%|██████▏   | 2168/3515 [22:28<10:27,  2.15it/s]
overall:  54%|█████▍    | 2169/4000 [22:31<14:58,  2.04it/s]

train:  62%|██████▏   | 2169/3515 [22:29<11:00,  2.04it/s]
overall:  54%|█████▍    | 2170/4000 [22:31<14:35,  2.09it/s]

train:  62%|██████▏   | 2170/3515 [22:29<10:43,  2.09it/s]
overall:  54%|█████▍    | 2171/4000 [22:32<13:53,  2.20it/s]

train:  62%|██████▏   | 2171/3515 [22:30<10:12,  2.20it/s]
overall:  54%|█████▍    | 2172/4000 [22:32<13:55,  2.19it/s]

train:  62%|██████▏   | 2172/3515 [22:30<10:13,  2.19it/s]
overall:  54%|█████▍    | 2174/4000 [22:33<11:29,  2.65it/s]

train:  62%|██████▏   | 2174/3515 [22:31<08:26,  2.65it/s]
overall:  54%|█████▍    | 2175/4000 [22:33<12:16,  2.48it/s]

train:  62%|██████▏   | 2175/3515 [22:31<09:00,  2.48it/s]
overall:  54%|█████▍    | 2176/4000 [22:33<12:02,  2.53it/s]

train:  62%|██████▏   | 2176/3515 [22:32<08:50,  2.53it/s]
overall:  54%|█████▍    | 2177/4000 [22:34<12:52,  2.36it/s]

train:  62%|██████▏   | 2177/3515 [22:32<09:26,  2.36it/s]
overall:  54%|█████▍    | 2178/4000 [22:34<13:17,  2.28it/s]

train:  62%|██████▏   | 2178/3515 [22:33<09:45,  2.28it/s]
overall:  54%|█████▍    | 2179/4000 [22:35<13:15,  2.29it/s]

train:  62%|██████▏   | 2179/3515 [22:33<09:43,  2.29it/s]
overall:  55%|█████▍    | 2180/4000 [22:35<12:39,  2.40it/s]

train:  62%|██████▏   | 2180/3515 [22:33<09:17,  2.40it/s]
overall:  55%|█████▍    | 2181/4000 [22:36<13:03,  2.32it/s]

train:  62%|██████▏   | 2181/3515 [22:34<09:34,  2.32it/s]
overall:  55%|█████▍    | 2182/4000 [22:36<13:19,  2.27it/s]

train:  62%|██████▏   | 2182/3515 [22:34<09:46,  2.27it/s]
overall:  55%|█████▍    | 2183/4000 [22:36<10:40,  2.84it/s]

train:  62%|██████▏   | 2183/3515 [22:34<07:49,  2.84it/s]
overall:  55%|█████▍    | 2184/4000 [22:37<11:35,  2.61it/s]

train:  62%|██████▏   | 2184/3515 [22:35<08:30,  2.61it/s]
overall:  55%|█████▍    | 2185/4000 [22:37<12:31,  2.42it/s]

train:  62%|██████▏   | 2185/3515 [22:35<09:10,  2.42it/s]
overall:  55%|█████▍    | 2186/4000 [22:38<12:59,  2.33it/s]

train:  62%|██████▏   | 2186/3515 [22:36<09:31,  2.33it/s]
overall:  55%|█████▍    | 2187/4000 [22:38<13:21,  2.26it/s]

train:  62%|██████▏   | 2187/3515 [22:36<09:46,  2.26it/s]
overall:  55%|█████▍    | 2188/4000 [22:39<13:50,  2.18it/s]

train:  62%|██████▏   | 2188/3515 [22:37<10:07,  2.18it/s]
overall:  55%|█████▍    | 2189/4000 [22:39<16:19,  1.85it/s]

train:  62%|██████▏   | 2189/3515 [22:38<11:57,  1.85it/s]
overall:  55%|█████▍    | 2190/4000 [22:40<15:39,  1.93it/s]

train:  62%|██████▏   | 2190/3515 [22:38<11:28,  1.93it/s]
overall:  55%|█████▍    | 2191/4000 [22:40<15:15,  1.97it/s]

train:  62%|██████▏   | 2191/3515 [22:38<11:10,  1.97it/s]
overall:  55%|█████▍    | 2192/4000 [22:41<15:12,  1.98it/s]

train:  62%|██████▏   | 2192/3515 [22:39<11:07,  1.98it/s]
overall:  55%|█████▍    | 2193/4000 [22:41<15:31,  1.94it/s]

train:  62%|██████▏   | 2193/3515 [22:40<11:21,  1.94it/s]
overall:  55%|█████▍    | 2194/4000 [22:42<15:09,  1.99it/s]

train:  62%|██████▏   | 2194/3515 [22:40<11:05,  1.99it/s]
overall:  55%|█████▍    | 2195/4000 [22:42<15:02,  2.00it/s]

train:  62%|██████▏   | 2195/3515 [22:40<11:00,  2.00it/s]
overall:  55%|█████▍    | 2196/4000 [22:43<14:40,  2.05it/s]

train:  62%|██████▏   | 2196/3515 [22:41<10:43,  2.05it/s]
overall:  55%|█████▍    | 2197/4000 [22:43<14:44,  2.04it/s]

train:  63%|██████▎   | 2197/3515 [22:41<10:46,  2.04it/s]
overall:  55%|█████▍    | 2198/4000 [22:44<13:42,  2.19it/s]

train:  63%|██████▎   | 2198/3515 [22:42<10:01,  2.19it/s]
overall:  55%|█████▍    | 2199/4000 [22:44<13:49,  2.17it/s]

train:  63%|██████▎   | 2199/3515 [22:42<10:06,  2.17it/s]
overall:  55%|█████▌    | 2200/4000 [22:45<13:01,  2.30it/s]

train:  63%|██████▎   | 2200/3515 [22:43<09:30,  2.30it/s]
overall:  55%|█████▌    | 2201/4000 [22:45<13:28,  2.23it/s]

train:  63%|██████▎   | 2201/3515 [22:43<09:50,  2.23it/s]
overall:  55%|█████▌    | 2202/4000 [22:45<13:32,  2.21it/s]

train:  63%|██████▎   | 2202/3515 [22:44<09:53,  2.21it/s]
overall:  55%|█████▌    | 2203/4000 [22:46<14:02,  2.13it/s]

train:  63%|██████▎   | 2203/3515 [22:44<10:15,  2.13it/s]
overall:  55%|█████▌    | 2204/4000 [22:46<13:58,  2.14it/s]

train:  63%|██████▎   | 2204/3515 [22:45<10:12,  2.14it/s]
overall:  55%|█████▌    | 2205/4000 [22:47<14:05,  2.12it/s]

train:  63%|██████▎   | 2205/3515 [22:45<10:16,  2.12it/s]
overall:  55%|█████▌    | 2206/4000 [22:47<14:15,  2.10it/s]

train:  63%|██████▎   | 2206/3515 [22:46<10:24,  2.10it/s]
overall:  55%|█████▌    | 2207/4000 [22:48<14:12,  2.10it/s]

train:  63%|██████▎   | 2207/3515 [22:46<10:21,  2.10it/s]
overall:  55%|█████▌    | 2208/4000 [22:48<13:39,  2.19it/s]

train:  63%|██████▎   | 2208/3515 [22:46<09:57,  2.19it/s]
overall:  55%|█████▌    | 2209/4000 [22:49<13:39,  2.19it/s]

train:  63%|██████▎   | 2209/3515 [22:47<09:57,  2.19it/s]
overall:  55%|█████▌    | 2210/4000 [22:49<13:39,  2.18it/s]

train:  63%|██████▎   | 2210/3515 [22:47<09:57,  2.18it/s]
overall:  55%|█████▌    | 2211/4000 [22:50<13:56,  2.14it/s]

train:  63%|██████▎   | 2211/3515 [22:48<10:09,  2.14it/s]
overall:  55%|█████▌    | 2212/4000 [22:50<13:22,  2.23it/s]

train:  63%|██████▎   | 2212/3515 [22:48<09:44,  2.23it/s]
overall:  55%|█████▌    | 2213/4000 [22:51<15:57,  1.87it/s]

train:  63%|██████▎   | 2213/3515 [22:49<11:37,  1.87it/s]
overall:  55%|█████▌    | 2214/4000 [22:51<12:41,  2.35it/s]

train:  63%|██████▎   | 2214/3515 [22:49<09:14,  2.35it/s]
overall:  55%|█████▌    | 2215/4000 [22:52<13:05,  2.27it/s]

train:  63%|██████▎   | 2215/3515 [22:50<09:32,  2.27it/s]
overall:  55%|█████▌    | 2216/4000 [22:52<13:21,  2.22it/s]

train:  63%|██████▎   | 2216/3515 [22:50<09:43,  2.22it/s]
overall:  55%|█████▌    | 2217/4000 [22:53<14:13,  2.09it/s]

train:  63%|██████▎   | 2217/3515 [22:51<10:21,  2.09it/s]
overall:  55%|█████▌    | 2218/4000 [22:53<14:26,  2.06it/s]

train:  63%|██████▎   | 2218/3515 [22:51<10:30,  2.06it/s]
overall:  55%|█████▌    | 2219/4000 [22:53<12:51,  2.31it/s]

train:  63%|██████▎   | 2219/3515 [22:51<09:21,  2.31it/s]
overall:  56%|█████▌    | 2220/4000 [22:53<10:08,  2.92it/s]

train:  63%|██████▎   | 2220/3515 [22:52<07:22,  2.92it/s]
overall:  56%|█████▌    | 2221/4000 [22:54<08:36,  3.45it/s]

train:  63%|██████▎   | 2221/3515 [22:52<06:15,  3.45it/s]
overall:  56%|█████▌    | 2222/4000 [22:54<07:13,  4.10it/s]

train:  63%|██████▎   | 2222/3515 [22:52<05:15,  4.10it/s]
overall:  56%|█████▌    | 2223/4000 [22:54<08:53,  3.33it/s]

train:  63%|██████▎   | 2223/3515 [22:52<06:27,  3.33it/s]
overall:  56%|█████▌    | 2224/4000 [22:55<10:22,  2.85it/s]

train:  63%|██████▎   | 2224/3515 [22:53<07:32,  2.85it/s]
overall:  56%|█████▌    | 2225/4000 [22:55<09:56,  2.98it/s]

train:  63%|██████▎   | 2225/3515 [22:53<07:13,  2.98it/s]
overall:  56%|█████▌    | 2226/4000 [22:55<11:17,  2.62it/s]

train:  63%|██████▎   | 2226/3515 [22:54<08:12,  2.62it/s]
overall:  56%|█████▌    | 2227/4000 [22:56<12:09,  2.43it/s]

train:  63%|██████▎   | 2227/3515 [22:54<08:50,  2.43it/s]
overall:  56%|█████▌    | 2228/4000 [22:56<12:53,  2.29it/s]

train:  63%|██████▎   | 2228/3515 [22:55<09:21,  2.29it/s]
overall:  56%|█████▌    | 2229/4000 [22:57<13:23,  2.20it/s]

train:  63%|██████▎   | 2229/3515 [22:55<09:43,  2.20it/s]
overall:  56%|█████▌    | 2230/4000 [22:57<13:36,  2.17it/s]

train:  63%|██████▎   | 2230/3515 [22:56<09:52,  2.17it/s]
overall:  56%|█████▌    | 2231/4000 [22:58<13:34,  2.17it/s]

train:  63%|██████▎   | 2231/3515 [22:56<09:51,  2.17it/s]
overall:  56%|█████▌    | 2232/4000 [22:58<13:45,  2.14it/s]

train:  63%|██████▎   | 2232/3515 [22:56<09:59,  2.14it/s]
overall:  56%|█████▌    | 2233/4000 [22:59<13:41,  2.15it/s]

train:  64%|██████▎   | 2233/3515 [22:57<09:56,  2.15it/s]
overall:  56%|█████▌    | 2234/4000 [22:59<11:23,  2.59it/s]

train:  64%|██████▎   | 2234/3515 [22:57<08:15,  2.59it/s]
overall:  56%|█████▌    | 2235/4000 [22:59<11:36,  2.54it/s]

train:  64%|██████▎   | 2235/3515 [22:58<08:24,  2.54it/s]
overall:  56%|█████▌    | 2236/4000 [23:00<12:17,  2.39it/s]

train:  64%|██████▎   | 2236/3515 [22:58<08:54,  2.39it/s]
overall:  56%|█████▌    | 2237/4000 [23:01<15:20,  1.92it/s]

train:  64%|██████▎   | 2237/3515 [22:59<11:06,  1.92it/s]
overall:  56%|█████▌    | 2238/4000 [23:01<15:06,  1.94it/s]

train:  64%|██████▎   | 2238/3515 [22:59<10:57,  1.94it/s]
overall:  56%|█████▌    | 2239/4000 [23:02<14:44,  1.99it/s]

train:  64%|██████▎   | 2239/3515 [23:00<10:41,  1.99it/s]
overall:  56%|█████▌    | 2240/4000 [23:02<13:26,  2.18it/s]

train:  64%|██████▎   | 2240/3515 [23:00<09:44,  2.18it/s]
overall:  56%|█████▌    | 2241/4000 [23:03<14:11,  2.07it/s]

train:  64%|██████▍   | 2241/3515 [23:01<10:16,  2.07it/s]
overall:  56%|█████▌    | 2242/4000 [23:03<14:16,  2.05it/s]

train:  64%|██████▍   | 2242/3515 [23:01<10:20,  2.05it/s]
overall:  56%|█████▌    | 2243/4000 [23:04<14:08,  2.07it/s]

train:  64%|██████▍   | 2243/3515 [23:02<10:13,  2.07it/s]
overall:  56%|█████▌    | 2244/4000 [23:04<14:15,  2.05it/s]

train:  64%|██████▍   | 2244/3515 [23:02<10:19,  2.05it/s]
overall:  56%|█████▌    | 2245/4000 [23:04<14:04,  2.08it/s]

train:  64%|██████▍   | 2245/3515 [23:03<10:11,  2.08it/s]
overall:  56%|█████▌    | 2246/4000 [23:05<14:10,  2.06it/s]

train:  64%|██████▍   | 2246/3515 [23:03<10:15,  2.06it/s]
overall:  56%|█████▌    | 2247/4000 [23:05<14:01,  2.08it/s]

train:  64%|██████▍   | 2247/3515 [23:04<10:08,  2.08it/s]
overall:  56%|█████▌    | 2248/4000 [23:06<14:01,  2.08it/s]

train:  64%|██████▍   | 2248/3515 [23:04<10:08,  2.08it/s]
overall:  56%|█████▌    | 2249/4000 [23:06<11:00,  2.65it/s]

train:  64%|██████▍   | 2249/3515 [23:04<07:57,  2.65it/s]
overall:  56%|█████▋    | 2250/4000 [23:07<11:53,  2.45it/s]

train:  64%|██████▍   | 2250/3515 [23:05<08:35,  2.45it/s]
overall:  56%|█████▋    | 2251/4000 [23:07<12:42,  2.29it/s]

train:  64%|██████▍   | 2251/3515 [23:05<09:11,  2.29it/s]
overall:  56%|█████▋    | 2252/4000 [23:08<12:55,  2.25it/s]

train:  64%|██████▍   | 2252/3515 [23:06<09:20,  2.25it/s]
overall:  56%|█████▋    | 2253/4000 [23:08<12:45,  2.28it/s]

train:  64%|██████▍   | 2253/3515 [23:06<09:12,  2.28it/s]
overall:  56%|█████▋    | 2254/4000 [23:08<13:14,  2.20it/s]

train:  64%|██████▍   | 2254/3515 [23:07<09:33,  2.20it/s]
overall:  56%|█████▋    | 2255/4000 [23:09<13:00,  2.23it/s]

train:  64%|██████▍   | 2255/3515 [23:07<09:23,  2.23it/s]
overall:  56%|█████▋    | 2256/4000 [23:09<13:19,  2.18it/s]

train:  64%|██████▍   | 2256/3515 [23:07<09:36,  2.18it/s]
overall:  56%|█████▋    | 2257/4000 [23:10<13:31,  2.15it/s]

train:  64%|██████▍   | 2257/3515 [23:08<09:45,  2.15it/s]
overall:  56%|█████▋    | 2258/4000 [23:10<13:33,  2.14it/s]

train:  64%|██████▍   | 2258/3515 [23:08<09:46,  2.14it/s]
overall:  56%|█████▋    | 2259/4000 [23:11<13:21,  2.17it/s]

train:  64%|██████▍   | 2259/3515 [23:09<09:38,  2.17it/s]
overall:  56%|█████▋    | 2260/4000 [23:11<13:05,  2.21it/s]

train:  64%|██████▍   | 2260/3515 [23:09<09:26,  2.21it/s]
overall:  57%|█████▋    | 2261/4000 [23:12<15:16,  1.90it/s]

train:  64%|██████▍   | 2261/3515 [23:10<11:01,  1.90it/s]
overall:  57%|█████▋    | 2262/4000 [23:12<14:40,  1.97it/s]

train:  64%|██████▍   | 2262/3515 [23:10<10:35,  1.97it/s]
overall:  57%|█████▋    | 2263/4000 [23:13<14:17,  2.03it/s]

train:  64%|██████▍   | 2263/3515 [23:11<10:18,  2.03it/s]
overall:  57%|█████▋    | 2264/4000 [23:13<14:08,  2.05it/s]

train:  64%|██████▍   | 2264/3515 [23:11<10:11,  2.05it/s]
overall:  57%|█████▋    | 2265/4000 [23:14<14:43,  1.96it/s]

train:  64%|██████▍   | 2265/3515 [23:12<10:36,  1.96it/s]
overall:  57%|█████▋    | 2266/4000 [23:14<13:32,  2.13it/s]

train:  64%|██████▍   | 2266/3515 [23:12<09:45,  2.13it/s]
overall:  57%|█████▋    | 2267/4000 [23:15<13:35,  2.13it/s]

train:  64%|██████▍   | 2267/3515 [23:13<09:46,  2.13it/s]
overall:  57%|█████▋    | 2268/4000 [23:15<11:30,  2.51it/s]

train:  65%|██████▍   | 2268/3515 [23:13<08:16,  2.51it/s]
overall:  57%|█████▋    | 2269/4000 [23:15<12:02,  2.40it/s]

train:  65%|██████▍   | 2269/3515 [23:13<08:40,  2.40it/s]
overall:  57%|█████▋    | 2270/4000 [23:16<12:25,  2.32it/s]

train:  65%|██████▍   | 2270/3515 [23:14<08:56,  2.32it/s]
overall:  57%|█████▋    | 2271/4000 [23:16<10:11,  2.83it/s]

train:  65%|██████▍   | 2271/3515 [23:14<07:20,  2.83it/s]
overall:  57%|█████▋    | 2272/4000 [23:16<11:25,  2.52it/s]

train:  65%|██████▍   | 2272/3515 [23:15<08:13,  2.52it/s]
overall:  57%|█████▋    | 2273/4000 [23:17<09:55,  2.90it/s]

train:  65%|██████▍   | 2273/3515 [23:15<07:08,  2.90it/s]
overall:  57%|█████▋    | 2274/4000 [23:17<11:18,  2.54it/s]

train:  65%|██████▍   | 2274/3515 [23:15<08:07,  2.54it/s]
overall:  57%|█████▋    | 2275/4000 [23:18<11:43,  2.45it/s]

train:  65%|██████▍   | 2275/3515 [23:16<08:25,  2.45it/s]
overall:  57%|█████▋    | 2276/4000 [23:18<12:21,  2.33it/s]

train:  65%|██████▍   | 2276/3515 [23:16<08:52,  2.33it/s]
overall:  57%|█████▋    | 2277/4000 [23:19<12:48,  2.24it/s]

train:  65%|██████▍   | 2277/3515 [23:17<09:12,  2.24it/s]
overall:  57%|█████▋    | 2278/4000 [23:19<13:08,  2.18it/s]

train:  65%|██████▍   | 2278/3515 [23:17<09:26,  2.18it/s]
overall:  57%|█████▋    | 2279/4000 [23:20<13:31,  2.12it/s]

train:  65%|██████▍   | 2279/3515 [23:18<09:43,  2.12it/s]
overall:  57%|█████▋    | 2280/4000 [23:20<13:48,  2.07it/s]

train:  65%|██████▍   | 2280/3515 [23:18<09:55,  2.07it/s]
overall:  57%|█████▋    | 2281/4000 [23:21<14:04,  2.04it/s]

train:  65%|██████▍   | 2281/3515 [23:19<10:06,  2.04it/s]
overall:  57%|█████▋    | 2282/4000 [23:21<13:16,  2.16it/s]

train:  65%|██████▍   | 2282/3515 [23:19<09:31,  2.16it/s]
overall:  57%|█████▋    | 2283/4000 [23:21<11:14,  2.55it/s]

train:  65%|██████▍   | 2283/3515 [23:19<08:04,  2.55it/s]
overall:  57%|█████▋    | 2284/4000 [23:22<11:58,  2.39it/s]

train:  65%|██████▍   | 2284/3515 [23:20<08:35,  2.39it/s]
overall:  57%|█████▋    | 2285/4000 [23:22<11:52,  2.41it/s]

train:  65%|██████▌   | 2285/3515 [23:20<08:31,  2.41it/s]
overall:  57%|█████▋    | 2286/4000 [23:22<10:29,  2.72it/s]

train:  65%|██████▌   | 2286/3515 [23:21<07:31,  2.72it/s]
overall:  57%|█████▋    | 2287/4000 [23:23<11:01,  2.59it/s]

train:  65%|██████▌   | 2287/3515 [23:21<07:54,  2.59it/s]
overall:  57%|█████▋    | 2288/4000 [23:23<11:52,  2.40it/s]

train:  65%|██████▌   | 2288/3515 [23:21<08:30,  2.40it/s]
overall:  57%|█████▋    | 2289/4000 [23:24<10:59,  2.60it/s]

train:  65%|██████▌   | 2289/3515 [23:22<07:52,  2.60it/s]
overall:  57%|█████▋    | 2290/4000 [23:24<11:42,  2.44it/s]

train:  65%|██████▌   | 2290/3515 [23:22<08:23,  2.44it/s]
overall:  57%|█████▋    | 2291/4000 [23:25<12:17,  2.32it/s]

train:  65%|██████▌   | 2291/3515 [23:23<08:48,  2.32it/s]
overall:  57%|█████▋    | 2292/4000 [23:25<12:47,  2.22it/s]

train:  65%|██████▌   | 2292/3515 [23:23<09:09,  2.22it/s]
overall:  57%|█████▋    | 2293/4000 [23:26<13:01,  2.19it/s]

train:  65%|██████▌   | 2293/3515 [23:24<09:19,  2.19it/s]
overall:  57%|█████▋    | 2294/4000 [23:26<12:49,  2.22it/s]

train:  65%|██████▌   | 2294/3515 [23:24<09:10,  2.22it/s]
overall:  57%|█████▋    | 2295/4000 [23:26<12:57,  2.19it/s]

train:  65%|██████▌   | 2295/3515 [23:25<09:16,  2.19it/s]
overall:  57%|█████▋    | 2296/4000 [23:27<12:59,  2.19it/s]

train:  65%|██████▌   | 2296/3515 [23:25<09:17,  2.19it/s]
overall:  57%|█████▋    | 2297/4000 [23:27<12:17,  2.31it/s]

train:  65%|██████▌   | 2297/3515 [23:25<08:47,  2.31it/s]
overall:  57%|█████▋    | 2298/4000 [23:28<10:25,  2.72it/s]

train:  65%|██████▌   | 2298/3515 [23:26<07:27,  2.72it/s]
overall:  57%|█████▋    | 2299/4000 [23:28<11:29,  2.47it/s]

train:  65%|██████▌   | 2299/3515 [23:26<08:13,  2.47it/s]
overall:  57%|█████▊    | 2300/4000 [23:28<12:01,  2.35it/s]

train:  65%|██████▌   | 2300/3515 [23:27<08:36,  2.35it/s]
overall:  58%|█████▊    | 2301/4000 [23:29<12:40,  2.23it/s]

train:  65%|██████▌   | 2301/3515 [23:27<09:03,  2.23it/s]
overall:  58%|█████▊    | 2302/4000 [23:29<12:05,  2.34it/s]

train:  65%|██████▌   | 2302/3515 [23:27<08:38,  2.34it/s]
overall:  58%|█████▊    | 2303/4000 [23:30<12:15,  2.31it/s]

train:  66%|██████▌   | 2303/3515 [23:28<08:45,  2.31it/s]
overall:  58%|█████▊    | 2304/4000 [23:30<09:39,  2.93it/s]

train:  66%|██████▌   | 2304/3515 [23:28<06:53,  2.93it/s]
overall:  58%|█████▊    | 2305/4000 [23:30<10:23,  2.72it/s]

train:  66%|██████▌   | 2305/3515 [23:28<07:25,  2.72it/s]
overall:  58%|█████▊    | 2306/4000 [23:31<09:52,  2.86it/s]

train:  66%|██████▌   | 2306/3515 [23:29<07:02,  2.86it/s]
overall:  58%|█████▊    | 2307/4000 [23:31<10:59,  2.57it/s]

train:  66%|██████▌   | 2307/3515 [23:29<07:50,  2.57it/s]
overall:  58%|█████▊    | 2308/4000 [23:31<09:44,  2.90it/s]

train:  66%|██████▌   | 2308/3515 [23:30<06:56,  2.90it/s]
overall:  58%|█████▊    | 2309/4000 [23:32<13:06,  2.15it/s]

train:  66%|██████▌   | 2309/3515 [23:30<09:21,  2.15it/s]
overall:  58%|█████▊    | 2310/4000 [23:33<13:05,  2.15it/s]

train:  66%|██████▌   | 2310/3515 [23:31<09:20,  2.15it/s]
overall:  58%|█████▊    | 2311/4000 [23:33<10:36,  2.65it/s]

train:  66%|██████▌   | 2311/3515 [23:31<07:34,  2.65it/s]
overall:  58%|█████▊    | 2312/4000 [23:33<11:24,  2.46it/s]

train:  66%|██████▌   | 2312/3515 [23:31<08:08,  2.46it/s]
overall:  58%|█████▊    | 2313/4000 [23:34<12:27,  2.26it/s]

train:  66%|██████▌   | 2313/3515 [23:32<08:52,  2.26it/s]
overall:  58%|█████▊    | 2314/4000 [23:34<12:50,  2.19it/s]

train:  66%|██████▌   | 2314/3515 [23:32<09:08,  2.19it/s]
overall:  58%|█████▊    | 2315/4000 [23:35<12:58,  2.16it/s]

train:  66%|██████▌   | 2315/3515 [23:33<09:14,  2.16it/s]
overall:  58%|█████▊    | 2316/4000 [23:35<13:09,  2.13it/s]

train:  66%|██████▌   | 2316/3515 [23:33<09:22,  2.13it/s]
overall:  58%|█████▊    | 2317/4000 [23:36<13:25,  2.09it/s]

train:  66%|██████▌   | 2317/3515 [23:34<09:33,  2.09it/s]
overall:  58%|█████▊    | 2318/4000 [23:36<13:20,  2.10it/s]

train:  66%|██████▌   | 2318/3515 [23:34<09:29,  2.10it/s]
overall:  58%|█████▊    | 2319/4000 [23:37<13:18,  2.10it/s]

train:  66%|██████▌   | 2319/3515 [23:35<09:28,  2.10it/s]
overall:  58%|█████▊    | 2320/4000 [23:37<13:31,  2.07it/s]

train:  66%|██████▌   | 2320/3515 [23:35<09:37,  2.07it/s]
overall:  58%|█████▊    | 2321/4000 [23:38<13:09,  2.13it/s]

train:  66%|██████▌   | 2321/3515 [23:36<09:21,  2.13it/s]
overall:  58%|█████▊    | 2322/4000 [23:38<13:06,  2.13it/s]

train:  66%|██████▌   | 2322/3515 [23:36<09:18,  2.13it/s]
overall:  58%|█████▊    | 2323/4000 [23:39<12:50,  2.18it/s]

train:  66%|██████▌   | 2323/3515 [23:37<09:07,  2.18it/s]
overall:  58%|█████▊    | 2324/4000 [23:39<10:25,  2.68it/s]

train:  66%|██████▌   | 2324/3515 [23:37<07:24,  2.68it/s]
overall:  58%|█████▊    | 2325/4000 [23:39<11:23,  2.45it/s]

train:  66%|██████▌   | 2325/3515 [23:37<08:05,  2.45it/s]
overall:  58%|█████▊    | 2326/4000 [23:40<11:59,  2.33it/s]

train:  66%|██████▌   | 2326/3515 [23:38<08:31,  2.33it/s]
overall:  58%|█████▊    | 2327/4000 [23:40<12:26,  2.24it/s]

train:  66%|██████▌   | 2327/3515 [23:38<08:50,  2.24it/s]
overall:  58%|█████▊    | 2328/4000 [23:41<13:04,  2.13it/s]

train:  66%|██████▌   | 2328/3515 [23:39<09:17,  2.13it/s]
overall:  58%|█████▊    | 2329/4000 [23:41<13:08,  2.12it/s]

train:  66%|██████▋   | 2329/3515 [23:39<09:19,  2.12it/s]
overall:  58%|█████▊    | 2330/4000 [23:42<13:07,  2.12it/s]

train:  66%|██████▋   | 2330/3515 [23:40<09:18,  2.12it/s]
overall:  58%|█████▊    | 2331/4000 [23:42<13:19,  2.09it/s]

train:  66%|██████▋   | 2331/3515 [23:40<09:26,  2.09it/s]
overall:  58%|█████▊    | 2332/4000 [23:42<11:10,  2.49it/s]

train:  66%|██████▋   | 2332/3515 [23:40<07:55,  2.49it/s]
overall:  58%|█████▊    | 2333/4000 [23:43<14:33,  1.91it/s]

train:  66%|██████▋   | 2333/3515 [23:41<10:19,  1.91it/s]
overall:  58%|█████▊    | 2334/4000 [23:44<13:49,  2.01it/s]

train:  66%|██████▋   | 2334/3515 [23:42<09:48,  2.01it/s]
overall:  58%|█████▊    | 2335/4000 [23:44<13:43,  2.02it/s]

train:  66%|██████▋   | 2335/3515 [23:42<09:43,  2.02it/s]
overall:  58%|█████▊    | 2336/4000 [23:44<12:49,  2.16it/s]

train:  66%|██████▋   | 2336/3515 [23:43<09:05,  2.16it/s]
overall:  58%|█████▊    | 2337/4000 [23:45<13:29,  2.05it/s]

train:  66%|██████▋   | 2337/3515 [23:43<09:33,  2.05it/s]
overall:  58%|█████▊    | 2338/4000 [23:45<13:18,  2.08it/s]

train:  67%|██████▋   | 2338/3515 [23:44<09:25,  2.08it/s]
overall:  58%|█████▊    | 2339/4000 [23:46<13:23,  2.07it/s]

train:  67%|██████▋   | 2339/3515 [23:44<09:29,  2.07it/s]
overall:  58%|█████▊    | 2340/4000 [23:46<13:37,  2.03it/s]

train:  67%|██████▋   | 2340/3515 [23:45<09:38,  2.03it/s]
overall:  59%|█████▊    | 2341/4000 [23:47<13:46,  2.01it/s]

train:  67%|██████▋   | 2341/3515 [23:45<09:44,  2.01it/s]
overall:  59%|█████▊    | 2342/4000 [23:47<13:33,  2.04it/s]

train:  67%|██████▋   | 2342/3515 [23:46<09:35,  2.04it/s]
overall:  59%|█████▊    | 2343/4000 [23:48<13:17,  2.08it/s]

train:  67%|██████▋   | 2343/3515 [23:46<09:24,  2.08it/s]
overall:  59%|█████▊    | 2344/4000 [23:48<13:04,  2.11it/s]

train:  67%|██████▋   | 2344/3515 [23:46<09:14,  2.11it/s]
overall:  59%|█████▊    | 2345/4000 [23:49<13:18,  2.07it/s]

train:  67%|██████▋   | 2345/3515 [23:47<09:24,  2.07it/s]
overall:  59%|█████▊    | 2346/4000 [23:49<13:13,  2.08it/s]

train:  67%|██████▋   | 2346/3515 [23:47<09:20,  2.08it/s]
overall:  59%|█████▊    | 2347/4000 [23:50<13:16,  2.08it/s]

train:  67%|██████▋   | 2347/3515 [23:48<09:22,  2.08it/s]
overall:  59%|█████▊    | 2348/4000 [23:50<13:05,  2.10it/s]

train:  67%|██████▋   | 2348/3515 [23:48<09:15,  2.10it/s]
overall:  59%|█████▊    | 2349/4000 [23:50<10:34,  2.60it/s]

train:  67%|██████▋   | 2349/3515 [23:49<07:28,  2.60it/s]
overall:  59%|█████▉    | 2350/4000 [23:51<09:53,  2.78it/s]

train:  67%|██████▋   | 2350/3515 [23:49<06:58,  2.78it/s]
overall:  59%|█████▉    | 2351/4000 [23:51<10:43,  2.56it/s]

train:  67%|██████▋   | 2351/3515 [23:49<07:34,  2.56it/s]
overall:  59%|█████▉    | 2352/4000 [23:52<11:35,  2.37it/s]

train:  67%|██████▋   | 2352/3515 [23:50<08:10,  2.37it/s]
overall:  59%|█████▉    | 2353/4000 [23:52<12:12,  2.25it/s]

train:  67%|██████▋   | 2353/3515 [23:50<08:36,  2.25it/s]
overall:  59%|█████▉    | 2354/4000 [23:53<11:44,  2.34it/s]

train:  67%|██████▋   | 2354/3515 [23:51<08:16,  2.34it/s]
overall:  59%|█████▉    | 2355/4000 [23:53<12:08,  2.26it/s]

train:  67%|██████▋   | 2355/3515 [23:51<08:33,  2.26it/s]
overall:  59%|█████▉    | 2356/4000 [23:54<12:06,  2.26it/s]

train:  67%|██████▋   | 2356/3515 [23:52<08:32,  2.26it/s]
overall:  59%|█████▉    | 2357/4000 [23:54<15:03,  1.82it/s]

train:  67%|██████▋   | 2357/3515 [23:52<10:36,  1.82it/s]
overall:  59%|█████▉    | 2358/4000 [23:55<14:32,  1.88it/s]

train:  67%|██████▋   | 2358/3515 [23:53<10:14,  1.88it/s]
overall:  59%|█████▉    | 2359/4000 [23:55<14:05,  1.94it/s]

train:  67%|██████▋   | 2359/3515 [23:53<09:55,  1.94it/s]
overall:  59%|█████▉    | 2360/4000 [23:56<14:01,  1.95it/s]

train:  67%|██████▋   | 2360/3515 [23:54<09:52,  1.95it/s]
overall:  59%|█████▉    | 2361/4000 [23:56<14:31,  1.88it/s]

train:  67%|██████▋   | 2361/3515 [23:54<10:13,  1.88it/s]
overall:  59%|█████▉    | 2362/4000 [23:57<14:16,  1.91it/s]

train:  67%|██████▋   | 2362/3515 [23:55<10:03,  1.91it/s]
overall:  59%|█████▉    | 2363/4000 [23:57<13:44,  1.99it/s]

train:  67%|██████▋   | 2363/3515 [23:55<09:39,  1.99it/s]
overall:  59%|█████▉    | 2364/4000 [23:58<13:26,  2.03it/s]

train:  67%|██████▋   | 2364/3515 [23:56<09:27,  2.03it/s]
overall:  59%|█████▉    | 2365/4000 [23:58<12:55,  2.11it/s]

train:  67%|██████▋   | 2365/3515 [23:56<09:05,  2.11it/s]
overall:  59%|█████▉    | 2366/4000 [23:59<13:09,  2.07it/s]

train:  67%|██████▋   | 2366/3515 [23:57<09:14,  2.07it/s]
overall:  59%|█████▉    | 2367/4000 [23:59<12:55,  2.10it/s]

train:  67%|██████▋   | 2367/3515 [23:57<09:05,  2.10it/s]
overall:  59%|█████▉    | 2368/4000 [24:00<12:47,  2.13it/s]

train:  67%|██████▋   | 2368/3515 [23:58<08:59,  2.13it/s]
overall:  59%|█████▉    | 2369/4000 [24:00<13:10,  2.06it/s]

train:  67%|██████▋   | 2369/3515 [23:58<09:15,  2.06it/s]
overall:  59%|█████▉    | 2370/4000 [24:01<13:25,  2.02it/s]

train:  67%|██████▋   | 2370/3515 [23:59<09:25,  2.02it/s]
overall:  59%|█████▉    | 2371/4000 [24:01<13:24,  2.02it/s]

train:  67%|██████▋   | 2371/3515 [23:59<09:25,  2.02it/s]
overall:  59%|█████▉    | 2372/4000 [24:02<13:25,  2.02it/s]

train:  67%|██████▋   | 2372/3515 [24:00<09:25,  2.02it/s]
overall:  59%|█████▉    | 2373/4000 [24:02<13:30,  2.01it/s]

train:  68%|██████▊   | 2373/3515 [24:00<09:28,  2.01it/s]
overall:  59%|█████▉    | 2374/4000 [24:03<13:23,  2.02it/s]

train:  68%|██████▊   | 2374/3515 [24:01<09:24,  2.02it/s]
overall:  59%|█████▉    | 2375/4000 [24:03<12:41,  2.13it/s]

train:  68%|██████▊   | 2375/3515 [24:01<08:54,  2.13it/s]
overall:  59%|█████▉    | 2376/4000 [24:04<12:36,  2.15it/s]

train:  68%|██████▊   | 2376/3515 [24:02<08:50,  2.15it/s]
overall:  59%|█████▉    | 2377/4000 [24:04<12:44,  2.12it/s]

train:  68%|██████▊   | 2377/3515 [24:02<08:55,  2.12it/s]
overall:  59%|█████▉    | 2378/4000 [24:04<09:56,  2.72it/s]

train:  68%|██████▊   | 2378/3515 [24:02<06:58,  2.72it/s]
overall:  59%|█████▉    | 2379/4000 [24:05<11:06,  2.43it/s]

train:  68%|██████▊   | 2379/3515 [24:03<07:47,  2.43it/s]
overall:  60%|█████▉    | 2380/4000 [24:05<11:24,  2.37it/s]

train:  68%|██████▊   | 2380/3515 [24:03<07:59,  2.37it/s]
overall:  60%|█████▉    | 2381/4000 [24:06<12:23,  2.18it/s]

train:  68%|██████▊   | 2381/3515 [24:04<08:40,  2.18it/s]
overall:  60%|█████▉    | 2382/4000 [24:06<12:41,  2.13it/s]

train:  68%|██████▊   | 2382/3515 [24:04<08:53,  2.13it/s]
overall:  60%|█████▉    | 2383/4000 [24:07<12:49,  2.10it/s]

train:  68%|██████▊   | 2383/3515 [24:05<08:59,  2.10it/s]
overall:  60%|█████▉    | 2384/4000 [24:07<12:50,  2.10it/s]

train:  68%|██████▊   | 2384/3515 [24:05<08:59,  2.10it/s]
overall:  60%|█████▉    | 2385/4000 [24:08<13:08,  2.05it/s]

train:  68%|██████▊   | 2385/3515 [24:06<09:11,  2.05it/s]
overall:  60%|█████▉    | 2386/4000 [24:08<12:58,  2.07it/s]

train:  68%|██████▊   | 2386/3515 [24:06<09:04,  2.07it/s]
overall:  60%|█████▉    | 2387/4000 [24:09<12:29,  2.15it/s]

train:  68%|██████▊   | 2387/3515 [24:07<08:43,  2.15it/s]
overall:  60%|█████▉    | 2388/4000 [24:09<12:28,  2.15it/s]

train:  68%|██████▊   | 2388/3515 [24:07<08:42,  2.15it/s]
overall:  60%|█████▉    | 2389/4000 [24:09<09:45,  2.75it/s]

train:  68%|██████▊   | 2389/3515 [24:07<06:48,  2.75it/s]
overall:  60%|█████▉    | 2390/4000 [24:10<11:00,  2.44it/s]

train:  68%|██████▊   | 2390/3515 [24:08<07:41,  2.44it/s]
overall:  60%|█████▉    | 2391/4000 [24:10<11:39,  2.30it/s]

train:  68%|██████▊   | 2391/3515 [24:08<08:08,  2.30it/s]
overall:  60%|█████▉    | 2392/4000 [24:11<12:09,  2.20it/s]

train:  68%|██████▊   | 2392/3515 [24:09<08:29,  2.20it/s]
overall:  60%|█████▉    | 2393/4000 [24:11<12:02,  2.22it/s]

train:  68%|██████▊   | 2393/3515 [24:09<08:24,  2.22it/s]
overall:  60%|█████▉    | 2394/4000 [24:12<12:20,  2.17it/s]

train:  68%|██████▊   | 2394/3515 [24:10<08:36,  2.17it/s]
overall:  60%|█████▉    | 2395/4000 [24:12<12:08,  2.20it/s]

train:  68%|██████▊   | 2395/3515 [24:10<08:28,  2.20it/s]
overall:  60%|█████▉    | 2397/4000 [24:13<10:09,  2.63it/s]

train:  68%|██████▊   | 2397/3515 [24:11<07:05,  2.63it/s]
overall:  60%|█████▉    | 2399/4000 [24:13<09:07,  2.92it/s]

train:  68%|██████▊   | 2399/3515 [24:11<06:21,  2.92it/s]
overall:  60%|██████    | 2400/4000 [24:14<10:09,  2.63it/s]

train:  68%|██████▊   | 2400/3515 [24:12<07:04,  2.63it/s]
overall:  60%|██████    | 2401/4000 [24:14<10:48,  2.47it/s]

train:  68%|██████▊   | 2401/3515 [24:12<07:31,  2.47it/s]
overall:  60%|██████    | 2402/4000 [24:15<11:18,  2.36it/s]

train:  68%|██████▊   | 2402/3515 [24:13<07:52,  2.36it/s]
overall:  60%|██████    | 2403/4000 [24:15<11:54,  2.23it/s]

train:  68%|██████▊   | 2403/3515 [24:13<08:17,  2.23it/s]
overall:  60%|██████    | 2404/4000 [24:16<11:49,  2.25it/s]

train:  68%|██████▊   | 2404/3515 [24:14<08:13,  2.25it/s]
overall:  60%|██████    | 2405/4000 [24:16<12:02,  2.21it/s]

train:  68%|██████▊   | 2405/3515 [24:14<08:22,  2.21it/s]
overall:  60%|██████    | 2406/4000 [24:17<12:09,  2.19it/s]

train:  68%|██████▊   | 2406/3515 [24:15<08:27,  2.19it/s]
overall:  60%|██████    | 2407/4000 [24:17<12:24,  2.14it/s]

train:  68%|██████▊   | 2407/3515 [24:15<08:38,  2.14it/s]
overall:  60%|██████    | 2408/4000 [24:17<12:23,  2.14it/s]

train:  69%|██████▊   | 2408/3515 [24:16<08:36,  2.14it/s]
overall:  60%|██████    | 2409/4000 [24:18<13:05,  2.03it/s]

train:  69%|██████▊   | 2409/3515 [24:16<09:06,  2.03it/s]
overall:  60%|██████    | 2410/4000 [24:19<12:51,  2.06it/s]

train:  69%|██████▊   | 2410/3515 [24:17<08:56,  2.06it/s]
overall:  60%|██████    | 2411/4000 [24:19<12:52,  2.06it/s]

train:  69%|██████▊   | 2411/3515 [24:17<08:56,  2.06it/s]
overall:  60%|██████    | 2412/4000 [24:19<12:26,  2.13it/s]

train:  69%|██████▊   | 2412/3515 [24:18<08:38,  2.13it/s]
overall:  60%|██████    | 2413/4000 [24:20<12:28,  2.12it/s]

train:  69%|██████▊   | 2413/3515 [24:18<08:39,  2.12it/s]
overall:  60%|██████    | 2414/4000 [24:20<12:23,  2.13it/s]

train:  69%|██████▊   | 2414/3515 [24:18<08:36,  2.13it/s]
overall:  60%|██████    | 2415/4000 [24:21<12:23,  2.13it/s]

train:  69%|██████▊   | 2415/3515 [24:19<08:35,  2.13it/s]
overall:  60%|██████    | 2416/4000 [24:21<12:36,  2.09it/s]

train:  69%|██████▊   | 2416/3515 [24:19<08:44,  2.09it/s]
overall:  60%|██████    | 2417/4000 [24:22<12:32,  2.10it/s]

train:  69%|██████▉   | 2417/3515 [24:20<08:42,  2.10it/s]
overall:  60%|██████    | 2418/4000 [24:22<12:50,  2.05it/s]

train:  69%|██████▉   | 2418/3515 [24:20<08:53,  2.05it/s]
overall:  60%|██████    | 2419/4000 [24:23<12:03,  2.18it/s]

train:  69%|██████▉   | 2419/3515 [24:21<08:21,  2.18it/s]
overall:  60%|██████    | 2420/4000 [24:23<09:25,  2.79it/s]

train:  69%|██████▉   | 2420/3515 [24:21<06:31,  2.79it/s]
overall:  61%|██████    | 2421/4000 [24:23<10:01,  2.63it/s]

train:  69%|██████▉   | 2421/3515 [24:21<06:56,  2.63it/s]
overall:  61%|██████    | 2422/4000 [24:24<10:18,  2.55it/s]

train:  69%|██████▉   | 2422/3515 [24:22<07:08,  2.55it/s]
overall:  61%|██████    | 2423/4000 [24:24<11:09,  2.36it/s]

train:  69%|██████▉   | 2423/3515 [24:22<07:43,  2.36it/s]
overall:  61%|██████    | 2424/4000 [24:24<09:45,  2.69it/s]

train:  69%|██████▉   | 2424/3515 [24:23<06:45,  2.69it/s]
overall:  61%|██████    | 2425/4000 [24:25<08:32,  3.07it/s]

train:  69%|██████▉   | 2425/3515 [24:23<05:54,  3.07it/s]
overall:  61%|██████    | 2426/4000 [24:25<09:36,  2.73it/s]

train:  69%|██████▉   | 2426/3515 [24:23<06:38,  2.73it/s]
overall:  61%|██████    | 2427/4000 [24:26<10:02,  2.61it/s]

train:  69%|██████▉   | 2427/3515 [24:24<06:56,  2.61it/s]
overall:  61%|██████    | 2428/4000 [24:26<10:36,  2.47it/s]

train:  69%|██████▉   | 2428/3515 [24:24<07:20,  2.47it/s]
overall:  61%|██████    | 2429/4000 [24:27<13:37,  1.92it/s]

train:  69%|██████▉   | 2429/3515 [24:25<09:25,  1.92it/s]
overall:  61%|██████    | 2430/4000 [24:27<13:17,  1.97it/s]

train:  69%|██████▉   | 2430/3515 [24:25<09:11,  1.97it/s]
overall:  61%|██████    | 2431/4000 [24:28<12:39,  2.07it/s]

train:  69%|██████▉   | 2431/3515 [24:26<08:44,  2.07it/s]
overall:  61%|██████    | 2432/4000 [24:28<12:34,  2.08it/s]

train:  69%|██████▉   | 2432/3515 [24:26<08:40,  2.08it/s]
overall:  61%|██████    | 2433/4000 [24:29<11:36,  2.25it/s]

train:  69%|██████▉   | 2433/3515 [24:27<08:01,  2.25it/s]
overall:  61%|██████    | 2434/4000 [24:29<11:56,  2.19it/s]

train:  69%|██████▉   | 2434/3515 [24:27<08:14,  2.19it/s]
overall:  61%|██████    | 2435/4000 [24:30<12:14,  2.13it/s]

train:  69%|██████▉   | 2435/3515 [24:28<08:26,  2.13it/s]
overall:  61%|██████    | 2436/4000 [24:30<12:33,  2.08it/s]

train:  69%|██████▉   | 2436/3515 [24:28<08:39,  2.08it/s]
overall:  61%|██████    | 2437/4000 [24:30<12:11,  2.14it/s]

train:  69%|██████▉   | 2437/3515 [24:29<08:24,  2.14it/s]
overall:  61%|██████    | 2438/4000 [24:31<11:41,  2.23it/s]

train:  69%|██████▉   | 2438/3515 [24:29<08:03,  2.23it/s]
overall:  61%|██████    | 2439/4000 [24:31<11:57,  2.18it/s]

train:  69%|██████▉   | 2439/3515 [24:29<08:14,  2.18it/s]
overall:  61%|██████    | 2440/4000 [24:32<12:16,  2.12it/s]

train:  69%|██████▉   | 2440/3515 [24:30<08:27,  2.12it/s]
overall:  61%|██████    | 2441/4000 [24:32<12:08,  2.14it/s]

train:  69%|██████▉   | 2441/3515 [24:30<08:22,  2.14it/s]
overall:  61%|██████    | 2442/4000 [24:33<12:23,  2.09it/s]

train:  69%|██████▉   | 2442/3515 [24:31<08:32,  2.09it/s]
overall:  61%|██████    | 2443/4000 [24:33<12:25,  2.09it/s]

train:  70%|██████▉   | 2443/3515 [24:31<08:33,  2.09it/s]
overall:  61%|██████    | 2444/4000 [24:34<11:55,  2.18it/s]

train:  70%|██████▉   | 2444/3515 [24:32<08:12,  2.18it/s]
overall:  61%|██████    | 2445/4000 [24:34<11:59,  2.16it/s]

train:  70%|██████▉   | 2445/3515 [24:32<08:15,  2.16it/s]
overall:  61%|██████    | 2446/4000 [24:35<12:16,  2.11it/s]

train:  70%|██████▉   | 2446/3515 [24:33<08:26,  2.11it/s]
overall:  61%|██████    | 2447/4000 [24:35<12:32,  2.06it/s]

train:  70%|██████▉   | 2447/3515 [24:33<08:37,  2.06it/s]
overall:  61%|██████    | 2448/4000 [24:36<12:26,  2.08it/s]

train:  70%|██████▉   | 2448/3515 [24:34<08:33,  2.08it/s]
overall:  61%|██████    | 2449/4000 [24:36<12:35,  2.05it/s]

train:  70%|██████▉   | 2449/3515 [24:34<08:39,  2.05it/s]
overall:  61%|██████▏   | 2450/4000 [24:37<12:43,  2.03it/s]

train:  70%|██████▉   | 2450/3515 [24:35<08:44,  2.03it/s]
overall:  61%|██████▏   | 2451/4000 [24:37<12:47,  2.02it/s]

train:  70%|██████▉   | 2451/3515 [24:35<08:47,  2.02it/s]
overall:  61%|██████▏   | 2452/4000 [24:38<12:36,  2.05it/s]

train:  70%|██████▉   | 2452/3515 [24:36<08:39,  2.05it/s]
overall:  61%|██████▏   | 2453/4000 [24:38<15:02,  1.71it/s]

train:  70%|██████▉   | 2453/3515 [24:37<10:19,  1.71it/s]
overall:  61%|██████▏   | 2454/4000 [24:39<14:11,  1.82it/s]

train:  70%|██████▉   | 2454/3515 [24:37<09:44,  1.82it/s]
overall:  61%|██████▏   | 2455/4000 [24:39<13:36,  1.89it/s]

train:  70%|██████▉   | 2455/3515 [24:37<09:19,  1.89it/s]
overall:  61%|██████▏   | 2456/4000 [24:40<11:26,  2.25it/s]

train:  70%|██████▉   | 2456/3515 [24:38<07:51,  2.25it/s]
overall:  61%|██████▏   | 2457/4000 [24:40<12:11,  2.11it/s]

train:  70%|██████▉   | 2457/3515 [24:38<08:21,  2.11it/s]
overall:  61%|██████▏   | 2458/4000 [24:41<12:15,  2.10it/s]

train:  70%|██████▉   | 2458/3515 [24:39<08:24,  2.10it/s]
overall:  61%|██████▏   | 2459/4000 [24:41<12:23,  2.07it/s]

train:  70%|██████▉   | 2459/3515 [24:39<08:29,  2.07it/s]
overall:  62%|██████▏   | 2460/4000 [24:42<12:04,  2.13it/s]

train:  70%|██████▉   | 2460/3515 [24:40<08:16,  2.13it/s]
overall:  62%|██████▏   | 2461/4000 [24:42<12:08,  2.11it/s]

train:  70%|███████   | 2461/3515 [24:40<08:18,  2.11it/s]
overall:  62%|██████▏   | 2462/4000 [24:43<11:47,  2.18it/s]

train:  70%|███████   | 2462/3515 [24:41<08:04,  2.18it/s]
overall:  62%|██████▏   | 2463/4000 [24:43<12:08,  2.11it/s]

train:  70%|███████   | 2463/3515 [24:41<08:18,  2.11it/s]
overall:  62%|██████▏   | 2464/4000 [24:43<09:47,  2.61it/s]

train:  70%|███████   | 2464/3515 [24:41<06:41,  2.61it/s]
overall:  62%|██████▏   | 2465/4000 [24:44<09:51,  2.60it/s]

train:  70%|███████   | 2465/3515 [24:42<06:44,  2.60it/s]
overall:  62%|██████▏   | 2466/4000 [24:44<10:45,  2.38it/s]

train:  70%|███████   | 2466/3515 [24:42<07:21,  2.38it/s]
overall:  62%|██████▏   | 2467/4000 [24:45<11:17,  2.26it/s]

train:  70%|███████   | 2467/3515 [24:43<07:43,  2.26it/s]
overall:  62%|██████▏   | 2468/4000 [24:45<11:28,  2.23it/s]

train:  70%|███████   | 2468/3515 [24:43<07:50,  2.23it/s]
overall:  62%|██████▏   | 2469/4000 [24:45<11:32,  2.21it/s]

train:  70%|███████   | 2469/3515 [24:44<07:53,  2.21it/s]
overall:  62%|██████▏   | 2470/4000 [24:46<11:22,  2.24it/s]

train:  70%|███████   | 2470/3515 [24:44<07:46,  2.24it/s]
overall:  62%|██████▏   | 2471/4000 [24:46<11:28,  2.22it/s]

train:  70%|███████   | 2471/3515 [24:44<07:50,  2.22it/s]
overall:  62%|██████▏   | 2472/4000 [24:47<11:37,  2.19it/s]

train:  70%|███████   | 2472/3515 [24:45<07:55,  2.19it/s]
overall:  62%|██████▏   | 2473/4000 [24:47<11:56,  2.13it/s]

train:  70%|███████   | 2473/3515 [24:45<08:08,  2.13it/s]
overall:  62%|██████▏   | 2474/4000 [24:48<13:38,  1.87it/s]

train:  70%|███████   | 2474/3515 [24:46<09:18,  1.87it/s]
overall:  62%|██████▏   | 2475/4000 [24:49<13:06,  1.94it/s]

train:  70%|███████   | 2475/3515 [24:47<08:56,  1.94it/s]
overall:  62%|██████▏   | 2476/4000 [24:49<13:04,  1.94it/s]

train:  70%|███████   | 2476/3515 [24:47<08:54,  1.94it/s]
overall:  62%|██████▏   | 2477/4000 [24:50<13:02,  1.95it/s]

train:  70%|███████   | 2477/3515 [24:48<08:53,  1.95it/s]
overall:  62%|██████▏   | 2478/4000 [24:50<12:45,  1.99it/s]

train:  70%|███████   | 2478/3515 [24:48<08:41,  1.99it/s]
overall:  62%|██████▏   | 2479/4000 [24:51<12:38,  2.01it/s]

train:  71%|███████   | 2479/3515 [24:49<08:36,  2.01it/s]
overall:  62%|██████▏   | 2480/4000 [24:51<12:36,  2.01it/s]

train:  71%|███████   | 2480/3515 [24:49<08:35,  2.01it/s]
overall:  62%|██████▏   | 2481/4000 [24:52<12:42,  1.99it/s]

train:  71%|███████   | 2481/3515 [24:50<08:39,  1.99it/s]
overall:  62%|██████▏   | 2482/4000 [24:52<12:42,  1.99it/s]

train:  71%|███████   | 2482/3515 [24:50<08:39,  1.99it/s]
overall:  62%|██████▏   | 2483/4000 [24:52<12:08,  2.08it/s]

train:  71%|███████   | 2483/3515 [24:51<08:15,  2.08it/s]
overall:  62%|██████▏   | 2484/4000 [24:53<12:14,  2.06it/s]

train:  71%|███████   | 2484/3515 [24:51<08:19,  2.06it/s]
overall:  62%|██████▏   | 2485/4000 [24:53<09:27,  2.67it/s]

train:  71%|███████   | 2485/3515 [24:51<06:25,  2.67it/s]
overall:  62%|██████▏   | 2486/4000 [24:53<09:47,  2.58it/s]

train:  71%|███████   | 2486/3515 [24:52<06:39,  2.58it/s]
overall:  62%|██████▏   | 2487/4000 [24:54<10:37,  2.37it/s]

train:  71%|███████   | 2487/3515 [24:52<07:12,  2.37it/s]
overall:  62%|██████▏   | 2488/4000 [24:54<10:45,  2.34it/s]

train:  71%|███████   | 2488/3515 [24:53<07:18,  2.34it/s]
overall:  62%|██████▏   | 2489/4000 [24:55<11:25,  2.21it/s]

train:  71%|███████   | 2489/3515 [24:53<07:45,  2.21it/s]
overall:  62%|██████▏   | 2490/4000 [24:55<11:48,  2.13it/s]

train:  71%|███████   | 2490/3515 [24:54<08:00,  2.13it/s]
overall:  62%|██████▏   | 2491/4000 [24:56<11:56,  2.11it/s]

train:  71%|███████   | 2491/3515 [24:54<08:06,  2.11it/s]
overall:  62%|██████▏   | 2492/4000 [24:56<11:29,  2.19it/s]

train:  71%|███████   | 2492/3515 [24:54<07:47,  2.19it/s]
overall:  62%|██████▏   | 2493/4000 [24:57<11:30,  2.18it/s]

train:  71%|███████   | 2493/3515 [24:55<07:48,  2.18it/s]
overall:  62%|██████▏   | 2494/4000 [24:57<11:49,  2.12it/s]

train:  71%|███████   | 2494/3515 [24:55<08:01,  2.12it/s]
overall:  62%|██████▏   | 2495/4000 [24:58<11:48,  2.12it/s]

train:  71%|███████   | 2495/3515 [24:56<08:00,  2.12it/s]
overall:  62%|██████▏   | 2496/4000 [24:58<11:31,  2.18it/s]

train:  71%|███████   | 2496/3515 [24:56<07:48,  2.18it/s]
overall:  62%|██████▏   | 2497/4000 [24:58<09:22,  2.67it/s]

train:  71%|███████   | 2497/3515 [24:56<06:21,  2.67it/s]
overall:  62%|██████▏   | 2498/4000 [24:59<11:46,  2.13it/s]

train:  71%|███████   | 2498/3515 [24:57<07:58,  2.13it/s]
overall:  62%|██████▏   | 2499/4000 [25:00<11:58,  2.09it/s]

train:  71%|███████   | 2499/3515 [24:58<08:06,  2.09it/s]
overall:  62%|██████▎   | 2500/4000 [25:00<11:40,  2.14it/s]

train:  71%|███████   | 2500/3515 [24:58<07:54,  2.14it/s]
overall:  63%|██████▎   | 2501/4000 [25:01<12:12,  2.05it/s]

train:  71%|███████   | 2501/3515 [24:59<08:15,  2.05it/s]
overall:  63%|██████▎   | 2502/4000 [25:01<12:19,  2.03it/s]

train:  71%|███████   | 2502/3515 [24:59<08:19,  2.03it/s]
overall:  63%|██████▎   | 2503/4000 [25:02<11:58,  2.08it/s]

train:  71%|███████   | 2503/3515 [25:00<08:05,  2.08it/s]
overall:  63%|██████▎   | 2504/4000 [25:02<12:03,  2.07it/s]

train:  71%|███████   | 2504/3515 [25:00<08:08,  2.07it/s]
overall:  63%|██████▎   | 2505/4000 [25:02<10:20,  2.41it/s]

train:  71%|███████▏  | 2505/3515 [25:00<06:58,  2.41it/s]
overall:  63%|██████▎   | 2506/4000 [25:03<10:31,  2.37it/s]

train:  71%|███████▏  | 2506/3515 [25:01<07:06,  2.37it/s]
overall:  63%|██████▎   | 2507/4000 [25:03<11:06,  2.24it/s]

train:  71%|███████▏  | 2507/3515 [25:01<07:29,  2.24it/s]
overall:  63%|██████▎   | 2508/4000 [25:04<10:46,  2.31it/s]

train:  71%|███████▏  | 2508/3515 [25:02<07:16,  2.31it/s]
overall:  63%|██████▎   | 2509/4000 [25:04<11:14,  2.21it/s]

train:  71%|███████▏  | 2509/3515 [25:02<07:35,  2.21it/s]
overall:  63%|██████▎   | 2510/4000 [25:05<11:20,  2.19it/s]

train:  71%|███████▏  | 2510/3515 [25:03<07:38,  2.19it/s]
overall:  63%|██████▎   | 2511/4000 [25:05<11:24,  2.18it/s]

train:  71%|███████▏  | 2511/3515 [25:03<07:41,  2.18it/s]
overall:  63%|██████▎   | 2512/4000 [25:05<08:53,  2.79it/s]

train:  71%|███████▏  | 2512/3515 [25:03<05:59,  2.79it/s]
overall:  63%|██████▎   | 2513/4000 [25:06<08:50,  2.80it/s]

train:  71%|███████▏  | 2513/3515 [25:04<05:57,  2.80it/s]
overall:  63%|██████▎   | 2514/4000 [25:06<09:59,  2.48it/s]

train:  72%|███████▏  | 2514/3515 [25:04<06:43,  2.48it/s]
overall:  63%|██████▎   | 2515/4000 [25:06<10:27,  2.37it/s]

train:  72%|███████▏  | 2515/3515 [25:05<07:02,  2.37it/s]
overall:  63%|██████▎   | 2516/4000 [25:07<10:48,  2.29it/s]

train:  72%|███████▏  | 2516/3515 [25:05<07:16,  2.29it/s]
overall:  63%|██████▎   | 2517/4000 [25:07<11:20,  2.18it/s]

train:  72%|███████▏  | 2517/3515 [25:06<07:38,  2.18it/s]
overall:  63%|██████▎   | 2518/4000 [25:08<11:30,  2.15it/s]

train:  72%|███████▏  | 2518/3515 [25:06<07:44,  2.15it/s]
overall:  63%|██████▎   | 2519/4000 [25:08<11:36,  2.13it/s]

train:  72%|███████▏  | 2519/3515 [25:07<07:48,  2.13it/s]
overall:  63%|██████▎   | 2520/4000 [25:09<10:49,  2.28it/s]

train:  72%|███████▏  | 2520/3515 [25:07<07:16,  2.28it/s]
overall:  63%|██████▎   | 2521/4000 [25:09<11:01,  2.24it/s]

train:  72%|███████▏  | 2521/3515 [25:07<07:24,  2.24it/s]
overall:  63%|██████▎   | 2522/4000 [25:10<13:02,  1.89it/s]

train:  72%|███████▏  | 2522/3515 [25:08<08:45,  1.89it/s]
overall:  63%|██████▎   | 2523/4000 [25:10<12:20,  2.00it/s]

train:  72%|███████▏  | 2523/3515 [25:09<08:17,  2.00it/s]
overall:  63%|██████▎   | 2524/4000 [25:11<12:21,  1.99it/s]

train:  72%|███████▏  | 2524/3515 [25:09<08:17,  1.99it/s]
overall:  63%|██████▎   | 2525/4000 [25:11<12:30,  1.97it/s]

train:  72%|███████▏  | 2525/3515 [25:10<08:23,  1.97it/s]
overall:  63%|██████▎   | 2526/4000 [25:12<12:08,  2.02it/s]

train:  72%|███████▏  | 2526/3515 [25:10<08:08,  2.02it/s]
overall:  63%|██████▎   | 2527/4000 [25:12<12:09,  2.02it/s]

train:  72%|███████▏  | 2527/3515 [25:11<08:09,  2.02it/s]
overall:  63%|██████▎   | 2528/4000 [25:13<12:07,  2.02it/s]

train:  72%|███████▏  | 2528/3515 [25:11<08:07,  2.02it/s]
overall:  63%|██████▎   | 2529/4000 [25:13<12:47,  1.92it/s]

train:  72%|███████▏  | 2529/3515 [25:12<08:34,  1.92it/s]
overall:  63%|██████▎   | 2530/4000 [25:14<11:46,  2.08it/s]

train:  72%|███████▏  | 2530/3515 [25:12<07:53,  2.08it/s]
overall:  63%|██████▎   | 2531/4000 [25:14<11:50,  2.07it/s]

train:  72%|███████▏  | 2531/3515 [25:12<07:56,  2.07it/s]
overall:  63%|██████▎   | 2532/4000 [25:15<11:40,  2.10it/s]

train:  72%|███████▏  | 2532/3515 [25:13<07:48,  2.10it/s]
overall:  63%|██████▎   | 2533/4000 [25:15<11:19,  2.16it/s]

train:  72%|███████▏  | 2533/3515 [25:13<07:35,  2.16it/s]
overall:  63%|██████▎   | 2534/4000 [25:16<11:24,  2.14it/s]

train:  72%|███████▏  | 2534/3515 [25:14<07:37,  2.14it/s]
overall:  63%|██████▎   | 2535/4000 [25:16<11:33,  2.11it/s]

train:  72%|███████▏  | 2535/3515 [25:14<07:43,  2.11it/s]
overall:  63%|██████▎   | 2536/4000 [25:17<11:48,  2.07it/s]

train:  72%|███████▏  | 2536/3515 [25:15<07:53,  2.07it/s]
overall:  63%|██████▎   | 2537/4000 [25:17<11:50,  2.06it/s]

train:  72%|███████▏  | 2537/3515 [25:15<07:54,  2.06it/s]
overall:  63%|██████▎   | 2538/4000 [25:18<11:59,  2.03it/s]

train:  72%|███████▏  | 2538/3515 [25:16<08:00,  2.03it/s]
overall:  63%|██████▎   | 2539/4000 [25:18<12:07,  2.01it/s]

train:  72%|███████▏  | 2539/3515 [25:16<08:06,  2.01it/s]
overall:  64%|██████▎   | 2540/4000 [25:19<12:17,  1.98it/s]

train:  72%|███████▏  | 2540/3515 [25:17<08:12,  1.98it/s]
overall:  64%|██████▎   | 2541/4000 [25:19<12:21,  1.97it/s]

train:  72%|███████▏  | 2541/3515 [25:17<08:14,  1.97it/s]
overall:  64%|██████▎   | 2542/4000 [25:20<12:20,  1.97it/s]

train:  72%|███████▏  | 2542/3515 [25:18<08:14,  1.97it/s]
overall:  64%|██████▎   | 2543/4000 [25:20<12:02,  2.02it/s]

train:  72%|███████▏  | 2543/3515 [25:18<08:02,  2.02it/s]
overall:  64%|██████▎   | 2544/4000 [25:20<10:01,  2.42it/s]

train:  72%|███████▏  | 2544/3515 [25:19<06:41,  2.42it/s]
overall:  64%|██████▎   | 2545/4000 [25:21<10:42,  2.27it/s]

train:  72%|███████▏  | 2545/3515 [25:19<07:08,  2.27it/s]
overall:  64%|██████▎   | 2546/4000 [25:22<12:38,  1.92it/s]

train:  72%|███████▏  | 2546/3515 [25:20<08:25,  1.92it/s]
overall:  64%|██████▎   | 2547/4000 [25:22<10:19,  2.34it/s]

train:  72%|███████▏  | 2547/3515 [25:20<06:52,  2.34it/s]
overall:  64%|██████▎   | 2548/4000 [25:22<10:51,  2.23it/s]

train:  72%|███████▏  | 2548/3515 [25:20<07:13,  2.23it/s]
overall:  64%|██████▎   | 2549/4000 [25:23<08:51,  2.73it/s]

train:  73%|███████▎  | 2549/3515 [25:21<05:53,  2.73it/s]
overall:  64%|██████▍   | 2550/4000 [25:23<09:43,  2.49it/s]

train:  73%|███████▎  | 2550/3515 [25:21<06:28,  2.49it/s]
overall:  64%|██████▍   | 2551/4000 [25:24<10:18,  2.34it/s]

train:  73%|███████▎  | 2551/3515 [25:22<06:51,  2.34it/s]
overall:  64%|██████▍   | 2552/4000 [25:24<10:49,  2.23it/s]

train:  73%|███████▎  | 2552/3515 [25:22<07:11,  2.23it/s]
overall:  64%|██████▍   | 2553/4000 [25:24<09:23,  2.57it/s]

train:  73%|███████▎  | 2553/3515 [25:22<06:14,  2.57it/s]
overall:  64%|██████▍   | 2554/4000 [25:25<09:43,  2.48it/s]

train:  73%|███████▎  | 2554/3515 [25:23<06:27,  2.48it/s]
overall:  64%|██████▍   | 2555/4000 [25:25<08:38,  2.79it/s]

train:  73%|███████▎  | 2555/3515 [25:23<05:44,  2.79it/s]
overall:  64%|██████▍   | 2556/4000 [25:25<09:41,  2.48it/s]

train:  73%|███████▎  | 2556/3515 [25:24<06:26,  2.48it/s]
overall:  64%|██████▍   | 2557/4000 [25:26<10:25,  2.31it/s]

train:  73%|███████▎  | 2557/3515 [25:24<06:55,  2.31it/s]
overall:  64%|██████▍   | 2558/4000 [25:26<08:29,  2.83it/s]

train:  73%|███████▎  | 2558/3515 [25:24<05:38,  2.83it/s]
overall:  64%|██████▍   | 2559/4000 [25:27<09:28,  2.54it/s]

train:  73%|███████▎  | 2559/3515 [25:25<06:16,  2.54it/s]
overall:  64%|██████▍   | 2560/4000 [25:27<10:18,  2.33it/s]

train:  73%|███████▎  | 2560/3515 [25:25<06:50,  2.33it/s]
overall:  64%|██████▍   | 2561/4000 [25:28<10:36,  2.26it/s]

train:  73%|███████▎  | 2561/3515 [25:26<07:01,  2.26it/s]
overall:  64%|██████▍   | 2562/4000 [25:28<10:53,  2.20it/s]

train:  73%|███████▎  | 2562/3515 [25:26<07:12,  2.20it/s]
overall:  64%|██████▍   | 2563/4000 [25:29<11:06,  2.16it/s]

train:  73%|███████▎  | 2563/3515 [25:27<07:21,  2.16it/s]
overall:  64%|██████▍   | 2564/4000 [25:29<11:17,  2.12it/s]

train:  73%|███████▎  | 2564/3515 [25:27<07:28,  2.12it/s]
overall:  64%|██████▍   | 2565/4000 [25:30<11:07,  2.15it/s]

train:  73%|███████▎  | 2565/3515 [25:28<07:22,  2.15it/s]
overall:  64%|██████▍   | 2566/4000 [25:30<11:17,  2.12it/s]

train:  73%|███████▎  | 2566/3515 [25:28<07:28,  2.12it/s]
overall:  64%|██████▍   | 2567/4000 [25:31<11:45,  2.03it/s]

train:  73%|███████▎  | 2567/3515 [25:29<07:46,  2.03it/s]
overall:  64%|██████▍   | 2568/4000 [25:31<11:34,  2.06it/s]

train:  73%|███████▎  | 2568/3515 [25:29<07:39,  2.06it/s]
overall:  64%|██████▍   | 2569/4000 [25:31<09:32,  2.50it/s]

train:  73%|███████▎  | 2569/3515 [25:29<06:18,  2.50it/s]
overall:  64%|██████▍   | 2570/4000 [25:32<12:07,  1.97it/s]

train:  73%|███████▎  | 2570/3515 [25:30<08:00,  1.97it/s]
overall:  64%|██████▍   | 2571/4000 [25:32<12:02,  1.98it/s]

train:  73%|███████▎  | 2571/3515 [25:31<07:57,  1.98it/s]
overall:  64%|██████▍   | 2572/4000 [25:33<12:03,  1.97it/s]

train:  73%|███████▎  | 2572/3515 [25:31<07:57,  1.97it/s]
overall:  64%|██████▍   | 2573/4000 [25:34<12:25,  1.91it/s]

train:  73%|███████▎  | 2573/3515 [25:32<08:12,  1.91it/s]
overall:  64%|██████▍   | 2574/4000 [25:34<12:17,  1.93it/s]

train:  73%|███████▎  | 2574/3515 [25:32<08:06,  1.93it/s]
overall:  64%|██████▍   | 2575/4000 [25:35<12:04,  1.97it/s]

train:  73%|███████▎  | 2575/3515 [25:33<07:57,  1.97it/s]
overall:  64%|██████▍   | 2576/4000 [25:35<11:57,  1.98it/s]

train:  73%|███████▎  | 2576/3515 [25:33<07:53,  1.98it/s]
overall:  64%|██████▍   | 2577/4000 [25:36<12:17,  1.93it/s]

train:  73%|███████▎  | 2577/3515 [25:34<08:06,  1.93it/s]
overall:  64%|██████▍   | 2578/4000 [25:36<11:43,  2.02it/s]

train:  73%|███████▎  | 2578/3515 [25:34<07:43,  2.02it/s]
overall:  64%|██████▍   | 2579/4000 [25:36<10:01,  2.36it/s]

train:  73%|███████▎  | 2579/3515 [25:34<06:36,  2.36it/s]
overall:  64%|██████▍   | 2580/4000 [25:36<08:00,  2.96it/s]

train:  73%|███████▎  | 2580/3515 [25:35<05:16,  2.96it/s]
overall:  65%|██████▍   | 2581/4000 [25:37<08:44,  2.71it/s]

train:  73%|███████▎  | 2581/3515 [25:35<05:45,  2.71it/s]
overall:  65%|██████▍   | 2582/4000 [25:37<09:33,  2.47it/s]

train:  73%|███████▎  | 2582/3515 [25:35<06:17,  2.47it/s]
overall:  65%|██████▍   | 2583/4000 [25:38<10:18,  2.29it/s]

train:  73%|███████▎  | 2583/3515 [25:36<06:46,  2.29it/s]
overall:  65%|██████▍   | 2584/4000 [25:38<10:38,  2.22it/s]

train:  74%|███████▎  | 2584/3515 [25:36<06:59,  2.22it/s]
overall:  65%|██████▍   | 2585/4000 [25:39<10:58,  2.15it/s]

train:  74%|███████▎  | 2585/3515 [25:37<07:12,  2.15it/s]
overall:  65%|██████▍   | 2586/4000 [25:39<08:52,  2.65it/s]

train:  74%|███████▎  | 2586/3515 [25:37<05:50,  2.65it/s]
overall:  65%|██████▍   | 2587/4000 [25:40<09:48,  2.40it/s]

train:  74%|███████▎  | 2587/3515 [25:38<06:26,  2.40it/s]
overall:  65%|██████▍   | 2588/4000 [25:40<10:20,  2.28it/s]

train:  74%|███████▎  | 2588/3515 [25:38<06:47,  2.28it/s]
overall:  65%|██████▍   | 2589/4000 [25:40<09:42,  2.42it/s]

train:  74%|███████▎  | 2589/3515 [25:38<06:22,  2.42it/s]
overall:  65%|██████▍   | 2590/4000 [25:41<10:01,  2.34it/s]

train:  74%|███████▎  | 2590/3515 [25:39<06:34,  2.34it/s]
overall:  65%|██████▍   | 2591/4000 [25:41<10:04,  2.33it/s]

train:  74%|███████▎  | 2591/3515 [25:39<06:36,  2.33it/s]
overall:  65%|██████▍   | 2592/4000 [25:42<10:31,  2.23it/s]

train:  74%|███████▎  | 2592/3515 [25:40<06:53,  2.23it/s]
overall:  65%|██████▍   | 2593/4000 [25:42<10:53,  2.15it/s]

train:  74%|███████▍  | 2593/3515 [25:40<07:08,  2.15it/s]
overall:  65%|██████▍   | 2594/4000 [25:43<12:06,  1.94it/s]

train:  74%|███████▍  | 2594/3515 [25:41<07:55,  1.94it/s]
overall:  65%|██████▍   | 2595/4000 [25:43<11:41,  2.00it/s]

train:  74%|███████▍  | 2595/3515 [25:41<07:39,  2.00it/s]
overall:  65%|██████▍   | 2596/4000 [25:44<11:31,  2.03it/s]

train:  74%|███████▍  | 2596/3515 [25:42<07:32,  2.03it/s]
overall:  65%|██████▍   | 2597/4000 [25:44<09:55,  2.36it/s]

train:  74%|███████▍  | 2597/3515 [25:42<06:29,  2.36it/s]
overall:  65%|██████▍   | 2598/4000 [25:44<09:33,  2.44it/s]

train:  74%|███████▍  | 2598/3515 [25:43<06:15,  2.44it/s]
overall:  65%|██████▍   | 2599/4000 [25:45<10:10,  2.30it/s]

train:  74%|███████▍  | 2599/3515 [25:43<06:38,  2.30it/s]
overall:  65%|██████▌   | 2600/4000 [25:45<10:23,  2.25it/s]

train:  74%|███████▍  | 2600/3515 [25:44<06:47,  2.25it/s]
overall:  65%|██████▌   | 2601/4000 [25:46<11:16,  2.07it/s]

train:  74%|███████▍  | 2601/3515 [25:44<07:22,  2.07it/s]
overall:  65%|██████▌   | 2602/4000 [25:46<11:09,  2.09it/s]

train:  74%|███████▍  | 2602/3515 [25:45<07:17,  2.09it/s]
overall:  65%|██████▌   | 2603/4000 [25:47<11:08,  2.09it/s]

train:  74%|███████▍  | 2603/3515 [25:45<07:16,  2.09it/s]
overall:  65%|██████▌   | 2604/4000 [25:47<11:08,  2.09it/s]

train:  74%|███████▍  | 2604/3515 [25:46<07:16,  2.09it/s]
overall:  65%|██████▌   | 2605/4000 [25:48<11:14,  2.07it/s]

train:  74%|███████▍  | 2605/3515 [25:46<07:19,  2.07it/s]
overall:  65%|██████▌   | 2606/4000 [25:48<11:21,  2.04it/s]

train:  74%|███████▍  | 2606/3515 [25:47<07:24,  2.04it/s]
overall:  65%|██████▌   | 2607/4000 [25:49<11:27,  2.03it/s]

train:  74%|███████▍  | 2607/3515 [25:47<07:28,  2.03it/s]
overall:  65%|██████▌   | 2608/4000 [25:49<11:33,  2.01it/s]

train:  74%|███████▍  | 2608/3515 [25:48<07:31,  2.01it/s]
overall:  65%|██████▌   | 2609/4000 [25:50<11:18,  2.05it/s]

train:  74%|███████▍  | 2609/3515 [25:48<07:21,  2.05it/s]
overall:  65%|██████▌   | 2610/4000 [25:50<11:26,  2.03it/s]

train:  74%|███████▍  | 2610/3515 [25:49<07:26,  2.03it/s]
overall:  65%|██████▌   | 2611/4000 [25:51<11:26,  2.02it/s]

train:  74%|███████▍  | 2611/3515 [25:49<07:27,  2.02it/s]
overall:  65%|██████▌   | 2612/4000 [25:51<10:45,  2.15it/s]

train:  74%|███████▍  | 2612/3515 [25:49<06:59,  2.15it/s]
overall:  65%|██████▌   | 2613/4000 [25:52<10:26,  2.21it/s]

train:  74%|███████▍  | 2613/3515 [25:50<06:47,  2.21it/s]
overall:  65%|██████▌   | 2614/4000 [25:52<10:21,  2.23it/s]

train:  74%|███████▍  | 2614/3515 [25:50<06:43,  2.23it/s]
overall:  65%|██████▌   | 2615/4000 [25:53<10:33,  2.19it/s]

train:  74%|███████▍  | 2615/3515 [25:51<06:51,  2.19it/s]
overall:  65%|██████▌   | 2616/4000 [25:53<10:43,  2.15it/s]

train:  74%|███████▍  | 2616/3515 [25:51<06:57,  2.15it/s]
overall:  65%|██████▌   | 2617/4000 [25:54<10:41,  2.16it/s]

train:  74%|███████▍  | 2617/3515 [25:52<06:56,  2.16it/s]
overall:  65%|██████▌   | 2618/4000 [25:54<12:33,  1.83it/s]

train:  74%|███████▍  | 2618/3515 [25:52<08:09,  1.83it/s]
overall:  65%|██████▌   | 2619/4000 [25:55<12:05,  1.90it/s]

train:  75%|███████▍  | 2619/3515 [25:53<07:50,  1.90it/s]
overall:  66%|██████▌   | 2620/4000 [25:55<10:34,  2.17it/s]

train:  75%|███████▍  | 2620/3515 [25:53<06:51,  2.17it/s]
overall:  66%|██████▌   | 2621/4000 [25:56<10:58,  2.09it/s]

train:  75%|███████▍  | 2621/3515 [25:54<07:07,  2.09it/s]
overall:  66%|██████▌   | 2622/4000 [25:56<10:39,  2.15it/s]

train:  75%|███████▍  | 2622/3515 [25:54<06:54,  2.15it/s]
overall:  66%|██████▌   | 2623/4000 [25:56<10:09,  2.26it/s]

train:  75%|███████▍  | 2623/3515 [25:55<06:34,  2.26it/s]
overall:  66%|██████▌   | 2624/4000 [25:57<10:21,  2.21it/s]

train:  75%|███████▍  | 2624/3515 [25:55<06:42,  2.21it/s]
overall:  66%|██████▌   | 2625/4000 [25:58<11:20,  2.02it/s]

train:  75%|███████▍  | 2625/3515 [25:56<07:20,  2.02it/s]
overall:  66%|██████▌   | 2626/4000 [25:58<11:21,  2.02it/s]

train:  75%|███████▍  | 2626/3515 [25:56<07:20,  2.02it/s]
overall:  66%|██████▌   | 2627/4000 [25:59<11:29,  1.99it/s]

train:  75%|███████▍  | 2627/3515 [25:57<07:26,  1.99it/s]
overall:  66%|██████▌   | 2628/4000 [25:59<11:16,  2.03it/s]

train:  75%|███████▍  | 2628/3515 [25:57<07:17,  2.03it/s]
overall:  66%|██████▌   | 2629/4000 [25:59<11:10,  2.04it/s]

train:  75%|███████▍  | 2629/3515 [25:58<07:13,  2.04it/s]
overall:  66%|██████▌   | 2630/4000 [26:00<10:59,  2.08it/s]

train:  75%|███████▍  | 2630/3515 [25:58<07:05,  2.08it/s]
overall:  66%|██████▌   | 2631/4000 [26:00<09:18,  2.45it/s]

train:  75%|███████▍  | 2631/3515 [25:58<06:00,  2.45it/s]
overall:  66%|██████▌   | 2632/4000 [26:01<09:41,  2.35it/s]

train:  75%|███████▍  | 2632/3515 [25:59<06:15,  2.35it/s]
overall:  66%|██████▌   | 2633/4000 [26:01<10:11,  2.23it/s]

train:  75%|███████▍  | 2633/3515 [25:59<06:34,  2.23it/s]
overall:  66%|██████▌   | 2634/4000 [26:02<10:32,  2.16it/s]

train:  75%|███████▍  | 2634/3515 [26:00<06:47,  2.16it/s]
overall:  66%|██████▌   | 2635/4000 [26:02<10:44,  2.12it/s]

train:  75%|███████▍  | 2635/3515 [26:00<06:55,  2.12it/s]
overall:  66%|██████▌   | 2636/4000 [26:02<09:33,  2.38it/s]

train:  75%|███████▍  | 2636/3515 [26:01<06:09,  2.38it/s]
overall:  66%|██████▌   | 2637/4000 [26:03<09:52,  2.30it/s]

train:  75%|███████▌  | 2637/3515 [26:01<06:21,  2.30it/s]
overall:  66%|██████▌   | 2638/4000 [26:03<10:11,  2.23it/s]

train:  75%|███████▌  | 2638/3515 [26:02<06:33,  2.23it/s]
overall:  66%|██████▌   | 2639/4000 [26:04<10:22,  2.19it/s]

train:  75%|███████▌  | 2639/3515 [26:02<06:40,  2.19it/s]
overall:  66%|██████▌   | 2640/4000 [26:04<10:28,  2.16it/s]

train:  75%|███████▌  | 2640/3515 [26:02<06:44,  2.16it/s]
overall:  66%|██████▌   | 2641/4000 [26:05<10:02,  2.25it/s]

train:  75%|███████▌  | 2641/3515 [26:03<06:27,  2.25it/s]
overall:  66%|██████▌   | 2642/4000 [26:05<12:03,  1.88it/s]

train:  75%|███████▌  | 2642/3515 [26:04<07:45,  1.88it/s]
overall:  66%|██████▌   | 2643/4000 [26:06<11:50,  1.91it/s]

train:  75%|███████▌  | 2643/3515 [26:04<07:36,  1.91it/s]
overall:  66%|██████▌   | 2644/4000 [26:06<11:38,  1.94it/s]

train:  75%|███████▌  | 2644/3515 [26:05<07:28,  1.94it/s]
overall:  66%|██████▌   | 2645/4000 [26:07<11:49,  1.91it/s]

train:  75%|███████▌  | 2645/3515 [26:05<07:35,  1.91it/s]
overall:  66%|██████▌   | 2646/4000 [26:08<11:31,  1.96it/s]

train:  75%|███████▌  | 2646/3515 [26:06<07:24,  1.96it/s]
overall:  66%|██████▌   | 2647/4000 [26:08<11:19,  1.99it/s]

train:  75%|███████▌  | 2647/3515 [26:06<07:15,  1.99it/s]
overall:  66%|██████▌   | 2648/4000 [26:08<11:16,  2.00it/s]

train:  75%|███████▌  | 2648/3515 [26:07<07:14,  2.00it/s]
overall:  66%|██████▌   | 2649/4000 [26:09<11:32,  1.95it/s]

train:  75%|███████▌  | 2649/3515 [26:07<07:24,  1.95it/s]
overall:  66%|██████▋   | 2650/4000 [26:09<10:28,  2.15it/s]

train:  75%|███████▌  | 2650/3515 [26:07<06:42,  2.15it/s]
overall:  66%|██████▋   | 2651/4000 [26:10<10:34,  2.12it/s]

train:  75%|███████▌  | 2651/3515 [26:08<06:46,  2.12it/s]
overall:  66%|██████▋   | 2652/4000 [26:10<10:13,  2.20it/s]

train:  75%|███████▌  | 2652/3515 [26:08<06:32,  2.20it/s]
overall:  66%|██████▋   | 2653/4000 [26:11<10:17,  2.18it/s]

train:  75%|███████▌  | 2653/3515 [26:09<06:35,  2.18it/s]
overall:  66%|██████▋   | 2654/4000 [26:11<10:32,  2.13it/s]

train:  76%|███████▌  | 2654/3515 [26:09<06:44,  2.13it/s]
overall:  66%|██████▋   | 2655/4000 [26:12<10:48,  2.07it/s]

train:  76%|███████▌  | 2655/3515 [26:10<06:54,  2.07it/s]
overall:  66%|██████▋   | 2656/4000 [26:12<09:56,  2.25it/s]

train:  76%|███████▌  | 2656/3515 [26:10<06:21,  2.25it/s]
overall:  66%|██████▋   | 2657/4000 [26:13<10:03,  2.23it/s]

train:  76%|███████▌  | 2657/3515 [26:11<06:25,  2.23it/s]
overall:  66%|██████▋   | 2658/4000 [26:13<10:19,  2.17it/s]

train:  76%|███████▌  | 2658/3515 [26:11<06:35,  2.17it/s]
overall:  66%|██████▋   | 2659/4000 [26:14<10:20,  2.16it/s]

train:  76%|███████▌  | 2659/3515 [26:12<06:36,  2.16it/s]
overall:  66%|██████▋   | 2660/4000 [26:14<10:37,  2.10it/s]

train:  76%|███████▌  | 2660/3515 [26:12<06:46,  2.10it/s]
overall:  67%|██████▋   | 2661/4000 [26:14<10:12,  2.19it/s]

train:  76%|███████▌  | 2661/3515 [26:13<06:30,  2.19it/s]
overall:  67%|██████▋   | 2662/4000 [26:15<10:19,  2.16it/s]

train:  76%|███████▌  | 2662/3515 [26:13<06:35,  2.16it/s]
overall:  67%|██████▋   | 2663/4000 [26:15<10:21,  2.15it/s]

train:  76%|███████▌  | 2663/3515 [26:14<06:36,  2.15it/s]
overall:  67%|██████▋   | 2664/4000 [26:16<10:35,  2.10it/s]

train:  76%|███████▌  | 2664/3515 [26:14<06:44,  2.10it/s]
overall:  67%|██████▋   | 2665/4000 [26:16<10:49,  2.06it/s]

train:  76%|███████▌  | 2665/3515 [26:15<06:53,  2.06it/s]
overall:  67%|██████▋   | 2666/4000 [26:17<12:46,  1.74it/s]

train:  76%|███████▌  | 2666/3515 [26:15<08:07,  1.74it/s]
overall:  67%|██████▋   | 2667/4000 [26:17<10:38,  2.09it/s]

train:  76%|███████▌  | 2667/3515 [26:16<06:45,  2.09it/s]
overall:  67%|██████▋   | 2668/4000 [26:18<10:48,  2.05it/s]

train:  76%|███████▌  | 2668/3515 [26:16<06:52,  2.05it/s]
overall:  67%|██████▋   | 2669/4000 [26:18<09:00,  2.46it/s]

train:  76%|███████▌  | 2669/3515 [26:16<05:43,  2.46it/s]
overall:  67%|██████▋   | 2670/4000 [26:18<07:51,  2.82it/s]

train:  76%|███████▌  | 2670/3515 [26:17<04:59,  2.82it/s]
overall:  67%|██████▋   | 2671/4000 [26:19<08:34,  2.58it/s]

train:  76%|███████▌  | 2671/3515 [26:17<05:26,  2.58it/s]
overall:  67%|██████▋   | 2672/4000 [26:19<09:03,  2.44it/s]

train:  76%|███████▌  | 2672/3515 [26:17<05:44,  2.44it/s]
overall:  67%|██████▋   | 2673/4000 [26:20<09:34,  2.31it/s]

train:  76%|███████▌  | 2673/3515 [26:18<06:04,  2.31it/s]
overall:  67%|██████▋   | 2674/4000 [26:20<09:02,  2.45it/s]

train:  76%|███████▌  | 2674/3515 [26:18<05:43,  2.45it/s]
overall:  67%|██████▋   | 2675/4000 [26:21<09:20,  2.37it/s]

train:  76%|███████▌  | 2675/3515 [26:19<05:55,  2.37it/s]
overall:  67%|██████▋   | 2676/4000 [26:21<09:45,  2.26it/s]

train:  76%|███████▌  | 2676/3515 [26:19<06:11,  2.26it/s]
overall:  67%|██████▋   | 2677/4000 [26:21<09:16,  2.38it/s]

train:  76%|███████▌  | 2677/3515 [26:20<05:52,  2.38it/s]
overall:  67%|██████▋   | 2678/4000 [26:22<09:23,  2.35it/s]

train:  76%|███████▌  | 2678/3515 [26:20<05:56,  2.35it/s]
overall:  67%|██████▋   | 2679/4000 [26:22<09:42,  2.27it/s]

train:  76%|███████▌  | 2679/3515 [26:21<06:08,  2.27it/s]
overall:  67%|██████▋   | 2680/4000 [26:23<10:08,  2.17it/s]

train:  76%|███████▌  | 2680/3515 [26:21<06:25,  2.17it/s]
overall:  67%|██████▋   | 2681/4000 [26:23<08:45,  2.51it/s]

train:  76%|███████▋  | 2681/3515 [26:21<05:31,  2.51it/s]
overall:  67%|██████▋   | 2682/4000 [26:24<09:01,  2.43it/s]

train:  76%|███████▋  | 2682/3515 [26:22<05:42,  2.43it/s]
overall:  67%|██████▋   | 2683/4000 [26:24<09:29,  2.31it/s]

train:  76%|███████▋  | 2683/3515 [26:22<05:59,  2.31it/s]
overall:  67%|██████▋   | 2684/4000 [26:25<09:45,  2.25it/s]

train:  76%|███████▋  | 2684/3515 [26:23<06:09,  2.25it/s]
overall:  67%|██████▋   | 2685/4000 [26:25<10:08,  2.16it/s]

train:  76%|███████▋  | 2685/3515 [26:23<06:24,  2.16it/s]
overall:  67%|██████▋   | 2686/4000 [26:25<08:59,  2.44it/s]

train:  76%|███████▋  | 2686/3515 [26:23<05:40,  2.44it/s]
overall:  67%|██████▋   | 2687/4000 [26:26<09:33,  2.29it/s]

train:  76%|███████▋  | 2687/3515 [26:24<06:01,  2.29it/s]
overall:  67%|██████▋   | 2688/4000 [26:26<09:55,  2.20it/s]

train:  76%|███████▋  | 2688/3515 [26:24<06:15,  2.20it/s]
overall:  67%|██████▋   | 2689/4000 [26:27<10:02,  2.17it/s]

train:  77%|███████▋  | 2689/3515 [26:25<06:19,  2.17it/s]
overall:  67%|██████▋   | 2690/4000 [26:28<11:47,  1.85it/s]

train:  77%|███████▋  | 2690/3515 [26:26<07:25,  1.85it/s]
overall:  67%|██████▋   | 2691/4000 [26:28<11:38,  1.87it/s]

train:  77%|███████▋  | 2691/3515 [26:26<07:19,  1.87it/s]
overall:  67%|██████▋   | 2692/4000 [26:28<10:58,  1.99it/s]

train:  77%|███████▋  | 2692/3515 [26:27<06:54,  1.99it/s]
overall:  67%|██████▋   | 2693/4000 [26:29<11:05,  1.96it/s]

train:  77%|███████▋  | 2693/3515 [26:27<06:58,  1.96it/s]
overall:  67%|██████▋   | 2694/4000 [26:29<08:48,  2.47it/s]

train:  77%|███████▋  | 2694/3515 [26:27<05:32,  2.47it/s]
overall:  67%|██████▋   | 2695/4000 [26:30<09:20,  2.33it/s]

train:  77%|███████▋  | 2695/3515 [26:28<05:52,  2.33it/s]
overall:  67%|██████▋   | 2696/4000 [26:30<09:10,  2.37it/s]

train:  77%|███████▋  | 2696/3515 [26:28<05:45,  2.37it/s]
overall:  67%|██████▋   | 2697/4000 [26:31<10:19,  2.10it/s]

train:  77%|███████▋  | 2697/3515 [26:29<06:28,  2.10it/s]
overall:  67%|██████▋   | 2698/4000 [26:31<10:27,  2.07it/s]

train:  77%|███████▋  | 2698/3515 [26:29<06:33,  2.07it/s]
overall:  67%|██████▋   | 2699/4000 [26:31<09:03,  2.39it/s]

train:  77%|███████▋  | 2699/3515 [26:30<05:40,  2.39it/s]
overall:  68%|██████▊   | 2700/4000 [26:32<09:36,  2.25it/s]

train:  77%|███████▋  | 2700/3515 [26:30<06:01,  2.25it/s]
overall:  68%|██████▊   | 2701/4000 [26:32<09:58,  2.17it/s]

train:  77%|███████▋  | 2701/3515 [26:31<06:15,  2.17it/s]
overall:  68%|██████▊   | 2702/4000 [26:33<10:17,  2.10it/s]

train:  77%|███████▋  | 2702/3515 [26:31<06:26,  2.10it/s]
overall:  68%|██████▊   | 2703/4000 [26:33<09:55,  2.18it/s]

train:  77%|███████▋  | 2703/3515 [26:31<06:12,  2.18it/s]
overall:  68%|██████▊   | 2704/4000 [26:34<09:18,  2.32it/s]

train:  77%|███████▋  | 2704/3515 [26:32<05:49,  2.32it/s]
overall:  68%|██████▊   | 2705/4000 [26:34<09:29,  2.27it/s]

train:  77%|███████▋  | 2705/3515 [26:32<05:56,  2.27it/s]
overall:  68%|██████▊   | 2706/4000 [26:35<09:23,  2.30it/s]

train:  77%|███████▋  | 2706/3515 [26:33<05:52,  2.30it/s]
overall:  68%|██████▊   | 2707/4000 [26:35<09:38,  2.24it/s]

train:  77%|███████▋  | 2707/3515 [26:33<06:01,  2.24it/s]
overall:  68%|██████▊   | 2708/4000 [26:36<09:54,  2.17it/s]

train:  77%|███████▋  | 2708/3515 [26:34<06:11,  2.17it/s]
overall:  68%|██████▊   | 2709/4000 [26:36<10:02,  2.14it/s]

train:  77%|███████▋  | 2709/3515 [26:34<06:16,  2.14it/s]
overall:  68%|██████▊   | 2710/4000 [26:36<09:45,  2.20it/s]

train:  77%|███████▋  | 2710/3515 [26:35<06:05,  2.20it/s]
overall:  68%|██████▊   | 2711/4000 [26:37<09:37,  2.23it/s]

train:  77%|███████▋  | 2711/3515 [26:35<06:00,  2.23it/s]
overall:  68%|██████▊   | 2712/4000 [26:37<09:52,  2.17it/s]

train:  77%|███████▋  | 2712/3515 [26:36<06:09,  2.17it/s]
overall:  68%|██████▊   | 2713/4000 [26:38<10:04,  2.13it/s]

train:  77%|███████▋  | 2713/3515 [26:36<06:16,  2.13it/s]
overall:  68%|██████▊   | 2714/4000 [26:39<11:44,  1.83it/s]

train:  77%|███████▋  | 2714/3515 [26:37<07:18,  1.83it/s]
overall:  68%|██████▊   | 2715/4000 [26:39<11:21,  1.89it/s]

train:  77%|███████▋  | 2715/3515 [26:37<07:04,  1.89it/s]
overall:  68%|██████▊   | 2716/4000 [26:39<09:19,  2.29it/s]

train:  77%|███████▋  | 2716/3515 [26:37<05:48,  2.29it/s]
overall:  68%|██████▊   | 2717/4000 [26:40<09:59,  2.14it/s]

train:  77%|███████▋  | 2717/3515 [26:38<06:12,  2.14it/s]
overall:  68%|██████▊   | 2718/4000 [26:40<10:13,  2.09it/s]

train:  77%|███████▋  | 2718/3515 [26:38<06:21,  2.09it/s]
overall:  68%|██████▊   | 2719/4000 [26:41<10:23,  2.06it/s]

train:  77%|███████▋  | 2719/3515 [26:39<06:27,  2.06it/s]
overall:  68%|██████▊   | 2720/4000 [26:41<10:07,  2.11it/s]

train:  77%|███████▋  | 2720/3515 [26:39<06:17,  2.11it/s]
overall:  68%|██████▊   | 2721/4000 [26:42<10:40,  2.00it/s]

train:  77%|███████▋  | 2721/3515 [26:40<06:37,  2.00it/s]
overall:  68%|██████▊   | 2722/4000 [26:42<08:33,  2.49it/s]

train:  77%|███████▋  | 2722/3515 [26:40<05:18,  2.49it/s]
overall:  68%|██████▊   | 2723/4000 [26:43<09:09,  2.32it/s]

train:  77%|███████▋  | 2723/3515 [26:41<05:41,  2.32it/s]
overall:  68%|██████▊   | 2724/4000 [26:43<09:38,  2.21it/s]

train:  77%|███████▋  | 2724/3515 [26:41<05:58,  2.21it/s]
overall:  68%|██████▊   | 2725/4000 [26:44<09:54,  2.14it/s]

train:  78%|███████▊  | 2725/3515 [26:42<06:08,  2.14it/s]
overall:  68%|██████▊   | 2726/4000 [26:44<08:08,  2.61it/s]

train:  78%|███████▊  | 2726/3515 [26:42<05:02,  2.61it/s]
overall:  68%|██████▊   | 2727/4000 [26:44<08:58,  2.36it/s]

train:  78%|███████▊  | 2727/3515 [26:42<05:33,  2.36it/s]
overall:  68%|██████▊   | 2728/4000 [26:45<09:26,  2.24it/s]

train:  78%|███████▊  | 2728/3515 [26:43<05:50,  2.24it/s]
overall:  68%|██████▊   | 2729/4000 [26:45<09:33,  2.21it/s]

train:  78%|███████▊  | 2729/3515 [26:43<05:54,  2.21it/s]
overall:  68%|██████▊   | 2730/4000 [26:46<09:39,  2.19it/s]

train:  78%|███████▊  | 2730/3515 [26:44<05:58,  2.19it/s]
overall:  68%|██████▊   | 2731/4000 [26:46<07:32,  2.81it/s]

train:  78%|███████▊  | 2731/3515 [26:44<04:39,  2.81it/s]
overall:  68%|██████▊   | 2732/4000 [26:46<08:24,  2.52it/s]

train:  78%|███████▊  | 2732/3515 [26:44<05:11,  2.52it/s]
overall:  68%|██████▊   | 2733/4000 [26:47<08:58,  2.35it/s]

train:  78%|███████▊  | 2733/3515 [26:45<05:32,  2.35it/s]
overall:  68%|██████▊   | 2734/4000 [26:47<07:51,  2.68it/s]

train:  78%|███████▊  | 2734/3515 [26:45<04:50,  2.68it/s]
overall:  68%|██████▊   | 2735/4000 [26:48<08:37,  2.45it/s]

train:  78%|███████▊  | 2735/3515 [26:46<05:18,  2.45it/s]
overall:  68%|██████▊   | 2736/4000 [26:48<09:00,  2.34it/s]

train:  78%|███████▊  | 2736/3515 [26:46<05:33,  2.34it/s]
overall:  68%|██████▊   | 2737/4000 [26:49<09:23,  2.24it/s]

train:  78%|███████▊  | 2737/3515 [26:47<05:46,  2.24it/s]
overall:  68%|██████▊   | 2738/4000 [26:49<11:04,  1.90it/s]

train:  78%|███████▊  | 2738/3515 [26:47<06:49,  1.90it/s]
overall:  68%|██████▊   | 2739/4000 [26:50<10:39,  1.97it/s]

train:  78%|███████▊  | 2739/3515 [26:48<06:33,  1.97it/s]
overall:  68%|██████▊   | 2740/4000 [26:50<10:32,  1.99it/s]

train:  78%|███████▊  | 2740/3515 [26:48<06:29,  1.99it/s]
overall:  69%|██████▊   | 2741/4000 [26:51<10:37,  1.97it/s]

train:  78%|███████▊  | 2741/3515 [26:49<06:32,  1.97it/s]
overall:  69%|██████▊   | 2742/4000 [26:51<09:53,  2.12it/s]

train:  78%|███████▊  | 2742/3515 [26:49<06:04,  2.12it/s]
overall:  69%|██████▊   | 2743/4000 [26:52<10:00,  2.09it/s]

train:  78%|███████▊  | 2743/3515 [26:50<06:09,  2.09it/s]
overall:  69%|██████▊   | 2744/4000 [26:52<09:53,  2.12it/s]

train:  78%|███████▊  | 2744/3515 [26:50<06:04,  2.12it/s]
overall:  69%|██████▊   | 2745/4000 [26:53<10:31,  1.99it/s]

train:  78%|███████▊  | 2745/3515 [26:51<06:27,  1.99it/s]
overall:  69%|██████▊   | 2746/4000 [26:53<10:16,  2.03it/s]

train:  78%|███████▊  | 2746/3515 [26:51<06:18,  2.03it/s]
overall:  69%|██████▊   | 2747/4000 [26:54<10:17,  2.03it/s]

train:  78%|███████▊  | 2747/3515 [26:52<06:18,  2.03it/s]
overall:  69%|██████▊   | 2748/4000 [26:54<10:17,  2.03it/s]

train:  78%|███████▊  | 2748/3515 [26:52<06:18,  2.03it/s]
overall:  69%|██████▊   | 2749/4000 [26:54<09:49,  2.12it/s]

train:  78%|███████▊  | 2749/3515 [26:53<06:01,  2.12it/s]
overall:  69%|██████▉   | 2750/4000 [26:55<09:50,  2.12it/s]

train:  78%|███████▊  | 2750/3515 [26:53<06:01,  2.12it/s]
overall:  69%|██████▉   | 2751/4000 [26:55<09:22,  2.22it/s]

train:  78%|███████▊  | 2751/3515 [26:53<05:43,  2.22it/s]
overall:  69%|██████▉   | 2752/4000 [26:56<09:37,  2.16it/s]

train:  78%|███████▊  | 2752/3515 [26:54<05:52,  2.16it/s]
overall:  69%|██████▉   | 2753/4000 [26:56<09:40,  2.15it/s]

train:  78%|███████▊  | 2753/3515 [26:54<05:54,  2.15it/s]
overall:  69%|██████▉   | 2754/4000 [26:57<09:20,  2.22it/s]

train:  78%|███████▊  | 2754/3515 [26:55<05:42,  2.22it/s]
overall:  69%|██████▉   | 2755/4000 [26:57<09:34,  2.17it/s]

train:  78%|███████▊  | 2755/3515 [26:55<05:50,  2.17it/s]
overall:  69%|██████▉   | 2756/4000 [26:58<09:35,  2.16it/s]

train:  78%|███████▊  | 2756/3515 [26:56<05:51,  2.16it/s]
overall:  69%|██████▉   | 2757/4000 [26:58<09:17,  2.23it/s]

train:  78%|███████▊  | 2757/3515 [26:56<05:40,  2.23it/s]
overall:  69%|██████▉   | 2758/4000 [26:59<09:34,  2.16it/s]

train:  78%|███████▊  | 2758/3515 [26:57<05:50,  2.16it/s]
overall:  69%|██████▉   | 2759/4000 [26:59<09:24,  2.20it/s]

train:  78%|███████▊  | 2759/3515 [26:57<05:44,  2.20it/s]
overall:  69%|██████▉   | 2760/4000 [27:00<09:40,  2.14it/s]

train:  79%|███████▊  | 2760/3515 [26:58<05:53,  2.14it/s]
overall:  69%|██████▉   | 2761/4000 [27:00<09:47,  2.11it/s]

train:  79%|███████▊  | 2761/3515 [26:58<05:57,  2.11it/s]
overall:  69%|██████▉   | 2762/4000 [27:01<11:34,  1.78it/s]

train:  79%|███████▊  | 2762/3515 [26:59<07:02,  1.78it/s]
overall:  69%|██████▉   | 2763/4000 [27:01<10:56,  1.88it/s]

train:  79%|███████▊  | 2763/3515 [26:59<06:39,  1.88it/s]
overall:  69%|██████▉   | 2764/4000 [27:02<10:41,  1.93it/s]

train:  79%|███████▊  | 2764/3515 [27:00<06:29,  1.93it/s]
overall:  69%|██████▉   | 2765/4000 [27:02<10:18,  2.00it/s]

train:  79%|███████▊  | 2765/3515 [27:00<06:15,  2.00it/s]
overall:  69%|██████▉   | 2766/4000 [27:03<09:40,  2.13it/s]

train:  79%|███████▊  | 2766/3515 [27:01<05:52,  2.13it/s]
overall:  69%|██████▉   | 2767/4000 [27:03<09:28,  2.17it/s]

train:  79%|███████▊  | 2767/3515 [27:01<05:44,  2.17it/s]
overall:  69%|██████▉   | 2768/4000 [27:04<09:41,  2.12it/s]

train:  79%|███████▊  | 2768/3515 [27:02<05:52,  2.12it/s]
overall:  69%|██████▉   | 2769/4000 [27:04<09:48,  2.09it/s]

train:  79%|███████▉  | 2769/3515 [27:02<05:56,  2.09it/s]
overall:  69%|██████▉   | 2770/4000 [27:05<09:40,  2.12it/s]

train:  79%|███████▉  | 2770/3515 [27:03<05:51,  2.12it/s]
overall:  69%|██████▉   | 2771/4000 [27:05<09:27,  2.17it/s]

train:  79%|███████▉  | 2771/3515 [27:03<05:43,  2.17it/s]
overall:  69%|██████▉   | 2772/4000 [27:05<08:46,  2.33it/s]

train:  79%|███████▉  | 2772/3515 [27:03<05:18,  2.33it/s]
overall:  69%|██████▉   | 2773/4000 [27:06<09:07,  2.24it/s]

train:  79%|███████▉  | 2773/3515 [27:04<05:30,  2.24it/s]
overall:  69%|██████▉   | 2774/4000 [27:06<09:20,  2.19it/s]

train:  79%|███████▉  | 2774/3515 [27:04<05:39,  2.19it/s]
overall:  69%|██████▉   | 2775/4000 [27:07<09:39,  2.12it/s]

train:  79%|███████▉  | 2775/3515 [27:05<05:49,  2.12it/s]
overall:  69%|██████▉   | 2776/4000 [27:07<07:54,  2.58it/s]

train:  79%|███████▉  | 2776/3515 [27:05<04:46,  2.58it/s]
overall:  69%|██████▉   | 2777/4000 [27:07<08:08,  2.50it/s]

train:  79%|███████▉  | 2777/3515 [27:05<04:54,  2.50it/s]
overall:  69%|██████▉   | 2778/4000 [27:08<08:36,  2.37it/s]

train:  79%|███████▉  | 2778/3515 [27:06<05:11,  2.37it/s]
overall:  69%|██████▉   | 2779/4000 [27:08<08:54,  2.29it/s]

train:  79%|███████▉  | 2779/3515 [27:06<05:22,  2.29it/s]
overall:  70%|██████▉   | 2780/4000 [27:09<07:18,  2.78it/s]

train:  79%|███████▉  | 2780/3515 [27:07<04:24,  2.78it/s]
overall:  70%|██████▉   | 2781/4000 [27:09<08:00,  2.54it/s]

train:  79%|███████▉  | 2781/3515 [27:07<04:49,  2.54it/s]
overall:  70%|██████▉   | 2782/4000 [27:09<08:14,  2.46it/s]

train:  79%|███████▉  | 2782/3515 [27:08<04:57,  2.46it/s]
overall:  70%|██████▉   | 2783/4000 [27:10<08:52,  2.29it/s]

train:  79%|███████▉  | 2783/3515 [27:08<05:20,  2.29it/s]
overall:  70%|██████▉   | 2784/4000 [27:10<09:02,  2.24it/s]

train:  79%|███████▉  | 2784/3515 [27:09<05:26,  2.24it/s]
overall:  70%|██████▉   | 2785/4000 [27:11<08:58,  2.26it/s]

train:  79%|███████▉  | 2785/3515 [27:09<05:23,  2.26it/s]
overall:  70%|██████▉   | 2786/4000 [27:11<07:56,  2.55it/s]

train:  79%|███████▉  | 2786/3515 [27:09<04:46,  2.55it/s]
overall:  70%|██████▉   | 2787/4000 [27:12<08:06,  2.49it/s]

train:  79%|███████▉  | 2787/3515 [27:10<04:52,  2.49it/s]
overall:  70%|██████▉   | 2788/4000 [27:12<08:48,  2.29it/s]

train:  79%|███████▉  | 2788/3515 [27:10<05:16,  2.29it/s]
overall:  70%|██████▉   | 2789/4000 [27:13<09:33,  2.11it/s]

train:  79%|███████▉  | 2789/3515 [27:11<05:43,  2.11it/s]
overall:  70%|██████▉   | 2790/4000 [27:13<08:51,  2.28it/s]

train:  79%|███████▉  | 2790/3515 [27:11<05:18,  2.28it/s]
overall:  70%|██████▉   | 2791/4000 [27:13<09:10,  2.20it/s]

train:  79%|███████▉  | 2791/3515 [27:12<05:29,  2.20it/s]
overall:  70%|██████▉   | 2792/4000 [27:14<09:19,  2.16it/s]

train:  79%|███████▉  | 2792/3515 [27:12<05:35,  2.16it/s]
overall:  70%|██████▉   | 2793/4000 [27:15<09:54,  2.03it/s]

train:  79%|███████▉  | 2793/3515 [27:13<05:55,  2.03it/s]
overall:  70%|██████▉   | 2794/4000 [27:15<09:49,  2.05it/s]

train:  79%|███████▉  | 2794/3515 [27:13<05:52,  2.05it/s]
overall:  70%|██████▉   | 2795/4000 [27:15<09:49,  2.05it/s]

train:  80%|███████▉  | 2795/3515 [27:14<05:51,  2.05it/s]
overall:  70%|██████▉   | 2796/4000 [27:16<09:37,  2.08it/s]

train:  80%|███████▉  | 2796/3515 [27:14<05:45,  2.08it/s]
overall:  70%|██████▉   | 2797/4000 [27:16<09:42,  2.07it/s]

train:  80%|███████▉  | 2797/3515 [27:15<05:47,  2.07it/s]
overall:  70%|██████▉   | 2798/4000 [27:17<09:22,  2.14it/s]

train:  80%|███████▉  | 2798/3515 [27:15<05:35,  2.14it/s]
overall:  70%|██████▉   | 2799/4000 [27:17<09:21,  2.14it/s]

train:  80%|███████▉  | 2799/3515 [27:15<05:34,  2.14it/s]
overall:  70%|███████   | 2800/4000 [27:18<09:30,  2.10it/s]

train:  80%|███████▉  | 2800/3515 [27:16<05:39,  2.10it/s]
overall:  70%|███████   | 2801/4000 [27:18<09:32,  2.10it/s]

train:  80%|███████▉  | 2801/3515 [27:16<05:40,  2.10it/s]
overall:  70%|███████   | 2802/4000 [27:19<09:44,  2.05it/s]

train:  80%|███████▉  | 2802/3515 [27:17<05:48,  2.05it/s]
overall:  70%|███████   | 2803/4000 [27:19<09:40,  2.06it/s]

train:  80%|███████▉  | 2803/3515 [27:17<05:45,  2.06it/s]
overall:  70%|███████   | 2804/4000 [27:20<09:39,  2.07it/s]

train:  80%|███████▉  | 2804/3515 [27:18<05:44,  2.07it/s]
overall:  70%|███████   | 2805/4000 [27:20<09:24,  2.12it/s]

train:  80%|███████▉  | 2805/3515 [27:18<05:35,  2.12it/s]
overall:  70%|███████   | 2806/4000 [27:21<09:26,  2.11it/s]

train:  80%|███████▉  | 2806/3515 [27:19<05:36,  2.11it/s]
overall:  70%|███████   | 2807/4000 [27:21<09:29,  2.10it/s]

train:  80%|███████▉  | 2807/3515 [27:19<05:37,  2.10it/s]
overall:  70%|███████   | 2808/4000 [27:22<09:38,  2.06it/s]

train:  80%|███████▉  | 2808/3515 [27:20<05:43,  2.06it/s]
overall:  70%|███████   | 2809/4000 [27:22<07:48,  2.54it/s]

train:  80%|███████▉  | 2809/3515 [27:20<04:37,  2.54it/s]
overall:  70%|███████   | 2810/4000 [27:22<08:20,  2.38it/s]

train:  80%|███████▉  | 2810/3515 [27:20<04:56,  2.38it/s]
overall:  70%|███████   | 2811/4000 [27:23<08:45,  2.26it/s]

train:  80%|███████▉  | 2811/3515 [27:21<05:11,  2.26it/s]
overall:  70%|███████   | 2812/4000 [27:24<10:15,  1.93it/s]

train:  80%|████████  | 2812/3515 [27:22<06:03,  1.93it/s]
overall:  70%|███████   | 2813/4000 [27:24<10:05,  1.96it/s]

train:  80%|████████  | 2813/3515 [27:22<05:57,  1.96it/s]
overall:  70%|███████   | 2814/4000 [27:24<09:45,  2.02it/s]

train:  80%|████████  | 2814/3515 [27:23<05:46,  2.02it/s]
overall:  70%|███████   | 2815/4000 [27:25<09:40,  2.04it/s]

train:  80%|████████  | 2815/3515 [27:23<05:43,  2.04it/s]
overall:  70%|███████   | 2816/4000 [27:25<09:45,  2.02it/s]

train:  80%|████████  | 2816/3515 [27:24<05:45,  2.02it/s]
overall:  70%|███████   | 2817/4000 [27:26<10:07,  1.95it/s]

train:  80%|████████  | 2817/3515 [27:24<05:58,  1.95it/s]
overall:  70%|███████   | 2818/4000 [27:27<09:56,  1.98it/s]

train:  80%|████████  | 2818/3515 [27:25<05:51,  1.98it/s]
overall:  70%|███████   | 2819/4000 [27:27<09:32,  2.06it/s]

train:  80%|████████  | 2819/3515 [27:25<05:37,  2.06it/s]
overall:  70%|███████   | 2820/4000 [27:27<08:32,  2.30it/s]

train:  80%|████████  | 2820/3515 [27:25<05:01,  2.30it/s]
overall:  71%|███████   | 2821/4000 [27:28<08:56,  2.20it/s]

train:  80%|████████  | 2821/3515 [27:26<05:15,  2.20it/s]
overall:  71%|███████   | 2822/4000 [27:28<09:15,  2.12it/s]

train:  80%|████████  | 2822/3515 [27:26<05:26,  2.12it/s]
overall:  71%|███████   | 2823/4000 [27:29<07:53,  2.48it/s]

train:  80%|████████  | 2823/3515 [27:27<04:38,  2.48it/s]
overall:  71%|███████   | 2824/4000 [27:29<07:57,  2.46it/s]

train:  80%|████████  | 2824/3515 [27:27<04:40,  2.46it/s]
overall:  71%|███████   | 2825/4000 [27:29<08:25,  2.32it/s]

train:  80%|████████  | 2825/3515 [27:28<04:57,  2.32it/s]
overall:  71%|███████   | 2826/4000 [27:30<06:48,  2.87it/s]

train:  80%|████████  | 2826/3515 [27:28<03:59,  2.87it/s]
overall:  71%|███████   | 2827/4000 [27:30<07:02,  2.78it/s]

train:  80%|████████  | 2827/3515 [27:28<04:07,  2.78it/s]
overall:  71%|███████   | 2828/4000 [27:30<07:45,  2.52it/s]

train:  80%|████████  | 2828/3515 [27:29<04:32,  2.52it/s]
overall:  71%|███████   | 2829/4000 [27:31<08:26,  2.31it/s]

train:  80%|████████  | 2829/3515 [27:29<04:56,  2.31it/s]
overall:  71%|███████   | 2830/4000 [27:31<06:55,  2.81it/s]

train:  81%|████████  | 2830/3515 [27:29<04:03,  2.81it/s]
overall:  71%|███████   | 2831/4000 [27:32<07:13,  2.70it/s]

train:  81%|████████  | 2831/3515 [27:30<04:13,  2.70it/s]
overall:  71%|███████   | 2832/4000 [27:32<07:53,  2.47it/s]

train:  81%|████████  | 2832/3515 [27:30<04:36,  2.47it/s]
overall:  71%|███████   | 2833/4000 [27:32<08:14,  2.36it/s]

train:  81%|████████  | 2833/3515 [27:31<04:48,  2.36it/s]
overall:  71%|███████   | 2834/4000 [27:33<08:29,  2.29it/s]

train:  81%|████████  | 2834/3515 [27:31<04:57,  2.29it/s]
overall:  71%|███████   | 2835/4000 [27:33<08:54,  2.18it/s]

train:  81%|████████  | 2835/3515 [27:32<05:12,  2.18it/s]
overall:  71%|███████   | 2836/4000 [27:34<10:37,  1.83it/s]

train:  81%|████████  | 2836/3515 [27:32<06:11,  1.83it/s]
overall:  71%|███████   | 2837/4000 [27:35<10:32,  1.84it/s]

train:  81%|████████  | 2837/3515 [27:33<06:08,  1.84it/s]
overall:  71%|███████   | 2838/4000 [27:35<10:16,  1.88it/s]

train:  81%|████████  | 2838/3515 [27:33<05:59,  1.88it/s]
overall:  71%|███████   | 2839/4000 [27:36<09:58,  1.94it/s]

train:  81%|████████  | 2839/3515 [27:34<05:48,  1.94it/s]
overall:  71%|███████   | 2840/4000 [27:36<09:12,  2.10it/s]

train:  81%|████████  | 2840/3515 [27:34<05:21,  2.10it/s]
overall:  71%|███████   | 2841/4000 [27:37<09:43,  1.99it/s]

train:  81%|████████  | 2841/3515 [27:35<05:39,  1.99it/s]
overall:  71%|███████   | 2842/4000 [27:37<09:21,  2.06it/s]

train:  81%|████████  | 2842/3515 [27:35<05:26,  2.06it/s]
overall:  71%|███████   | 2843/4000 [27:38<09:18,  2.07it/s]

train:  81%|████████  | 2843/3515 [27:36<05:24,  2.07it/s]
overall:  71%|███████   | 2844/4000 [27:38<09:10,  2.10it/s]

train:  81%|████████  | 2844/3515 [27:36<05:19,  2.10it/s]
overall:  71%|███████   | 2845/4000 [27:39<09:15,  2.08it/s]

train:  81%|████████  | 2845/3515 [27:37<05:22,  2.08it/s]
overall:  71%|███████   | 2846/4000 [27:39<09:20,  2.06it/s]

train:  81%|████████  | 2846/3515 [27:37<05:24,  2.06it/s]
overall:  71%|███████   | 2847/4000 [27:40<09:04,  2.12it/s]

train:  81%|████████  | 2847/3515 [27:38<05:15,  2.12it/s]
overall:  71%|███████   | 2848/4000 [27:40<09:10,  2.09it/s]

train:  81%|████████  | 2848/3515 [27:38<05:18,  2.09it/s]
overall:  71%|███████   | 2849/4000 [27:40<09:14,  2.07it/s]

train:  81%|████████  | 2849/3515 [27:39<05:21,  2.07it/s]
overall:  71%|███████▏  | 2850/4000 [27:41<09:15,  2.07it/s]

train:  81%|████████  | 2850/3515 [27:39<05:21,  2.07it/s]
overall:  71%|███████▏  | 2851/4000 [27:41<07:16,  2.63it/s]

train:  81%|████████  | 2851/3515 [27:39<04:12,  2.63it/s]
overall:  71%|███████▏  | 2852/4000 [27:41<06:09,  3.10it/s]

train:  81%|████████  | 2852/3515 [27:39<03:33,  3.10it/s]
overall:  71%|███████▏  | 2853/4000 [27:42<06:58,  2.74it/s]

train:  81%|████████  | 2853/3515 [27:40<04:01,  2.74it/s]
overall:  71%|███████▏  | 2854/4000 [27:42<06:10,  3.09it/s]

train:  81%|████████  | 2854/3515 [27:40<03:33,  3.09it/s]
overall:  71%|███████▏  | 2855/4000 [27:42<06:50,  2.79it/s]

train:  81%|████████  | 2855/3515 [27:41<03:56,  2.79it/s]
overall:  71%|███████▏  | 2856/4000 [27:43<07:36,  2.50it/s]

train:  81%|████████▏ | 2856/3515 [27:41<04:23,  2.50it/s]
overall:  71%|███████▏  | 2857/4000 [27:43<07:58,  2.39it/s]

train:  81%|████████▏ | 2857/3515 [27:41<04:35,  2.39it/s]
overall:  71%|███████▏  | 2858/4000 [27:44<08:18,  2.29it/s]

train:  81%|████████▏ | 2858/3515 [27:42<04:46,  2.29it/s]
overall:  71%|███████▏  | 2859/4000 [27:44<08:10,  2.33it/s]

train:  81%|████████▏ | 2859/3515 [27:42<04:41,  2.33it/s]
overall:  72%|███████▏  | 2860/4000 [27:45<09:49,  1.93it/s]

train:  81%|████████▏ | 2860/3515 [27:43<05:38,  1.93it/s]
overall:  72%|███████▏  | 2861/4000 [27:46<09:59,  1.90it/s]

train:  81%|████████▏ | 2861/3515 [27:44<05:44,  1.90it/s]
overall:  72%|███████▏  | 2862/4000 [27:46<09:19,  2.04it/s]

train:  81%|████████▏ | 2862/3515 [27:44<05:20,  2.04it/s]
overall:  72%|███████▏  | 2863/4000 [27:46<07:51,  2.41it/s]

train:  81%|████████▏ | 2863/3515 [27:44<04:30,  2.41it/s]
overall:  72%|███████▏  | 2864/4000 [27:47<08:21,  2.26it/s]

train:  81%|████████▏ | 2864/3515 [27:45<04:47,  2.26it/s]
overall:  72%|███████▏  | 2865/4000 [27:47<08:37,  2.19it/s]

train:  82%|████████▏ | 2865/3515 [27:45<04:56,  2.19it/s]
overall:  72%|███████▏  | 2866/4000 [27:48<08:42,  2.17it/s]

train:  82%|████████▏ | 2866/3515 [27:46<04:58,  2.17it/s]
overall:  72%|███████▏  | 2867/4000 [27:48<08:27,  2.23it/s]

train:  82%|████████▏ | 2867/3515 [27:46<04:50,  2.23it/s]
overall:  72%|███████▏  | 2868/4000 [27:49<08:47,  2.15it/s]

train:  82%|████████▏ | 2868/3515 [27:47<05:01,  2.15it/s]
overall:  72%|███████▏  | 2869/4000 [27:49<08:53,  2.12it/s]

train:  82%|████████▏ | 2869/3515 [27:47<05:04,  2.12it/s]
overall:  72%|███████▏  | 2870/4000 [27:50<08:50,  2.13it/s]

train:  82%|████████▏ | 2870/3515 [27:48<05:02,  2.13it/s]
overall:  72%|███████▏  | 2871/4000 [27:50<06:52,  2.74it/s]

train:  82%|████████▏ | 2871/3515 [27:48<03:55,  2.74it/s]
overall:  72%|███████▏  | 2872/4000 [27:50<07:24,  2.54it/s]

train:  82%|████████▏ | 2872/3515 [27:48<04:13,  2.54it/s]
overall:  72%|███████▏  | 2873/4000 [27:51<07:59,  2.35it/s]

train:  82%|████████▏ | 2873/3515 [27:49<04:33,  2.35it/s]
overall:  72%|███████▏  | 2874/4000 [27:51<08:23,  2.24it/s]

train:  82%|████████▏ | 2874/3515 [27:49<04:46,  2.24it/s]
overall:  72%|███████▏  | 2875/4000 [27:52<08:33,  2.19it/s]

train:  82%|████████▏ | 2875/3515 [27:50<04:51,  2.19it/s]
overall:  72%|███████▏  | 2876/4000 [27:52<08:34,  2.18it/s]

train:  82%|████████▏ | 2876/3515 [27:50<04:52,  2.18it/s]
overall:  72%|███████▏  | 2877/4000 [27:53<08:37,  2.17it/s]

train:  82%|████████▏ | 2877/3515 [27:51<04:53,  2.17it/s]
overall:  72%|███████▏  | 2878/4000 [27:53<08:47,  2.13it/s]

train:  82%|████████▏ | 2878/3515 [27:51<04:59,  2.13it/s]
overall:  72%|███████▏  | 2879/4000 [27:53<06:50,  2.73it/s]

train:  82%|████████▏ | 2879/3515 [27:51<03:52,  2.73it/s]
overall:  72%|███████▏  | 2880/4000 [27:54<07:40,  2.43it/s]

train:  82%|████████▏ | 2880/3515 [27:52<04:21,  2.43it/s]
overall:  72%|███████▏  | 2881/4000 [27:54<08:08,  2.29it/s]

train:  82%|████████▏ | 2881/3515 [27:52<04:36,  2.29it/s]
overall:  72%|███████▏  | 2882/4000 [27:54<07:25,  2.51it/s]

train:  82%|████████▏ | 2882/3515 [27:53<04:12,  2.51it/s]
overall:  72%|███████▏  | 2883/4000 [27:55<07:48,  2.39it/s]

train:  82%|████████▏ | 2883/3515 [27:53<04:24,  2.39it/s]
overall:  72%|███████▏  | 2884/4000 [27:56<09:40,  1.92it/s]

train:  82%|████████▏ | 2884/3515 [27:54<05:28,  1.92it/s]
overall:  72%|███████▏  | 2885/4000 [27:56<09:53,  1.88it/s]

train:  82%|████████▏ | 2885/3515 [27:54<05:35,  1.88it/s]
overall:  72%|███████▏  | 2886/4000 [27:57<09:22,  1.98it/s]

train:  82%|████████▏ | 2886/3515 [27:55<05:17,  1.98it/s]
overall:  72%|███████▏  | 2887/4000 [27:57<09:08,  2.03it/s]

train:  82%|████████▏ | 2887/3515 [27:55<05:09,  2.03it/s]
overall:  72%|███████▏  | 2888/4000 [27:57<08:07,  2.28it/s]

train:  82%|████████▏ | 2888/3515 [27:56<04:34,  2.28it/s]
overall:  72%|███████▏  | 2889/4000 [27:58<08:51,  2.09it/s]

train:  82%|████████▏ | 2889/3515 [27:56<04:59,  2.09it/s]
overall:  72%|███████▏  | 2890/4000 [27:59<08:54,  2.08it/s]

train:  82%|████████▏ | 2890/3515 [27:57<05:00,  2.08it/s]
overall:  72%|███████▏  | 2891/4000 [27:59<06:54,  2.67it/s]

train:  82%|████████▏ | 2891/3515 [27:57<03:53,  2.67it/s]
overall:  72%|███████▏  | 2892/4000 [27:59<07:33,  2.44it/s]

train:  82%|████████▏ | 2892/3515 [27:57<04:14,  2.44it/s]
overall:  72%|███████▏  | 2893/4000 [28:00<07:39,  2.41it/s]

train:  82%|████████▏ | 2893/3515 [27:58<04:18,  2.41it/s]
overall:  72%|███████▏  | 2894/4000 [28:00<08:03,  2.29it/s]

train:  82%|████████▏ | 2894/3515 [27:58<04:31,  2.29it/s]
overall:  72%|███████▏  | 2895/4000 [28:01<08:16,  2.22it/s]

train:  82%|████████▏ | 2895/3515 [27:59<04:38,  2.22it/s]
overall:  72%|███████▏  | 2896/4000 [28:01<08:30,  2.16it/s]

train:  82%|████████▏ | 2896/3515 [27:59<04:46,  2.16it/s]
overall:  72%|███████▏  | 2897/4000 [28:02<08:45,  2.10it/s]

train:  82%|████████▏ | 2897/3515 [28:00<04:54,  2.10it/s]
overall:  72%|███████▏  | 2898/4000 [28:02<08:40,  2.12it/s]

train:  82%|████████▏ | 2898/3515 [28:00<04:51,  2.12it/s]
overall:  72%|███████▏  | 2899/4000 [28:02<08:35,  2.13it/s]

train:  82%|████████▏ | 2899/3515 [28:01<04:48,  2.13it/s]
overall:  72%|███████▎  | 2900/4000 [28:03<08:03,  2.28it/s]

train:  83%|████████▎ | 2900/3515 [28:01<04:30,  2.28it/s]
overall:  73%|███████▎  | 2901/4000 [28:03<08:15,  2.22it/s]

train:  83%|████████▎ | 2901/3515 [28:01<04:36,  2.22it/s]
overall:  73%|███████▎  | 2902/4000 [28:04<08:22,  2.19it/s]

train:  83%|████████▎ | 2902/3515 [28:02<04:40,  2.19it/s]
overall:  73%|███████▎  | 2903/4000 [28:04<06:29,  2.81it/s]

train:  83%|████████▎ | 2903/3515 [28:02<03:37,  2.81it/s]
overall:  73%|███████▎  | 2904/4000 [28:04<07:20,  2.49it/s]

train:  83%|████████▎ | 2904/3515 [28:03<04:05,  2.49it/s]
overall:  73%|███████▎  | 2905/4000 [28:05<07:52,  2.32it/s]

train:  83%|████████▎ | 2905/3515 [28:03<04:23,  2.32it/s]
overall:  73%|███████▎  | 2906/4000 [28:05<08:17,  2.20it/s]

train:  83%|████████▎ | 2906/3515 [28:04<04:36,  2.20it/s]
overall:  73%|███████▎  | 2907/4000 [28:06<08:33,  2.13it/s]

train:  83%|████████▎ | 2907/3515 [28:04<04:45,  2.13it/s]
overall:  73%|███████▎  | 2908/4000 [28:07<09:55,  1.83it/s]

train:  83%|████████▎ | 2908/3515 [28:05<05:30,  1.83it/s]
overall:  73%|███████▎  | 2909/4000 [28:07<09:26,  1.93it/s]

train:  83%|████████▎ | 2909/3515 [28:05<05:14,  1.93it/s]
overall:  73%|███████▎  | 2910/4000 [28:08<09:19,  1.95it/s]

train:  83%|████████▎ | 2910/3515 [28:06<05:10,  1.95it/s]
overall:  73%|███████▎  | 2911/4000 [28:08<09:15,  1.96it/s]

train:  83%|████████▎ | 2911/3515 [28:06<05:08,  1.96it/s]
overall:  73%|███████▎  | 2912/4000 [28:08<08:23,  2.16it/s]

train:  83%|████████▎ | 2912/3515 [28:07<04:38,  2.16it/s]
overall:  73%|███████▎  | 2913/4000 [28:09<09:03,  2.00it/s]

train:  83%|████████▎ | 2913/3515 [28:07<05:01,  2.00it/s]
overall:  73%|███████▎  | 2914/4000 [28:10<09:02,  2.00it/s]

train:  83%|████████▎ | 2914/3515 [28:08<05:00,  2.00it/s]
overall:  73%|███████▎  | 2915/4000 [28:10<07:00,  2.58it/s]

train:  83%|████████▎ | 2915/3515 [28:08<03:52,  2.58it/s]
overall:  73%|███████▎  | 2916/4000 [28:10<07:31,  2.40it/s]

train:  83%|████████▎ | 2916/3515 [28:08<04:09,  2.40it/s]
overall:  73%|███████▎  | 2917/4000 [28:10<06:56,  2.60it/s]

train:  83%|████████▎ | 2917/3515 [28:09<03:50,  2.60it/s]
overall:  73%|███████▎  | 2918/4000 [28:11<07:33,  2.39it/s]

train:  83%|████████▎ | 2918/3515 [28:09<04:10,  2.39it/s]
overall:  73%|███████▎  | 2919/4000 [28:11<07:10,  2.51it/s]

train:  83%|████████▎ | 2919/3515 [28:09<03:57,  2.51it/s]
overall:  73%|███████▎  | 2920/4000 [28:12<07:40,  2.35it/s]

train:  83%|████████▎ | 2920/3515 [28:10<04:13,  2.35it/s]
overall:  73%|███████▎  | 2921/4000 [28:12<07:56,  2.26it/s]

train:  83%|████████▎ | 2921/3515 [28:10<04:22,  2.26it/s]
overall:  73%|███████▎  | 2922/4000 [28:13<08:08,  2.21it/s]

train:  83%|████████▎ | 2922/3515 [28:11<04:28,  2.21it/s]
overall:  73%|███████▎  | 2923/4000 [28:13<08:11,  2.19it/s]

train:  83%|████████▎ | 2923/3515 [28:11<04:29,  2.19it/s]
overall:  73%|███████▎  | 2924/4000 [28:14<08:14,  2.18it/s]

train:  83%|████████▎ | 2924/3515 [28:12<04:31,  2.18it/s]
overall:  73%|███████▎  | 2925/4000 [28:14<08:23,  2.14it/s]

train:  83%|████████▎ | 2925/3515 [28:12<04:36,  2.14it/s]
overall:  73%|███████▎  | 2926/4000 [28:15<08:24,  2.13it/s]

train:  83%|████████▎ | 2926/3515 [28:13<04:36,  2.13it/s]
overall:  73%|███████▎  | 2927/4000 [28:15<08:35,  2.08it/s]

train:  83%|████████▎ | 2927/3515 [28:13<04:42,  2.08it/s]
overall:  73%|███████▎  | 2928/4000 [28:16<08:31,  2.10it/s]

train:  83%|████████▎ | 2928/3515 [28:14<04:40,  2.10it/s]
overall:  73%|███████▎  | 2929/4000 [28:16<08:34,  2.08it/s]

train:  83%|████████▎ | 2929/3515 [28:14<04:41,  2.08it/s]
overall:  73%|███████▎  | 2930/4000 [28:16<07:11,  2.48it/s]

train:  83%|████████▎ | 2930/3515 [28:14<03:55,  2.48it/s]
overall:  73%|███████▎  | 2931/4000 [28:17<07:21,  2.42it/s]

train:  83%|████████▎ | 2931/3515 [28:15<04:00,  2.42it/s]
overall:  73%|███████▎  | 2932/4000 [28:18<09:10,  1.94it/s]

train:  83%|████████▎ | 2932/3515 [28:16<05:00,  1.94it/s]
overall:  73%|███████▎  | 2933/4000 [28:18<08:57,  1.98it/s]

train:  83%|████████▎ | 2933/3515 [28:16<04:53,  1.98it/s]
overall:  73%|███████▎  | 2934/4000 [28:18<08:45,  2.03it/s]

train:  83%|████████▎ | 2934/3515 [28:17<04:46,  2.03it/s]
overall:  73%|███████▎  | 2935/4000 [28:19<08:43,  2.04it/s]

train:  83%|████████▎ | 2935/3515 [28:17<04:44,  2.04it/s]
overall:  73%|███████▎  | 2936/4000 [28:19<07:20,  2.42it/s]

train:  84%|████████▎ | 2936/3515 [28:17<03:59,  2.42it/s]
overall:  73%|███████▎  | 2937/4000 [28:20<07:57,  2.23it/s]

train:  84%|████████▎ | 2937/3515 [28:18<04:19,  2.23it/s]
overall:  73%|███████▎  | 2938/4000 [28:20<07:51,  2.25it/s]

train:  84%|████████▎ | 2938/3515 [28:18<04:16,  2.25it/s]
overall:  73%|███████▎  | 2939/4000 [28:21<08:10,  2.16it/s]

train:  84%|████████▎ | 2939/3515 [28:19<04:26,  2.16it/s]
overall:  74%|███████▎  | 2940/4000 [28:21<08:16,  2.14it/s]

train:  84%|████████▎ | 2940/3515 [28:19<04:29,  2.14it/s]
overall:  74%|███████▎  | 2941/4000 [28:22<08:29,  2.08it/s]

train:  84%|████████▎ | 2941/3515 [28:20<04:36,  2.08it/s]
overall:  74%|███████▎  | 2942/4000 [28:22<08:36,  2.05it/s]

train:  84%|████████▎ | 2942/3515 [28:20<04:39,  2.05it/s]
overall:  74%|███████▎  | 2943/4000 [28:23<08:38,  2.04it/s]

train:  84%|████████▎ | 2943/3515 [28:21<04:40,  2.04it/s]
overall:  74%|███████▎  | 2944/4000 [28:23<08:31,  2.07it/s]

train:  84%|████████▍ | 2944/3515 [28:21<04:36,  2.07it/s]
overall:  74%|███████▎  | 2945/4000 [28:24<08:23,  2.10it/s]

train:  84%|████████▍ | 2945/3515 [28:22<04:31,  2.10it/s]
overall:  74%|███████▎  | 2946/4000 [28:24<08:10,  2.15it/s]

train:  84%|████████▍ | 2946/3515 [28:22<04:24,  2.15it/s]
overall:  74%|███████▎  | 2947/4000 [28:25<08:20,  2.11it/s]

train:  84%|████████▍ | 2947/3515 [28:23<04:29,  2.11it/s]
overall:  74%|███████▎  | 2948/4000 [28:25<07:10,  2.44it/s]

train:  84%|████████▍ | 2948/3515 [28:23<03:52,  2.44it/s]
overall:  74%|███████▎  | 2949/4000 [28:25<06:35,  2.65it/s]

train:  84%|████████▍ | 2949/3515 [28:23<03:33,  2.65it/s]
overall:  74%|███████▍  | 2950/4000 [28:26<07:08,  2.45it/s]

train:  84%|████████▍ | 2950/3515 [28:24<03:50,  2.45it/s]
overall:  74%|███████▍  | 2951/4000 [28:26<07:29,  2.33it/s]

train:  84%|████████▍ | 2951/3515 [28:24<04:01,  2.33it/s]
overall:  74%|███████▍  | 2952/4000 [28:27<07:44,  2.26it/s]

train:  84%|████████▍ | 2952/3515 [28:25<04:09,  2.26it/s]
overall:  74%|███████▍  | 2953/4000 [28:27<08:01,  2.18it/s]

train:  84%|████████▍ | 2953/3515 [28:25<04:18,  2.18it/s]
overall:  74%|███████▍  | 2954/4000 [28:27<08:01,  2.17it/s]

train:  84%|████████▍ | 2954/3515 [28:26<04:18,  2.17it/s]
overall:  74%|███████▍  | 2955/4000 [28:28<08:02,  2.17it/s]

train:  84%|████████▍ | 2955/3515 [28:26<04:18,  2.17it/s]
overall:  74%|███████▍  | 2956/4000 [28:29<09:19,  1.87it/s]

train:  84%|████████▍ | 2956/3515 [28:27<04:59,  1.87it/s]
overall:  74%|███████▍  | 2957/4000 [28:29<09:16,  1.88it/s]

train:  84%|████████▍ | 2957/3515 [28:27<04:57,  1.88it/s]
overall:  74%|███████▍  | 2958/4000 [28:30<09:03,  1.92it/s]

train:  84%|████████▍ | 2958/3515 [28:28<04:50,  1.92it/s]
overall:  74%|███████▍  | 2959/4000 [28:30<08:57,  1.94it/s]

train:  84%|████████▍ | 2959/3515 [28:28<04:47,  1.94it/s]
overall:  74%|███████▍  | 2960/4000 [28:30<07:11,  2.41it/s]

train:  84%|████████▍ | 2960/3515 [28:28<03:50,  2.41it/s]
overall:  74%|███████▍  | 2961/4000 [28:31<07:27,  2.32it/s]

train:  84%|████████▍ | 2961/3515 [28:29<03:58,  2.32it/s]
overall:  74%|███████▍  | 2962/4000 [28:31<07:38,  2.26it/s]

train:  84%|████████▍ | 2962/3515 [28:29<04:04,  2.26it/s]
overall:  74%|███████▍  | 2963/4000 [28:32<07:44,  2.23it/s]

train:  84%|████████▍ | 2963/3515 [28:30<04:07,  2.23it/s]
overall:  74%|███████▍  | 2964/4000 [28:32<07:51,  2.20it/s]

train:  84%|████████▍ | 2964/3515 [28:30<04:10,  2.20it/s]
overall:  74%|███████▍  | 2965/4000 [28:33<08:01,  2.15it/s]

train:  84%|████████▍ | 2965/3515 [28:31<04:16,  2.15it/s]
overall:  74%|███████▍  | 2966/4000 [28:33<07:59,  2.16it/s]

train:  84%|████████▍ | 2966/3515 [28:31<04:14,  2.16it/s]
overall:  74%|███████▍  | 2967/4000 [28:34<07:59,  2.15it/s]

train:  84%|████████▍ | 2967/3515 [28:32<04:14,  2.15it/s]
overall:  74%|███████▍  | 2968/4000 [28:34<08:00,  2.15it/s]

train:  84%|████████▍ | 2968/3515 [28:32<04:14,  2.15it/s]
overall:  74%|███████▍  | 2969/4000 [28:34<06:43,  2.55it/s]

train:  84%|████████▍ | 2969/3515 [28:32<03:33,  2.55it/s]
overall:  74%|███████▍  | 2970/4000 [28:35<07:09,  2.40it/s]

train:  84%|████████▍ | 2970/3515 [28:33<03:47,  2.40it/s]
overall:  74%|███████▍  | 2971/4000 [28:35<05:32,  3.10it/s]

train:  85%|████████▍ | 2971/3515 [28:33<02:55,  3.10it/s]
overall:  74%|███████▍  | 2972/4000 [28:35<06:25,  2.66it/s]

train:  85%|████████▍ | 2972/3515 [28:34<03:23,  2.66it/s]
overall:  74%|███████▍  | 2973/4000 [28:36<07:05,  2.41it/s]

train:  85%|████████▍ | 2973/3515 [28:34<03:44,  2.41it/s]
overall:  74%|███████▍  | 2974/4000 [28:36<06:13,  2.75it/s]

train:  85%|████████▍ | 2974/3515 [28:34<03:16,  2.75it/s]
overall:  74%|███████▍  | 2975/4000 [28:37<06:54,  2.47it/s]

train:  85%|████████▍ | 2975/3515 [28:35<03:38,  2.47it/s]
overall:  74%|███████▍  | 2976/4000 [28:37<06:54,  2.47it/s]

train:  85%|████████▍ | 2976/3515 [28:35<03:38,  2.47it/s]
overall:  74%|███████▍  | 2977/4000 [28:38<07:22,  2.31it/s]

train:  85%|████████▍ | 2977/3515 [28:36<03:52,  2.31it/s]
overall:  74%|███████▍  | 2978/4000 [28:38<07:40,  2.22it/s]

train:  85%|████████▍ | 2978/3515 [28:36<04:01,  2.22it/s]
overall:  74%|███████▍  | 2979/4000 [28:39<07:59,  2.13it/s]

train:  85%|████████▍ | 2979/3515 [28:37<04:11,  2.13it/s]
overall:  74%|███████▍  | 2980/4000 [28:39<09:22,  1.81it/s]

train:  85%|████████▍ | 2980/3515 [28:37<04:54,  1.81it/s]
overall:  75%|███████▍  | 2981/4000 [28:40<09:16,  1.83it/s]

train:  85%|████████▍ | 2981/3515 [28:38<04:51,  1.83it/s]
overall:  75%|███████▍  | 2982/4000 [28:40<09:04,  1.87it/s]

train:  85%|████████▍ | 2982/3515 [28:38<04:45,  1.87it/s]
overall:  75%|███████▍  | 2983/4000 [28:41<08:54,  1.90it/s]

train:  85%|████████▍ | 2983/3515 [28:39<04:39,  1.90it/s]
overall:  75%|███████▍  | 2984/4000 [28:41<08:53,  1.90it/s]

train:  85%|████████▍ | 2984/3515 [28:39<04:38,  1.90it/s]
overall:  75%|███████▍  | 2985/4000 [28:42<09:05,  1.86it/s]

train:  85%|████████▍ | 2985/3515 [28:40<04:44,  1.86it/s]
overall:  75%|███████▍  | 2986/4000 [28:42<08:59,  1.88it/s]

train:  85%|████████▍ | 2986/3515 [28:41<04:41,  1.88it/s]
overall:  75%|███████▍  | 2987/4000 [28:43<08:40,  1.95it/s]

train:  85%|████████▍ | 2987/3515 [28:41<04:31,  1.95it/s]
overall:  75%|███████▍  | 2988/4000 [28:43<08:26,  2.00it/s]

train:  85%|████████▌ | 2988/3515 [28:42<04:23,  2.00it/s]
overall:  75%|███████▍  | 2989/4000 [28:44<08:22,  2.01it/s]

train:  85%|████████▌ | 2989/3515 [28:42<04:21,  2.01it/s]
overall:  75%|███████▍  | 2990/4000 [28:44<08:21,  2.01it/s]

train:  85%|████████▌ | 2990/3515 [28:42<04:20,  2.01it/s]
overall:  75%|███████▍  | 2991/4000 [28:45<06:58,  2.41it/s]

train:  85%|████████▌ | 2991/3515 [28:43<03:37,  2.41it/s]
overall:  75%|███████▍  | 2992/4000 [28:45<07:21,  2.28it/s]

train:  85%|████████▌ | 2992/3515 [28:43<03:49,  2.28it/s]
overall:  75%|███████▍  | 2993/4000 [28:45<06:55,  2.42it/s]

train:  85%|████████▌ | 2993/3515 [28:44<03:35,  2.42it/s]
overall:  75%|███████▍  | 2994/4000 [28:46<07:06,  2.36it/s]

train:  85%|████████▌ | 2994/3515 [28:44<03:40,  2.36it/s]
overall:  75%|███████▍  | 2995/4000 [28:46<07:25,  2.26it/s]

train:  85%|████████▌ | 2995/3515 [28:44<03:50,  2.26it/s]
overall:  75%|███████▍  | 2996/4000 [28:47<07:35,  2.20it/s]

train:  85%|████████▌ | 2996/3515 [28:45<03:55,  2.20it/s]
overall:  75%|███████▍  | 2997/4000 [28:47<06:09,  2.71it/s]

train:  85%|████████▌ | 2997/3515 [28:45<03:10,  2.71it/s]
overall:  75%|███████▍  | 2998/4000 [28:47<05:29,  3.04it/s]

train:  85%|████████▌ | 2998/3515 [28:45<02:50,  3.04it/s]
overall:  75%|███████▍  | 2999/4000 [28:48<06:10,  2.70it/s]

train:  85%|████████▌ | 2999/3515 [28:46<03:10,  2.70it/s]dev loss: 2.1235599517822266
dev per: 0.5952965660770031
train loss: 1.8728653192520142
train per: 0.5535544584289456
train loss: 1.8868831396102905
train per: 0.5592796893165459
train loss: 1.8771388530731201
train per: 0.5506796420464922
train loss: 1.8726539611816406
train per: 0.5698322293072494
train loss: 1.9390156269073486
train per: 0.5660999044217516
train loss: 1.8957411050796509
train per: 0.5648015181044209
train loss: 1.87906014919281
train per: 0.5589413055403182
train loss: 1.8684399127960205
train per: 0.557738632941885
train loss: 1.860437035560608
train per: 0.554642995409546
train loss: 1.8659273386001587
train per: 0.5516427886860148
train loss: 1.8473279476165771
train per: 0.5491047753731155
train loss: 1.9265104532241821
train per: 0.5654779112244094
train loss: 1.8904521465301514
train per: 0.5591588548264504
train loss: 1.8815269470214844
train per: 0.5581112574728949
train loss: 1.9072071313858032
train per: 0.5601664264541919
train loss: 1.89810311794281
train per: 0.5631841853544479
train loss: 1.908861517906189
train per: 0.5603189422421841
train loss: 1.8918874263763428
train per: 0.5574757603774032
train loss: 1.8760837316513062
train per: 0.5548459889427959
train loss: 1.814824104309082
train per: 0.5590807567073006
train loss: 1.9161945581436157
train per: 0.5613607851819054
train loss: 1.9072357416152954
train per: 0.5635636688849726
train loss: 1.917022705078125
train per: 0.5591364064814399
train loss: 1.8833624124526978
train per: 0.5582890285161914
train loss: 1.8699531555175781
train per: 0.5553066805573642
train loss: 1.861513376235962
train per: 0.554003441643891
train loss: 1.897225022315979
train per: 0.5547195467422096
train loss: 1.8932931423187256
train per: 0.557452482417841
train loss: 1.8678619861602783
train per: 0.5571403808533294
train loss: 1.9009605646133423
train per: 0.5584689882546878
train loss: 1.880154013633728
train per: 0.5605913114345867
train loss: 1.8726081848144531
train per: 0.5542607428987618
train loss: 1.897801160812378
train per: 0.561094496903478
train loss: 1.8496601581573486
train per: 0.5482902600769588
train loss: 1.870241403579712
train per: 0.5564346924846432
train loss: 1.8975778818130493
train per: 0.5609319912114864
train loss: 1.8939201831817627
train per: 0.5572285408526418
train loss: 1.8682396411895752
train per: 0.5485744456177403
train loss: 1.8610044717788696
train per: 0.5576392719249862
train loss: 1.8664226531982422
train per: 0.5548553640573989
train loss: 1.8419876098632812
train per: 0.546167288527842
train loss: 1.8619358539581299
train per: 0.5544249152019735
train loss: 1.8634765148162842
train per: 0.5546376574513332
train loss: 1.8735029697418213
train per: 0.5578984807682537
train loss: 1.9035756587982178
train per: 0.5595729317103363
train loss: 1.8679530620574951
train per: 0.5557905337361531
train loss: 1.85284423828125
train per: 0.5482090924908652
train loss: 1.8542423248291016
train per: 0.5463034830697584
train loss: 1.8594061136245728
train per: 0.5511620962524262
train loss: 1.8768901824951172
train per: 0.5531549980801229
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  20%|█▉        | 532/2703 [00:00<00:00, 5311.77it/s]


word -> phonemes:  39%|███▉      | 1064/2703 [00:00<00:00, 5257.53it/s]


word -> phonemes:  59%|█████▉    | 1590/2703 [00:00<00:00, 5132.83it/s]


word -> phonemes:  81%|████████  | 2183/2703 [00:00<00:00, 5438.86it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5414.56it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<53:05,  1.18s/it]


dev:   0%|          | 2/2703 [00:01<24:40,  1.82it/s]


dev:   0%|          | 3/2703 [00:01<15:36,  2.88it/s]


dev:   0%|          | 5/2703 [00:01<09:25,  4.77it/s]


dev:   0%|          | 6/2703 [00:01<08:22,  5.37it/s]


dev:   0%|          | 8/2703 [00:01<06:34,  6.84it/s]


dev:   0%|          | 9/2703 [00:02<06:06,  7.35it/s]


dev:   0%|          | 11/2703 [00:02<05:13,  8.59it/s]


dev:   0%|          | 12/2703 [00:02<05:04,  8.84it/s]


dev:   0%|          | 13/2703 [00:02<04:58,  9.01it/s]


dev:   1%|          | 15/2703 [00:02<04:43,  9.50it/s]


dev:   1%|          | 17/2703 [00:02<04:23, 10.21it/s]


dev:   1%|          | 19/2703 [00:02<04:17, 10.42it/s]


dev:   1%|          | 21/2703 [00:03<04:09, 10.74it/s]


dev:   1%|          | 23/2703 [00:03<04:08, 10.80it/s]


dev:   1%|          | 25/2703 [00:03<04:05, 10.92it/s]


dev:   1%|          | 27/2703 [00:03<04:01, 11.08it/s]


dev:   1%|          | 29/2703 [00:03<04:02, 11.05it/s]


dev:   1%|          | 31/2703 [00:04<03:53, 11.46it/s]


dev:   1%|          | 33/2703 [00:04<03:47, 11.76it/s]


dev:   1%|▏         | 35/2703 [00:04<03:42, 11.99it/s]


dev:   1%|▏         | 37/2703 [00:04<03:44, 11.89it/s]


dev:   1%|▏         | 39/2703 [00:04<03:44, 11.88it/s]


dev:   2%|▏         | 41/2703 [00:04<03:38, 12.19it/s]


dev:   2%|▏         | 43/2703 [00:05<03:51, 11.49it/s]


dev:   2%|▏         | 45/2703 [00:05<03:39, 12.12it/s]


dev:   2%|▏         | 47/2703 [00:05<03:30, 12.64it/s]


dev:   2%|▏         | 49/2703 [00:05<03:32, 12.47it/s]


dev:   2%|▏         | 51/2703 [00:05<03:25, 12.91it/s]


dev:   2%|▏         | 53/2703 [00:05<03:28, 12.68it/s]


dev:   2%|▏         | 55/2703 [00:05<03:35, 12.27it/s]


dev:   2%|▏         | 57/2703 [00:06<03:27, 12.77it/s]


dev:   2%|▏         | 59/2703 [00:06<03:33, 12.40it/s]


dev:   2%|▏         | 61/2703 [00:06<03:19, 13.22it/s]


dev:   2%|▏         | 63/2703 [00:06<03:15, 13.50it/s]


dev:   2%|▏         | 65/2703 [00:06<03:19, 13.24it/s]


dev:   2%|▏         | 67/2703 [00:06<03:22, 13.01it/s]


dev:   3%|▎         | 69/2703 [00:06<03:15, 13.50it/s]


dev:   3%|▎         | 71/2703 [00:07<03:20, 13.12it/s]


dev:   3%|▎         | 73/2703 [00:07<03:22, 12.97it/s]


dev:   3%|▎         | 75/2703 [00:07<03:19, 13.20it/s]


dev:   3%|▎         | 77/2703 [00:07<03:14, 13.49it/s]


dev:   3%|▎         | 79/2703 [00:07<03:15, 13.42it/s]


dev:   3%|▎         | 81/2703 [00:07<03:24, 12.84it/s]


dev:   3%|▎         | 83/2703 [00:08<03:28, 12.54it/s]


dev:   3%|▎         | 85/2703 [00:08<03:31, 12.40it/s]


dev:   3%|▎         | 87/2703 [00:08<03:18, 13.20it/s]


dev:   3%|▎         | 89/2703 [00:08<03:23, 12.82it/s]


dev:   3%|▎         | 91/2703 [00:08<03:28, 12.54it/s]


dev:   3%|▎         | 93/2703 [00:08<03:20, 12.99it/s]


dev:   4%|▎         | 95/2703 [00:08<03:13, 13.44it/s]


dev:   4%|▎         | 97/2703 [00:09<03:11, 13.58it/s]


dev:   4%|▎         | 99/2703 [00:09<03:24, 12.70it/s]


dev:   4%|▎         | 101/2703 [00:09<03:17, 13.17it/s]


dev:   4%|▍         | 103/2703 [00:09<03:12, 13.48it/s]


dev:   4%|▍         | 105/2703 [00:09<03:07, 13.88it/s]


dev:   4%|▍         | 107/2703 [00:09<03:04, 14.04it/s]


dev:   4%|▍         | 109/2703 [00:10<03:04, 14.08it/s]


dev:   4%|▍         | 111/2703 [00:10<02:58, 14.53it/s]


dev:   4%|▍         | 113/2703 [00:10<03:04, 14.03it/s]


dev:   4%|▍         | 115/2703 [00:10<03:03, 14.07it/s]


dev:   4%|▍         | 117/2703 [00:10<03:13, 13.34it/s]


dev:   4%|▍         | 119/2703 [00:10<03:09, 13.61it/s]


dev:   4%|▍         | 121/2703 [00:10<02:58, 14.48it/s]


dev:   5%|▍         | 123/2703 [00:10<02:51, 15.07it/s]


dev:   5%|▍         | 125/2703 [00:11<02:51, 15.06it/s]


dev:   5%|▍         | 127/2703 [00:11<02:57, 14.53it/s]


dev:   5%|▍         | 129/2703 [00:11<02:47, 15.38it/s]


dev:   5%|▍         | 131/2703 [00:11<02:51, 15.04it/s]


dev:   5%|▍         | 133/2703 [00:11<02:56, 14.59it/s]


dev:   5%|▍         | 135/2703 [00:11<02:58, 14.40it/s]


dev:   5%|▌         | 137/2703 [00:11<02:51, 14.93it/s]


dev:   5%|▌         | 139/2703 [00:12<02:53, 14.76it/s]


dev:   5%|▌         | 141/2703 [00:12<02:52, 14.83it/s]


dev:   5%|▌         | 143/2703 [00:12<02:58, 14.30it/s]


dev:   5%|▌         | 145/2703 [00:12<02:54, 14.68it/s]


dev:   5%|▌         | 147/2703 [00:12<02:45, 15.45it/s]


dev:   6%|▌         | 149/2703 [00:12<02:48, 15.13it/s]


dev:   6%|▌         | 151/2703 [00:12<02:53, 14.71it/s]


dev:   6%|▌         | 153/2703 [00:13<02:57, 14.35it/s]


dev:   6%|▌         | 155/2703 [00:13<02:56, 14.40it/s]


dev:   6%|▌         | 157/2703 [00:13<02:54, 14.63it/s]


dev:   6%|▌         | 159/2703 [00:13<03:06, 13.62it/s]


dev:   6%|▌         | 161/2703 [00:13<03:11, 13.25it/s]


dev:   6%|▌         | 163/2703 [00:13<03:17, 12.88it/s]


dev:   6%|▌         | 165/2703 [00:13<03:12, 13.21it/s]


dev:   6%|▌         | 167/2703 [00:14<03:12, 13.18it/s]


dev:   6%|▋         | 169/2703 [00:14<02:54, 14.52it/s]


dev:   6%|▋         | 171/2703 [00:14<02:49, 14.97it/s]


dev:   6%|▋         | 173/2703 [00:14<02:44, 15.35it/s]


dev:   6%|▋         | 175/2703 [00:14<02:55, 14.38it/s]


dev:   7%|▋         | 177/2703 [00:14<02:42, 15.54it/s]


dev:   7%|▋         | 179/2703 [00:14<02:40, 15.69it/s]


dev:   7%|▋         | 181/2703 [00:14<02:50, 14.77it/s]


dev:   7%|▋         | 183/2703 [00:15<02:48, 14.97it/s]


dev:   7%|▋         | 185/2703 [00:15<02:46, 15.13it/s]


dev:   7%|▋         | 187/2703 [00:15<02:49, 14.84it/s]


dev:   7%|▋         | 189/2703 [00:15<02:54, 14.37it/s]


dev:   7%|▋         | 191/2703 [00:15<02:48, 14.93it/s]


dev:   7%|▋         | 193/2703 [00:15<02:37, 15.95it/s]


dev:   7%|▋         | 195/2703 [00:15<02:39, 15.75it/s]


dev:   7%|▋         | 197/2703 [00:16<02:42, 15.45it/s]


dev:   7%|▋         | 199/2703 [00:16<02:49, 14.75it/s]


dev:   7%|▋         | 201/2703 [00:16<02:46, 15.07it/s]


dev:   8%|▊         | 203/2703 [00:16<02:44, 15.17it/s]


dev:   8%|▊         | 205/2703 [00:16<02:40, 15.61it/s]


dev:   8%|▊         | 207/2703 [00:16<02:43, 15.24it/s]


dev:   8%|▊         | 209/2703 [00:16<02:44, 15.13it/s]


dev:   8%|▊         | 211/2703 [00:16<02:44, 15.11it/s]


dev:   8%|▊         | 213/2703 [00:17<02:43, 15.21it/s]


dev:   8%|▊         | 215/2703 [00:17<02:47, 14.85it/s]


dev:   8%|▊         | 217/2703 [00:17<02:37, 15.81it/s]


dev:   8%|▊         | 219/2703 [00:17<02:29, 16.57it/s]


dev:   8%|▊         | 221/2703 [00:17<02:39, 15.58it/s]


dev:   8%|▊         | 223/2703 [00:17<02:43, 15.14it/s]


dev:   8%|▊         | 225/2703 [00:17<02:37, 15.70it/s]


dev:   8%|▊         | 227/2703 [00:17<02:27, 16.75it/s]


dev:   8%|▊         | 229/2703 [00:18<02:21, 17.43it/s]


dev:   9%|▊         | 231/2703 [00:18<02:29, 16.48it/s]


dev:   9%|▊         | 233/2703 [00:18<02:40, 15.42it/s]


dev:   9%|▊         | 235/2703 [00:18<02:44, 14.99it/s]


dev:   9%|▉         | 237/2703 [00:18<02:43, 15.09it/s]


dev:   9%|▉         | 239/2703 [00:18<02:41, 15.22it/s]


dev:   9%|▉         | 241/2703 [00:18<02:40, 15.34it/s]


dev:   9%|▉         | 243/2703 [00:19<02:44, 14.91it/s]


dev:   9%|▉         | 245/2703 [00:19<02:52, 14.29it/s]


dev:   9%|▉         | 247/2703 [00:19<02:42, 15.09it/s]


dev:   9%|▉         | 249/2703 [00:19<02:39, 15.34it/s]


dev:   9%|▉         | 251/2703 [00:19<02:44, 14.91it/s]


dev:   9%|▉         | 253/2703 [00:19<02:37, 15.51it/s]


dev:   9%|▉         | 255/2703 [00:19<02:50, 14.34it/s]


dev:  10%|▉         | 257/2703 [00:19<02:45, 14.75it/s]


dev:  10%|▉         | 259/2703 [00:20<02:39, 15.30it/s]


dev:  10%|▉         | 261/2703 [00:20<02:51, 14.22it/s]


dev:  10%|▉         | 263/2703 [00:20<02:41, 15.06it/s]


dev:  10%|▉         | 265/2703 [00:20<02:42, 14.99it/s]


dev:  10%|▉         | 267/2703 [00:20<02:41, 15.05it/s]


dev:  10%|▉         | 269/2703 [00:20<02:45, 14.69it/s]


dev:  10%|█         | 271/2703 [00:20<02:37, 15.43it/s]


dev:  10%|█         | 273/2703 [00:20<02:33, 15.86it/s]


dev:  10%|█         | 275/2703 [00:21<02:29, 16.24it/s]


dev:  10%|█         | 277/2703 [00:21<02:33, 15.83it/s]


dev:  10%|█         | 279/2703 [00:21<02:40, 15.13it/s]


dev:  10%|█         | 281/2703 [00:21<02:36, 15.51it/s]


dev:  10%|█         | 283/2703 [00:21<02:33, 15.74it/s]


dev:  11%|█         | 285/2703 [00:21<02:37, 15.37it/s]


dev:  11%|█         | 287/2703 [00:21<02:31, 15.99it/s]


dev:  11%|█         | 289/2703 [00:22<02:36, 15.46it/s]


dev:  11%|█         | 291/2703 [00:22<02:44, 14.64it/s]


dev:  11%|█         | 293/2703 [00:22<02:52, 13.96it/s]


dev:  11%|█         | 295/2703 [00:22<02:48, 14.31it/s]


dev:  11%|█         | 297/2703 [00:22<02:39, 15.09it/s]


dev:  11%|█         | 299/2703 [00:22<02:41, 14.88it/s]


dev:  11%|█         | 301/2703 [00:22<02:50, 14.05it/s]


dev:  11%|█         | 303/2703 [00:23<02:50, 14.10it/s]


dev:  11%|█▏        | 305/2703 [00:23<02:58, 13.44it/s]


dev:  11%|█▏        | 307/2703 [00:23<03:03, 13.06it/s]


dev:  11%|█▏        | 309/2703 [00:23<02:49, 14.15it/s]


dev:  12%|█▏        | 311/2703 [00:23<02:56, 13.56it/s]


dev:  12%|█▏        | 313/2703 [00:23<02:45, 14.47it/s]


dev:  12%|█▏        | 315/2703 [00:23<02:41, 14.81it/s]


dev:  12%|█▏        | 317/2703 [00:23<02:32, 15.64it/s]


dev:  12%|█▏        | 319/2703 [00:24<02:32, 15.66it/s]


dev:  12%|█▏        | 321/2703 [00:24<02:37, 15.08it/s]


dev:  12%|█▏        | 323/2703 [00:24<02:45, 14.34it/s]


dev:  12%|█▏        | 325/2703 [00:24<02:50, 13.93it/s]


dev:  12%|█▏        | 327/2703 [00:24<02:40, 14.79it/s]


dev:  12%|█▏        | 329/2703 [00:24<02:34, 15.33it/s]


dev:  12%|█▏        | 331/2703 [00:24<02:27, 16.05it/s]


dev:  12%|█▏        | 333/2703 [00:25<02:35, 15.20it/s]


dev:  12%|█▏        | 335/2703 [00:25<02:42, 14.54it/s]


dev:  12%|█▏        | 337/2703 [00:25<02:30, 15.67it/s]


dev:  13%|█▎        | 339/2703 [00:25<02:28, 15.95it/s]


dev:  13%|█▎        | 341/2703 [00:25<02:22, 16.62it/s]


dev:  13%|█▎        | 343/2703 [00:25<02:26, 16.13it/s]


dev:  13%|█▎        | 345/2703 [00:25<02:33, 15.40it/s]


dev:  13%|█▎        | 347/2703 [00:25<02:39, 14.76it/s]


dev:  13%|█▎        | 349/2703 [00:26<02:34, 15.20it/s]


dev:  13%|█▎        | 351/2703 [00:26<02:40, 14.69it/s]


dev:  13%|█▎        | 353/2703 [00:26<02:39, 14.75it/s]


dev:  13%|█▎        | 355/2703 [00:26<02:30, 15.59it/s]


dev:  13%|█▎        | 357/2703 [00:26<02:44, 14.30it/s]


dev:  13%|█▎        | 359/2703 [00:26<02:46, 14.07it/s]


dev:  13%|█▎        | 361/2703 [00:26<02:41, 14.50it/s]


dev:  13%|█▎        | 363/2703 [00:27<02:35, 15.06it/s]


dev:  14%|█▎        | 365/2703 [00:27<02:24, 16.16it/s]


dev:  14%|█▎        | 367/2703 [00:27<02:18, 16.83it/s]


dev:  14%|█▎        | 369/2703 [00:27<02:13, 17.46it/s]


dev:  14%|█▎        | 371/2703 [00:27<02:21, 16.49it/s]


dev:  14%|█▍        | 373/2703 [00:27<02:14, 17.29it/s]


dev:  14%|█▍        | 375/2703 [00:27<02:21, 16.47it/s]


dev:  14%|█▍        | 377/2703 [00:27<02:17, 16.95it/s]


dev:  14%|█▍        | 379/2703 [00:27<02:16, 16.97it/s]


dev:  14%|█▍        | 381/2703 [00:28<02:30, 15.39it/s]


dev:  14%|█▍        | 383/2703 [00:28<02:43, 14.22it/s]


dev:  14%|█▍        | 385/2703 [00:28<02:41, 14.36it/s]


dev:  14%|█▍        | 387/2703 [00:28<02:41, 14.33it/s]


dev:  14%|█▍        | 389/2703 [00:28<02:35, 14.89it/s]


dev:  14%|█▍        | 391/2703 [00:28<02:40, 14.37it/s]


dev:  15%|█▍        | 393/2703 [00:28<02:27, 15.62it/s]


dev:  15%|█▍        | 395/2703 [00:29<02:29, 15.40it/s]


dev:  15%|█▍        | 397/2703 [00:29<02:37, 14.65it/s]


dev:  15%|█▍        | 399/2703 [00:29<02:40, 14.31it/s]


dev:  15%|█▍        | 401/2703 [00:29<02:33, 15.01it/s]


dev:  15%|█▍        | 403/2703 [00:29<02:45, 13.93it/s]


dev:  15%|█▍        | 405/2703 [00:29<02:32, 15.11it/s]


dev:  15%|█▌        | 407/2703 [00:29<02:21, 16.23it/s]


dev:  15%|█▌        | 409/2703 [00:29<02:26, 15.68it/s]


dev:  15%|█▌        | 411/2703 [00:30<02:24, 15.91it/s]


dev:  15%|█▌        | 413/2703 [00:30<02:19, 16.47it/s]


dev:  15%|█▌        | 415/2703 [00:30<02:23, 15.91it/s]


dev:  15%|█▌        | 417/2703 [00:30<02:31, 15.09it/s]


dev:  16%|█▌        | 419/2703 [00:30<02:27, 15.45it/s]


dev:  16%|█▌        | 421/2703 [00:30<02:22, 16.06it/s]


dev:  16%|█▌        | 423/2703 [00:30<02:27, 15.50it/s]


dev:  16%|█▌        | 425/2703 [00:31<02:26, 15.50it/s]


dev:  16%|█▌        | 427/2703 [00:31<02:27, 15.39it/s]


dev:  16%|█▌        | 429/2703 [00:31<02:23, 15.82it/s]


dev:  16%|█▌        | 431/2703 [00:31<02:29, 15.24it/s]


dev:  16%|█▌        | 433/2703 [00:31<02:23, 15.81it/s]


dev:  16%|█▌        | 435/2703 [00:31<02:21, 16.07it/s]


dev:  16%|█▌        | 437/2703 [00:31<02:13, 16.97it/s]


dev:  16%|█▌        | 439/2703 [00:31<02:18, 16.32it/s]


dev:  16%|█▋        | 441/2703 [00:31<02:11, 17.18it/s]


dev:  16%|█▋        | 443/2703 [00:32<02:11, 17.22it/s]


dev:  16%|█▋        | 445/2703 [00:32<02:28, 15.18it/s]


dev:  17%|█▋        | 447/2703 [00:32<02:22, 15.86it/s]


dev:  17%|█▋        | 449/2703 [00:32<02:17, 16.34it/s]


dev:  17%|█▋        | 451/2703 [00:32<02:18, 16.27it/s]


dev:  17%|█▋        | 453/2703 [00:32<02:19, 16.08it/s]


dev:  17%|█▋        | 455/2703 [00:32<02:28, 15.17it/s]


dev:  17%|█▋        | 457/2703 [00:33<02:33, 14.61it/s]


dev:  17%|█▋        | 459/2703 [00:33<02:26, 15.28it/s]


dev:  17%|█▋        | 461/2703 [00:33<02:20, 15.98it/s]


dev:  17%|█▋        | 463/2703 [00:33<02:25, 15.36it/s]


dev:  17%|█▋        | 465/2703 [00:33<02:18, 16.11it/s]


dev:  17%|█▋        | 467/2703 [00:33<02:17, 16.26it/s]


dev:  17%|█▋        | 469/2703 [00:33<02:16, 16.31it/s]


dev:  17%|█▋        | 471/2703 [00:33<02:24, 15.40it/s]


dev:  17%|█▋        | 473/2703 [00:34<02:28, 15.01it/s]


dev:  18%|█▊        | 475/2703 [00:34<02:19, 16.02it/s]


dev:  18%|█▊        | 477/2703 [00:34<02:23, 15.53it/s]


dev:  18%|█▊        | 480/2703 [00:34<02:14, 16.53it/s]


dev:  18%|█▊        | 482/2703 [00:34<02:14, 16.50it/s]


dev:  18%|█▊        | 484/2703 [00:34<02:25, 15.29it/s]


dev:  18%|█▊        | 486/2703 [00:34<02:35, 14.23it/s]


dev:  18%|█▊        | 488/2703 [00:35<02:32, 14.50it/s]


dev:  18%|█▊        | 490/2703 [00:35<02:27, 15.04it/s]


dev:  18%|█▊        | 492/2703 [00:35<02:27, 15.00it/s]


dev:  18%|█▊        | 494/2703 [00:35<02:31, 14.53it/s]


dev:  18%|█▊        | 496/2703 [00:35<02:30, 14.71it/s]


dev:  18%|█▊        | 498/2703 [00:35<02:18, 15.86it/s]


dev:  18%|█▊        | 500/2703 [00:35<02:17, 16.00it/s]


dev:  19%|█▊        | 502/2703 [00:35<02:14, 16.42it/s]


dev:  19%|█▊        | 504/2703 [00:36<02:13, 16.52it/s]


dev:  19%|█▊        | 506/2703 [00:36<02:15, 16.23it/s]


dev:  19%|█▉        | 508/2703 [00:36<02:16, 16.09it/s]


dev:  19%|█▉        | 510/2703 [00:36<02:15, 16.13it/s]


dev:  19%|█▉        | 513/2703 [00:36<02:08, 17.01it/s]


dev:  19%|█▉        | 515/2703 [00:36<02:09, 16.84it/s]


dev:  19%|█▉        | 517/2703 [00:36<02:06, 17.27it/s]


dev:  19%|█▉        | 519/2703 [00:36<02:14, 16.27it/s]


dev:  19%|█▉        | 521/2703 [00:37<02:07, 17.10it/s]


dev:  19%|█▉        | 524/2703 [00:37<02:02, 17.85it/s]


dev:  19%|█▉        | 526/2703 [00:37<02:06, 17.15it/s]


dev:  20%|█▉        | 528/2703 [00:37<02:08, 16.99it/s]


dev:  20%|█▉        | 530/2703 [00:37<02:12, 16.39it/s]


dev:  20%|█▉        | 532/2703 [00:37<02:09, 16.77it/s]


dev:  20%|█▉        | 534/2703 [00:37<02:06, 17.21it/s]


dev:  20%|█▉        | 536/2703 [00:37<02:10, 16.59it/s]


dev:  20%|█▉        | 538/2703 [00:38<02:17, 15.73it/s]


dev:  20%|█▉        | 540/2703 [00:38<02:12, 16.38it/s]


dev:  20%|██        | 542/2703 [00:38<02:09, 16.67it/s]


dev:  20%|██        | 544/2703 [00:38<02:09, 16.68it/s]


dev:  20%|██        | 546/2703 [00:38<02:08, 16.78it/s]


dev:  20%|██        | 548/2703 [00:38<02:11, 16.37it/s]


dev:  20%|██        | 550/2703 [00:38<02:07, 16.90it/s]


dev:  20%|██        | 553/2703 [00:38<01:58, 18.21it/s]


dev:  21%|██        | 555/2703 [00:39<02:03, 17.39it/s]


dev:  21%|██        | 557/2703 [00:39<02:07, 16.79it/s]


dev:  21%|██        | 559/2703 [00:39<02:19, 15.32it/s]


dev:  21%|██        | 561/2703 [00:39<02:11, 16.31it/s]


dev:  21%|██        | 563/2703 [00:39<02:15, 15.80it/s]


dev:  21%|██        | 565/2703 [00:39<02:09, 16.57it/s]


dev:  21%|██        | 567/2703 [00:39<02:10, 16.38it/s]


dev:  21%|██        | 569/2703 [00:39<02:09, 16.46it/s]


dev:  21%|██        | 571/2703 [00:40<02:21, 15.04it/s]


dev:  21%|██        | 573/2703 [00:40<02:24, 14.71it/s]


dev:  21%|██▏       | 575/2703 [00:40<02:20, 15.15it/s]


dev:  21%|██▏       | 578/2703 [00:40<02:13, 15.90it/s]


dev:  21%|██▏       | 581/2703 [00:40<02:05, 16.96it/s]


dev:  22%|██▏       | 583/2703 [00:40<02:05, 16.86it/s]


dev:  22%|██▏       | 585/2703 [00:40<02:04, 16.98it/s]


dev:  22%|██▏       | 587/2703 [00:41<02:05, 16.89it/s]


dev:  22%|██▏       | 590/2703 [00:41<01:56, 18.19it/s]


dev:  22%|██▏       | 592/2703 [00:41<01:56, 18.18it/s]


dev:  22%|██▏       | 594/2703 [00:41<02:04, 16.95it/s]


dev:  22%|██▏       | 596/2703 [00:41<02:06, 16.63it/s]


dev:  22%|██▏       | 598/2703 [00:41<02:01, 17.33it/s]


dev:  22%|██▏       | 600/2703 [00:41<02:00, 17.48it/s]


dev:  22%|██▏       | 602/2703 [00:41<02:09, 16.24it/s]


dev:  22%|██▏       | 605/2703 [00:42<01:57, 17.90it/s]


dev:  22%|██▏       | 607/2703 [00:42<01:57, 17.84it/s]


dev:  23%|██▎       | 609/2703 [00:42<02:08, 16.25it/s]


dev:  23%|██▎       | 611/2703 [00:42<02:10, 16.07it/s]


dev:  23%|██▎       | 613/2703 [00:42<02:07, 16.36it/s]


dev:  23%|██▎       | 615/2703 [00:42<02:07, 16.31it/s]


dev:  23%|██▎       | 617/2703 [00:42<02:01, 17.15it/s]


dev:  23%|██▎       | 620/2703 [00:42<01:56, 17.92it/s]


dev:  23%|██▎       | 622/2703 [00:43<02:03, 16.85it/s]


dev:  23%|██▎       | 625/2703 [00:43<01:52, 18.40it/s]


dev:  23%|██▎       | 627/2703 [00:43<01:58, 17.51it/s]


dev:  23%|██▎       | 630/2703 [00:43<01:51, 18.52it/s]


dev:  23%|██▎       | 632/2703 [00:43<01:57, 17.57it/s]


dev:  23%|██▎       | 634/2703 [00:43<02:02, 16.94it/s]


dev:  24%|██▎       | 637/2703 [00:43<01:58, 17.37it/s]


dev:  24%|██▎       | 639/2703 [00:44<02:09, 15.89it/s]


dev:  24%|██▎       | 641/2703 [00:44<02:19, 14.76it/s]


dev:  24%|██▍       | 643/2703 [00:44<02:14, 15.28it/s]


dev:  24%|██▍       | 645/2703 [00:44<02:08, 16.04it/s]


dev:  24%|██▍       | 647/2703 [00:44<02:16, 15.08it/s]


dev:  24%|██▍       | 649/2703 [00:44<02:09, 15.91it/s]


dev:  24%|██▍       | 651/2703 [00:44<02:12, 15.47it/s]


dev:  24%|██▍       | 653/2703 [00:44<02:09, 15.85it/s]


dev:  24%|██▍       | 655/2703 [00:45<02:15, 15.14it/s]


dev:  24%|██▍       | 657/2703 [00:45<02:26, 14.01it/s]


dev:  24%|██▍       | 659/2703 [00:45<02:22, 14.33it/s]


dev:  24%|██▍       | 661/2703 [00:45<02:22, 14.31it/s]


dev:  25%|██▍       | 663/2703 [00:45<02:23, 14.17it/s]


dev:  25%|██▍       | 665/2703 [00:45<02:15, 15.01it/s]


dev:  25%|██▍       | 667/2703 [00:45<02:12, 15.41it/s]


dev:  25%|██▍       | 669/2703 [00:46<02:05, 16.18it/s]


dev:  25%|██▍       | 671/2703 [00:46<02:02, 16.59it/s]


dev:  25%|██▍       | 673/2703 [00:46<02:06, 16.03it/s]


dev:  25%|██▍       | 675/2703 [00:46<02:00, 16.85it/s]


dev:  25%|██▌       | 677/2703 [00:46<02:12, 15.25it/s]


dev:  25%|██▌       | 679/2703 [00:46<02:23, 14.12it/s]


dev:  25%|██▌       | 681/2703 [00:46<02:16, 14.79it/s]


dev:  25%|██▌       | 683/2703 [00:46<02:10, 15.49it/s]


dev:  25%|██▌       | 685/2703 [00:47<02:13, 15.07it/s]


dev:  25%|██▌       | 687/2703 [00:47<02:26, 13.76it/s]


dev:  25%|██▌       | 689/2703 [00:47<02:23, 14.04it/s]


dev:  26%|██▌       | 691/2703 [00:47<02:27, 13.68it/s]


dev:  26%|██▌       | 693/2703 [00:47<02:25, 13.80it/s]


dev:  26%|██▌       | 695/2703 [00:47<02:16, 14.75it/s]


dev:  26%|██▌       | 697/2703 [00:47<02:14, 14.94it/s]


dev:  26%|██▌       | 699/2703 [00:48<02:13, 15.03it/s]


dev:  26%|██▌       | 702/2703 [00:48<02:06, 15.79it/s]


dev:  26%|██▌       | 704/2703 [00:48<02:04, 16.02it/s]


dev:  26%|██▌       | 707/2703 [00:48<01:55, 17.35it/s]


dev:  26%|██▌       | 709/2703 [00:48<01:59, 16.75it/s]


dev:  26%|██▋       | 711/2703 [00:48<02:00, 16.57it/s]


dev:  26%|██▋       | 713/2703 [00:48<02:02, 16.21it/s]


dev:  26%|██▋       | 715/2703 [00:49<02:05, 15.86it/s]


dev:  27%|██▋       | 717/2703 [00:49<02:01, 16.32it/s]


dev:  27%|██▋       | 719/2703 [00:49<02:09, 15.36it/s]


dev:  27%|██▋       | 721/2703 [00:49<02:13, 14.88it/s]


dev:  27%|██▋       | 723/2703 [00:49<02:12, 14.91it/s]


dev:  27%|██▋       | 725/2703 [00:49<02:13, 14.85it/s]


dev:  27%|██▋       | 727/2703 [00:49<02:04, 15.81it/s]


dev:  27%|██▋       | 729/2703 [00:49<02:01, 16.22it/s]


dev:  27%|██▋       | 731/2703 [00:50<02:04, 15.84it/s]


dev:  27%|██▋       | 733/2703 [00:50<02:11, 14.93it/s]


dev:  27%|██▋       | 735/2703 [00:50<02:13, 14.79it/s]


dev:  27%|██▋       | 737/2703 [00:50<02:11, 14.90it/s]


dev:  27%|██▋       | 739/2703 [00:50<02:07, 15.43it/s]


dev:  27%|██▋       | 741/2703 [00:50<02:03, 15.83it/s]


dev:  28%|██▊       | 744/2703 [00:50<01:59, 16.37it/s]


dev:  28%|██▊       | 746/2703 [00:51<02:01, 16.13it/s]


dev:  28%|██▊       | 748/2703 [00:51<02:05, 15.57it/s]


dev:  28%|██▊       | 750/2703 [00:51<02:19, 14.03it/s]


dev:  28%|██▊       | 752/2703 [00:51<02:09, 15.08it/s]


dev:  28%|██▊       | 754/2703 [00:51<02:08, 15.13it/s]


dev:  28%|██▊       | 756/2703 [00:51<02:02, 15.94it/s]


dev:  28%|██▊       | 758/2703 [00:51<02:04, 15.59it/s]


dev:  28%|██▊       | 761/2703 [00:52<01:56, 16.66it/s]


dev:  28%|██▊       | 763/2703 [00:52<02:12, 14.61it/s]


dev:  28%|██▊       | 765/2703 [00:52<02:12, 14.64it/s]


dev:  28%|██▊       | 767/2703 [00:52<02:11, 14.75it/s]


dev:  28%|██▊       | 769/2703 [00:52<02:12, 14.64it/s]


dev:  29%|██▊       | 771/2703 [00:52<02:10, 14.85it/s]


dev:  29%|██▊       | 773/2703 [00:52<02:10, 14.84it/s]


dev:  29%|██▊       | 775/2703 [00:53<02:09, 14.86it/s]


dev:  29%|██▊       | 777/2703 [00:53<02:10, 14.80it/s]


dev:  29%|██▉       | 779/2703 [00:53<02:18, 13.88it/s]


dev:  29%|██▉       | 781/2703 [00:53<02:09, 14.83it/s]


dev:  29%|██▉       | 784/2703 [00:53<02:04, 15.42it/s]


dev:  29%|██▉       | 786/2703 [00:53<02:11, 14.55it/s]


dev:  29%|██▉       | 788/2703 [00:53<02:11, 14.54it/s]


dev:  29%|██▉       | 791/2703 [00:54<02:04, 15.30it/s]


dev:  29%|██▉       | 793/2703 [00:54<02:05, 15.19it/s]


dev:  29%|██▉       | 795/2703 [00:54<02:03, 15.46it/s]


dev:  29%|██▉       | 797/2703 [00:54<02:13, 14.27it/s]


dev:  30%|██▉       | 799/2703 [00:54<02:02, 15.50it/s]


dev:  30%|██▉       | 801/2703 [00:54<02:06, 15.06it/s]


dev:  30%|██▉       | 804/2703 [00:54<01:54, 16.53it/s]


dev:  30%|██▉       | 806/2703 [00:55<02:06, 14.99it/s]


dev:  30%|██▉       | 809/2703 [00:55<02:02, 15.47it/s]


dev:  30%|███       | 811/2703 [00:55<02:04, 15.19it/s]


dev:  30%|███       | 813/2703 [00:55<02:06, 14.98it/s]


dev:  30%|███       | 815/2703 [00:55<02:03, 15.30it/s]


dev:  30%|███       | 817/2703 [00:55<02:05, 15.09it/s]


dev:  30%|███       | 819/2703 [00:55<02:06, 14.92it/s]


dev:  30%|███       | 821/2703 [00:56<02:04, 15.13it/s]


dev:  30%|███       | 823/2703 [00:56<02:05, 14.97it/s]


dev:  31%|███       | 825/2703 [00:56<01:58, 15.82it/s]


dev:  31%|███       | 827/2703 [00:56<01:59, 15.68it/s]


dev:  31%|███       | 829/2703 [00:56<01:57, 15.96it/s]


dev:  31%|███       | 831/2703 [00:56<01:56, 16.08it/s]


dev:  31%|███       | 833/2703 [00:56<01:55, 16.13it/s]


dev:  31%|███       | 835/2703 [00:56<02:00, 15.48it/s]


dev:  31%|███       | 837/2703 [00:57<01:58, 15.75it/s]


dev:  31%|███       | 839/2703 [00:57<01:52, 16.62it/s]


dev:  31%|███       | 841/2703 [00:57<02:01, 15.27it/s]


dev:  31%|███       | 843/2703 [00:57<02:08, 14.44it/s]


dev:  31%|███▏      | 845/2703 [00:57<02:14, 13.80it/s]


dev:  31%|███▏      | 847/2703 [00:57<02:12, 14.02it/s]


dev:  31%|███▏      | 849/2703 [00:57<02:11, 14.09it/s]


dev:  31%|███▏      | 851/2703 [00:58<02:08, 14.45it/s]


dev:  32%|███▏      | 854/2703 [00:58<02:12, 14.00it/s]


dev:  32%|███▏      | 856/2703 [00:58<02:11, 14.10it/s]


dev:  32%|███▏      | 858/2703 [00:58<02:02, 15.06it/s]


dev:  32%|███▏      | 860/2703 [00:58<02:11, 13.97it/s]


dev:  32%|███▏      | 862/2703 [00:58<02:11, 14.04it/s]


dev:  32%|███▏      | 864/2703 [00:58<02:12, 13.87it/s]


dev:  32%|███▏      | 866/2703 [00:59<02:12, 13.87it/s]


dev:  32%|███▏      | 869/2703 [00:59<01:53, 16.18it/s]


dev:  32%|███▏      | 871/2703 [00:59<01:58, 15.40it/s]


dev:  32%|███▏      | 873/2703 [00:59<01:58, 15.40it/s]


dev:  32%|███▏      | 875/2703 [00:59<01:55, 15.82it/s]


dev:  32%|███▏      | 877/2703 [00:59<02:00, 15.16it/s]


dev:  33%|███▎      | 879/2703 [00:59<01:55, 15.75it/s]


dev:  33%|███▎      | 881/2703 [01:00<01:58, 15.40it/s]


dev:  33%|███▎      | 883/2703 [01:00<02:05, 14.51it/s]


dev:  33%|███▎      | 885/2703 [01:00<02:10, 13.93it/s]


dev:  33%|███▎      | 887/2703 [01:00<02:14, 13.49it/s]


dev:  33%|███▎      | 889/2703 [01:00<02:05, 14.45it/s]


dev:  33%|███▎      | 891/2703 [01:00<02:09, 13.99it/s]


dev:  33%|███▎      | 893/2703 [01:00<02:11, 13.79it/s]


dev:  33%|███▎      | 895/2703 [01:01<02:00, 15.06it/s]


dev:  33%|███▎      | 897/2703 [01:01<02:08, 14.07it/s]


dev:  33%|███▎      | 899/2703 [01:01<02:08, 13.99it/s]


dev:  33%|███▎      | 901/2703 [01:01<02:03, 14.60it/s]


dev:  33%|███▎      | 903/2703 [01:01<02:06, 14.19it/s]


dev:  33%|███▎      | 905/2703 [01:01<02:04, 14.48it/s]


dev:  34%|███▎      | 907/2703 [01:01<02:15, 13.26it/s]


dev:  34%|███▎      | 909/2703 [01:02<02:05, 14.26it/s]


dev:  34%|███▎      | 911/2703 [01:02<02:03, 14.55it/s]


dev:  34%|███▍      | 913/2703 [01:02<02:07, 14.08it/s]


dev:  34%|███▍      | 915/2703 [01:02<02:02, 14.58it/s]


dev:  34%|███▍      | 917/2703 [01:02<02:01, 14.67it/s]


dev:  34%|███▍      | 919/2703 [01:02<01:58, 15.04it/s]


dev:  34%|███▍      | 921/2703 [01:02<01:52, 15.81it/s]


dev:  34%|███▍      | 923/2703 [01:02<01:54, 15.48it/s]


dev:  34%|███▍      | 925/2703 [01:03<01:51, 15.92it/s]


dev:  34%|███▍      | 927/2703 [01:03<01:54, 15.52it/s]


dev:  34%|███▍      | 929/2703 [01:03<02:06, 14.00it/s]


dev:  34%|███▍      | 931/2703 [01:03<01:57, 15.07it/s]


dev:  35%|███▍      | 933/2703 [01:03<01:57, 15.00it/s]


dev:  35%|███▍      | 935/2703 [01:03<02:03, 14.33it/s]


dev:  35%|███▍      | 937/2703 [01:03<01:55, 15.23it/s]


dev:  35%|███▍      | 939/2703 [01:04<01:49, 16.16it/s]


dev:  35%|███▍      | 941/2703 [01:04<01:46, 16.61it/s]


dev:  35%|███▍      | 943/2703 [01:04<01:56, 15.08it/s]


dev:  35%|███▍      | 945/2703 [01:04<01:57, 14.92it/s]


dev:  35%|███▌      | 947/2703 [01:04<01:53, 15.43it/s]


dev:  35%|███▌      | 949/2703 [01:04<01:57, 14.88it/s]


dev:  35%|███▌      | 951/2703 [01:04<01:58, 14.79it/s]


dev:  35%|███▌      | 953/2703 [01:04<01:57, 14.87it/s]


dev:  35%|███▌      | 955/2703 [01:05<01:56, 14.98it/s]


dev:  35%|███▌      | 957/2703 [01:05<01:52, 15.57it/s]


dev:  35%|███▌      | 959/2703 [01:05<01:48, 16.09it/s]


dev:  36%|███▌      | 961/2703 [01:05<01:42, 17.00it/s]


dev:  36%|███▌      | 963/2703 [01:05<01:59, 14.60it/s]


dev:  36%|███▌      | 966/2703 [01:05<01:42, 16.89it/s]


dev:  36%|███▌      | 968/2703 [01:05<01:51, 15.55it/s]


dev:  36%|███▌      | 970/2703 [01:06<02:02, 14.14it/s]


dev:  36%|███▌      | 972/2703 [01:06<02:01, 14.29it/s]


dev:  36%|███▌      | 974/2703 [01:06<01:56, 14.88it/s]


dev:  36%|███▌      | 976/2703 [01:06<01:54, 15.10it/s]


dev:  36%|███▌      | 978/2703 [01:06<01:53, 15.18it/s]


dev:  36%|███▋      | 980/2703 [01:06<01:51, 15.51it/s]


dev:  36%|███▋      | 982/2703 [01:06<01:49, 15.65it/s]


dev:  36%|███▋      | 984/2703 [01:06<01:46, 16.15it/s]


dev:  36%|███▋      | 986/2703 [01:07<01:46, 16.15it/s]


dev:  37%|███▋      | 988/2703 [01:07<01:49, 15.62it/s]


dev:  37%|███▋      | 990/2703 [01:07<01:49, 15.64it/s]


dev:  37%|███▋      | 992/2703 [01:07<02:00, 14.22it/s]


dev:  37%|███▋      | 994/2703 [01:07<01:55, 14.74it/s]


dev:  37%|███▋      | 996/2703 [01:07<02:01, 14.00it/s]


dev:  37%|███▋      | 998/2703 [01:07<01:58, 14.33it/s]


dev:  37%|███▋      | 1000/2703 [01:08<02:03, 13.74it/s]


dev:  37%|███▋      | 1002/2703 [01:08<02:00, 14.17it/s]


dev:  37%|███▋      | 1004/2703 [01:08<01:59, 14.18it/s]


dev:  37%|███▋      | 1006/2703 [01:08<01:50, 15.42it/s]


dev:  37%|███▋      | 1008/2703 [01:08<01:47, 15.83it/s]


dev:  37%|███▋      | 1010/2703 [01:08<01:49, 15.42it/s]


dev:  37%|███▋      | 1012/2703 [01:08<01:45, 16.08it/s]


dev:  38%|███▊      | 1014/2703 [01:08<01:41, 16.67it/s]


dev:  38%|███▊      | 1016/2703 [01:09<01:51, 15.16it/s]


dev:  38%|███▊      | 1018/2703 [01:09<01:53, 14.82it/s]


dev:  38%|███▊      | 1021/2703 [01:09<01:48, 15.54it/s]


dev:  38%|███▊      | 1023/2703 [01:09<01:58, 14.20it/s]


dev:  38%|███▊      | 1025/2703 [01:09<01:53, 14.72it/s]


dev:  38%|███▊      | 1027/2703 [01:09<01:45, 15.87it/s]


dev:  38%|███▊      | 1029/2703 [01:09<01:51, 15.00it/s]


dev:  38%|███▊      | 1031/2703 [01:10<01:47, 15.50it/s]


dev:  38%|███▊      | 1033/2703 [01:10<01:46, 15.70it/s]


dev:  38%|███▊      | 1035/2703 [01:10<01:55, 14.40it/s]


dev:  38%|███▊      | 1037/2703 [01:10<02:03, 13.48it/s]


dev:  38%|███▊      | 1039/2703 [01:10<02:02, 13.55it/s]


dev:  39%|███▊      | 1041/2703 [01:10<01:57, 14.15it/s]


dev:  39%|███▊      | 1043/2703 [01:10<01:57, 14.10it/s]


dev:  39%|███▊      | 1045/2703 [01:11<01:50, 14.99it/s]


dev:  39%|███▊      | 1047/2703 [01:11<01:45, 15.72it/s]


dev:  39%|███▉      | 1049/2703 [01:11<01:42, 16.17it/s]


dev:  39%|███▉      | 1051/2703 [01:11<01:50, 14.94it/s]


dev:  39%|███▉      | 1053/2703 [01:11<01:45, 15.63it/s]


dev:  39%|███▉      | 1055/2703 [01:11<01:46, 15.42it/s]


dev:  39%|███▉      | 1057/2703 [01:11<01:46, 15.45it/s]


dev:  39%|███▉      | 1060/2703 [01:12<01:49, 14.94it/s]


dev:  39%|███▉      | 1062/2703 [01:12<01:49, 14.94it/s]


dev:  39%|███▉      | 1064/2703 [01:12<01:49, 15.03it/s]


dev:  39%|███▉      | 1066/2703 [01:12<01:48, 15.11it/s]


dev:  40%|███▉      | 1068/2703 [01:12<01:47, 15.26it/s]


dev:  40%|███▉      | 1070/2703 [01:12<01:51, 14.60it/s]


dev:  40%|███▉      | 1072/2703 [01:12<01:49, 14.87it/s]


dev:  40%|███▉      | 1074/2703 [01:13<01:52, 14.51it/s]


dev:  40%|███▉      | 1076/2703 [01:13<01:56, 13.95it/s]


dev:  40%|███▉      | 1078/2703 [01:13<01:51, 14.60it/s]


dev:  40%|███▉      | 1080/2703 [01:13<01:59, 13.60it/s]


dev:  40%|████      | 1082/2703 [01:13<01:57, 13.75it/s]


dev:  40%|████      | 1084/2703 [01:13<01:49, 14.83it/s]


dev:  40%|████      | 1086/2703 [01:13<01:48, 14.88it/s]


dev:  40%|████      | 1088/2703 [01:13<01:40, 16.07it/s]


dev:  40%|████      | 1090/2703 [01:14<01:35, 16.94it/s]


dev:  40%|████      | 1092/2703 [01:14<01:43, 15.61it/s]


dev:  40%|████      | 1094/2703 [01:14<01:43, 15.47it/s]


dev:  41%|████      | 1096/2703 [01:14<01:37, 16.40it/s]


dev:  41%|████      | 1098/2703 [01:14<01:40, 15.93it/s]


dev:  41%|████      | 1100/2703 [01:14<01:39, 16.12it/s]


dev:  41%|████      | 1102/2703 [01:14<01:42, 15.56it/s]


dev:  41%|████      | 1104/2703 [01:14<01:52, 14.19it/s]


dev:  41%|████      | 1106/2703 [01:15<01:50, 14.50it/s]


dev:  41%|████      | 1108/2703 [01:15<01:46, 14.98it/s]


dev:  41%|████      | 1110/2703 [01:15<01:38, 16.18it/s]


dev:  41%|████      | 1113/2703 [01:15<01:31, 17.28it/s]


dev:  41%|████▏     | 1115/2703 [01:15<01:41, 15.67it/s]


dev:  41%|████▏     | 1117/2703 [01:15<01:40, 15.79it/s]


dev:  41%|████▏     | 1119/2703 [01:15<01:41, 15.61it/s]


dev:  41%|████▏     | 1121/2703 [01:16<01:38, 16.06it/s]


dev:  42%|████▏     | 1123/2703 [01:16<01:40, 15.65it/s]


dev:  42%|████▏     | 1125/2703 [01:16<01:44, 15.13it/s]


dev:  42%|████▏     | 1127/2703 [01:16<01:49, 14.41it/s]


dev:  42%|████▏     | 1129/2703 [01:16<01:49, 14.33it/s]


dev:  42%|████▏     | 1131/2703 [01:16<01:47, 14.68it/s]


dev:  42%|████▏     | 1133/2703 [01:16<01:43, 15.12it/s]


dev:  42%|████▏     | 1135/2703 [01:16<01:40, 15.58it/s]


dev:  42%|████▏     | 1137/2703 [01:17<01:44, 15.03it/s]


dev:  42%|████▏     | 1139/2703 [01:17<01:41, 15.39it/s]


dev:  42%|████▏     | 1141/2703 [01:17<01:49, 14.22it/s]


dev:  42%|████▏     | 1143/2703 [01:17<01:56, 13.45it/s]


dev:  42%|████▏     | 1145/2703 [01:17<01:53, 13.71it/s]


dev:  42%|████▏     | 1147/2703 [01:17<01:48, 14.36it/s]


dev:  43%|████▎     | 1149/2703 [01:17<01:44, 14.88it/s]


dev:  43%|████▎     | 1151/2703 [01:18<01:48, 14.32it/s]


dev:  43%|████▎     | 1153/2703 [01:18<01:43, 14.97it/s]


dev:  43%|████▎     | 1155/2703 [01:18<01:38, 15.67it/s]


dev:  43%|████▎     | 1157/2703 [01:18<01:37, 15.94it/s]


dev:  43%|████▎     | 1159/2703 [01:18<01:41, 15.20it/s]


dev:  43%|████▎     | 1161/2703 [01:18<01:43, 14.90it/s]


dev:  43%|████▎     | 1163/2703 [01:18<01:51, 13.76it/s]


dev:  43%|████▎     | 1165/2703 [01:19<01:50, 13.88it/s]


dev:  43%|████▎     | 1167/2703 [01:19<01:52, 13.70it/s]


dev:  43%|████▎     | 1169/2703 [01:19<01:48, 14.19it/s]


dev:  43%|████▎     | 1171/2703 [01:19<01:46, 14.39it/s]


dev:  43%|████▎     | 1173/2703 [01:19<01:47, 14.20it/s]


dev:  43%|████▎     | 1175/2703 [01:19<01:39, 15.36it/s]


dev:  44%|████▎     | 1177/2703 [01:19<01:33, 16.35it/s]


dev:  44%|████▎     | 1179/2703 [01:19<01:40, 15.17it/s]


dev:  44%|████▎     | 1182/2703 [01:20<01:42, 14.87it/s]


dev:  44%|████▍     | 1185/2703 [01:20<01:33, 16.16it/s]


dev:  44%|████▍     | 1187/2703 [01:20<01:31, 16.63it/s]


dev:  44%|████▍     | 1189/2703 [01:20<01:30, 16.67it/s]


dev:  44%|████▍     | 1191/2703 [01:20<01:38, 15.37it/s]


dev:  44%|████▍     | 1193/2703 [01:20<01:38, 15.29it/s]


dev:  44%|████▍     | 1195/2703 [01:21<01:38, 15.34it/s]


dev:  44%|████▍     | 1197/2703 [01:21<01:39, 15.12it/s]


dev:  44%|████▍     | 1199/2703 [01:21<01:36, 15.57it/s]


dev:  44%|████▍     | 1201/2703 [01:21<01:44, 14.43it/s]


dev:  45%|████▍     | 1203/2703 [01:21<01:48, 13.78it/s]


dev:  45%|████▍     | 1205/2703 [01:21<01:45, 14.26it/s]


dev:  45%|████▍     | 1208/2703 [01:21<01:37, 15.41it/s]


dev:  45%|████▍     | 1210/2703 [01:22<01:43, 14.43it/s]


dev:  45%|████▍     | 1213/2703 [01:22<01:32, 16.19it/s]


dev:  45%|████▍     | 1215/2703 [01:22<01:35, 15.65it/s]


dev:  45%|████▌     | 1217/2703 [01:22<01:34, 15.74it/s]


dev:  45%|████▌     | 1219/2703 [01:22<01:39, 14.96it/s]


dev:  45%|████▌     | 1221/2703 [01:22<01:35, 15.51it/s]


dev:  45%|████▌     | 1223/2703 [01:22<01:34, 15.70it/s]


dev:  45%|████▌     | 1225/2703 [01:22<01:34, 15.67it/s]


dev:  45%|████▌     | 1227/2703 [01:23<01:33, 15.86it/s]


dev:  45%|████▌     | 1229/2703 [01:23<01:36, 15.23it/s]


dev:  46%|████▌     | 1231/2703 [01:23<01:42, 14.30it/s]


dev:  46%|████▌     | 1233/2703 [01:23<01:39, 14.83it/s]


dev:  46%|████▌     | 1235/2703 [01:23<01:41, 14.46it/s]


dev:  46%|████▌     | 1237/2703 [01:23<01:42, 14.36it/s]


dev:  46%|████▌     | 1239/2703 [01:23<01:42, 14.33it/s]


dev:  46%|████▌     | 1241/2703 [01:24<01:45, 13.86it/s]


dev:  46%|████▌     | 1243/2703 [01:24<01:36, 15.14it/s]


dev:  46%|████▌     | 1245/2703 [01:24<01:38, 14.85it/s]


dev:  46%|████▌     | 1247/2703 [01:24<01:33, 15.62it/s]


dev:  46%|████▌     | 1249/2703 [01:24<01:28, 16.44it/s]


dev:  46%|████▋     | 1251/2703 [01:24<01:36, 15.07it/s]


dev:  46%|████▋     | 1253/2703 [01:24<01:42, 14.12it/s]


dev:  46%|████▋     | 1255/2703 [01:24<01:33, 15.41it/s]


dev:  47%|████▋     | 1258/2703 [01:25<01:28, 16.24it/s]


dev:  47%|████▋     | 1260/2703 [01:25<01:28, 16.26it/s]


dev:  47%|████▋     | 1262/2703 [01:25<01:27, 16.39it/s]


dev:  47%|████▋     | 1264/2703 [01:25<01:25, 16.75it/s]


dev:  47%|████▋     | 1266/2703 [01:25<01:31, 15.68it/s]


dev:  47%|████▋     | 1268/2703 [01:25<01:30, 15.88it/s]


dev:  47%|████▋     | 1270/2703 [01:25<01:29, 16.08it/s]


dev:  47%|████▋     | 1272/2703 [01:26<01:32, 15.43it/s]


dev:  47%|████▋     | 1274/2703 [01:26<01:27, 16.26it/s]


dev:  47%|████▋     | 1276/2703 [01:26<01:28, 16.11it/s]


dev:  47%|████▋     | 1278/2703 [01:26<01:30, 15.66it/s]


dev:  47%|████▋     | 1280/2703 [01:26<01:32, 15.35it/s]


dev:  47%|████▋     | 1282/2703 [01:26<01:35, 14.93it/s]


dev:  48%|████▊     | 1284/2703 [01:26<01:31, 15.48it/s]


dev:  48%|████▊     | 1286/2703 [01:26<01:25, 16.57it/s]


dev:  48%|████▊     | 1288/2703 [01:27<01:27, 16.26it/s]


dev:  48%|████▊     | 1290/2703 [01:27<01:26, 16.37it/s]


dev:  48%|████▊     | 1292/2703 [01:27<01:37, 14.42it/s]


dev:  48%|████▊     | 1294/2703 [01:27<01:43, 13.59it/s]


dev:  48%|████▊     | 1296/2703 [01:27<01:37, 14.45it/s]


dev:  48%|████▊     | 1298/2703 [01:27<01:35, 14.74it/s]


dev:  48%|████▊     | 1300/2703 [01:27<01:29, 15.71it/s]


dev:  48%|████▊     | 1302/2703 [01:28<01:31, 15.35it/s]


dev:  48%|████▊     | 1304/2703 [01:28<01:31, 15.22it/s]


dev:  48%|████▊     | 1307/2703 [01:28<01:24, 16.60it/s]


dev:  48%|████▊     | 1309/2703 [01:28<01:23, 16.62it/s]


dev:  49%|████▊     | 1311/2703 [01:28<01:30, 15.34it/s]


dev:  49%|████▊     | 1313/2703 [01:28<01:28, 15.66it/s]


dev:  49%|████▊     | 1315/2703 [01:28<01:27, 15.82it/s]


dev:  49%|████▊     | 1317/2703 [01:28<01:28, 15.74it/s]


dev:  49%|████▉     | 1319/2703 [01:29<01:30, 15.35it/s]


dev:  49%|████▉     | 1322/2703 [01:29<01:19, 17.34it/s]


dev:  49%|████▉     | 1324/2703 [01:29<01:22, 16.80it/s]


dev:  49%|████▉     | 1326/2703 [01:29<01:29, 15.38it/s]


dev:  49%|████▉     | 1328/2703 [01:29<01:32, 14.94it/s]


dev:  49%|████▉     | 1330/2703 [01:29<01:36, 14.19it/s]


dev:  49%|████▉     | 1332/2703 [01:29<01:29, 15.32it/s]


dev:  49%|████▉     | 1334/2703 [01:30<01:34, 14.49it/s]


dev:  49%|████▉     | 1336/2703 [01:30<01:36, 14.17it/s]


dev:  50%|████▉     | 1338/2703 [01:30<01:37, 13.97it/s]


dev:  50%|████▉     | 1341/2703 [01:30<01:27, 15.58it/s]


dev:  50%|████▉     | 1343/2703 [01:30<01:29, 15.16it/s]


dev:  50%|████▉     | 1345/2703 [01:30<01:27, 15.53it/s]


dev:  50%|████▉     | 1347/2703 [01:30<01:34, 14.28it/s]


dev:  50%|████▉     | 1349/2703 [01:31<01:29, 15.12it/s]


dev:  50%|████▉     | 1351/2703 [01:31<01:29, 15.12it/s]


dev:  50%|█████     | 1353/2703 [01:31<01:25, 15.83it/s]


dev:  50%|█████     | 1355/2703 [01:31<01:27, 15.43it/s]


dev:  50%|█████     | 1357/2703 [01:31<01:24, 15.90it/s]


dev:  50%|█████     | 1359/2703 [01:31<01:25, 15.70it/s]


dev:  50%|█████     | 1361/2703 [01:31<01:22, 16.28it/s]


dev:  50%|█████     | 1363/2703 [01:31<01:20, 16.58it/s]


dev:  50%|█████     | 1365/2703 [01:32<01:23, 16.01it/s]


dev:  51%|█████     | 1367/2703 [01:32<01:19, 16.87it/s]


dev:  51%|█████     | 1369/2703 [01:32<01:18, 17.02it/s]


dev:  51%|█████     | 1371/2703 [01:32<01:31, 14.55it/s]


dev:  51%|█████     | 1373/2703 [01:32<01:30, 14.64it/s]


dev:  51%|█████     | 1375/2703 [01:32<01:32, 14.29it/s]


dev:  51%|█████     | 1377/2703 [01:32<01:26, 15.32it/s]


dev:  51%|█████     | 1380/2703 [01:33<01:21, 16.16it/s]


dev:  51%|█████     | 1382/2703 [01:33<01:20, 16.35it/s]


dev:  51%|█████     | 1384/2703 [01:33<01:23, 15.79it/s]


dev:  51%|█████▏    | 1386/2703 [01:33<01:25, 15.46it/s]


dev:  51%|█████▏    | 1388/2703 [01:33<01:27, 15.10it/s]


dev:  51%|█████▏    | 1390/2703 [01:33<01:30, 14.46it/s]


dev:  51%|█████▏    | 1392/2703 [01:33<01:29, 14.62it/s]


dev:  52%|█████▏    | 1394/2703 [01:33<01:25, 15.35it/s]


dev:  52%|█████▏    | 1396/2703 [01:34<01:25, 15.33it/s]


dev:  52%|█████▏    | 1398/2703 [01:34<01:20, 16.12it/s]


dev:  52%|█████▏    | 1400/2703 [01:34<01:21, 15.99it/s]


dev:  52%|█████▏    | 1402/2703 [01:34<01:20, 16.16it/s]


dev:  52%|█████▏    | 1404/2703 [01:34<01:19, 16.34it/s]


dev:  52%|█████▏    | 1406/2703 [01:34<01:23, 15.51it/s]


dev:  52%|█████▏    | 1408/2703 [01:34<01:20, 16.18it/s]


dev:  52%|█████▏    | 1411/2703 [01:34<01:15, 17.03it/s]


dev:  52%|█████▏    | 1413/2703 [01:35<01:17, 16.67it/s]


dev:  52%|█████▏    | 1415/2703 [01:35<01:21, 15.85it/s]


dev:  52%|█████▏    | 1417/2703 [01:35<01:21, 15.77it/s]


dev:  52%|█████▏    | 1419/2703 [01:35<01:23, 15.30it/s]


dev:  53%|█████▎    | 1421/2703 [01:35<01:22, 15.58it/s]


dev:  53%|█████▎    | 1423/2703 [01:35<01:22, 15.46it/s]


dev:  53%|█████▎    | 1425/2703 [01:35<01:22, 15.41it/s]


dev:  53%|█████▎    | 1428/2703 [01:36<01:17, 16.42it/s]


dev:  53%|█████▎    | 1431/2703 [01:36<01:15, 16.95it/s]


dev:  53%|█████▎    | 1433/2703 [01:36<01:22, 15.41it/s]


dev:  53%|█████▎    | 1435/2703 [01:36<01:23, 15.28it/s]


dev:  53%|█████▎    | 1437/2703 [01:36<01:23, 15.15it/s]


dev:  53%|█████▎    | 1439/2703 [01:36<01:28, 14.28it/s]


dev:  53%|█████▎    | 1441/2703 [01:37<01:36, 13.14it/s]


dev:  53%|█████▎    | 1443/2703 [01:37<01:32, 13.65it/s]


dev:  53%|█████▎    | 1445/2703 [01:37<01:26, 14.60it/s]


dev:  54%|█████▎    | 1447/2703 [01:37<01:32, 13.54it/s]


dev:  54%|█████▎    | 1449/2703 [01:37<01:30, 13.87it/s]


dev:  54%|█████▎    | 1451/2703 [01:37<01:27, 14.39it/s]


dev:  54%|█████▍    | 1453/2703 [01:37<01:22, 15.18it/s]


dev:  54%|█████▍    | 1455/2703 [01:37<01:23, 15.00it/s]


dev:  54%|█████▍    | 1457/2703 [01:38<01:26, 14.48it/s]


dev:  54%|█████▍    | 1459/2703 [01:38<01:20, 15.52it/s]


dev:  54%|█████▍    | 1461/2703 [01:38<01:23, 14.94it/s]


dev:  54%|█████▍    | 1463/2703 [01:38<01:29, 13.87it/s]


dev:  54%|█████▍    | 1465/2703 [01:38<01:27, 14.23it/s]


dev:  54%|█████▍    | 1467/2703 [01:38<01:21, 15.17it/s]


dev:  54%|█████▍    | 1469/2703 [01:38<01:23, 14.69it/s]


dev:  54%|█████▍    | 1471/2703 [01:39<01:25, 14.48it/s]


dev:  55%|█████▍    | 1474/2703 [01:39<01:24, 14.51it/s]


dev:  55%|█████▍    | 1476/2703 [01:39<01:23, 14.72it/s]


dev:  55%|█████▍    | 1478/2703 [01:39<01:19, 15.48it/s]


dev:  55%|█████▍    | 1480/2703 [01:39<01:20, 15.27it/s]


dev:  55%|█████▍    | 1482/2703 [01:39<01:18, 15.54it/s]


dev:  55%|█████▍    | 1484/2703 [01:39<01:16, 16.02it/s]


dev:  55%|█████▍    | 1486/2703 [01:40<01:21, 14.93it/s]


dev:  55%|█████▌    | 1488/2703 [01:40<01:15, 16.07it/s]


dev:  55%|█████▌    | 1490/2703 [01:40<01:14, 16.19it/s]


dev:  55%|█████▌    | 1492/2703 [01:40<01:12, 16.74it/s]


dev:  55%|█████▌    | 1494/2703 [01:40<01:15, 15.95it/s]


dev:  55%|█████▌    | 1496/2703 [01:40<01:21, 14.75it/s]


dev:  55%|█████▌    | 1499/2703 [01:40<01:16, 15.71it/s]


dev:  56%|█████▌    | 1501/2703 [01:40<01:12, 16.62it/s]


dev:  56%|█████▌    | 1503/2703 [01:41<01:11, 16.71it/s]


dev:  56%|█████▌    | 1505/2703 [01:41<01:14, 16.03it/s]


dev:  56%|█████▌    | 1508/2703 [01:41<01:08, 17.47it/s]


dev:  56%|█████▌    | 1510/2703 [01:41<01:07, 17.66it/s]


dev:  56%|█████▌    | 1512/2703 [01:41<01:07, 17.62it/s]


dev:  56%|█████▌    | 1514/2703 [01:41<01:12, 16.42it/s]


dev:  56%|█████▌    | 1516/2703 [01:41<01:09, 16.96it/s]


dev:  56%|█████▌    | 1518/2703 [01:41<01:19, 14.97it/s]


dev:  56%|█████▌    | 1520/2703 [01:42<01:19, 14.86it/s]


dev:  56%|█████▋    | 1522/2703 [01:42<01:14, 15.78it/s]


dev:  56%|█████▋    | 1524/2703 [01:42<01:10, 16.74it/s]


dev:  56%|█████▋    | 1526/2703 [01:42<01:11, 16.46it/s]


dev:  57%|█████▋    | 1528/2703 [01:42<01:11, 16.42it/s]


dev:  57%|█████▋    | 1530/2703 [01:42<01:14, 15.82it/s]


dev:  57%|█████▋    | 1533/2703 [01:42<01:10, 16.62it/s]


dev:  57%|█████▋    | 1535/2703 [01:43<01:14, 15.60it/s]


dev:  57%|█████▋    | 1537/2703 [01:43<01:13, 15.88it/s]


dev:  57%|█████▋    | 1539/2703 [01:43<01:11, 16.30it/s]


dev:  57%|█████▋    | 1541/2703 [01:43<01:09, 16.83it/s]


dev:  57%|█████▋    | 1543/2703 [01:43<01:12, 16.03it/s]


dev:  57%|█████▋    | 1545/2703 [01:43<01:14, 15.61it/s]


dev:  57%|█████▋    | 1547/2703 [01:43<01:12, 15.95it/s]


dev:  57%|█████▋    | 1549/2703 [01:43<01:08, 16.90it/s]


dev:  57%|█████▋    | 1551/2703 [01:43<01:06, 17.45it/s]


dev:  57%|█████▋    | 1553/2703 [01:44<01:05, 17.50it/s]


dev:  58%|█████▊    | 1555/2703 [01:44<01:07, 17.07it/s]


dev:  58%|█████▊    | 1557/2703 [01:44<01:08, 16.73it/s]


dev:  58%|█████▊    | 1559/2703 [01:44<01:06, 17.12it/s]


dev:  58%|█████▊    | 1562/2703 [01:44<01:02, 18.14it/s]


dev:  58%|█████▊    | 1564/2703 [01:44<01:05, 17.33it/s]


dev:  58%|█████▊    | 1566/2703 [01:44<01:08, 16.51it/s]


dev:  58%|█████▊    | 1568/2703 [01:45<01:17, 14.65it/s]


dev:  58%|█████▊    | 1570/2703 [01:45<01:12, 15.65it/s]


dev:  58%|█████▊    | 1572/2703 [01:45<01:14, 15.17it/s]


dev:  58%|█████▊    | 1574/2703 [01:45<01:10, 15.99it/s]


dev:  58%|█████▊    | 1576/2703 [01:45<01:06, 16.97it/s]


dev:  58%|█████▊    | 1578/2703 [01:45<01:12, 15.55it/s]


dev:  58%|█████▊    | 1580/2703 [01:45<01:14, 15.11it/s]


dev:  59%|█████▊    | 1582/2703 [01:45<01:10, 16.01it/s]


dev:  59%|█████▊    | 1584/2703 [01:46<01:11, 15.75it/s]


dev:  59%|█████▊    | 1586/2703 [01:46<01:09, 16.08it/s]


dev:  59%|█████▊    | 1588/2703 [01:46<01:08, 16.21it/s]


dev:  59%|█████▉    | 1590/2703 [01:46<01:12, 15.37it/s]


dev:  59%|█████▉    | 1592/2703 [01:46<01:08, 16.26it/s]


dev:  59%|█████▉    | 1594/2703 [01:46<01:05, 16.97it/s]


dev:  59%|█████▉    | 1596/2703 [01:46<01:04, 17.04it/s]


dev:  59%|█████▉    | 1598/2703 [01:46<01:04, 17.26it/s]


dev:  59%|█████▉    | 1600/2703 [01:46<01:05, 16.95it/s]


dev:  59%|█████▉    | 1602/2703 [01:47<01:05, 16.92it/s]


dev:  59%|█████▉    | 1604/2703 [01:47<01:05, 16.90it/s]


dev:  59%|█████▉    | 1606/2703 [01:47<01:11, 15.38it/s]


dev:  59%|█████▉    | 1608/2703 [01:47<01:18, 13.89it/s]


dev:  60%|█████▉    | 1610/2703 [01:47<01:18, 13.94it/s]


dev:  60%|█████▉    | 1612/2703 [01:47<01:12, 15.02it/s]


dev:  60%|█████▉    | 1614/2703 [01:47<01:15, 14.45it/s]


dev:  60%|█████▉    | 1616/2703 [01:48<01:14, 14.69it/s]


dev:  60%|█████▉    | 1618/2703 [01:48<01:10, 15.31it/s]


dev:  60%|█████▉    | 1620/2703 [01:48<01:14, 14.53it/s]


dev:  60%|██████    | 1622/2703 [01:48<01:14, 14.53it/s]


dev:  60%|██████    | 1625/2703 [01:48<01:10, 15.21it/s]


dev:  60%|██████    | 1627/2703 [01:48<01:07, 15.93it/s]


dev:  60%|██████    | 1629/2703 [01:48<01:09, 15.35it/s]


dev:  60%|██████    | 1631/2703 [01:49<01:07, 15.92it/s]


dev:  60%|██████    | 1634/2703 [01:49<01:02, 17.15it/s]


dev:  61%|██████    | 1636/2703 [01:49<01:02, 17.01it/s]


dev:  61%|██████    | 1638/2703 [01:49<01:02, 17.15it/s]


dev:  61%|██████    | 1640/2703 [01:49<01:04, 16.51it/s]


dev:  61%|██████    | 1642/2703 [01:49<01:13, 14.49it/s]


dev:  61%|██████    | 1644/2703 [01:49<01:09, 15.30it/s]


dev:  61%|██████    | 1646/2703 [01:50<01:12, 14.54it/s]


dev:  61%|██████    | 1648/2703 [01:50<01:10, 14.88it/s]


dev:  61%|██████    | 1650/2703 [01:50<01:10, 14.87it/s]


dev:  61%|██████    | 1652/2703 [01:50<01:05, 16.01it/s]


dev:  61%|██████    | 1654/2703 [01:50<01:09, 15.14it/s]


dev:  61%|██████▏   | 1656/2703 [01:50<01:04, 16.17it/s]


dev:  61%|██████▏   | 1658/2703 [01:50<01:11, 14.69it/s]


dev:  61%|██████▏   | 1660/2703 [01:50<01:14, 14.02it/s]


dev:  61%|██████▏   | 1662/2703 [01:51<01:10, 14.79it/s]


dev:  62%|██████▏   | 1664/2703 [01:51<01:08, 15.24it/s]


dev:  62%|██████▏   | 1666/2703 [01:51<01:06, 15.48it/s]


dev:  62%|██████▏   | 1668/2703 [01:51<01:06, 15.60it/s]


dev:  62%|██████▏   | 1670/2703 [01:51<01:03, 16.25it/s]


dev:  62%|██████▏   | 1672/2703 [01:51<01:03, 16.31it/s]


dev:  62%|██████▏   | 1674/2703 [01:51<01:04, 15.88it/s]


dev:  62%|██████▏   | 1676/2703 [01:51<01:02, 16.54it/s]


dev:  62%|██████▏   | 1678/2703 [01:52<01:04, 15.86it/s]


dev:  62%|██████▏   | 1680/2703 [01:52<01:02, 16.45it/s]


dev:  62%|██████▏   | 1682/2703 [01:52<01:06, 15.35it/s]


dev:  62%|██████▏   | 1684/2703 [01:52<01:04, 15.83it/s]


dev:  62%|██████▏   | 1686/2703 [01:52<01:03, 16.13it/s]


dev:  62%|██████▏   | 1688/2703 [01:52<01:00, 16.72it/s]


dev:  63%|██████▎   | 1690/2703 [01:52<01:02, 16.31it/s]


dev:  63%|██████▎   | 1692/2703 [01:52<01:05, 15.42it/s]


dev:  63%|██████▎   | 1694/2703 [01:53<01:07, 14.96it/s]


dev:  63%|██████▎   | 1696/2703 [01:53<01:05, 15.48it/s]


dev:  63%|██████▎   | 1698/2703 [01:53<01:01, 16.41it/s]


dev:  63%|██████▎   | 1700/2703 [01:53<01:02, 15.95it/s]


dev:  63%|██████▎   | 1702/2703 [01:53<01:06, 15.14it/s]


dev:  63%|██████▎   | 1704/2703 [01:53<01:05, 15.18it/s]


dev:  63%|██████▎   | 1706/2703 [01:53<01:07, 14.72it/s]


dev:  63%|██████▎   | 1708/2703 [01:53<01:06, 14.93it/s]


dev:  63%|██████▎   | 1710/2703 [01:54<01:04, 15.41it/s]


dev:  63%|██████▎   | 1713/2703 [01:54<00:58, 16.85it/s]


dev:  63%|██████▎   | 1715/2703 [01:54<01:05, 15.11it/s]


dev:  64%|██████▎   | 1718/2703 [01:54<01:02, 15.83it/s]


dev:  64%|██████▎   | 1720/2703 [01:54<00:58, 16.70it/s]


dev:  64%|██████▎   | 1722/2703 [01:54<01:04, 15.17it/s]


dev:  64%|██████▍   | 1724/2703 [01:55<01:04, 15.12it/s]


dev:  64%|██████▍   | 1726/2703 [01:55<01:03, 15.46it/s]


dev:  64%|██████▍   | 1728/2703 [01:55<01:02, 15.64it/s]


dev:  64%|██████▍   | 1731/2703 [01:55<00:58, 16.75it/s]


dev:  64%|██████▍   | 1733/2703 [01:55<00:57, 16.88it/s]


dev:  64%|██████▍   | 1735/2703 [01:55<01:00, 15.94it/s]


dev:  64%|██████▍   | 1737/2703 [01:55<01:00, 16.06it/s]


dev:  64%|██████▍   | 1739/2703 [01:55<00:59, 16.33it/s]


dev:  64%|██████▍   | 1741/2703 [01:56<01:02, 15.39it/s]


dev:  64%|██████▍   | 1743/2703 [01:56<01:04, 14.89it/s]


dev:  65%|██████▍   | 1746/2703 [01:56<00:56, 16.88it/s]


dev:  65%|██████▍   | 1748/2703 [01:56<00:59, 16.05it/s]


dev:  65%|██████▍   | 1750/2703 [01:56<01:01, 15.61it/s]


dev:  65%|██████▍   | 1752/2703 [01:56<01:01, 15.46it/s]


dev:  65%|██████▍   | 1754/2703 [01:56<01:02, 15.21it/s]


dev:  65%|██████▍   | 1756/2703 [01:56<00:58, 16.29it/s]


dev:  65%|██████▌   | 1758/2703 [01:57<00:59, 15.84it/s]


dev:  65%|██████▌   | 1760/2703 [01:57<00:59, 15.94it/s]


dev:  65%|██████▌   | 1762/2703 [01:57<00:56, 16.70it/s]


dev:  65%|██████▌   | 1764/2703 [01:57<01:02, 15.12it/s]


dev:  65%|██████▌   | 1766/2703 [01:57<01:03, 14.82it/s]


dev:  65%|██████▌   | 1768/2703 [01:57<01:05, 14.35it/s]


dev:  65%|██████▌   | 1770/2703 [01:57<01:01, 15.19it/s]


dev:  66%|██████▌   | 1772/2703 [01:58<01:05, 14.20it/s]


dev:  66%|██████▌   | 1774/2703 [01:58<01:05, 14.24it/s]


dev:  66%|██████▌   | 1776/2703 [01:58<01:00, 15.40it/s]


dev:  66%|██████▌   | 1778/2703 [01:58<01:03, 14.53it/s]


dev:  66%|██████▌   | 1780/2703 [01:58<01:00, 15.19it/s]


dev:  66%|██████▌   | 1782/2703 [01:58<00:58, 15.68it/s]


dev:  66%|██████▌   | 1784/2703 [01:58<01:02, 14.67it/s]


dev:  66%|██████▌   | 1786/2703 [01:58<00:59, 15.31it/s]


dev:  66%|██████▌   | 1788/2703 [01:59<01:02, 14.71it/s]


dev:  66%|██████▋   | 1791/2703 [01:59<00:59, 15.23it/s]


dev:  66%|██████▋   | 1793/2703 [01:59<00:59, 15.25it/s]


dev:  66%|██████▋   | 1795/2703 [01:59<00:56, 15.95it/s]


dev:  66%|██████▋   | 1797/2703 [01:59<00:55, 16.20it/s]


dev:  67%|██████▋   | 1799/2703 [01:59<00:58, 15.40it/s]


dev:  67%|██████▋   | 1801/2703 [01:59<00:56, 15.83it/s]


dev:  67%|██████▋   | 1803/2703 [02:00<00:53, 16.79it/s]


dev:  67%|██████▋   | 1805/2703 [02:00<00:55, 16.30it/s]


dev:  67%|██████▋   | 1807/2703 [02:00<00:53, 16.66it/s]


dev:  67%|██████▋   | 1809/2703 [02:00<00:52, 16.91it/s]


dev:  67%|██████▋   | 1811/2703 [02:00<00:56, 15.93it/s]


dev:  67%|██████▋   | 1813/2703 [02:00<00:57, 15.43it/s]


dev:  67%|██████▋   | 1815/2703 [02:00<00:59, 14.98it/s]


dev:  67%|██████▋   | 1817/2703 [02:00<00:57, 15.44it/s]


dev:  67%|██████▋   | 1819/2703 [02:01<00:56, 15.65it/s]


dev:  67%|██████▋   | 1821/2703 [02:01<01:00, 14.69it/s]


dev:  67%|██████▋   | 1823/2703 [02:01<00:57, 15.35it/s]


dev:  68%|██████▊   | 1825/2703 [02:01<00:55, 15.86it/s]


dev:  68%|██████▊   | 1827/2703 [02:01<00:58, 15.06it/s]


dev:  68%|██████▊   | 1829/2703 [02:01<00:57, 15.08it/s]


dev:  68%|██████▊   | 1831/2703 [02:01<00:53, 16.17it/s]


dev:  68%|██████▊   | 1833/2703 [02:01<00:54, 15.93it/s]


dev:  68%|██████▊   | 1835/2703 [02:02<00:53, 16.24it/s]


dev:  68%|██████▊   | 1837/2703 [02:02<00:55, 15.68it/s]


dev:  68%|██████▊   | 1839/2703 [02:02<00:56, 15.16it/s]


dev:  68%|██████▊   | 1841/2703 [02:02<00:55, 15.57it/s]


dev:  68%|██████▊   | 1843/2703 [02:02<00:53, 16.08it/s]


dev:  68%|██████▊   | 1845/2703 [02:02<00:51, 16.50it/s]


dev:  68%|██████▊   | 1847/2703 [02:02<00:58, 14.55it/s]


dev:  68%|██████▊   | 1849/2703 [02:03<00:59, 14.44it/s]


dev:  68%|██████▊   | 1851/2703 [02:03<01:01, 13.84it/s]


dev:  69%|██████▊   | 1854/2703 [02:03<00:56, 15.03it/s]


dev:  69%|██████▊   | 1856/2703 [02:03<00:59, 14.31it/s]


dev:  69%|██████▊   | 1858/2703 [02:03<00:57, 14.67it/s]


dev:  69%|██████▉   | 1860/2703 [02:03<00:53, 15.73it/s]


dev:  69%|██████▉   | 1862/2703 [02:03<00:53, 15.64it/s]


dev:  69%|██████▉   | 1864/2703 [02:04<00:51, 16.27it/s]


dev:  69%|██████▉   | 1866/2703 [02:04<00:52, 16.04it/s]


dev:  69%|██████▉   | 1868/2703 [02:04<00:51, 16.23it/s]


dev:  69%|██████▉   | 1870/2703 [02:04<00:57, 14.55it/s]


dev:  69%|██████▉   | 1872/2703 [02:04<00:54, 15.24it/s]


dev:  69%|██████▉   | 1874/2703 [02:04<00:52, 15.91it/s]


dev:  69%|██████▉   | 1876/2703 [02:04<00:52, 15.71it/s]


dev:  69%|██████▉   | 1878/2703 [02:04<00:50, 16.30it/s]


dev:  70%|██████▉   | 1880/2703 [02:05<00:55, 14.89it/s]


dev:  70%|██████▉   | 1883/2703 [02:05<00:52, 15.75it/s]


dev:  70%|██████▉   | 1885/2703 [02:05<00:55, 14.78it/s]


dev:  70%|██████▉   | 1887/2703 [02:05<00:54, 14.98it/s]


dev:  70%|██████▉   | 1889/2703 [02:05<00:51, 15.69it/s]


dev:  70%|██████▉   | 1891/2703 [02:05<00:54, 14.88it/s]


dev:  70%|███████   | 1893/2703 [02:05<00:56, 14.42it/s]


dev:  70%|███████   | 1895/2703 [02:06<00:58, 13.85it/s]


dev:  70%|███████   | 1897/2703 [02:06<00:54, 14.91it/s]


dev:  70%|███████   | 1899/2703 [02:06<00:55, 14.38it/s]


dev:  70%|███████   | 1901/2703 [02:06<00:52, 15.35it/s]


dev:  70%|███████   | 1903/2703 [02:06<00:51, 15.40it/s]


dev:  70%|███████   | 1905/2703 [02:06<00:49, 16.10it/s]


dev:  71%|███████   | 1907/2703 [02:06<00:48, 16.44it/s]


dev:  71%|███████   | 1909/2703 [02:06<00:50, 15.80it/s]


dev:  71%|███████   | 1911/2703 [02:07<00:47, 16.74it/s]


dev:  71%|███████   | 1913/2703 [02:07<00:48, 16.35it/s]


dev:  71%|███████   | 1916/2703 [02:07<00:44, 17.59it/s]


dev:  71%|███████   | 1918/2703 [02:07<00:46, 16.80it/s]


dev:  71%|███████   | 1920/2703 [02:07<00:49, 15.88it/s]


dev:  71%|███████   | 1922/2703 [02:07<00:50, 15.34it/s]


dev:  71%|███████   | 1924/2703 [02:07<00:50, 15.36it/s]


dev:  71%|███████▏  | 1926/2703 [02:08<00:49, 15.66it/s]


dev:  71%|███████▏  | 1928/2703 [02:08<00:52, 14.66it/s]


dev:  71%|███████▏  | 1931/2703 [02:08<00:48, 15.79it/s]


dev:  72%|███████▏  | 1933/2703 [02:08<00:48, 15.99it/s]


dev:  72%|███████▏  | 1935/2703 [02:08<00:49, 15.54it/s]


dev:  72%|███████▏  | 1937/2703 [02:08<00:48, 15.91it/s]


dev:  72%|███████▏  | 1939/2703 [02:08<00:50, 15.02it/s]


dev:  72%|███████▏  | 1941/2703 [02:08<00:50, 15.20it/s]


dev:  72%|███████▏  | 1943/2703 [02:09<00:50, 15.12it/s]


dev:  72%|███████▏  | 1945/2703 [02:09<00:48, 15.78it/s]


dev:  72%|███████▏  | 1947/2703 [02:09<00:49, 15.36it/s]


dev:  72%|███████▏  | 1949/2703 [02:09<00:51, 14.63it/s]


dev:  72%|███████▏  | 1952/2703 [02:09<00:46, 16.08it/s]


dev:  72%|███████▏  | 1954/2703 [02:09<00:46, 16.05it/s]


dev:  72%|███████▏  | 1956/2703 [02:09<00:48, 15.26it/s]


dev:  72%|███████▏  | 1958/2703 [02:10<00:46, 15.96it/s]


dev:  73%|███████▎  | 1960/2703 [02:10<00:46, 16.06it/s]


dev:  73%|███████▎  | 1962/2703 [02:10<00:45, 16.29it/s]


dev:  73%|███████▎  | 1964/2703 [02:10<00:46, 15.99it/s]


dev:  73%|███████▎  | 1967/2703 [02:10<00:42, 17.16it/s]


dev:  73%|███████▎  | 1969/2703 [02:10<00:44, 16.62it/s]


dev:  73%|███████▎  | 1972/2703 [02:10<00:41, 17.76it/s]


dev:  73%|███████▎  | 1974/2703 [02:11<00:42, 17.24it/s]


dev:  73%|███████▎  | 1976/2703 [02:11<00:47, 15.22it/s]


dev:  73%|███████▎  | 1978/2703 [02:11<00:47, 15.19it/s]


dev:  73%|███████▎  | 1980/2703 [02:11<00:44, 16.08it/s]


dev:  73%|███████▎  | 1982/2703 [02:11<00:43, 16.75it/s]


dev:  73%|███████▎  | 1984/2703 [02:11<00:43, 16.56it/s]


dev:  73%|███████▎  | 1986/2703 [02:11<00:43, 16.42it/s]


dev:  74%|███████▎  | 1988/2703 [02:11<00:43, 16.30it/s]


dev:  74%|███████▎  | 1990/2703 [02:12<00:47, 15.07it/s]


dev:  74%|███████▎  | 1992/2703 [02:12<00:50, 14.16it/s]


dev:  74%|███████▍  | 1994/2703 [02:12<00:46, 15.37it/s]


dev:  74%|███████▍  | 1996/2703 [02:12<00:44, 15.88it/s]


dev:  74%|███████▍  | 1998/2703 [02:12<00:48, 14.61it/s]


dev:  74%|███████▍  | 2000/2703 [02:12<00:51, 13.78it/s]


dev:  74%|███████▍  | 2002/2703 [02:12<00:48, 14.59it/s]


dev:  74%|███████▍  | 2004/2703 [02:12<00:45, 15.34it/s]


dev:  74%|███████▍  | 2007/2703 [02:13<00:43, 16.17it/s]


dev:  74%|███████▍  | 2009/2703 [02:13<00:42, 16.28it/s]


dev:  74%|███████▍  | 2011/2703 [02:13<00:44, 15.66it/s]


dev:  75%|███████▍  | 2014/2703 [02:13<00:39, 17.34it/s]


dev:  75%|███████▍  | 2016/2703 [02:13<00:41, 16.63it/s]


dev:  75%|███████▍  | 2019/2703 [02:13<00:37, 18.44it/s]


dev:  75%|███████▍  | 2021/2703 [02:13<00:40, 16.79it/s]


dev:  75%|███████▍  | 2023/2703 [02:14<00:43, 15.60it/s]


dev:  75%|███████▍  | 2025/2703 [02:14<00:41, 16.21it/s]


dev:  75%|███████▍  | 2027/2703 [02:14<00:43, 15.53it/s]


dev:  75%|███████▌  | 2030/2703 [02:14<00:39, 16.90it/s]


dev:  75%|███████▌  | 2032/2703 [02:14<00:42, 15.76it/s]


dev:  75%|███████▌  | 2034/2703 [02:14<00:44, 15.12it/s]


dev:  75%|███████▌  | 2036/2703 [02:14<00:44, 14.96it/s]


dev:  75%|███████▌  | 2038/2703 [02:15<00:44, 14.96it/s]


dev:  75%|███████▌  | 2040/2703 [02:15<00:41, 16.07it/s]


dev:  76%|███████▌  | 2042/2703 [02:15<00:42, 15.51it/s]


dev:  76%|███████▌  | 2044/2703 [02:15<00:44, 14.96it/s]


dev:  76%|███████▌  | 2046/2703 [02:15<00:43, 15.04it/s]


dev:  76%|███████▌  | 2048/2703 [02:15<00:46, 14.08it/s]


dev:  76%|███████▌  | 2050/2703 [02:15<00:43, 14.95it/s]


dev:  76%|███████▌  | 2052/2703 [02:16<00:42, 15.35it/s]


dev:  76%|███████▌  | 2054/2703 [02:16<00:40, 16.07it/s]


dev:  76%|███████▌  | 2056/2703 [02:16<00:41, 15.68it/s]


dev:  76%|███████▌  | 2058/2703 [02:16<00:42, 15.28it/s]


dev:  76%|███████▌  | 2060/2703 [02:16<00:46, 13.89it/s]


dev:  76%|███████▋  | 2062/2703 [02:16<00:43, 14.91it/s]


dev:  76%|███████▋  | 2064/2703 [02:16<00:41, 15.25it/s]


dev:  76%|███████▋  | 2066/2703 [02:16<00:41, 15.41it/s]


dev:  77%|███████▋  | 2068/2703 [02:17<00:42, 15.11it/s]


dev:  77%|███████▋  | 2070/2703 [02:17<00:39, 16.08it/s]


dev:  77%|███████▋  | 2072/2703 [02:17<00:39, 15.80it/s]


dev:  77%|███████▋  | 2074/2703 [02:17<00:38, 16.15it/s]


dev:  77%|███████▋  | 2076/2703 [02:17<00:40, 15.66it/s]


dev:  77%|███████▋  | 2078/2703 [02:17<00:37, 16.53it/s]


dev:  77%|███████▋  | 2080/2703 [02:17<00:41, 15.10it/s]


dev:  77%|███████▋  | 2082/2703 [02:17<00:40, 15.24it/s]


dev:  77%|███████▋  | 2084/2703 [02:18<00:38, 16.26it/s]


dev:  77%|███████▋  | 2086/2703 [02:18<00:37, 16.39it/s]


dev:  77%|███████▋  | 2088/2703 [02:18<00:37, 16.32it/s]


dev:  77%|███████▋  | 2090/2703 [02:18<00:37, 16.52it/s]


dev:  77%|███████▋  | 2092/2703 [02:18<00:36, 16.72it/s]


dev:  77%|███████▋  | 2094/2703 [02:18<00:36, 16.77it/s]


dev:  78%|███████▊  | 2096/2703 [02:18<00:40, 14.91it/s]


dev:  78%|███████▊  | 2098/2703 [02:18<00:39, 15.30it/s]


dev:  78%|███████▊  | 2100/2703 [02:19<00:37, 15.98it/s]


dev:  78%|███████▊  | 2103/2703 [02:19<00:35, 16.92it/s]


dev:  78%|███████▊  | 2105/2703 [02:19<00:35, 16.83it/s]


dev:  78%|███████▊  | 2107/2703 [02:19<00:34, 17.26it/s]


dev:  78%|███████▊  | 2109/2703 [02:19<00:34, 17.36it/s]


dev:  78%|███████▊  | 2111/2703 [02:19<00:39, 15.16it/s]


dev:  78%|███████▊  | 2113/2703 [02:19<00:39, 14.95it/s]


dev:  78%|███████▊  | 2115/2703 [02:20<00:40, 14.63it/s]


dev:  78%|███████▊  | 2117/2703 [02:20<00:40, 14.52it/s]


dev:  78%|███████▊  | 2119/2703 [02:20<00:43, 13.58it/s]


dev:  78%|███████▊  | 2121/2703 [02:20<00:39, 14.57it/s]


dev:  79%|███████▊  | 2123/2703 [02:20<00:40, 14.21it/s]


dev:  79%|███████▊  | 2125/2703 [02:20<00:39, 14.51it/s]


dev:  79%|███████▊  | 2127/2703 [02:20<00:39, 14.72it/s]


dev:  79%|███████▉  | 2129/2703 [02:20<00:38, 14.95it/s]


dev:  79%|███████▉  | 2131/2703 [02:21<00:37, 15.41it/s]


dev:  79%|███████▉  | 2133/2703 [02:21<00:36, 15.79it/s]


dev:  79%|███████▉  | 2135/2703 [02:21<00:36, 15.54it/s]


dev:  79%|███████▉  | 2137/2703 [02:21<00:37, 14.94it/s]


dev:  79%|███████▉  | 2139/2703 [02:21<00:36, 15.36it/s]


dev:  79%|███████▉  | 2141/2703 [02:21<00:37, 14.88it/s]


dev:  79%|███████▉  | 2143/2703 [02:21<00:35, 15.90it/s]


dev:  79%|███████▉  | 2145/2703 [02:22<00:34, 16.02it/s]


dev:  79%|███████▉  | 2147/2703 [02:22<00:33, 16.52it/s]


dev:  80%|███████▉  | 2149/2703 [02:22<00:33, 16.58it/s]


dev:  80%|███████▉  | 2151/2703 [02:22<00:33, 16.60it/s]


dev:  80%|███████▉  | 2153/2703 [02:22<00:33, 16.65it/s]


dev:  80%|███████▉  | 2155/2703 [02:22<00:33, 16.50it/s]


dev:  80%|███████▉  | 2157/2703 [02:22<00:32, 16.97it/s]


dev:  80%|███████▉  | 2159/2703 [02:22<00:31, 17.25it/s]


dev:  80%|███████▉  | 2161/2703 [02:22<00:30, 17.76it/s]


dev:  80%|████████  | 2163/2703 [02:23<00:29, 18.13it/s]


dev:  80%|████████  | 2165/2703 [02:23<00:32, 16.67it/s]


dev:  80%|████████  | 2167/2703 [02:23<00:35, 15.02it/s]


dev:  80%|████████  | 2169/2703 [02:23<00:36, 14.77it/s]


dev:  80%|████████  | 2171/2703 [02:23<00:38, 13.65it/s]


dev:  80%|████████  | 2173/2703 [02:23<00:39, 13.36it/s]


dev:  80%|████████  | 2175/2703 [02:23<00:37, 14.09it/s]


dev:  81%|████████  | 2178/2703 [02:24<00:31, 16.66it/s]


dev:  81%|████████  | 2181/2703 [02:24<00:29, 17.71it/s]


dev:  81%|████████  | 2183/2703 [02:24<00:31, 16.55it/s]


dev:  81%|████████  | 2185/2703 [02:24<00:33, 15.38it/s]


dev:  81%|████████  | 2187/2703 [02:24<00:32, 15.90it/s]


dev:  81%|████████  | 2190/2703 [02:24<00:30, 16.97it/s]


dev:  81%|████████  | 2192/2703 [02:24<00:30, 17.02it/s]


dev:  81%|████████  | 2195/2703 [02:25<00:29, 17.37it/s]


dev:  81%|████████▏ | 2197/2703 [02:25<00:30, 16.73it/s]


dev:  81%|████████▏ | 2199/2703 [02:25<00:29, 17.01it/s]


dev:  81%|████████▏ | 2201/2703 [02:25<00:30, 16.33it/s]


dev:  82%|████████▏ | 2203/2703 [02:25<00:29, 16.97it/s]


dev:  82%|████████▏ | 2205/2703 [02:25<00:30, 16.54it/s]


dev:  82%|████████▏ | 2207/2703 [02:25<00:31, 15.81it/s]


dev:  82%|████████▏ | 2209/2703 [02:25<00:30, 16.03it/s]


dev:  82%|████████▏ | 2211/2703 [02:26<00:30, 15.96it/s]


dev:  82%|████████▏ | 2213/2703 [02:26<00:30, 15.81it/s]


dev:  82%|████████▏ | 2215/2703 [02:26<00:31, 15.55it/s]


dev:  82%|████████▏ | 2217/2703 [02:26<00:30, 15.76it/s]


dev:  82%|████████▏ | 2219/2703 [02:26<00:29, 16.52it/s]


dev:  82%|████████▏ | 2221/2703 [02:26<00:28, 16.77it/s]


dev:  82%|████████▏ | 2223/2703 [02:26<00:30, 15.77it/s]


dev:  82%|████████▏ | 2225/2703 [02:27<00:34, 13.70it/s]


dev:  82%|████████▏ | 2227/2703 [02:27<00:33, 14.23it/s]


dev:  82%|████████▏ | 2229/2703 [02:27<00:30, 15.47it/s]


dev:  83%|████████▎ | 2231/2703 [02:27<00:33, 14.26it/s]


dev:  83%|████████▎ | 2233/2703 [02:27<00:34, 13.58it/s]


dev:  83%|████████▎ | 2236/2703 [02:27<00:30, 15.46it/s]


dev:  83%|████████▎ | 2238/2703 [02:27<00:30, 15.32it/s]


dev:  83%|████████▎ | 2240/2703 [02:27<00:30, 15.38it/s]


dev:  83%|████████▎ | 2242/2703 [02:28<00:30, 15.20it/s]


dev:  83%|████████▎ | 2244/2703 [02:28<00:33, 13.88it/s]


dev:  83%|████████▎ | 2246/2703 [02:28<00:31, 14.55it/s]


dev:  83%|████████▎ | 2248/2703 [02:28<00:30, 15.02it/s]


dev:  83%|████████▎ | 2250/2703 [02:28<00:31, 14.30it/s]


dev:  83%|████████▎ | 2252/2703 [02:28<00:32, 14.00it/s]


dev:  83%|████████▎ | 2254/2703 [02:28<00:31, 14.14it/s]


dev:  83%|████████▎ | 2256/2703 [02:29<00:29, 15.06it/s]


dev:  84%|████████▎ | 2258/2703 [02:29<00:31, 14.28it/s]


dev:  84%|████████▎ | 2260/2703 [02:29<00:29, 15.22it/s]


dev:  84%|████████▎ | 2262/2703 [02:29<00:30, 14.24it/s]


dev:  84%|████████▍ | 2264/2703 [02:29<00:30, 14.17it/s]


dev:  84%|████████▍ | 2266/2703 [02:29<00:29, 14.84it/s]


dev:  84%|████████▍ | 2268/2703 [02:29<00:30, 14.35it/s]


dev:  84%|████████▍ | 2270/2703 [02:30<00:29, 14.46it/s]


dev:  84%|████████▍ | 2272/2703 [02:30<00:28, 14.88it/s]


dev:  84%|████████▍ | 2274/2703 [02:30<00:27, 15.32it/s]


dev:  84%|████████▍ | 2276/2703 [02:30<00:26, 15.95it/s]


dev:  84%|████████▍ | 2279/2703 [02:30<00:26, 16.09it/s]


dev:  84%|████████▍ | 2281/2703 [02:30<00:27, 15.54it/s]


dev:  84%|████████▍ | 2283/2703 [02:30<00:28, 14.73it/s]


dev:  85%|████████▍ | 2285/2703 [02:31<00:27, 15.01it/s]


dev:  85%|████████▍ | 2287/2703 [02:31<00:26, 15.75it/s]


dev:  85%|████████▍ | 2289/2703 [02:31<00:27, 15.18it/s]


dev:  85%|████████▍ | 2291/2703 [02:31<00:28, 14.70it/s]


dev:  85%|████████▍ | 2293/2703 [02:31<00:27, 14.85it/s]


dev:  85%|████████▍ | 2295/2703 [02:31<00:26, 15.40it/s]


dev:  85%|████████▍ | 2297/2703 [02:31<00:24, 16.50it/s]


dev:  85%|████████▌ | 2299/2703 [02:31<00:24, 16.58it/s]


dev:  85%|████████▌ | 2301/2703 [02:32<00:24, 16.28it/s]


dev:  85%|████████▌ | 2303/2703 [02:32<00:24, 16.22it/s]


dev:  85%|████████▌ | 2305/2703 [02:32<00:23, 16.65it/s]


dev:  85%|████████▌ | 2307/2703 [02:32<00:25, 15.70it/s]


dev:  85%|████████▌ | 2309/2703 [02:32<00:23, 16.45it/s]


dev:  85%|████████▌ | 2311/2703 [02:32<00:23, 16.35it/s]


dev:  86%|████████▌ | 2313/2703 [02:32<00:24, 15.68it/s]


dev:  86%|████████▌ | 2315/2703 [02:32<00:25, 15.05it/s]


dev:  86%|████████▌ | 2317/2703 [02:33<00:26, 14.77it/s]


dev:  86%|████████▌ | 2319/2703 [02:33<00:25, 15.04it/s]


dev:  86%|████████▌ | 2321/2703 [02:33<00:25, 15.23it/s]


dev:  86%|████████▌ | 2323/2703 [02:33<00:25, 14.77it/s]


dev:  86%|████████▌ | 2325/2703 [02:33<00:25, 14.75it/s]


dev:  86%|████████▌ | 2327/2703 [02:33<00:24, 15.43it/s]


dev:  86%|████████▌ | 2330/2703 [02:33<00:21, 17.14it/s]


dev:  86%|████████▋ | 2332/2703 [02:33<00:21, 17.46it/s]


dev:  86%|████████▋ | 2334/2703 [02:34<00:21, 17.37it/s]


dev:  86%|████████▋ | 2336/2703 [02:34<00:21, 17.03it/s]


dev:  86%|████████▋ | 2338/2703 [02:34<00:21, 16.94it/s]


dev:  87%|████████▋ | 2340/2703 [02:34<00:21, 17.18it/s]


dev:  87%|████████▋ | 2343/2703 [02:34<00:20, 17.91it/s]


dev:  87%|████████▋ | 2345/2703 [02:34<00:22, 16.24it/s]


dev:  87%|████████▋ | 2347/2703 [02:34<00:22, 16.17it/s]


dev:  87%|████████▋ | 2349/2703 [02:35<00:22, 15.44it/s]


dev:  87%|████████▋ | 2351/2703 [02:35<00:21, 16.40it/s]


dev:  87%|████████▋ | 2353/2703 [02:35<00:22, 15.83it/s]


dev:  87%|████████▋ | 2355/2703 [02:35<00:22, 15.41it/s]


dev:  87%|████████▋ | 2358/2703 [02:35<00:21, 16.23it/s]


dev:  87%|████████▋ | 2360/2703 [02:35<00:20, 16.49it/s]


dev:  87%|████████▋ | 2362/2703 [02:35<00:21, 15.72it/s]


dev:  87%|████████▋ | 2364/2703 [02:35<00:21, 15.58it/s]


dev:  88%|████████▊ | 2366/2703 [02:36<00:22, 14.96it/s]


dev:  88%|████████▊ | 2368/2703 [02:36<00:21, 15.92it/s]


dev:  88%|████████▊ | 2370/2703 [02:36<00:20, 15.88it/s]


dev:  88%|████████▊ | 2372/2703 [02:36<00:20, 15.82it/s]


dev:  88%|████████▊ | 2374/2703 [02:36<00:21, 15.49it/s]


dev:  88%|████████▊ | 2377/2703 [02:36<00:19, 16.46it/s]


dev:  88%|████████▊ | 2379/2703 [02:36<00:20, 15.93it/s]


dev:  88%|████████▊ | 2381/2703 [02:37<00:19, 16.21it/s]


dev:  88%|████████▊ | 2383/2703 [02:37<00:20, 15.89it/s]


dev:  88%|████████▊ | 2385/2703 [02:37<00:19, 16.30it/s]


dev:  88%|████████▊ | 2387/2703 [02:37<00:19, 16.04it/s]


dev:  88%|████████▊ | 2389/2703 [02:37<00:19, 16.47it/s]


dev:  88%|████████▊ | 2392/2703 [02:37<00:17, 18.05it/s]


dev:  89%|████████▊ | 2395/2703 [02:37<00:17, 17.92it/s]


dev:  89%|████████▊ | 2397/2703 [02:37<00:17, 17.88it/s]


dev:  89%|████████▉ | 2399/2703 [02:38<00:16, 17.90it/s]


dev:  89%|████████▉ | 2401/2703 [02:38<00:16, 18.36it/s]


dev:  89%|████████▉ | 2403/2703 [02:38<00:16, 17.81it/s]


dev:  89%|████████▉ | 2405/2703 [02:38<00:16, 17.64it/s]


dev:  89%|████████▉ | 2408/2703 [02:38<00:16, 18.16it/s]


dev:  89%|████████▉ | 2410/2703 [02:38<00:15, 18.40it/s]


dev:  89%|████████▉ | 2412/2703 [02:38<00:16, 17.17it/s]


dev:  89%|████████▉ | 2414/2703 [02:38<00:16, 17.42it/s]


dev:  89%|████████▉ | 2416/2703 [02:39<00:16, 17.63it/s]


dev:  89%|████████▉ | 2418/2703 [02:39<00:16, 17.56it/s]


dev:  90%|████████▉ | 2420/2703 [02:39<00:16, 17.57it/s]


dev:  90%|████████▉ | 2422/2703 [02:39<00:16, 17.06it/s]


dev:  90%|████████▉ | 2424/2703 [02:39<00:15, 17.70it/s]


dev:  90%|████████▉ | 2426/2703 [02:39<00:15, 17.62it/s]


dev:  90%|████████▉ | 2428/2703 [02:39<00:15, 17.51it/s]


dev:  90%|████████▉ | 2430/2703 [02:39<00:15, 17.50it/s]


dev:  90%|████████▉ | 2432/2703 [02:39<00:16, 16.52it/s]


dev:  90%|█████████ | 2434/2703 [02:40<00:16, 16.71it/s]


dev:  90%|█████████ | 2436/2703 [02:40<00:17, 15.43it/s]


dev:  90%|█████████ | 2438/2703 [02:40<00:17, 15.17it/s]


dev:  90%|█████████ | 2440/2703 [02:40<00:17, 15.06it/s]


dev:  90%|█████████ | 2443/2703 [02:40<00:15, 16.45it/s]


dev:  90%|█████████ | 2446/2703 [02:40<00:15, 16.77it/s]


dev:  91%|█████████ | 2448/2703 [02:41<00:17, 14.29it/s]


dev:  91%|█████████ | 2451/2703 [02:41<00:15, 15.88it/s]


dev:  91%|█████████ | 2453/2703 [02:41<00:15, 16.57it/s]


dev:  91%|█████████ | 2455/2703 [02:41<00:14, 16.59it/s]


dev:  91%|█████████ | 2457/2703 [02:41<00:15, 16.33it/s]


dev:  91%|█████████ | 2459/2703 [02:41<00:15, 16.13it/s]


dev:  91%|█████████ | 2461/2703 [02:41<00:14, 16.67it/s]


dev:  91%|█████████ | 2463/2703 [02:41<00:14, 16.14it/s]


dev:  91%|█████████ | 2465/2703 [02:42<00:14, 16.11it/s]


dev:  91%|█████████▏| 2467/2703 [02:42<00:13, 17.04it/s]


dev:  91%|█████████▏| 2469/2703 [02:42<00:14, 16.22it/s]


dev:  91%|█████████▏| 2471/2703 [02:42<00:14, 15.49it/s]


dev:  91%|█████████▏| 2473/2703 [02:42<00:14, 15.88it/s]


dev:  92%|█████████▏| 2475/2703 [02:42<00:14, 15.24it/s]


dev:  92%|█████████▏| 2477/2703 [02:42<00:14, 15.16it/s]


dev:  92%|█████████▏| 2479/2703 [02:42<00:15, 14.53it/s]


dev:  92%|█████████▏| 2481/2703 [02:43<00:15, 14.32it/s]


dev:  92%|█████████▏| 2483/2703 [02:43<00:15, 14.42it/s]


dev:  92%|█████████▏| 2485/2703 [02:43<00:14, 14.87it/s]


dev:  92%|█████████▏| 2487/2703 [02:43<00:14, 15.42it/s]


dev:  92%|█████████▏| 2489/2703 [02:43<00:13, 15.48it/s]


dev:  92%|█████████▏| 2492/2703 [02:43<00:12, 16.48it/s]


dev:  92%|█████████▏| 2494/2703 [02:43<00:13, 15.95it/s]


dev:  92%|█████████▏| 2497/2703 [02:44<00:11, 17.35it/s]


dev:  92%|█████████▏| 2499/2703 [02:44<00:11, 17.32it/s]


dev:  93%|█████████▎| 2501/2703 [02:44<00:11, 17.00it/s]


dev:  93%|█████████▎| 2503/2703 [02:44<00:11, 17.56it/s]


dev:  93%|█████████▎| 2505/2703 [02:44<00:11, 17.67it/s]


dev:  93%|█████████▎| 2508/2703 [02:44<00:11, 17.54it/s]


dev:  93%|█████████▎| 2510/2703 [02:44<00:12, 15.99it/s]


dev:  93%|█████████▎| 2512/2703 [02:44<00:11, 16.03it/s]


dev:  93%|█████████▎| 2514/2703 [02:45<00:11, 16.45it/s]


dev:  93%|█████████▎| 2516/2703 [02:45<00:11, 16.10it/s]


dev:  93%|█████████▎| 2519/2703 [02:45<00:10, 17.55it/s]


dev:  93%|█████████▎| 2521/2703 [02:45<00:10, 16.76it/s]


dev:  93%|█████████▎| 2523/2703 [02:45<00:10, 16.88it/s]


dev:  93%|█████████▎| 2525/2703 [02:45<00:11, 15.51it/s]


dev:  93%|█████████▎| 2527/2703 [02:45<00:11, 15.72it/s]


dev:  94%|█████████▎| 2529/2703 [02:45<00:10, 16.67it/s]


dev:  94%|█████████▎| 2531/2703 [02:46<00:10, 17.11it/s]


dev:  94%|█████████▎| 2533/2703 [02:46<00:09, 17.11it/s]


dev:  94%|█████████▍| 2535/2703 [02:46<00:10, 15.84it/s]


dev:  94%|█████████▍| 2537/2703 [02:46<00:09, 16.82it/s]


dev:  94%|█████████▍| 2539/2703 [02:46<00:09, 17.01it/s]


dev:  94%|█████████▍| 2541/2703 [02:46<00:10, 15.43it/s]


dev:  94%|█████████▍| 2543/2703 [02:46<00:09, 16.38it/s]


dev:  94%|█████████▍| 2545/2703 [02:46<00:09, 17.24it/s]


dev:  94%|█████████▍| 2547/2703 [02:47<00:09, 16.11it/s]


dev:  94%|█████████▍| 2549/2703 [02:47<00:09, 15.57it/s]


dev:  94%|█████████▍| 2551/2703 [02:47<00:09, 16.33it/s]


dev:  94%|█████████▍| 2553/2703 [02:47<00:08, 16.94it/s]


dev:  95%|█████████▍| 2555/2703 [02:47<00:09, 15.87it/s]


dev:  95%|█████████▍| 2558/2703 [02:47<00:07, 18.82it/s]


dev:  95%|█████████▍| 2560/2703 [02:47<00:07, 18.55it/s]


dev:  95%|█████████▍| 2562/2703 [02:47<00:07, 17.87it/s]


dev:  95%|█████████▍| 2564/2703 [02:48<00:08, 16.34it/s]


dev:  95%|█████████▍| 2566/2703 [02:48<00:07, 17.14it/s]


dev:  95%|█████████▌| 2569/2703 [02:48<00:07, 17.15it/s]


dev:  95%|█████████▌| 2571/2703 [02:48<00:07, 16.55it/s]


dev:  95%|█████████▌| 2573/2703 [02:48<00:07, 16.50it/s]


dev:  95%|█████████▌| 2576/2703 [02:48<00:07, 17.89it/s]


dev:  95%|█████████▌| 2578/2703 [02:48<00:06, 18.24it/s]


dev:  95%|█████████▌| 2580/2703 [02:48<00:06, 18.06it/s]


dev:  96%|█████████▌| 2582/2703 [02:49<00:07, 16.89it/s]


dev:  96%|█████████▌| 2585/2703 [02:49<00:06, 18.42it/s]


dev:  96%|█████████▌| 2588/2703 [02:49<00:05, 20.23it/s]


dev:  96%|█████████▌| 2591/2703 [02:49<00:05, 20.27it/s]


dev:  96%|█████████▌| 2594/2703 [02:49<00:05, 18.52it/s]


dev:  96%|█████████▌| 2597/2703 [02:49<00:05, 20.89it/s]


dev:  96%|█████████▌| 2600/2703 [02:50<00:05, 17.95it/s]


dev:  96%|█████████▋| 2602/2703 [02:50<00:05, 17.59it/s]


dev:  96%|█████████▋| 2604/2703 [02:50<00:06, 16.28it/s]


dev:  96%|█████████▋| 2606/2703 [02:50<00:06, 15.89it/s]


dev:  96%|█████████▋| 2608/2703 [02:50<00:06, 15.66it/s]


dev:  97%|█████████▋| 2611/2703 [02:50<00:05, 16.58it/s]


dev:  97%|█████████▋| 2613/2703 [02:50<00:05, 16.26it/s]


dev:  97%|█████████▋| 2615/2703 [02:50<00:05, 16.65it/s]


dev:  97%|█████████▋| 2617/2703 [02:51<00:05, 16.25it/s]


dev:  97%|█████████▋| 2619/2703 [02:51<00:04, 17.11it/s]


dev:  97%|█████████▋| 2621/2703 [02:51<00:04, 17.66it/s]


dev:  97%|█████████▋| 2623/2703 [02:51<00:04, 17.37it/s]


dev:  97%|█████████▋| 2626/2703 [02:51<00:04, 18.98it/s]


dev:  97%|█████████▋| 2628/2703 [02:51<00:04, 18.52it/s]


dev:  97%|█████████▋| 2631/2703 [02:51<00:03, 19.21it/s]


dev:  97%|█████████▋| 2633/2703 [02:51<00:03, 18.33it/s]


dev:  98%|█████████▊| 2636/2703 [02:52<00:03, 18.18it/s]


dev:  98%|█████████▊| 2638/2703 [02:52<00:03, 18.19it/s]


dev:  98%|█████████▊| 2640/2703 [02:52<00:03, 18.10it/s]


dev:  98%|█████████▊| 2642/2703 [02:52<00:03, 18.20it/s]


dev:  98%|█████████▊| 2644/2703 [02:52<00:03, 17.17it/s]


dev:  98%|█████████▊| 2646/2703 [02:52<00:03, 17.33it/s]


dev:  98%|█████████▊| 2648/2703 [02:52<00:03, 18.01it/s]


dev:  98%|█████████▊| 2650/2703 [02:52<00:02, 17.70it/s]


dev:  98%|█████████▊| 2652/2703 [02:53<00:03, 16.88it/s]


dev:  98%|█████████▊| 2654/2703 [02:53<00:02, 16.53it/s]


dev:  98%|█████████▊| 2656/2703 [02:53<00:02, 16.38it/s]


dev:  98%|█████████▊| 2659/2703 [02:53<00:02, 19.48it/s]


dev:  98%|█████████▊| 2661/2703 [02:53<00:02, 18.81it/s]


dev:  99%|█████████▊| 2663/2703 [02:53<00:02, 18.67it/s]


dev:  99%|█████████▊| 2665/2703 [02:53<00:02, 17.98it/s]


dev:  99%|█████████▊| 2667/2703 [02:53<00:02, 16.79it/s]


dev:  99%|█████████▊| 2669/2703 [02:53<00:01, 17.49it/s]


dev:  99%|█████████▉| 2671/2703 [02:54<00:01, 17.89it/s]


dev:  99%|█████████▉| 2674/2703 [02:54<00:01, 21.05it/s]


dev:  99%|█████████▉| 2677/2703 [02:54<00:01, 21.14it/s]


dev:  99%|█████████▉| 2680/2703 [02:54<00:01, 18.81it/s]


dev:  99%|█████████▉| 2682/2703 [02:54<00:01, 18.67it/s]


dev:  99%|█████████▉| 2686/2703 [02:54<00:00, 22.50it/s]


dev:  99%|█████████▉| 2689/2703 [02:54<00:00, 23.15it/s]


dev: 100%|█████████▉| 2693/2703 [02:55<00:00, 25.87it/s]


dev: 100%|█████████▉| 2696/2703 [02:55<00:00, 25.55it/s]


dev: 100%|█████████▉| 2700/2703 [02:55<00:00, 28.88it/s]
dev: 100%|██████████| 2703/2703 [02:55<00:00, 15.40it/s]

overall:  75%|███████▌  | 3000/4000 [31:45<14:52:24, 53.54s/it]

train:  85%|████████▌ | 3000/3515 [31:43<7:39:35, 53.54s/it]
overall:  75%|███████▌  | 3001/4000 [31:46<10:26:55, 37.65s/it]

train:  85%|████████▌ | 3001/3515 [31:44<5:22:33, 37.65s/it]
overall:  75%|███████▌  | 3002/4000 [31:46<7:20:54, 26.51s/it] 

train:  85%|████████▌ | 3002/3515 [31:45<3:46:38, 26.51s/it]
overall:  75%|███████▌  | 3003/4000 [31:47<5:10:54, 18.71s/it]

train:  85%|████████▌ | 3003/3515 [31:45<2:39:39, 18.71s/it]
overall:  75%|███████▌  | 3004/4000 [31:48<3:41:05, 13.32s/it]

train:  85%|████████▌ | 3004/3515 [31:46<1:53:25, 13.32s/it]
overall:  75%|███████▌  | 3005/4000 [31:48<2:37:19,  9.49s/it]

train:  85%|████████▌ | 3005/3515 [31:46<1:20:38,  9.49s/it]
overall:  75%|███████▌  | 3006/4000 [31:49<1:51:47,  6.75s/it]

train:  86%|████████▌ | 3006/3515 [31:47<57:14,  6.75s/it]  
overall:  75%|███████▌  | 3007/4000 [31:49<1:20:42,  4.88s/it]

train:  86%|████████▌ | 3007/3515 [31:47<41:17,  4.88s/it]
overall:  75%|███████▌  | 3008/4000 [31:50<58:54,  3.56s/it]  

train:  86%|████████▌ | 3008/3515 [31:48<30:06,  3.56s/it]
overall:  75%|███████▌  | 3009/4000 [31:50<44:19,  2.68s/it]

train:  86%|████████▌ | 3009/3515 [31:48<22:37,  2.68s/it]
overall:  75%|███████▌  | 3010/4000 [31:51<33:19,  2.02s/it]

train:  86%|████████▌ | 3010/3515 [31:49<16:59,  2.02s/it]
overall:  75%|███████▌  | 3011/4000 [31:51<25:44,  1.56s/it]

train:  86%|████████▌ | 3011/3515 [31:49<13:07,  1.56s/it]
overall:  75%|███████▌  | 3012/4000 [31:52<20:12,  1.23s/it]

train:  86%|████████▌ | 3012/3515 [31:50<10:17,  1.23s/it]
overall:  75%|███████▌  | 3013/4000 [31:52<16:36,  1.01s/it]

train:  86%|████████▌ | 3013/3515 [31:50<08:26,  1.01s/it]
overall:  75%|███████▌  | 3014/4000 [31:52<12:25,  1.32it/s]

train:  86%|████████▌ | 3014/3515 [31:50<06:18,  1.32it/s]
overall:  75%|███████▌  | 3015/4000 [31:53<10:56,  1.50it/s]

train:  86%|████████▌ | 3015/3515 [31:51<05:33,  1.50it/s]
overall:  75%|███████▌  | 3016/4000 [31:53<09:58,  1.64it/s]

train:  86%|████████▌ | 3016/3515 [31:51<05:03,  1.64it/s]
overall:  75%|███████▌  | 3017/4000 [31:54<09:16,  1.77it/s]

train:  86%|████████▌ | 3017/3515 [31:52<04:42,  1.77it/s]
overall:  75%|███████▌  | 3018/4000 [31:54<08:44,  1.87it/s]

train:  86%|████████▌ | 3018/3515 [31:52<04:25,  1.87it/s]
overall:  75%|███████▌  | 3019/4000 [31:55<08:33,  1.91it/s]

train:  86%|████████▌ | 3019/3515 [31:53<04:19,  1.91it/s]
overall:  76%|███████▌  | 3020/4000 [31:55<08:15,  1.98it/s]

train:  86%|████████▌ | 3020/3515 [31:53<04:10,  1.98it/s]
overall:  76%|███████▌  | 3021/4000 [31:55<06:58,  2.34it/s]

train:  86%|████████▌ | 3021/3515 [31:53<03:31,  2.34it/s]
overall:  76%|███████▌  | 3022/4000 [31:56<08:13,  1.98it/s]

train:  86%|████████▌ | 3022/3515 [31:54<04:08,  1.98it/s]
overall:  76%|███████▌  | 3023/4000 [31:57<08:06,  2.01it/s]

train:  86%|████████▌ | 3023/3515 [31:55<04:04,  2.01it/s]
overall:  76%|███████▌  | 3024/4000 [31:57<08:03,  2.02it/s]

train:  86%|████████▌ | 3024/3515 [31:55<04:03,  2.02it/s]
overall:  76%|███████▌  | 3025/4000 [31:57<07:54,  2.06it/s]

train:  86%|████████▌ | 3025/3515 [31:56<03:58,  2.06it/s]
overall:  76%|███████▌  | 3026/4000 [31:58<07:58,  2.03it/s]

train:  86%|████████▌ | 3026/3515 [31:56<04:00,  2.03it/s]
overall:  76%|███████▌  | 3027/4000 [31:58<07:30,  2.16it/s]

train:  86%|████████▌ | 3027/3515 [31:56<03:45,  2.16it/s]
overall:  76%|███████▌  | 3028/4000 [31:59<06:25,  2.52it/s]

train:  86%|████████▌ | 3028/3515 [31:57<03:13,  2.52it/s]
overall:  76%|███████▌  | 3029/4000 [31:59<07:04,  2.29it/s]

train:  86%|████████▌ | 3029/3515 [31:57<03:32,  2.29it/s]
overall:  76%|███████▌  | 3030/4000 [32:00<07:14,  2.23it/s]

train:  86%|████████▌ | 3030/3515 [31:58<03:37,  2.23it/s]
overall:  76%|███████▌  | 3031/4000 [32:00<07:27,  2.16it/s]

train:  86%|████████▌ | 3031/3515 [31:58<03:43,  2.16it/s]
overall:  76%|███████▌  | 3032/4000 [32:01<07:33,  2.13it/s]

train:  86%|████████▋ | 3032/3515 [31:59<03:46,  2.13it/s]
overall:  76%|███████▌  | 3033/4000 [32:01<08:02,  2.01it/s]

train:  86%|████████▋ | 3033/3515 [31:59<04:00,  2.01it/s]
overall:  76%|███████▌  | 3034/4000 [32:02<08:04,  1.99it/s]

train:  86%|████████▋ | 3034/3515 [32:00<04:01,  1.99it/s]
overall:  76%|███████▌  | 3035/4000 [32:02<07:56,  2.02it/s]

train:  86%|████████▋ | 3035/3515 [32:00<03:57,  2.02it/s]
overall:  76%|███████▌  | 3036/4000 [32:03<07:52,  2.04it/s]

train:  86%|████████▋ | 3036/3515 [32:01<03:54,  2.04it/s]
overall:  76%|███████▌  | 3037/4000 [32:03<07:38,  2.10it/s]

train:  86%|████████▋ | 3037/3515 [32:01<03:47,  2.10it/s]
overall:  76%|███████▌  | 3038/4000 [32:04<07:41,  2.09it/s]

train:  86%|████████▋ | 3038/3515 [32:02<03:48,  2.08it/s]
overall:  76%|███████▌  | 3039/4000 [32:04<07:39,  2.09it/s]

train:  86%|████████▋ | 3039/3515 [32:02<03:47,  2.09it/s]
overall:  76%|███████▌  | 3040/4000 [32:05<07:44,  2.07it/s]

train:  86%|████████▋ | 3040/3515 [32:03<03:49,  2.07it/s]
overall:  76%|███████▌  | 3041/4000 [32:05<07:45,  2.06it/s]

train:  87%|████████▋ | 3041/3515 [32:03<03:50,  2.06it/s]
overall:  76%|███████▌  | 3042/4000 [32:06<07:41,  2.08it/s]

train:  87%|████████▋ | 3042/3515 [32:04<03:47,  2.08it/s]
overall:  76%|███████▌  | 3043/4000 [32:06<07:27,  2.14it/s]

train:  87%|████████▋ | 3043/3515 [32:04<03:40,  2.14it/s]
overall:  76%|███████▌  | 3044/4000 [32:06<07:28,  2.13it/s]

train:  87%|████████▋ | 3044/3515 [32:05<03:40,  2.13it/s]
overall:  76%|███████▌  | 3045/4000 [32:07<06:58,  2.28it/s]

train:  87%|████████▋ | 3045/3515 [32:05<03:26,  2.28it/s]
overall:  76%|███████▌  | 3046/4000 [32:07<07:58,  1.99it/s]

train:  87%|████████▋ | 3046/3515 [32:06<03:55,  1.99it/s]
overall:  76%|███████▌  | 3047/4000 [32:08<07:46,  2.04it/s]

train:  87%|████████▋ | 3047/3515 [32:06<03:49,  2.04it/s]
overall:  76%|███████▌  | 3048/4000 [32:08<07:29,  2.12it/s]

train:  87%|████████▋ | 3048/3515 [32:06<03:40,  2.12it/s]
overall:  76%|███████▌  | 3049/4000 [32:09<07:26,  2.13it/s]

train:  87%|████████▋ | 3049/3515 [32:07<03:38,  2.13it/s]
overall:  76%|███████▋  | 3050/4000 [32:09<07:31,  2.11it/s]

train:  87%|████████▋ | 3050/3515 [32:07<03:40,  2.11it/s]
overall:  76%|███████▋  | 3051/4000 [32:10<07:26,  2.12it/s]

train:  87%|████████▋ | 3051/3515 [32:08<03:38,  2.12it/s]
overall:  76%|███████▋  | 3052/4000 [32:10<05:59,  2.64it/s]

train:  87%|████████▋ | 3052/3515 [32:08<02:55,  2.64it/s]
overall:  76%|███████▋  | 3053/4000 [32:10<06:09,  2.56it/s]

train:  87%|████████▋ | 3053/3515 [32:08<03:00,  2.56it/s]
overall:  76%|███████▋  | 3054/4000 [32:11<06:23,  2.46it/s]

train:  87%|████████▋ | 3054/3515 [32:09<03:07,  2.46it/s]
overall:  76%|███████▋  | 3055/4000 [32:11<06:54,  2.28it/s]

train:  87%|████████▋ | 3055/3515 [32:09<03:21,  2.28it/s]
overall:  76%|███████▋  | 3056/4000 [32:12<06:49,  2.30it/s]

train:  87%|████████▋ | 3056/3515 [32:10<03:19,  2.30it/s]
overall:  76%|███████▋  | 3057/4000 [32:12<07:15,  2.16it/s]

train:  87%|████████▋ | 3057/3515 [32:10<03:31,  2.16it/s]
overall:  76%|███████▋  | 3058/4000 [32:13<07:22,  2.13it/s]

train:  87%|████████▋ | 3058/3515 [32:11<03:34,  2.13it/s]
overall:  76%|███████▋  | 3059/4000 [32:13<07:22,  2.12it/s]

train:  87%|████████▋ | 3059/3515 [32:11<03:34,  2.12it/s]
overall:  76%|███████▋  | 3060/4000 [32:14<07:22,  2.13it/s]

train:  87%|████████▋ | 3060/3515 [32:12<03:34,  2.13it/s]
overall:  77%|███████▋  | 3061/4000 [32:14<06:53,  2.27it/s]

train:  87%|████████▋ | 3061/3515 [32:12<03:19,  2.27it/s]
overall:  77%|███████▋  | 3062/4000 [32:15<07:05,  2.21it/s]

train:  87%|████████▋ | 3062/3515 [32:13<03:25,  2.21it/s]
overall:  77%|███████▋  | 3063/4000 [32:15<06:53,  2.27it/s]

train:  87%|████████▋ | 3063/3515 [32:13<03:19,  2.27it/s]
overall:  77%|███████▋  | 3064/4000 [32:15<07:06,  2.19it/s]

train:  87%|████████▋ | 3064/3515 [32:14<03:25,  2.19it/s]
overall:  77%|███████▋  | 3065/4000 [32:16<07:10,  2.17it/s]

train:  87%|████████▋ | 3065/3515 [32:14<03:27,  2.17it/s]
overall:  77%|███████▋  | 3066/4000 [32:16<07:21,  2.12it/s]

train:  87%|████████▋ | 3066/3515 [32:15<03:32,  2.12it/s]
overall:  77%|███████▋  | 3067/4000 [32:17<06:48,  2.29it/s]

train:  87%|████████▋ | 3067/3515 [32:15<03:16,  2.29it/s]
overall:  77%|███████▋  | 3068/4000 [32:17<06:45,  2.30it/s]

train:  87%|████████▋ | 3068/3515 [32:15<03:14,  2.30it/s]
overall:  77%|███████▋  | 3069/4000 [32:18<07:04,  2.19it/s]

train:  87%|████████▋ | 3069/3515 [32:16<03:23,  2.19it/s]
overall:  77%|███████▋  | 3070/4000 [32:18<08:05,  1.91it/s]

train:  87%|████████▋ | 3070/3515 [32:16<03:52,  1.91it/s]
overall:  77%|███████▋  | 3071/4000 [32:19<07:06,  2.18it/s]

train:  87%|████████▋ | 3071/3515 [32:17<03:23,  2.18it/s]
overall:  77%|███████▋  | 3072/4000 [32:19<06:26,  2.40it/s]

train:  87%|████████▋ | 3072/3515 [32:17<03:04,  2.40it/s]
overall:  77%|███████▋  | 3073/4000 [32:19<06:42,  2.30it/s]

train:  87%|████████▋ | 3073/3515 [32:18<03:11,  2.30it/s]
overall:  77%|███████▋  | 3074/4000 [32:20<06:55,  2.23it/s]

train:  87%|████████▋ | 3074/3515 [32:18<03:17,  2.23it/s]
overall:  77%|███████▋  | 3075/4000 [32:20<07:06,  2.17it/s]

train:  87%|████████▋ | 3075/3515 [32:19<03:22,  2.17it/s]
overall:  77%|███████▋  | 3076/4000 [32:21<05:55,  2.60it/s]

train:  88%|████████▊ | 3076/3515 [32:19<02:48,  2.60it/s]
overall:  77%|███████▋  | 3077/4000 [32:21<06:41,  2.30it/s]

train:  88%|████████▊ | 3077/3515 [32:19<03:10,  2.30it/s]
overall:  77%|███████▋  | 3078/4000 [32:22<06:51,  2.24it/s]

train:  88%|████████▊ | 3078/3515 [32:20<03:14,  2.24it/s]
overall:  77%|███████▋  | 3079/4000 [32:22<06:36,  2.33it/s]

train:  88%|████████▊ | 3079/3515 [32:20<03:07,  2.33it/s]
overall:  77%|███████▋  | 3080/4000 [32:23<06:38,  2.31it/s]

train:  88%|████████▊ | 3080/3515 [32:21<03:08,  2.31it/s]
overall:  77%|███████▋  | 3081/4000 [32:23<07:03,  2.17it/s]

train:  88%|████████▊ | 3081/3515 [32:21<03:20,  2.17it/s]
overall:  77%|███████▋  | 3082/4000 [32:24<07:07,  2.15it/s]

train:  88%|████████▊ | 3082/3515 [32:22<03:21,  2.15it/s]
overall:  77%|███████▋  | 3083/4000 [32:24<07:11,  2.12it/s]

train:  88%|████████▊ | 3083/3515 [32:22<03:23,  2.12it/s]
overall:  77%|███████▋  | 3084/4000 [32:24<07:15,  2.10it/s]

train:  88%|████████▊ | 3084/3515 [32:23<03:24,  2.10it/s]
overall:  77%|███████▋  | 3085/4000 [32:25<07:21,  2.07it/s]

train:  88%|████████▊ | 3085/3515 [32:23<03:27,  2.07it/s]
overall:  77%|███████▋  | 3086/4000 [32:25<06:16,  2.43it/s]

train:  88%|████████▊ | 3086/3515 [32:23<02:56,  2.43it/s]
overall:  77%|███████▋  | 3087/4000 [32:26<06:32,  2.33it/s]

train:  88%|████████▊ | 3087/3515 [32:24<03:04,  2.33it/s]
overall:  77%|███████▋  | 3088/4000 [32:26<06:49,  2.23it/s]

train:  88%|████████▊ | 3088/3515 [32:24<03:11,  2.23it/s]
overall:  77%|███████▋  | 3089/4000 [32:27<06:51,  2.21it/s]

train:  88%|████████▊ | 3089/3515 [32:25<03:12,  2.21it/s]
overall:  77%|███████▋  | 3090/4000 [32:27<05:36,  2.70it/s]

train:  88%|████████▊ | 3090/3515 [32:25<02:37,  2.70it/s]
overall:  77%|███████▋  | 3091/4000 [32:27<06:10,  2.45it/s]

train:  88%|████████▊ | 3091/3515 [32:25<02:52,  2.45it/s]
overall:  77%|███████▋  | 3092/4000 [32:28<06:28,  2.34it/s]

train:  88%|████████▊ | 3092/3515 [32:26<03:00,  2.34it/s]
overall:  77%|███████▋  | 3093/4000 [32:28<06:36,  2.29it/s]

train:  88%|████████▊ | 3093/3515 [32:26<03:04,  2.29it/s]
overall:  77%|███████▋  | 3094/4000 [32:29<07:39,  1.97it/s]

train:  88%|████████▊ | 3094/3515 [32:27<03:33,  1.97it/s]
overall:  77%|███████▋  | 3095/4000 [32:29<07:41,  1.96it/s]

train:  88%|████████▊ | 3095/3515 [32:28<03:34,  1.96it/s]
overall:  77%|███████▋  | 3096/4000 [32:30<06:12,  2.43it/s]

train:  88%|████████▊ | 3096/3515 [32:28<02:52,  2.43it/s]
overall:  77%|███████▋  | 3097/4000 [32:30<05:55,  2.54it/s]

train:  88%|████████▊ | 3097/3515 [32:28<02:44,  2.54it/s]
overall:  77%|███████▋  | 3098/4000 [32:30<06:20,  2.37it/s]

train:  88%|████████▊ | 3098/3515 [32:29<02:55,  2.37it/s]
overall:  77%|███████▋  | 3099/4000 [32:31<06:29,  2.31it/s]

train:  88%|████████▊ | 3099/3515 [32:29<03:00,  2.31it/s]
overall:  78%|███████▊  | 3100/4000 [32:31<06:32,  2.30it/s]

train:  88%|████████▊ | 3100/3515 [32:29<03:00,  2.29it/s]
overall:  78%|███████▊  | 3101/4000 [32:32<05:57,  2.52it/s]

train:  88%|████████▊ | 3101/3515 [32:30<02:44,  2.52it/s]
overall:  78%|███████▊  | 3102/4000 [32:32<06:18,  2.37it/s]

train:  88%|████████▊ | 3102/3515 [32:30<02:54,  2.37it/s]
overall:  78%|███████▊  | 3103/4000 [32:33<06:08,  2.43it/s]

train:  88%|████████▊ | 3103/3515 [32:31<02:49,  2.43it/s]
overall:  78%|███████▊  | 3104/4000 [32:33<06:25,  2.32it/s]

train:  88%|████████▊ | 3104/3515 [32:31<02:56,  2.32it/s]
overall:  78%|███████▊  | 3105/4000 [32:34<06:40,  2.24it/s]

train:  88%|████████▊ | 3105/3515 [32:32<03:03,  2.24it/s]
overall:  78%|███████▊  | 3106/4000 [32:34<06:47,  2.20it/s]

train:  88%|████████▊ | 3106/3515 [32:32<03:06,  2.20it/s]
overall:  78%|███████▊  | 3107/4000 [32:34<06:52,  2.17it/s]

train:  88%|████████▊ | 3107/3515 [32:33<03:08,  2.17it/s]
overall:  78%|███████▊  | 3108/4000 [32:35<06:58,  2.13it/s]

train:  88%|████████▊ | 3108/3515 [32:33<03:10,  2.13it/s]
overall:  78%|███████▊  | 3109/4000 [32:35<07:04,  2.10it/s]

train:  88%|████████▊ | 3109/3515 [32:34<03:13,  2.10it/s]
overall:  78%|███████▊  | 3110/4000 [32:36<06:58,  2.12it/s]

train:  88%|████████▊ | 3110/3515 [32:34<03:10,  2.12it/s]
overall:  78%|███████▊  | 3111/4000 [32:36<07:01,  2.11it/s]

train:  89%|████████▊ | 3111/3515 [32:34<03:11,  2.11it/s]
overall:  78%|███████▊  | 3112/4000 [32:37<06:55,  2.13it/s]

train:  89%|████████▊ | 3112/3515 [32:35<03:08,  2.13it/s]
overall:  78%|███████▊  | 3113/4000 [32:37<06:58,  2.12it/s]

train:  89%|████████▊ | 3113/3515 [32:35<03:09,  2.12it/s]
overall:  78%|███████▊  | 3114/4000 [32:38<06:45,  2.19it/s]

train:  89%|████████▊ | 3114/3515 [32:36<03:03,  2.19it/s]
overall:  78%|███████▊  | 3115/4000 [32:38<06:36,  2.23it/s]

train:  89%|████████▊ | 3115/3515 [32:36<02:59,  2.23it/s]
overall:  78%|███████▊  | 3116/4000 [32:39<06:48,  2.17it/s]

train:  89%|████████▊ | 3116/3515 [32:37<03:04,  2.17it/s]
overall:  78%|███████▊  | 3117/4000 [32:39<06:53,  2.13it/s]

train:  89%|████████▊ | 3117/3515 [32:37<03:06,  2.13it/s]
overall:  78%|███████▊  | 3118/4000 [32:40<07:47,  1.89it/s]

train:  89%|████████▊ | 3118/3515 [32:38<03:30,  1.89it/s]
overall:  78%|███████▊  | 3119/4000 [32:40<07:41,  1.91it/s]

train:  89%|████████▊ | 3119/3515 [32:38<03:27,  1.91it/s]
overall:  78%|███████▊  | 3120/4000 [32:41<07:17,  2.01it/s]

train:  89%|████████▉ | 3120/3515 [32:39<03:16,  2.01it/s]
overall:  78%|███████▊  | 3121/4000 [32:41<07:06,  2.06it/s]

train:  89%|████████▉ | 3121/3515 [32:39<03:10,  2.06it/s]
overall:  78%|███████▊  | 3122/4000 [32:42<07:06,  2.06it/s]

train:  89%|████████▉ | 3122/3515 [32:40<03:10,  2.06it/s]
overall:  78%|███████▊  | 3123/4000 [32:42<06:48,  2.15it/s]

train:  89%|████████▉ | 3123/3515 [32:40<03:02,  2.15it/s]
overall:  78%|███████▊  | 3124/4000 [32:43<06:58,  2.09it/s]

train:  89%|████████▉ | 3124/3515 [32:41<03:06,  2.09it/s]
overall:  78%|███████▊  | 3125/4000 [32:43<07:08,  2.04it/s]

train:  89%|████████▉ | 3125/3515 [32:41<03:11,  2.04it/s]
overall:  78%|███████▊  | 3126/4000 [32:44<06:35,  2.21it/s]

train:  89%|████████▉ | 3126/3515 [32:42<02:55,  2.21it/s]
overall:  78%|███████▊  | 3127/4000 [32:44<06:44,  2.16it/s]

train:  89%|████████▉ | 3127/3515 [32:42<02:59,  2.16it/s]
overall:  78%|███████▊  | 3128/4000 [32:44<05:27,  2.67it/s]

train:  89%|████████▉ | 3128/3515 [32:42<02:25,  2.67it/s]
overall:  78%|███████▊  | 3129/4000 [32:45<06:02,  2.40it/s]

train:  89%|████████▉ | 3129/3515 [32:43<02:40,  2.40it/s]
overall:  78%|███████▊  | 3130/4000 [32:45<06:11,  2.34it/s]

train:  89%|████████▉ | 3130/3515 [32:43<02:44,  2.34it/s]
overall:  78%|███████▊  | 3131/4000 [32:46<06:21,  2.28it/s]

train:  89%|████████▉ | 3131/3515 [32:44<02:48,  2.28it/s]
overall:  78%|███████▊  | 3132/4000 [32:46<06:28,  2.23it/s]

train:  89%|████████▉ | 3132/3515 [32:44<02:51,  2.23it/s]
overall:  78%|███████▊  | 3133/4000 [32:47<06:39,  2.17it/s]

train:  89%|████████▉ | 3133/3515 [32:45<02:55,  2.17it/s]
overall:  78%|███████▊  | 3134/4000 [32:47<06:46,  2.13it/s]

train:  89%|████████▉ | 3134/3515 [32:45<02:58,  2.13it/s]
overall:  78%|███████▊  | 3135/4000 [32:48<06:45,  2.14it/s]

train:  89%|████████▉ | 3135/3515 [32:46<02:57,  2.14it/s]
overall:  78%|███████▊  | 3136/4000 [32:48<06:32,  2.20it/s]

train:  89%|████████▉ | 3136/3515 [32:46<02:52,  2.20it/s]
overall:  78%|███████▊  | 3137/4000 [32:48<06:34,  2.19it/s]

train:  89%|████████▉ | 3137/3515 [32:46<02:52,  2.19it/s]
overall:  78%|███████▊  | 3138/4000 [32:49<05:56,  2.42it/s]

train:  89%|████████▉ | 3138/3515 [32:47<02:35,  2.42it/s]
overall:  78%|███████▊  | 3139/4000 [32:49<05:58,  2.40it/s]

train:  89%|████████▉ | 3139/3515 [32:47<02:36,  2.40it/s]
overall:  78%|███████▊  | 3140/4000 [32:50<06:12,  2.31it/s]

train:  89%|████████▉ | 3140/3515 [32:48<02:42,  2.31it/s]
overall:  79%|███████▊  | 3141/4000 [32:50<05:51,  2.44it/s]

train:  89%|████████▉ | 3141/3515 [32:48<02:33,  2.44it/s]
overall:  79%|███████▊  | 3142/4000 [32:51<06:50,  2.09it/s]

train:  89%|████████▉ | 3142/3515 [32:49<02:58,  2.09it/s]
overall:  79%|███████▊  | 3143/4000 [32:51<06:24,  2.23it/s]

train:  89%|████████▉ | 3143/3515 [32:49<02:46,  2.23it/s]
overall:  79%|███████▊  | 3144/4000 [32:51<06:13,  2.29it/s]

train:  89%|████████▉ | 3144/3515 [32:49<02:41,  2.29it/s]
overall:  79%|███████▊  | 3145/4000 [32:52<06:12,  2.30it/s]

train:  89%|████████▉ | 3145/3515 [32:50<02:41,  2.30it/s]
overall:  79%|███████▊  | 3146/4000 [32:52<06:01,  2.36it/s]

train:  90%|████████▉ | 3146/3515 [32:50<02:36,  2.36it/s]
overall:  79%|███████▊  | 3147/4000 [32:53<06:18,  2.25it/s]

train:  90%|████████▉ | 3147/3515 [32:51<02:43,  2.25it/s]
overall:  79%|███████▊  | 3148/4000 [32:53<06:39,  2.13it/s]

train:  90%|████████▉ | 3148/3515 [32:51<02:52,  2.13it/s]
overall:  79%|███████▊  | 3149/4000 [32:54<06:45,  2.10it/s]

train:  90%|████████▉ | 3149/3515 [32:52<02:54,  2.10it/s]
overall:  79%|███████▉  | 3150/4000 [32:54<06:48,  2.08it/s]

train:  90%|████████▉ | 3150/3515 [32:52<02:55,  2.08it/s]
overall:  79%|███████▉  | 3151/4000 [32:55<06:58,  2.03it/s]

train:  90%|████████▉ | 3151/3515 [32:53<02:59,  2.03it/s]
overall:  79%|███████▉  | 3152/4000 [32:55<06:50,  2.07it/s]

train:  90%|████████▉ | 3152/3515 [32:53<02:55,  2.07it/s]
overall:  79%|███████▉  | 3153/4000 [32:56<06:59,  2.02it/s]

train:  90%|████████▉ | 3153/3515 [32:54<02:59,  2.02it/s]
overall:  79%|███████▉  | 3154/4000 [32:56<06:27,  2.18it/s]

train:  90%|████████▉ | 3154/3515 [32:54<02:45,  2.18it/s]
overall:  79%|███████▉  | 3155/4000 [32:56<05:59,  2.35it/s]

train:  90%|████████▉ | 3155/3515 [32:55<02:32,  2.35it/s]
overall:  79%|███████▉  | 3156/4000 [32:57<06:00,  2.34it/s]

train:  90%|████████▉ | 3156/3515 [32:55<02:33,  2.34it/s]
overall:  79%|███████▉  | 3157/4000 [32:57<06:14,  2.25it/s]

train:  90%|████████▉ | 3157/3515 [32:55<02:38,  2.25it/s]
overall:  79%|███████▉  | 3158/4000 [32:58<05:22,  2.61it/s]

train:  90%|████████▉ | 3158/3515 [32:56<02:16,  2.61it/s]
overall:  79%|███████▉  | 3159/4000 [32:58<05:44,  2.44it/s]

train:  90%|████████▉ | 3159/3515 [32:56<02:25,  2.44it/s]
overall:  79%|███████▉  | 3160/4000 [32:58<05:44,  2.44it/s]

train:  90%|████████▉ | 3160/3515 [32:57<02:25,  2.44it/s]
overall:  79%|███████▉  | 3161/4000 [32:59<05:56,  2.35it/s]

train:  90%|████████▉ | 3161/3515 [32:57<02:30,  2.35it/s]
overall:  79%|███████▉  | 3162/4000 [32:59<06:12,  2.25it/s]

train:  90%|████████▉ | 3162/3515 [32:58<02:36,  2.25it/s]
overall:  79%|███████▉  | 3163/4000 [33:00<06:29,  2.15it/s]

train:  90%|████████▉ | 3163/3515 [32:58<02:43,  2.15it/s]
overall:  79%|███████▉  | 3164/4000 [33:00<06:34,  2.12it/s]

train:  90%|█████████ | 3164/3515 [32:59<02:45,  2.12it/s]
overall:  79%|███████▉  | 3165/4000 [33:01<06:33,  2.12it/s]

train:  90%|█████████ | 3165/3515 [32:59<02:44,  2.12it/s]
overall:  79%|███████▉  | 3166/4000 [33:01<06:52,  2.02it/s]

train:  90%|█████████ | 3166/3515 [33:00<02:52,  2.02it/s]
overall:  79%|███████▉  | 3167/4000 [33:02<06:30,  2.13it/s]

train:  90%|█████████ | 3167/3515 [33:00<02:43,  2.13it/s]
overall:  79%|███████▉  | 3168/4000 [33:02<06:32,  2.12it/s]

train:  90%|█████████ | 3168/3515 [33:00<02:43,  2.12it/s]
overall:  79%|███████▉  | 3169/4000 [33:03<05:21,  2.58it/s]

train:  90%|█████████ | 3169/3515 [33:01<02:13,  2.58it/s]
overall:  79%|███████▉  | 3170/4000 [33:03<04:35,  3.02it/s]

train:  90%|█████████ | 3170/3515 [33:01<01:54,  3.02it/s]
overall:  79%|███████▉  | 3171/4000 [33:03<03:56,  3.51it/s]

train:  90%|█████████ | 3171/3515 [33:01<01:38,  3.51it/s]
overall:  79%|███████▉  | 3172/4000 [33:03<04:50,  2.85it/s]

train:  90%|█████████ | 3172/3515 [33:02<02:00,  2.85it/s]
overall:  79%|███████▉  | 3173/4000 [33:04<04:43,  2.92it/s]

train:  90%|█████████ | 3173/3515 [33:02<01:57,  2.92it/s]
overall:  79%|███████▉  | 3174/4000 [33:04<05:03,  2.73it/s]

train:  90%|█████████ | 3174/3515 [33:02<02:05,  2.73it/s]
overall:  79%|███████▉  | 3175/4000 [33:05<05:34,  2.46it/s]

train:  90%|█████████ | 3175/3515 [33:03<02:18,  2.46it/s]
overall:  79%|███████▉  | 3176/4000 [33:05<05:51,  2.35it/s]

train:  90%|█████████ | 3176/3515 [33:03<02:24,  2.35it/s]
overall:  79%|███████▉  | 3177/4000 [33:06<05:58,  2.30it/s]

train:  90%|█████████ | 3177/3515 [33:04<02:27,  2.30it/s]
overall:  79%|███████▉  | 3178/4000 [33:06<06:08,  2.23it/s]

train:  90%|█████████ | 3178/3515 [33:04<02:30,  2.23it/s]
overall:  79%|███████▉  | 3179/4000 [33:07<06:19,  2.16it/s]

train:  90%|█████████ | 3179/3515 [33:05<02:35,  2.16it/s]
overall:  80%|███████▉  | 3180/4000 [33:07<06:21,  2.15it/s]

train:  90%|█████████ | 3180/3515 [33:05<02:35,  2.15it/s]
overall:  80%|███████▉  | 3181/4000 [33:08<06:28,  2.11it/s]

train:  90%|█████████ | 3181/3515 [33:06<02:38,  2.11it/s]
overall:  80%|███████▉  | 3182/4000 [33:08<06:32,  2.09it/s]

train:  91%|█████████ | 3182/3515 [33:06<02:39,  2.09it/s]
overall:  80%|███████▉  | 3183/4000 [33:08<06:32,  2.08it/s]

train:  91%|█████████ | 3183/3515 [33:07<02:39,  2.08it/s]
overall:  80%|███████▉  | 3184/4000 [33:09<06:35,  2.06it/s]

train:  91%|█████████ | 3184/3515 [33:07<02:40,  2.06it/s]
overall:  80%|███████▉  | 3185/4000 [33:09<06:33,  2.07it/s]

train:  91%|█████████ | 3185/3515 [33:08<02:39,  2.07it/s]
overall:  80%|███████▉  | 3186/4000 [33:10<06:35,  2.06it/s]

train:  91%|█████████ | 3186/3515 [33:08<02:40,  2.06it/s]
overall:  80%|███████▉  | 3187/4000 [33:10<06:36,  2.05it/s]

train:  91%|█████████ | 3187/3515 [33:09<02:39,  2.05it/s]
overall:  80%|███████▉  | 3188/4000 [33:11<06:21,  2.13it/s]

train:  91%|█████████ | 3188/3515 [33:09<02:33,  2.13it/s]
overall:  80%|███████▉  | 3189/4000 [33:11<06:29,  2.08it/s]

train:  91%|█████████ | 3189/3515 [33:09<02:36,  2.08it/s]
overall:  80%|███████▉  | 3190/4000 [33:12<07:07,  1.89it/s]

train:  91%|█████████ | 3190/3515 [33:10<02:51,  1.89it/s]
overall:  80%|███████▉  | 3191/4000 [33:13<06:59,  1.93it/s]

train:  91%|█████████ | 3191/3515 [33:11<02:48,  1.93it/s]
overall:  80%|███████▉  | 3192/4000 [33:13<06:49,  1.97it/s]

train:  91%|█████████ | 3192/3515 [33:11<02:43,  1.97it/s]
overall:  80%|███████▉  | 3193/4000 [33:13<05:13,  2.57it/s]

train:  91%|█████████ | 3193/3515 [33:11<02:05,  2.57it/s]
overall:  80%|███████▉  | 3194/4000 [33:14<05:30,  2.44it/s]

train:  91%|█████████ | 3194/3515 [33:12<02:11,  2.44it/s]
overall:  80%|███████▉  | 3195/4000 [33:14<05:47,  2.32it/s]

train:  91%|█████████ | 3195/3515 [33:12<02:18,  2.32it/s]
overall:  80%|███████▉  | 3196/4000 [33:15<06:11,  2.16it/s]

train:  91%|█████████ | 3196/3515 [33:13<02:27,  2.16it/s]
overall:  80%|███████▉  | 3197/4000 [33:15<06:18,  2.12it/s]

train:  91%|█████████ | 3197/3515 [33:13<02:30,  2.12it/s]
overall:  80%|███████▉  | 3198/4000 [33:16<06:20,  2.11it/s]

train:  91%|█████████ | 3198/3515 [33:14<02:30,  2.11it/s]
overall:  80%|███████▉  | 3199/4000 [33:16<06:13,  2.14it/s]

train:  91%|█████████ | 3199/3515 [33:14<02:27,  2.14it/s]
overall:  80%|████████  | 3200/4000 [33:16<06:17,  2.12it/s]

train:  91%|█████████ | 3200/3515 [33:15<02:28,  2.12it/s]
overall:  80%|████████  | 3201/4000 [33:17<06:17,  2.11it/s]

train:  91%|█████████ | 3201/3515 [33:15<02:28,  2.11it/s]
overall:  80%|████████  | 3202/4000 [33:17<06:13,  2.14it/s]

train:  91%|█████████ | 3202/3515 [33:16<02:26,  2.14it/s]
overall:  80%|████████  | 3203/4000 [33:18<06:15,  2.12it/s]

train:  91%|█████████ | 3203/3515 [33:16<02:26,  2.12it/s]
overall:  80%|████████  | 3204/4000 [33:18<05:55,  2.24it/s]

train:  91%|█████████ | 3204/3515 [33:16<02:18,  2.24it/s]
overall:  80%|████████  | 3205/4000 [33:19<05:36,  2.36it/s]

train:  91%|█████████ | 3205/3515 [33:17<02:11,  2.36it/s]
overall:  80%|████████  | 3206/4000 [33:19<05:46,  2.29it/s]

train:  91%|█████████ | 3206/3515 [33:17<02:14,  2.29it/s]
overall:  80%|████████  | 3207/4000 [33:20<06:01,  2.19it/s]

train:  91%|█████████ | 3207/3515 [33:18<02:20,  2.19it/s]
overall:  80%|████████  | 3208/4000 [33:20<05:36,  2.36it/s]

train:  91%|█████████▏| 3208/3515 [33:18<02:10,  2.36it/s]
overall:  80%|████████  | 3209/4000 [33:20<05:18,  2.48it/s]

train:  91%|█████████▏| 3209/3515 [33:18<02:03,  2.48it/s]
overall:  80%|████████  | 3210/4000 [33:21<05:36,  2.35it/s]

train:  91%|█████████▏| 3210/3515 [33:19<02:09,  2.35it/s]
overall:  80%|████████  | 3211/4000 [33:21<05:50,  2.25it/s]

train:  91%|█████████▏| 3211/3515 [33:19<02:15,  2.25it/s]
overall:  80%|████████  | 3212/4000 [33:22<05:34,  2.35it/s]

train:  91%|█████████▏| 3212/3515 [33:20<02:08,  2.35it/s]
overall:  80%|████████  | 3213/4000 [33:22<05:46,  2.27it/s]

train:  91%|█████████▏| 3213/3515 [33:20<02:12,  2.27it/s]
overall:  80%|████████  | 3214/4000 [33:23<06:37,  1.98it/s]

train:  91%|█████████▏| 3214/3515 [33:21<02:32,  1.98it/s]
overall:  80%|████████  | 3215/4000 [33:23<05:38,  2.32it/s]

train:  91%|█████████▏| 3215/3515 [33:21<02:09,  2.32it/s]
overall:  80%|████████  | 3216/4000 [33:23<05:33,  2.35it/s]

train:  91%|█████████▏| 3216/3515 [33:22<02:07,  2.35it/s]
overall:  80%|████████  | 3217/4000 [33:24<05:41,  2.29it/s]

train:  92%|█████████▏| 3217/3515 [33:22<02:09,  2.29it/s]
overall:  80%|████████  | 3218/4000 [33:24<04:26,  2.94it/s]

train:  92%|█████████▏| 3218/3515 [33:22<01:41,  2.94it/s]
overall:  80%|████████  | 3219/4000 [33:25<04:48,  2.71it/s]

train:  92%|█████████▏| 3219/3515 [33:23<01:49,  2.71it/s]
overall:  80%|████████  | 3220/4000 [33:25<05:28,  2.38it/s]

train:  92%|█████████▏| 3220/3515 [33:23<02:04,  2.38it/s]
overall:  81%|████████  | 3221/4000 [33:26<05:54,  2.20it/s]

train:  92%|█████████▏| 3221/3515 [33:24<02:13,  2.20it/s]
overall:  81%|████████  | 3222/4000 [33:26<05:32,  2.34it/s]

train:  92%|█████████▏| 3222/3515 [33:24<02:05,  2.34it/s]
overall:  81%|████████  | 3223/4000 [33:26<04:46,  2.71it/s]

train:  92%|█████████▏| 3223/3515 [33:24<01:47,  2.71it/s]
overall:  81%|████████  | 3224/4000 [33:27<05:05,  2.54it/s]

train:  92%|█████████▏| 3224/3515 [33:25<01:54,  2.54it/s]
overall:  81%|████████  | 3225/4000 [33:27<05:39,  2.28it/s]

train:  92%|█████████▏| 3225/3515 [33:25<02:07,  2.28it/s]
overall:  81%|████████  | 3226/4000 [33:27<04:26,  2.90it/s]

train:  92%|█████████▏| 3226/3515 [33:25<01:39,  2.90it/s]
overall:  81%|████████  | 3227/4000 [33:28<04:05,  3.15it/s]

train:  92%|█████████▏| 3227/3515 [33:26<01:31,  3.15it/s]
overall:  81%|████████  | 3228/4000 [33:28<04:44,  2.71it/s]

train:  92%|█████████▏| 3228/3515 [33:26<01:45,  2.71it/s]
overall:  81%|████████  | 3229/4000 [33:29<05:06,  2.51it/s]

train:  92%|█████████▏| 3229/3515 [33:27<01:53,  2.51it/s]
overall:  81%|████████  | 3230/4000 [33:29<05:22,  2.39it/s]

train:  92%|█████████▏| 3230/3515 [33:27<01:59,  2.39it/s]
overall:  81%|████████  | 3231/4000 [33:29<05:09,  2.49it/s]

train:  92%|█████████▏| 3231/3515 [33:27<01:54,  2.49it/s]
overall:  81%|████████  | 3232/4000 [33:30<05:27,  2.35it/s]

train:  92%|█████████▏| 3232/3515 [33:28<02:00,  2.35it/s]
overall:  81%|████████  | 3233/4000 [33:30<05:39,  2.26it/s]

train:  92%|█████████▏| 3233/3515 [33:28<02:04,  2.26it/s]
overall:  81%|████████  | 3234/4000 [33:31<05:43,  2.23it/s]

train:  92%|█████████▏| 3234/3515 [33:29<02:06,  2.23it/s]
overall:  81%|████████  | 3235/4000 [33:31<05:51,  2.18it/s]

train:  92%|█████████▏| 3235/3515 [33:29<02:08,  2.18it/s]
overall:  81%|████████  | 3236/4000 [33:32<05:58,  2.13it/s]

train:  92%|█████████▏| 3236/3515 [33:30<02:10,  2.13it/s]
overall:  81%|████████  | 3237/4000 [33:32<06:00,  2.12it/s]

train:  92%|█████████▏| 3237/3515 [33:30<02:11,  2.12it/s]
overall:  81%|████████  | 3238/4000 [33:33<06:52,  1.85it/s]

train:  92%|█████████▏| 3238/3515 [33:31<02:29,  1.85it/s]
overall:  81%|████████  | 3239/4000 [33:33<06:41,  1.90it/s]

train:  92%|█████████▏| 3239/3515 [33:32<02:25,  1.90it/s]
overall:  81%|████████  | 3240/4000 [33:34<06:26,  1.97it/s]

train:  92%|█████████▏| 3240/3515 [33:32<02:19,  1.97it/s]
overall:  81%|████████  | 3241/4000 [33:34<06:22,  1.98it/s]

train:  92%|█████████▏| 3241/3515 [33:32<02:18,  1.98it/s]
overall:  81%|████████  | 3242/4000 [33:35<06:04,  2.08it/s]

train:  92%|█████████▏| 3242/3515 [33:33<02:11,  2.08it/s]
overall:  81%|████████  | 3243/4000 [33:35<06:06,  2.06it/s]

train:  92%|█████████▏| 3243/3515 [33:33<02:11,  2.06it/s]
overall:  81%|████████  | 3244/4000 [33:36<06:16,  2.01it/s]

train:  92%|█████████▏| 3244/3515 [33:34<02:15,  2.01it/s]
overall:  81%|████████  | 3245/4000 [33:36<05:08,  2.45it/s]

train:  92%|█████████▏| 3245/3515 [33:34<01:50,  2.45it/s]
overall:  81%|████████  | 3246/4000 [33:36<05:20,  2.35it/s]

train:  92%|█████████▏| 3246/3515 [33:35<01:54,  2.35it/s]
overall:  81%|████████  | 3247/4000 [33:37<05:39,  2.22it/s]

train:  92%|█████████▏| 3247/3515 [33:35<02:00,  2.22it/s]
overall:  81%|████████  | 3248/4000 [33:37<05:46,  2.17it/s]

train:  92%|█████████▏| 3248/3515 [33:36<02:03,  2.17it/s]
overall:  81%|████████  | 3249/4000 [33:38<05:58,  2.10it/s]

train:  92%|█████████▏| 3249/3515 [33:36<02:06,  2.10it/s]
overall:  81%|████████▏ | 3250/4000 [33:38<05:45,  2.17it/s]

train:  92%|█████████▏| 3250/3515 [33:37<02:02,  2.17it/s]
overall:  81%|████████▏ | 3251/4000 [33:39<05:53,  2.12it/s]

train:  92%|█████████▏| 3251/3515 [33:37<02:04,  2.12it/s]
overall:  81%|████████▏ | 3252/4000 [33:39<05:54,  2.11it/s]

train:  93%|█████████▎| 3252/3515 [33:37<02:04,  2.11it/s]
overall:  81%|████████▏ | 3253/4000 [33:40<05:55,  2.10it/s]

train:  93%|█████████▎| 3253/3515 [33:38<02:04,  2.10it/s]
overall:  81%|████████▏ | 3254/4000 [33:40<05:55,  2.10it/s]

train:  93%|█████████▎| 3254/3515 [33:38<02:04,  2.10it/s]
overall:  81%|████████▏ | 3255/4000 [33:41<05:55,  2.09it/s]

train:  93%|█████████▎| 3255/3515 [33:39<02:04,  2.09it/s]
overall:  81%|████████▏ | 3256/4000 [33:41<05:59,  2.07it/s]

train:  93%|█████████▎| 3256/3515 [33:39<02:05,  2.07it/s]
overall:  81%|████████▏ | 3257/4000 [33:42<05:55,  2.09it/s]

train:  93%|█████████▎| 3257/3515 [33:40<02:03,  2.09it/s]
overall:  81%|████████▏ | 3258/4000 [33:42<05:50,  2.11it/s]

train:  93%|█████████▎| 3258/3515 [33:40<02:01,  2.11it/s]
overall:  81%|████████▏ | 3259/4000 [33:43<05:43,  2.16it/s]

train:  93%|█████████▎| 3259/3515 [33:41<01:58,  2.16it/s]
overall:  82%|████████▏ | 3260/4000 [33:43<04:51,  2.54it/s]

train:  93%|█████████▎| 3260/3515 [33:41<01:40,  2.54it/s]
overall:  82%|████████▏ | 3261/4000 [33:43<05:08,  2.40it/s]

train:  93%|█████████▎| 3261/3515 [33:42<01:46,  2.40it/s]
overall:  82%|████████▏ | 3262/4000 [33:44<05:43,  2.15it/s]

train:  93%|█████████▎| 3262/3515 [33:42<01:57,  2.15it/s]
overall:  82%|████████▏ | 3263/4000 [33:44<05:48,  2.12it/s]

train:  93%|█████████▎| 3263/3515 [33:43<01:58,  2.12it/s]
overall:  82%|████████▏ | 3264/4000 [33:45<05:44,  2.14it/s]

train:  93%|█████████▎| 3264/3515 [33:43<01:57,  2.14it/s]
overall:  82%|████████▏ | 3265/4000 [33:45<05:44,  2.13it/s]

train:  93%|█████████▎| 3265/3515 [33:43<01:57,  2.13it/s]
overall:  82%|████████▏ | 3266/4000 [33:46<05:48,  2.11it/s]

train:  93%|█████████▎| 3266/3515 [33:44<01:58,  2.11it/s]
overall:  82%|████████▏ | 3267/4000 [33:46<05:50,  2.09it/s]

train:  93%|█████████▎| 3267/3515 [33:44<01:58,  2.09it/s]
overall:  82%|████████▏ | 3268/4000 [33:47<05:48,  2.10it/s]

train:  93%|█████████▎| 3268/3515 [33:45<01:57,  2.10it/s]
overall:  82%|████████▏ | 3269/4000 [33:47<05:58,  2.04it/s]

train:  93%|█████████▎| 3269/3515 [33:45<02:00,  2.04it/s]
overall:  82%|████████▏ | 3270/4000 [33:48<05:52,  2.07it/s]

train:  93%|█████████▎| 3270/3515 [33:46<01:58,  2.07it/s]
overall:  82%|████████▏ | 3271/4000 [33:48<05:53,  2.06it/s]

train:  93%|█████████▎| 3271/3515 [33:46<01:58,  2.06it/s]
overall:  82%|████████▏ | 3272/4000 [33:49<04:58,  2.44it/s]

train:  93%|█████████▎| 3272/3515 [33:47<01:39,  2.44it/s]
overall:  82%|████████▏ | 3273/4000 [33:49<04:32,  2.67it/s]

train:  93%|█████████▎| 3273/3515 [33:47<01:30,  2.67it/s]
overall:  82%|████████▏ | 3274/4000 [33:49<04:56,  2.45it/s]

train:  93%|█████████▎| 3274/3515 [33:47<01:38,  2.45it/s]
overall:  82%|████████▏ | 3275/4000 [33:50<05:07,  2.35it/s]

train:  93%|█████████▎| 3275/3515 [33:48<01:41,  2.35it/s]
overall:  82%|████████▏ | 3276/4000 [33:50<05:22,  2.25it/s]

train:  93%|█████████▎| 3276/3515 [33:48<01:46,  2.25it/s]
overall:  82%|████████▏ | 3277/4000 [33:51<05:15,  2.29it/s]

train:  93%|█████████▎| 3277/3515 [33:49<01:43,  2.29it/s]
overall:  82%|████████▏ | 3278/4000 [33:51<04:26,  2.71it/s]

train:  93%|█████████▎| 3278/3515 [33:49<01:27,  2.71it/s]
overall:  82%|████████▏ | 3279/4000 [33:51<03:56,  3.05it/s]

train:  93%|█████████▎| 3279/3515 [33:49<01:17,  3.05it/s]
overall:  82%|████████▏ | 3280/4000 [33:52<04:33,  2.64it/s]

train:  93%|█████████▎| 3280/3515 [33:50<01:29,  2.64it/s]
overall:  82%|████████▏ | 3281/4000 [33:52<03:33,  3.36it/s]

train:  93%|█████████▎| 3281/3515 [33:50<01:09,  3.36it/s]
overall:  82%|████████▏ | 3282/4000 [33:52<04:16,  2.80it/s]

train:  93%|█████████▎| 3282/3515 [33:50<01:23,  2.80it/s]
overall:  82%|████████▏ | 3283/4000 [33:53<04:46,  2.50it/s]

train:  93%|█████████▎| 3283/3515 [33:51<01:32,  2.50it/s]
overall:  82%|████████▏ | 3284/4000 [33:53<04:01,  2.97it/s]

train:  93%|█████████▎| 3284/3515 [33:51<01:17,  2.97it/s]
overall:  82%|████████▏ | 3285/4000 [33:53<04:30,  2.64it/s]

train:  93%|█████████▎| 3285/3515 [33:52<01:27,  2.64it/s]
overall:  82%|████████▏ | 3286/4000 [33:54<05:11,  2.29it/s]

train:  93%|█████████▎| 3286/3515 [33:52<01:39,  2.29it/s]
overall:  82%|████████▏ | 3287/4000 [33:54<05:14,  2.27it/s]

train:  94%|█████████▎| 3287/3515 [33:53<01:40,  2.27it/s]
overall:  82%|████████▏ | 3288/4000 [33:55<05:25,  2.19it/s]

train:  94%|█████████▎| 3288/3515 [33:53<01:43,  2.19it/s]
overall:  82%|████████▏ | 3289/4000 [33:55<05:29,  2.16it/s]

train:  94%|█████████▎| 3289/3515 [33:54<01:44,  2.16it/s]
overall:  82%|████████▏ | 3290/4000 [33:56<05:27,  2.17it/s]

train:  94%|█████████▎| 3290/3515 [33:54<01:43,  2.17it/s]
overall:  82%|████████▏ | 3291/4000 [33:56<05:31,  2.14it/s]

train:  94%|█████████▎| 3291/3515 [33:54<01:44,  2.14it/s]
overall:  82%|████████▏ | 3292/4000 [33:57<05:40,  2.08it/s]

train:  94%|█████████▎| 3292/3515 [33:55<01:47,  2.08it/s]
overall:  82%|████████▏ | 3293/4000 [33:57<05:44,  2.05it/s]

train:  94%|█████████▎| 3293/3515 [33:55<01:48,  2.05it/s]
overall:  82%|████████▏ | 3294/4000 [33:58<05:39,  2.08it/s]

train:  94%|█████████▎| 3294/3515 [33:56<01:46,  2.08it/s]
overall:  82%|████████▏ | 3295/4000 [33:58<05:39,  2.07it/s]

train:  94%|█████████▎| 3295/3515 [33:56<01:46,  2.07it/s]
overall:  82%|████████▏ | 3296/4000 [33:59<05:38,  2.08it/s]

train:  94%|█████████▍| 3296/3515 [33:57<01:45,  2.08it/s]
overall:  82%|████████▏ | 3297/4000 [33:59<05:44,  2.04it/s]

train:  94%|█████████▍| 3297/3515 [33:57<01:46,  2.04it/s]
overall:  82%|████████▏ | 3298/4000 [34:00<05:36,  2.09it/s]

train:  94%|█████████▍| 3298/3515 [33:58<01:44,  2.09it/s]
overall:  82%|████████▏ | 3299/4000 [34:00<05:33,  2.10it/s]

train:  94%|█████████▍| 3299/3515 [33:58<01:42,  2.10it/s]
overall:  82%|████████▎ | 3300/4000 [34:01<05:30,  2.12it/s]

train:  94%|█████████▍| 3300/3515 [33:59<01:41,  2.12it/s]
overall:  83%|████████▎ | 3301/4000 [34:01<04:36,  2.52it/s]

train:  94%|█████████▍| 3301/3515 [33:59<01:24,  2.52it/s]
overall:  83%|████████▎ | 3302/4000 [34:01<04:52,  2.39it/s]

train:  94%|█████████▍| 3302/3515 [33:59<01:29,  2.39it/s]
overall:  83%|████████▎ | 3303/4000 [34:02<05:02,  2.30it/s]

train:  94%|█████████▍| 3303/3515 [34:00<01:32,  2.30it/s]
overall:  83%|████████▎ | 3304/4000 [34:02<04:22,  2.65it/s]

train:  94%|█████████▍| 3304/3515 [34:00<01:19,  2.65it/s]
overall:  83%|████████▎ | 3305/4000 [34:02<04:20,  2.67it/s]

train:  94%|█████████▍| 3305/3515 [34:01<01:18,  2.67it/s]
overall:  83%|████████▎ | 3306/4000 [34:03<04:24,  2.62it/s]

train:  94%|█████████▍| 3306/3515 [34:01<01:19,  2.62it/s]
overall:  83%|████████▎ | 3307/4000 [34:03<03:53,  2.96it/s]

train:  94%|█████████▍| 3307/3515 [34:01<01:10,  2.96it/s]
overall:  83%|████████▎ | 3308/4000 [34:04<04:25,  2.60it/s]

train:  94%|█████████▍| 3308/3515 [34:02<01:19,  2.60it/s]
overall:  83%|████████▎ | 3309/4000 [34:04<04:33,  2.53it/s]

train:  94%|█████████▍| 3309/3515 [34:02<01:21,  2.53it/s]
overall:  83%|████████▎ | 3310/4000 [34:05<05:27,  2.11it/s]

train:  94%|█████████▍| 3310/3515 [34:03<01:37,  2.11it/s]
overall:  83%|████████▎ | 3311/4000 [34:05<05:31,  2.08it/s]

train:  94%|█████████▍| 3311/3515 [34:03<01:38,  2.08it/s]
overall:  83%|████████▎ | 3312/4000 [34:06<05:21,  2.14it/s]

train:  94%|█████████▍| 3312/3515 [34:04<01:34,  2.14it/s]
overall:  83%|████████▎ | 3313/4000 [34:06<04:57,  2.31it/s]

train:  94%|█████████▍| 3313/3515 [34:04<01:27,  2.31it/s]
overall:  83%|████████▎ | 3314/4000 [34:06<05:01,  2.27it/s]

train:  94%|█████████▍| 3314/3515 [34:05<01:28,  2.27it/s]
overall:  83%|████████▎ | 3315/4000 [34:07<05:11,  2.20it/s]

train:  94%|█████████▍| 3315/3515 [34:05<01:31,  2.20it/s]
overall:  83%|████████▎ | 3316/4000 [34:07<04:59,  2.29it/s]

train:  94%|█████████▍| 3316/3515 [34:05<01:27,  2.29it/s]
overall:  83%|████████▎ | 3317/4000 [34:08<04:50,  2.35it/s]

train:  94%|█████████▍| 3317/3515 [34:06<01:24,  2.35it/s]
overall:  83%|████████▎ | 3318/4000 [34:08<05:00,  2.27it/s]

train:  94%|█████████▍| 3318/3515 [34:06<01:26,  2.27it/s]
overall:  83%|████████▎ | 3319/4000 [34:09<05:19,  2.13it/s]

train:  94%|█████████▍| 3319/3515 [34:07<01:31,  2.13it/s]
overall:  83%|████████▎ | 3320/4000 [34:09<05:26,  2.08it/s]

train:  94%|█████████▍| 3320/3515 [34:07<01:33,  2.08it/s]
overall:  83%|████████▎ | 3321/4000 [34:10<05:33,  2.03it/s]

train:  94%|█████████▍| 3321/3515 [34:08<01:35,  2.03it/s]
overall:  83%|████████▎ | 3322/4000 [34:10<05:30,  2.05it/s]

train:  95%|█████████▍| 3322/3515 [34:08<01:33,  2.05it/s]
overall:  83%|████████▎ | 3323/4000 [34:11<05:28,  2.06it/s]

train:  95%|█████████▍| 3323/3515 [34:09<01:33,  2.06it/s]
overall:  83%|████████▎ | 3324/4000 [34:11<05:29,  2.05it/s]

train:  95%|█████████▍| 3324/3515 [34:09<01:33,  2.05it/s]
overall:  83%|████████▎ | 3325/4000 [34:12<05:33,  2.02it/s]

train:  95%|█████████▍| 3325/3515 [34:10<01:33,  2.02it/s]
overall:  83%|████████▎ | 3326/4000 [34:12<05:31,  2.03it/s]

train:  95%|█████████▍| 3326/3515 [34:10<01:32,  2.03it/s]
overall:  83%|████████▎ | 3327/4000 [34:13<05:11,  2.16it/s]

train:  95%|█████████▍| 3327/3515 [34:11<01:26,  2.16it/s]
overall:  83%|████████▎ | 3328/4000 [34:13<05:16,  2.12it/s]

train:  95%|█████████▍| 3328/3515 [34:11<01:28,  2.12it/s]
overall:  83%|████████▎ | 3329/4000 [34:13<04:16,  2.62it/s]

train:  95%|█████████▍| 3329/3515 [34:11<01:10,  2.62it/s]
overall:  83%|████████▎ | 3330/4000 [34:14<04:35,  2.43it/s]

train:  95%|█████████▍| 3330/3515 [34:12<01:16,  2.43it/s]
overall:  83%|████████▎ | 3331/4000 [34:14<04:52,  2.29it/s]

train:  95%|█████████▍| 3331/3515 [34:12<01:20,  2.29it/s]
overall:  83%|████████▎ | 3332/4000 [34:15<04:56,  2.25it/s]

train:  95%|█████████▍| 3332/3515 [34:13<01:21,  2.25it/s]
overall:  83%|████████▎ | 3333/4000 [34:15<05:00,  2.22it/s]

train:  95%|█████████▍| 3333/3515 [34:13<01:22,  2.22it/s]
overall:  83%|████████▎ | 3334/4000 [34:16<05:26,  2.04it/s]

train:  95%|█████████▍| 3334/3515 [34:14<01:28,  2.04it/s]
overall:  83%|████████▎ | 3335/4000 [34:16<05:22,  2.06it/s]

train:  95%|█████████▍| 3335/3515 [34:14<01:27,  2.06it/s]
overall:  83%|████████▎ | 3336/4000 [34:16<04:31,  2.45it/s]

train:  95%|█████████▍| 3336/3515 [34:15<01:13,  2.45it/s]
overall:  83%|████████▎ | 3337/4000 [34:17<04:43,  2.34it/s]

train:  95%|█████████▍| 3337/3515 [34:15<01:16,  2.34it/s]
overall:  83%|████████▎ | 3338/4000 [34:17<04:51,  2.27it/s]

train:  95%|█████████▍| 3338/3515 [34:15<01:17,  2.27it/s]
overall:  83%|████████▎ | 3339/4000 [34:18<03:57,  2.79it/s]

train:  95%|█████████▍| 3339/3515 [34:16<01:03,  2.79it/s]
overall:  84%|████████▎ | 3340/4000 [34:18<04:26,  2.48it/s]

train:  95%|█████████▌| 3340/3515 [34:16<01:10,  2.48it/s]
overall:  84%|████████▎ | 3341/4000 [34:19<04:52,  2.25it/s]

train:  95%|█████████▌| 3341/3515 [34:17<01:17,  2.25it/s]
overall:  84%|████████▎ | 3342/4000 [34:19<04:52,  2.25it/s]

train:  95%|█████████▌| 3342/3515 [34:17<01:16,  2.25it/s]
overall:  84%|████████▎ | 3343/4000 [34:19<04:36,  2.38it/s]

train:  95%|█████████▌| 3343/3515 [34:17<01:12,  2.38it/s]
overall:  84%|████████▎ | 3344/4000 [34:20<04:53,  2.23it/s]

train:  95%|█████████▌| 3344/3515 [34:18<01:16,  2.23it/s]
overall:  84%|████████▎ | 3345/4000 [34:20<05:13,  2.09it/s]

train:  95%|█████████▌| 3345/3515 [34:19<01:21,  2.09it/s]
overall:  84%|████████▎ | 3346/4000 [34:21<05:09,  2.11it/s]

train:  95%|█████████▌| 3346/3515 [34:19<01:19,  2.11it/s]
overall:  84%|████████▎ | 3347/4000 [34:21<04:09,  2.62it/s]

train:  95%|█████████▌| 3347/3515 [34:19<01:04,  2.62it/s]
overall:  84%|████████▎ | 3348/4000 [34:22<04:28,  2.43it/s]

train:  95%|█████████▌| 3348/3515 [34:20<01:08,  2.43it/s]
overall:  84%|████████▎ | 3349/4000 [34:22<04:44,  2.28it/s]

train:  95%|█████████▌| 3349/3515 [34:20<01:12,  2.28it/s]
overall:  84%|████████▍ | 3350/4000 [34:23<04:45,  2.28it/s]

train:  95%|█████████▌| 3350/3515 [34:21<01:12,  2.28it/s]
overall:  84%|████████▍ | 3351/4000 [34:23<04:50,  2.23it/s]

train:  95%|█████████▌| 3351/3515 [34:21<01:13,  2.23it/s]
overall:  84%|████████▍ | 3352/4000 [34:23<05:00,  2.16it/s]

train:  95%|█████████▌| 3352/3515 [34:22<01:15,  2.16it/s]
overall:  84%|████████▍ | 3353/4000 [34:24<05:01,  2.15it/s]

train:  95%|█████████▌| 3353/3515 [34:22<01:15,  2.15it/s]
overall:  84%|████████▍ | 3354/4000 [34:24<05:07,  2.10it/s]

train:  95%|█████████▌| 3354/3515 [34:23<01:16,  2.10it/s]
overall:  84%|████████▍ | 3355/4000 [34:25<05:08,  2.09it/s]

train:  95%|█████████▌| 3355/3515 [34:23<01:16,  2.09it/s]
overall:  84%|████████▍ | 3356/4000 [34:25<05:04,  2.11it/s]

train:  95%|█████████▌| 3356/3515 [34:23<01:15,  2.11it/s]
overall:  84%|████████▍ | 3357/4000 [34:26<05:07,  2.09it/s]

train:  96%|█████████▌| 3357/3515 [34:24<01:15,  2.09it/s]
overall:  84%|████████▍ | 3358/4000 [34:27<05:39,  1.89it/s]

train:  96%|█████████▌| 3358/3515 [34:25<01:22,  1.89it/s]
overall:  84%|████████▍ | 3359/4000 [34:27<05:29,  1.95it/s]

train:  96%|█████████▌| 3359/3515 [34:25<01:20,  1.95it/s]
overall:  84%|████████▍ | 3360/4000 [34:27<05:22,  1.99it/s]

train:  96%|█████████▌| 3360/3515 [34:26<01:18,  1.99it/s]
overall:  84%|████████▍ | 3361/4000 [34:28<04:18,  2.48it/s]

train:  96%|█████████▌| 3361/3515 [34:26<01:02,  2.48it/s]
overall:  84%|████████▍ | 3362/4000 [34:28<04:33,  2.34it/s]

train:  96%|█████████▌| 3362/3515 [34:26<01:05,  2.34it/s]
overall:  84%|████████▍ | 3363/4000 [34:29<04:43,  2.25it/s]

train:  96%|█████████▌| 3363/3515 [34:27<01:07,  2.25it/s]
overall:  84%|████████▍ | 3364/4000 [34:29<05:01,  2.11it/s]

train:  96%|█████████▌| 3364/3515 [34:27<01:11,  2.11it/s]
overall:  84%|████████▍ | 3365/4000 [34:30<05:08,  2.06it/s]

train:  96%|█████████▌| 3365/3515 [34:28<01:12,  2.06it/s]
overall:  84%|████████▍ | 3366/4000 [34:30<05:02,  2.10it/s]

train:  96%|█████████▌| 3366/3515 [34:28<01:11,  2.10it/s]
overall:  84%|████████▍ | 3367/4000 [34:31<05:08,  2.05it/s]

train:  96%|█████████▌| 3367/3515 [34:29<01:12,  2.05it/s]
overall:  84%|████████▍ | 3368/4000 [34:31<04:54,  2.15it/s]

train:  96%|█████████▌| 3368/3515 [34:29<01:08,  2.15it/s]
overall:  84%|████████▍ | 3369/4000 [34:32<05:03,  2.08it/s]

train:  96%|█████████▌| 3369/3515 [34:30<01:10,  2.08it/s]
overall:  84%|████████▍ | 3370/4000 [34:32<05:05,  2.06it/s]

train:  96%|█████████▌| 3370/3515 [34:30<01:10,  2.06it/s]
overall:  84%|████████▍ | 3371/4000 [34:33<05:02,  2.08it/s]

train:  96%|█████████▌| 3371/3515 [34:31<01:09,  2.08it/s]
overall:  84%|████████▍ | 3372/4000 [34:33<05:05,  2.05it/s]

train:  96%|█████████▌| 3372/3515 [34:31<01:09,  2.05it/s]
overall:  84%|████████▍ | 3373/4000 [34:34<05:00,  2.09it/s]

train:  96%|█████████▌| 3373/3515 [34:32<01:08,  2.09it/s]
overall:  84%|████████▍ | 3374/4000 [34:34<04:51,  2.15it/s]

train:  96%|█████████▌| 3374/3515 [34:32<01:05,  2.15it/s]
overall:  84%|████████▍ | 3375/4000 [34:34<04:50,  2.15it/s]

train:  96%|█████████▌| 3375/3515 [34:33<01:04,  2.15it/s]
overall:  84%|████████▍ | 3376/4000 [34:35<04:56,  2.10it/s]

train:  96%|█████████▌| 3376/3515 [34:33<01:06,  2.10it/s]
overall:  84%|████████▍ | 3377/4000 [34:35<04:52,  2.13it/s]

train:  96%|█████████▌| 3377/3515 [34:33<01:04,  2.13it/s]
overall:  84%|████████▍ | 3378/4000 [34:36<04:49,  2.15it/s]

train:  96%|█████████▌| 3378/3515 [34:34<01:03,  2.15it/s]
overall:  84%|████████▍ | 3379/4000 [34:36<04:54,  2.11it/s]

train:  96%|█████████▌| 3379/3515 [34:34<01:04,  2.11it/s]
overall:  84%|████████▍ | 3380/4000 [34:37<04:55,  2.10it/s]

train:  96%|█████████▌| 3380/3515 [34:35<01:04,  2.10it/s]
overall:  85%|████████▍ | 3381/4000 [34:37<04:56,  2.09it/s]

train:  96%|█████████▌| 3381/3515 [34:35<01:04,  2.09it/s]
overall:  85%|████████▍ | 3382/4000 [34:38<05:27,  1.89it/s]

train:  96%|█████████▌| 3382/3515 [34:36<01:10,  1.89it/s]
overall:  85%|████████▍ | 3383/4000 [34:38<05:26,  1.89it/s]

train:  96%|█████████▌| 3383/3515 [34:37<01:09,  1.89it/s]
overall:  85%|████████▍ | 3384/4000 [34:39<05:15,  1.95it/s]

train:  96%|█████████▋| 3384/3515 [34:37<01:07,  1.95it/s]
overall:  85%|████████▍ | 3385/4000 [34:39<05:14,  1.96it/s]

train:  96%|█████████▋| 3385/3515 [34:38<01:06,  1.96it/s]
overall:  85%|████████▍ | 3386/4000 [34:40<05:12,  1.97it/s]

train:  96%|█████████▋| 3386/3515 [34:38<01:05,  1.97it/s]
overall:  85%|████████▍ | 3387/4000 [34:40<05:03,  2.02it/s]

train:  96%|█████████▋| 3387/3515 [34:39<01:03,  2.02it/s]
overall:  85%|████████▍ | 3388/4000 [34:41<04:54,  2.08it/s]

train:  96%|█████████▋| 3388/3515 [34:39<01:01,  2.08it/s]
overall:  85%|████████▍ | 3389/4000 [34:41<05:00,  2.03it/s]

train:  96%|█████████▋| 3389/3515 [34:39<01:01,  2.03it/s]
overall:  85%|████████▍ | 3390/4000 [34:42<04:48,  2.12it/s]

train:  96%|█████████▋| 3390/3515 [34:40<00:59,  2.12it/s]
overall:  85%|████████▍ | 3391/4000 [34:42<03:42,  2.74it/s]

train:  96%|█████████▋| 3391/3515 [34:40<00:45,  2.74it/s]
overall:  85%|████████▍ | 3392/4000 [34:42<04:05,  2.48it/s]

train:  97%|█████████▋| 3392/3515 [34:41<00:49,  2.48it/s]
overall:  85%|████████▍ | 3393/4000 [34:43<04:26,  2.28it/s]

train:  97%|█████████▋| 3393/3515 [34:41<00:53,  2.28it/s]
overall:  85%|████████▍ | 3394/4000 [34:43<04:39,  2.17it/s]

train:  97%|█████████▋| 3394/3515 [34:42<00:55,  2.17it/s]
overall:  85%|████████▍ | 3395/4000 [34:44<04:45,  2.12it/s]

train:  97%|█████████▋| 3395/3515 [34:42<00:56,  2.12it/s]
overall:  85%|████████▍ | 3396/4000 [34:44<04:48,  2.09it/s]

train:  97%|█████████▋| 3396/3515 [34:43<00:56,  2.09it/s]
overall:  85%|████████▍ | 3397/4000 [34:45<04:48,  2.09it/s]

train:  97%|█████████▋| 3397/3515 [34:43<00:56,  2.09it/s]
overall:  85%|████████▍ | 3398/4000 [34:45<04:51,  2.07it/s]

train:  97%|█████████▋| 3398/3515 [34:44<00:56,  2.07it/s]
overall:  85%|████████▍ | 3399/4000 [34:46<04:52,  2.06it/s]

train:  97%|█████████▋| 3399/3515 [34:44<00:56,  2.06it/s]
overall:  85%|████████▌ | 3400/4000 [34:46<04:56,  2.02it/s]

train:  97%|█████████▋| 3400/3515 [34:45<00:56,  2.02it/s]
overall:  85%|████████▌ | 3401/4000 [34:47<04:45,  2.10it/s]

train:  97%|█████████▋| 3401/3515 [34:45<00:54,  2.10it/s]
overall:  85%|████████▌ | 3402/4000 [34:47<04:32,  2.20it/s]

train:  97%|█████████▋| 3402/3515 [34:45<00:51,  2.20it/s]
overall:  85%|████████▌ | 3403/4000 [34:48<04:37,  2.15it/s]

train:  97%|█████████▋| 3403/3515 [34:46<00:52,  2.15it/s]
overall:  85%|████████▌ | 3404/4000 [34:48<04:36,  2.16it/s]

train:  97%|█████████▋| 3404/3515 [34:46<00:51,  2.16it/s]
overall:  85%|████████▌ | 3405/4000 [34:49<04:19,  2.29it/s]

train:  97%|█████████▋| 3405/3515 [34:47<00:47,  2.29it/s]
overall:  85%|████████▌ | 3406/4000 [34:49<04:57,  2.00it/s]

train:  97%|█████████▋| 3406/3515 [34:47<00:54,  2.00it/s]
overall:  85%|████████▌ | 3407/4000 [34:50<04:53,  2.02it/s]

train:  97%|█████████▋| 3407/3515 [34:48<00:53,  2.02it/s]
overall:  85%|████████▌ | 3408/4000 [34:50<04:51,  2.03it/s]

train:  97%|█████████▋| 3408/3515 [34:48<00:52,  2.03it/s]
overall:  85%|████████▌ | 3409/4000 [34:51<04:47,  2.06it/s]

train:  97%|█████████▋| 3409/3515 [34:49<00:51,  2.06it/s]
overall:  85%|████████▌ | 3410/4000 [34:51<04:48,  2.04it/s]

train:  97%|█████████▋| 3410/3515 [34:49<00:51,  2.04it/s]
overall:  85%|████████▌ | 3411/4000 [34:52<05:01,  1.95it/s]

train:  97%|█████████▋| 3411/3515 [34:50<00:53,  1.95it/s]
overall:  85%|████████▌ | 3412/4000 [34:52<04:56,  1.98it/s]

train:  97%|█████████▋| 3412/3515 [34:50<00:51,  1.98it/s]
overall:  85%|████████▌ | 3413/4000 [34:53<04:42,  2.07it/s]

train:  97%|█████████▋| 3413/3515 [34:51<00:49,  2.07it/s]
overall:  85%|████████▌ | 3414/4000 [34:53<04:34,  2.14it/s]

train:  97%|█████████▋| 3414/3515 [34:51<00:47,  2.14it/s]
overall:  85%|████████▌ | 3415/4000 [34:54<04:42,  2.07it/s]

train:  97%|█████████▋| 3415/3515 [34:52<00:48,  2.07it/s]
overall:  85%|████████▌ | 3416/4000 [34:54<04:45,  2.05it/s]

train:  97%|█████████▋| 3416/3515 [34:52<00:48,  2.05it/s]
overall:  85%|████████▌ | 3417/4000 [34:55<04:47,  2.03it/s]

train:  97%|█████████▋| 3417/3515 [34:53<00:48,  2.03it/s]
overall:  85%|████████▌ | 3418/4000 [34:55<04:49,  2.01it/s]

train:  97%|█████████▋| 3418/3515 [34:53<00:48,  2.01it/s]
overall:  85%|████████▌ | 3419/4000 [34:56<04:44,  2.04it/s]

train:  97%|█████████▋| 3419/3515 [34:54<00:47,  2.04it/s]
overall:  86%|████████▌ | 3420/4000 [34:56<04:45,  2.03it/s]

train:  97%|█████████▋| 3420/3515 [34:54<00:46,  2.03it/s]
overall:  86%|████████▌ | 3421/4000 [34:57<04:35,  2.10it/s]

train:  97%|█████████▋| 3421/3515 [34:55<00:44,  2.10it/s]
overall:  86%|████████▌ | 3422/4000 [34:57<04:23,  2.20it/s]

train:  97%|█████████▋| 3422/3515 [34:55<00:42,  2.20it/s]
overall:  86%|████████▌ | 3423/4000 [34:57<04:27,  2.15it/s]

train:  97%|█████████▋| 3423/3515 [34:56<00:42,  2.15it/s]
overall:  86%|████████▌ | 3424/4000 [34:58<04:30,  2.13it/s]

train:  97%|█████████▋| 3424/3515 [34:56<00:42,  2.13it/s]
overall:  86%|████████▌ | 3425/4000 [34:58<04:33,  2.10it/s]

train:  97%|█████████▋| 3425/3515 [34:56<00:42,  2.10it/s]
overall:  86%|████████▌ | 3426/4000 [34:58<03:30,  2.72it/s]

train:  97%|█████████▋| 3426/3515 [34:57<00:32,  2.72it/s]
overall:  86%|████████▌ | 3427/4000 [34:59<03:49,  2.49it/s]

train:  97%|█████████▋| 3427/3515 [34:57<00:35,  2.49it/s]
overall:  86%|████████▌ | 3428/4000 [34:59<03:58,  2.39it/s]

train:  98%|█████████▊| 3428/3515 [34:58<00:36,  2.39it/s]
overall:  86%|████████▌ | 3429/4000 [35:00<04:02,  2.36it/s]

train:  98%|█████████▊| 3429/3515 [34:58<00:36,  2.36it/s]
overall:  86%|████████▌ | 3430/4000 [35:01<04:41,  2.02it/s]

train:  98%|█████████▊| 3430/3515 [34:59<00:42,  2.02it/s]
overall:  86%|████████▌ | 3431/4000 [35:01<04:33,  2.08it/s]

train:  98%|█████████▊| 3431/3515 [34:59<00:40,  2.08it/s]
overall:  86%|████████▌ | 3432/4000 [35:01<04:36,  2.05it/s]

train:  98%|█████████▊| 3432/3515 [35:00<00:40,  2.05it/s]
overall:  86%|████████▌ | 3433/4000 [35:02<04:38,  2.03it/s]

train:  98%|█████████▊| 3433/3515 [35:00<00:40,  2.03it/s]
overall:  86%|████████▌ | 3434/4000 [35:02<04:38,  2.03it/s]

train:  98%|█████████▊| 3434/3515 [35:01<00:39,  2.03it/s]
overall:  86%|████████▌ | 3435/4000 [35:03<04:43,  1.99it/s]

train:  98%|█████████▊| 3435/3515 [35:01<00:40,  1.99it/s]
overall:  86%|████████▌ | 3436/4000 [35:03<04:42,  2.00it/s]

train:  98%|█████████▊| 3436/3515 [35:02<00:39,  2.00it/s]
overall:  86%|████████▌ | 3437/4000 [35:04<04:37,  2.03it/s]

train:  98%|█████████▊| 3437/3515 [35:02<00:38,  2.03it/s]
overall:  86%|████████▌ | 3438/4000 [35:04<04:36,  2.03it/s]

train:  98%|█████████▊| 3438/3515 [35:03<00:37,  2.03it/s]
overall:  86%|████████▌ | 3439/4000 [35:05<04:35,  2.04it/s]

train:  98%|█████████▊| 3439/3515 [35:03<00:37,  2.04it/s]
overall:  86%|████████▌ | 3440/4000 [35:05<04:33,  2.04it/s]

train:  98%|█████████▊| 3440/3515 [35:04<00:36,  2.04it/s]
overall:  86%|████████▌ | 3441/4000 [35:06<04:38,  2.01it/s]

train:  98%|█████████▊| 3441/3515 [35:04<00:36,  2.01it/s]
overall:  86%|████████▌ | 3442/4000 [35:06<03:59,  2.33it/s]

train:  98%|█████████▊| 3442/3515 [35:04<00:31,  2.33it/s]
overall:  86%|████████▌ | 3443/4000 [35:07<03:59,  2.33it/s]

train:  98%|█████████▊| 3443/3515 [35:05<00:30,  2.33it/s]
overall:  86%|████████▌ | 3444/4000 [35:07<04:06,  2.26it/s]

train:  98%|█████████▊| 3444/3515 [35:05<00:31,  2.26it/s]
overall:  86%|████████▌ | 3445/4000 [35:08<04:05,  2.26it/s]

train:  98%|█████████▊| 3445/3515 [35:06<00:30,  2.26it/s]
overall:  86%|████████▌ | 3446/4000 [35:08<04:13,  2.18it/s]

train:  98%|█████████▊| 3446/3515 [35:06<00:31,  2.18it/s]
overall:  86%|████████▌ | 3447/4000 [35:09<04:21,  2.12it/s]

train:  98%|█████████▊| 3447/3515 [35:07<00:32,  2.12it/s]
overall:  86%|████████▌ | 3448/4000 [35:09<04:13,  2.18it/s]

train:  98%|█████████▊| 3448/3515 [35:07<00:30,  2.18it/s]
overall:  86%|████████▌ | 3449/4000 [35:09<04:09,  2.20it/s]

train:  98%|█████████▊| 3449/3515 [35:08<00:29,  2.20it/s]
overall:  86%|████████▋ | 3450/4000 [35:10<03:20,  2.74it/s]

train:  98%|█████████▊| 3450/3515 [35:08<00:23,  2.74it/s]
overall:  86%|████████▋ | 3451/4000 [35:10<03:42,  2.47it/s]

train:  98%|█████████▊| 3451/3515 [35:08<00:25,  2.47it/s]
overall:  86%|████████▋ | 3452/4000 [35:11<03:58,  2.29it/s]

train:  98%|█████████▊| 3452/3515 [35:09<00:27,  2.29it/s]
overall:  86%|████████▋ | 3453/4000 [35:11<04:04,  2.23it/s]

train:  98%|█████████▊| 3453/3515 [35:09<00:27,  2.23it/s]
overall:  86%|████████▋ | 3454/4000 [35:12<04:35,  1.98it/s]

train:  98%|█████████▊| 3454/3515 [35:10<00:30,  1.98it/s]
overall:  86%|████████▋ | 3455/4000 [35:12<04:32,  2.00it/s]

train:  98%|█████████▊| 3455/3515 [35:10<00:30,  2.00it/s]
overall:  86%|████████▋ | 3456/4000 [35:13<04:01,  2.26it/s]

train:  98%|█████████▊| 3456/3515 [35:11<00:26,  2.26it/s]
overall:  86%|████████▋ | 3457/4000 [35:13<04:05,  2.21it/s]

train:  98%|█████████▊| 3457/3515 [35:11<00:26,  2.21it/s]
overall:  86%|████████▋ | 3458/4000 [35:13<04:08,  2.18it/s]

train:  98%|█████████▊| 3458/3515 [35:12<00:26,  2.18it/s]
overall:  86%|████████▋ | 3459/4000 [35:14<04:24,  2.04it/s]

train:  98%|█████████▊| 3459/3515 [35:12<00:27,  2.04it/s]
overall:  86%|████████▋ | 3460/4000 [35:15<04:29,  2.00it/s]

train:  98%|█████████▊| 3460/3515 [35:13<00:27,  2.00it/s]
overall:  87%|████████▋ | 3461/4000 [35:15<04:31,  1.99it/s]

train:  98%|█████████▊| 3461/3515 [35:13<00:27,  1.99it/s]
overall:  87%|████████▋ | 3462/4000 [35:15<03:58,  2.26it/s]

train:  98%|█████████▊| 3462/3515 [35:13<00:23,  2.26it/s]
overall:  87%|████████▋ | 3463/4000 [35:16<04:10,  2.14it/s]

train:  99%|█████████▊| 3463/3515 [35:14<00:24,  2.14it/s]
overall:  87%|████████▋ | 3464/4000 [35:16<04:10,  2.14it/s]

train:  99%|█████████▊| 3464/3515 [35:14<00:23,  2.14it/s]
overall:  87%|████████▋ | 3465/4000 [35:17<04:16,  2.08it/s]

train:  99%|█████████▊| 3465/3515 [35:15<00:23,  2.08it/s]
overall:  87%|████████▋ | 3466/4000 [35:17<03:38,  2.44it/s]

train:  99%|█████████▊| 3466/3515 [35:15<00:20,  2.44it/s]
overall:  87%|████████▋ | 3467/4000 [35:17<03:35,  2.48it/s]

train:  99%|█████████▊| 3467/3515 [35:16<00:19,  2.48it/s]
overall:  87%|████████▋ | 3468/4000 [35:18<03:48,  2.33it/s]

train:  99%|█████████▊| 3468/3515 [35:16<00:20,  2.33it/s]
overall:  87%|████████▋ | 3469/4000 [35:18<03:55,  2.26it/s]

train:  99%|█████████▊| 3469/3515 [35:17<00:20,  2.26it/s]
overall:  87%|████████▋ | 3470/4000 [35:19<04:02,  2.18it/s]

train:  99%|█████████▊| 3470/3515 [35:17<00:20,  2.18it/s]
overall:  87%|████████▋ | 3471/4000 [35:19<03:59,  2.21it/s]

train:  99%|█████████▊| 3471/3515 [35:17<00:19,  2.21it/s]
overall:  87%|████████▋ | 3472/4000 [35:20<04:02,  2.18it/s]

train:  99%|█████████▉| 3472/3515 [35:18<00:19,  2.18it/s]
overall:  87%|████████▋ | 3473/4000 [35:20<03:08,  2.80it/s]

train:  99%|█████████▉| 3473/3515 [35:18<00:15,  2.80it/s]
overall:  87%|████████▋ | 3474/4000 [35:20<03:31,  2.48it/s]

train:  99%|█████████▉| 3474/3515 [35:19<00:16,  2.48it/s]
overall:  87%|████████▋ | 3475/4000 [35:21<03:35,  2.43it/s]

train:  99%|█████████▉| 3475/3515 [35:19<00:16,  2.43it/s]
overall:  87%|████████▋ | 3476/4000 [35:21<03:19,  2.63it/s]

train:  99%|█████████▉| 3476/3515 [35:19<00:14,  2.63it/s]
overall:  87%|████████▋ | 3477/4000 [35:22<03:35,  2.43it/s]

train:  99%|█████████▉| 3477/3515 [35:20<00:15,  2.43it/s]
overall:  87%|████████▋ | 3478/4000 [35:22<04:01,  2.16it/s]

train:  99%|█████████▉| 3478/3515 [35:20<00:17,  2.16it/s]
overall:  87%|████████▋ | 3479/4000 [35:23<04:04,  2.13it/s]

train:  99%|█████████▉| 3479/3515 [35:21<00:16,  2.13it/s]
overall:  87%|████████▋ | 3480/4000 [35:23<04:07,  2.10it/s]

train:  99%|█████████▉| 3480/3515 [35:21<00:16,  2.10it/s]
overall:  87%|████████▋ | 3482/4000 [35:24<03:24,  2.53it/s]

train:  99%|█████████▉| 3482/3515 [35:22<00:13,  2.53it/s]
overall:  87%|████████▋ | 3483/4000 [35:24<03:47,  2.27it/s]

train:  99%|█████████▉| 3483/3515 [35:23<00:14,  2.27it/s]
overall:  87%|████████▋ | 3484/4000 [35:25<03:55,  2.19it/s]

train:  99%|█████████▉| 3484/3515 [35:23<00:14,  2.19it/s]
overall:  87%|████████▋ | 3485/4000 [35:25<03:08,  2.73it/s]

train:  99%|█████████▉| 3485/3515 [35:23<00:10,  2.73it/s]
overall:  87%|████████▋ | 3486/4000 [35:25<02:31,  3.39it/s]

train:  99%|█████████▉| 3486/3515 [35:23<00:08,  3.39it/s]
overall:  87%|████████▋ | 3487/4000 [35:26<03:00,  2.85it/s]

train:  99%|█████████▉| 3487/3515 [35:24<00:09,  2.85it/s]
overall:  87%|████████▋ | 3488/4000 [35:26<03:22,  2.53it/s]

train:  99%|█████████▉| 3488/3515 [35:24<00:10,  2.53it/s]
overall:  87%|████████▋ | 3489/4000 [35:27<03:41,  2.30it/s]

train:  99%|█████████▉| 3489/3515 [35:25<00:11,  2.30it/s]
overall:  87%|████████▋ | 3490/4000 [35:27<03:01,  2.81it/s]

train:  99%|█████████▉| 3490/3515 [35:25<00:08,  2.81it/s]
overall:  87%|████████▋ | 3491/4000 [35:27<03:10,  2.68it/s]

train:  99%|█████████▉| 3491/3515 [35:25<00:08,  2.68it/s]
overall:  87%|████████▋ | 3492/4000 [35:27<02:36,  3.24it/s]

train:  99%|█████████▉| 3492/3515 [35:26<00:07,  3.24it/s]
overall:  87%|████████▋ | 3493/4000 [35:28<02:55,  2.88it/s]

train:  99%|█████████▉| 3493/3515 [35:26<00:07,  2.88it/s]
overall:  87%|████████▋ | 3494/4000 [35:28<03:13,  2.62it/s]

train:  99%|█████████▉| 3494/3515 [35:26<00:08,  2.62it/s]
overall:  87%|████████▋ | 3495/4000 [35:29<02:41,  3.13it/s]

train:  99%|█████████▉| 3495/3515 [35:27<00:06,  3.13it/s]
overall:  87%|████████▋ | 3496/4000 [35:29<03:07,  2.68it/s]

train:  99%|█████████▉| 3496/3515 [35:27<00:07,  2.68it/s]
overall:  87%|████████▋ | 3497/4000 [35:30<03:24,  2.47it/s]

train:  99%|█████████▉| 3497/3515 [35:28<00:07,  2.47it/s]
overall:  87%|████████▋ | 3498/4000 [35:30<03:19,  2.52it/s]

train: 100%|█████████▉| 3498/3515 [35:28<00:06,  2.52it/s]
overall:  87%|████████▋ | 3499/4000 [35:30<03:28,  2.41it/s]

train: 100%|█████████▉| 3499/3515 [35:28<00:06,  2.41it/s]
overall:  88%|████████▊ | 3500/4000 [35:31<03:37,  2.30it/s]

train: 100%|█████████▉| 3500/3515 [35:29<00:06,  2.30it/s]
overall:  88%|████████▊ | 3501/4000 [35:31<03:42,  2.24it/s]

train: 100%|█████████▉| 3501/3515 [35:29<00:06,  2.24it/s]
overall:  88%|████████▊ | 3502/4000 [35:32<03:57,  2.10it/s]

train: 100%|█████████▉| 3502/3515 [35:30<00:06,  2.10it/s]
overall:  88%|████████▊ | 3503/4000 [35:32<03:54,  2.12it/s]

train: 100%|█████████▉| 3503/3515 [35:30<00:05,  2.12it/s]
overall:  88%|████████▊ | 3504/4000 [35:33<03:49,  2.16it/s]

train: 100%|█████████▉| 3504/3515 [35:31<00:05,  2.16it/s]
overall:  88%|████████▊ | 3505/4000 [35:33<03:55,  2.10it/s]

train: 100%|█████████▉| 3505/3515 [35:31<00:04,  2.10it/s]
overall:  88%|████████▊ | 3506/4000 [35:34<03:59,  2.07it/s]

train: 100%|█████████▉| 3506/3515 [35:32<00:04,  2.07it/s]
overall:  88%|████████▊ | 3507/4000 [35:34<04:04,  2.01it/s]

train: 100%|█████████▉| 3507/3515 [35:32<00:03,  2.01it/s]
overall:  88%|████████▊ | 3508/4000 [35:35<04:05,  2.01it/s]

train: 100%|█████████▉| 3508/3515 [35:33<00:03,  2.01it/s]
overall:  88%|████████▊ | 3509/4000 [35:35<03:58,  2.05it/s]

train: 100%|█████████▉| 3509/3515 [35:33<00:02,  2.05it/s]
overall:  88%|████████▊ | 3510/4000 [35:36<03:57,  2.06it/s]

train: 100%|█████████▉| 3510/3515 [35:34<00:02,  2.06it/s]
overall:  88%|████████▊ | 3511/4000 [35:36<03:38,  2.24it/s]

train: 100%|█████████▉| 3511/3515 [35:34<00:01,  2.24it/s]
overall:  88%|████████▊ | 3512/4000 [35:37<03:46,  2.16it/s]

train: 100%|█████████▉| 3512/3515 [35:35<00:01,  2.16it/s]
overall:  88%|████████▊ | 3513/4000 [35:37<03:53,  2.09it/s]

train: 100%|█████████▉| 3513/3515 [35:35<00:00,  2.09it/s]
overall:  88%|████████▊ | 3514/4000 [35:38<03:51,  2.10it/s]

train: 100%|█████████▉| 3514/3515 [35:36<00:00,  2.10it/s]
overall:  88%|████████▊ | 3515/4000 [35:38<03:53,  2.08it/s]

train: 100%|██████████| 3515/3515 [35:36<00:00,  2.08it/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!!!
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!!!

train: 100%|██████████| 3515/3515 [35:36<00:00,  1.64it/s]
dev loss: 2.180452823638916
dev per: 0.6203173777315296
train loss: 1.9252322912216187
train per: 0.5688206667796528
train loss: 1.8728612661361694
train per: 0.553312878768669
train loss: 1.8176243305206299
train per: 0.540426993605665
train loss: 1.911639928817749
train per: 0.560812995994726
train loss: 1.8650249242782593
train per: 0.5530977830562154
train loss: 1.8767837285995483
train per: 0.5520871143375681
train loss: 1.8511650562286377
train per: 0.5499796416938111
train loss: 1.8582607507705688
train per: 0.5487220039793889
train loss: 1.8647445440292358
train per: 0.5574208923606514
train loss: 1.8635499477386475
train per: 0.5499660244185791
train loss: 1.8339931964874268
train per: 0.5515491170561488
train loss: 1.8311494588851929
train per: 0.5457733155066724
train loss: 1.8925065994262695
train per: 0.5583019755409219
train loss: 1.8455222845077515
train per: 0.5532524748533666
train loss: 1.8624250888824463
train per: 0.5517197646103896
train loss: 1.8862890005111694
train per: 0.5566233836352348
train loss: 1.836607575416565
train per: 0.5511152416356877
train loss: 1.8895565271377563
train per: 0.5561187713628014
train loss: 1.843383550643921
train per: 0.5507483962936565
train loss: 1.825556993484497
train per: 0.547142791148889
train loss: 1.842254400253296
train per: 0.5448327206737704
train loss: 1.8635826110839844
train per: 0.5536773144605968
train loss: 1.836046576499939
train per: 0.5441392780497215
train loss: 1.843357801437378
train per: 0.5495223864667271
train loss: 1.9015376567840576
train per: 0.5669402110199296
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.


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

word -> phonemes:  12%|█▏        | 415/3515 [00:00<00:00, 4149.38it/s]

word -> phonemes:  25%|██▍       | 869/3515 [00:00<00:00, 4376.48it/s]

word -> phonemes:  38%|███▊      | 1331/3515 [00:00<00:00, 4484.27it/s]

word -> phonemes:  51%|█████     | 1780/3515 [00:00<00:00, 4202.46it/s]

word -> phonemes:  64%|██████▎   | 2239/3515 [00:00<00:00, 4335.33it/s]

word -> phonemes:  76%|███████▌  | 2676/3515 [00:00<00:00, 4344.21it/s]

word -> phonemes:  89%|████████▊ | 3114/3515 [00:00<00:00, 4354.11it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:00<00:00, 4352.13it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:  88%|████████▊ | 3516/4000 [35:42<12:11,  1.51s/it]

train:   0%|          | 1/3515 [00:01<1:50:22,  1.88s/it]
overall:  88%|████████▊ | 3517/4000 [35:42<08:57,  1.11s/it]

train:   0%|          | 2/3515 [00:02<51:38,  1.13it/s]  
overall:  88%|████████▊ | 3518/4000 [35:43<07:14,  1.11it/s]

train:   0%|          | 3/3515 [00:02<39:02,  1.50it/s]
overall:  88%|████████▊ | 3519/4000 [35:43<06:13,  1.29it/s]

train:   0%|          | 4/3515 [00:02<34:50,  1.68it/s]
overall:  88%|████████▊ | 3520/4000 [35:43<05:16,  1.52it/s]

train:   0%|          | 5/3515 [00:03<30:24,  1.92it/s]
overall:  88%|████████▊ | 3521/4000 [35:44<04:34,  1.74it/s]

train:   0%|          | 6/3515 [00:03<27:28,  2.13it/s]
overall:  88%|████████▊ | 3522/4000 [35:44<03:36,  2.21it/s]

train:   0%|          | 7/3515 [00:03<21:47,  2.68it/s]
overall:  88%|████████▊ | 3523/4000 [35:45<03:47,  2.09it/s]

train:   0%|          | 8/3515 [00:04<24:46,  2.36it/s]
overall:  88%|████████▊ | 3524/4000 [35:45<03:51,  2.05it/s]

train:   0%|          | 9/3515 [00:04<26:20,  2.22it/s]
overall:  88%|████████▊ | 3525/4000 [35:45<03:33,  2.23it/s]

train:   0%|          | 10/3515 [00:05<24:40,  2.37it/s]
overall:  88%|████████▊ | 3526/4000 [35:46<02:53,  2.74it/s]

train:   0%|          | 11/3515 [00:05<20:11,  2.89it/s]
overall:  88%|████████▊ | 3527/4000 [35:46<03:10,  2.48it/s]

train:   0%|          | 12/3515 [00:05<22:44,  2.57it/s]
overall:  88%|████████▊ | 3528/4000 [35:46<03:11,  2.47it/s]

train:   0%|          | 13/3515 [00:06<23:07,  2.52it/s]
overall:  88%|████████▊ | 3529/4000 [35:47<03:23,  2.31it/s]

train:   0%|          | 14/3515 [00:06<24:54,  2.34it/s]
overall:  88%|████████▊ | 3530/4000 [35:47<03:17,  2.38it/s]

train:   0%|          | 15/3515 [00:07<24:14,  2.41it/s]
overall:  88%|████████▊ | 3531/4000 [35:48<03:19,  2.35it/s]

train:   0%|          | 16/3515 [00:07<24:35,  2.37it/s]
overall:  88%|████████▊ | 3532/4000 [35:48<03:26,  2.27it/s]

train:   0%|          | 17/3515 [00:08<25:36,  2.28it/s]
overall:  88%|████████▊ | 3533/4000 [35:49<03:19,  2.34it/s]

train:   1%|          | 18/3515 [00:08<24:50,  2.35it/s]
overall:  88%|████████▊ | 3534/4000 [35:49<03:27,  2.24it/s]

train:   1%|          | 19/3515 [00:09<25:55,  2.25it/s]
overall:  88%|████████▊ | 3535/4000 [35:50<03:35,  2.16it/s]

train:   1%|          | 20/3515 [00:09<26:54,  2.16it/s]
overall:  88%|████████▊ | 3536/4000 [35:50<03:35,  2.16it/s]

train:   1%|          | 21/3515 [00:10<26:58,  2.16it/s]
overall:  88%|████████▊ | 3537/4000 [35:50<02:53,  2.66it/s]

train:   1%|          | 22/3515 [00:10<21:51,  2.66it/s]
overall:  88%|████████▊ | 3538/4000 [35:51<03:06,  2.48it/s]

train:   1%|          | 23/3515 [00:10<23:29,  2.48it/s]
overall:  88%|████████▊ | 3539/4000 [35:51<03:18,  2.32it/s]

train:   1%|          | 24/3515 [00:11<25:01,  2.33it/s]
overall:  88%|████████▊ | 3540/4000 [35:52<03:40,  2.08it/s]

train:   1%|          | 25/3515 [00:11<27:54,  2.08it/s]
overall:  89%|████████▊ | 3541/4000 [35:52<03:42,  2.06it/s]

train:   1%|          | 26/3515 [00:12<28:12,  2.06it/s]
overall:  89%|████████▊ | 3542/4000 [35:53<03:39,  2.09it/s]

train:   1%|          | 27/3515 [00:12<27:51,  2.09it/s]
overall:  89%|████████▊ | 3543/4000 [35:53<02:58,  2.57it/s]

train:   1%|          | 28/3515 [00:12<22:39,  2.57it/s]
overall:  89%|████████▊ | 3544/4000 [35:53<03:10,  2.40it/s]

train:   1%|          | 29/3515 [00:13<24:14,  2.40it/s]
overall:  89%|████████▊ | 3545/4000 [35:54<02:37,  2.88it/s]

train:   1%|          | 30/3515 [00:13<20:08,  2.88it/s]
overall:  89%|████████▊ | 3546/4000 [35:54<02:58,  2.54it/s]

train:   1%|          | 31/3515 [00:14<22:51,  2.54it/s]
overall:  89%|████████▊ | 3547/4000 [35:55<03:15,  2.32it/s]

train:   1%|          | 32/3515 [00:14<25:00,  2.32it/s]
overall:  89%|████████▊ | 3548/4000 [35:55<03:21,  2.24it/s]

train:   1%|          | 33/3515 [00:15<25:52,  2.24it/s]
overall:  89%|████████▊ | 3549/4000 [35:56<03:24,  2.20it/s]

train:   1%|          | 34/3515 [00:15<26:21,  2.20it/s]
overall:  89%|████████▉ | 3550/4000 [35:56<03:18,  2.27it/s]

train:   1%|          | 35/3515 [00:15<25:36,  2.26it/s]
overall:  89%|████████▉ | 3551/4000 [35:57<03:25,  2.19it/s]

train:   1%|          | 36/3515 [00:16<26:29,  2.19it/s]
overall:  89%|████████▉ | 3552/4000 [35:57<03:43,  2.01it/s]

train:   1%|          | 37/3515 [00:17<28:53,  2.01it/s]
overall:  89%|████████▉ | 3553/4000 [35:58<03:43,  2.00it/s]

train:   1%|          | 38/3515 [00:17<29:00,  2.00it/s]
overall:  89%|████████▉ | 3554/4000 [35:58<03:42,  2.00it/s]

train:   1%|          | 39/3515 [00:18<28:55,  2.00it/s]
overall:  89%|████████▉ | 3555/4000 [35:58<02:59,  2.48it/s]

train:   1%|          | 40/3515 [00:18<23:22,  2.48it/s]
overall:  89%|████████▉ | 3556/4000 [35:59<03:07,  2.37it/s]

train:   1%|          | 41/3515 [00:18<24:24,  2.37it/s]
overall:  89%|████████▉ | 3557/4000 [35:59<03:13,  2.29it/s]

train:   1%|          | 42/3515 [00:19<25:16,  2.29it/s]
overall:  89%|████████▉ | 3558/4000 [36:00<03:18,  2.23it/s]

train:   1%|          | 43/3515 [00:19<25:56,  2.23it/s]
overall:  89%|████████▉ | 3559/4000 [36:00<02:52,  2.56it/s]

train:   1%|▏         | 44/3515 [00:19<22:34,  2.56it/s]
overall:  89%|████████▉ | 3560/4000 [36:00<03:05,  2.37it/s]

train:   1%|▏         | 45/3515 [00:20<24:22,  2.37it/s]
overall:  89%|████████▉ | 3561/4000 [36:01<03:13,  2.26it/s]

train:   1%|▏         | 46/3515 [00:20<25:31,  2.26it/s]
overall:  89%|████████▉ | 3562/4000 [36:01<03:20,  2.18it/s]

train:   1%|▏         | 47/3515 [00:21<26:29,  2.18it/s]
overall:  89%|████████▉ | 3563/4000 [36:02<02:55,  2.49it/s]

train:   1%|▏         | 48/3515 [00:21<23:14,  2.49it/s]
overall:  89%|████████▉ | 3564/4000 [36:02<03:32,  2.05it/s]

train:   1%|▏         | 49/3515 [00:22<28:07,  2.05it/s]
overall:  89%|████████▉ | 3565/4000 [36:03<02:59,  2.42it/s]

train:   1%|▏         | 50/3515 [00:22<23:48,  2.42it/s]
overall:  89%|████████▉ | 3566/4000 [36:03<03:08,  2.31it/s]

train:   1%|▏         | 51/3515 [00:23<25:01,  2.31it/s]
overall:  89%|████████▉ | 3567/4000 [36:04<03:07,  2.30it/s]

train:   1%|▏         | 52/3515 [00:23<25:02,  2.30it/s]
overall:  89%|████████▉ | 3568/4000 [36:04<02:33,  2.82it/s]

train:   2%|▏         | 53/3515 [00:23<20:27,  2.82it/s]
overall:  89%|████████▉ | 3569/4000 [36:04<02:48,  2.56it/s]

train:   2%|▏         | 54/3515 [00:24<22:31,  2.56it/s]
overall:  89%|████████▉ | 3570/4000 [36:05<02:59,  2.39it/s]

train:   2%|▏         | 55/3515 [00:24<24:05,  2.39it/s]
overall:  89%|████████▉ | 3571/4000 [36:05<03:10,  2.26it/s]

train:   2%|▏         | 56/3515 [00:25<25:33,  2.26it/s]
overall:  89%|████████▉ | 3572/4000 [36:06<03:17,  2.17it/s]

train:   2%|▏         | 57/3515 [00:25<26:33,  2.17it/s]
overall:  89%|████████▉ | 3573/4000 [36:06<03:18,  2.15it/s]

train:   2%|▏         | 58/3515 [00:26<26:45,  2.15it/s]
overall:  89%|████████▉ | 3574/4000 [36:07<03:22,  2.10it/s]

train:   2%|▏         | 59/3515 [00:26<27:23,  2.10it/s]
overall:  89%|████████▉ | 3575/4000 [36:07<03:22,  2.10it/s]

train:   2%|▏         | 60/3515 [00:27<27:26,  2.10it/s]
overall:  89%|████████▉ | 3576/4000 [36:08<03:44,  1.89it/s]

train:   2%|▏         | 61/3515 [00:27<30:25,  1.89it/s]
overall:  89%|████████▉ | 3577/4000 [36:08<03:31,  2.00it/s]

train:   2%|▏         | 62/3515 [00:28<28:49,  2.00it/s]
overall:  89%|████████▉ | 3578/4000 [36:09<03:29,  2.02it/s]

train:   2%|▏         | 63/3515 [00:28<28:32,  2.02it/s]
overall:  89%|████████▉ | 3579/4000 [36:09<03:29,  2.01it/s]

train:   2%|▏         | 64/3515 [00:29<28:35,  2.01it/s]
overall:  90%|████████▉ | 3580/4000 [36:10<03:28,  2.01it/s]

train:   2%|▏         | 65/3515 [00:29<28:35,  2.01it/s]
overall:  90%|████████▉ | 3581/4000 [36:10<03:27,  2.02it/s]

train:   2%|▏         | 66/3515 [00:30<28:24,  2.02it/s]
overall:  90%|████████▉ | 3582/4000 [36:11<03:27,  2.01it/s]

train:   2%|▏         | 67/3515 [00:30<28:34,  2.01it/s]
overall:  90%|████████▉ | 3583/4000 [36:11<03:25,  2.03it/s]

train:   2%|▏         | 68/3515 [00:31<28:15,  2.03it/s]
overall:  90%|████████▉ | 3584/4000 [36:11<02:51,  2.42it/s]

train:   2%|▏         | 69/3515 [00:31<23:43,  2.42it/s]
overall:  90%|████████▉ | 3585/4000 [36:12<02:14,  3.09it/s]

train:   2%|▏         | 70/3515 [00:31<18:33,  3.09it/s]
overall:  90%|████████▉ | 3586/4000 [36:12<02:33,  2.69it/s]

train:   2%|▏         | 71/3515 [00:31<21:20,  2.69it/s]
overall:  90%|████████▉ | 3587/4000 [36:12<02:45,  2.50it/s]

train:   2%|▏         | 72/3515 [00:32<22:57,  2.50it/s]
overall:  90%|████████▉ | 3588/4000 [36:13<03:16,  2.09it/s]

train:   2%|▏         | 73/3515 [00:33<27:24,  2.09it/s]
overall:  90%|████████▉ | 3589/4000 [36:14<03:21,  2.04it/s]

train:   2%|▏         | 74/3515 [00:33<28:03,  2.04it/s]
overall:  90%|████████▉ | 3590/4000 [36:14<03:22,  2.03it/s]

train:   2%|▏         | 75/3515 [00:34<28:18,  2.03it/s]
overall:  90%|████████▉ | 3591/4000 [36:15<03:11,  2.14it/s]

train:   2%|▏         | 76/3515 [00:34<26:49,  2.14it/s]
overall:  90%|████████▉ | 3592/4000 [36:15<03:02,  2.24it/s]

train:   2%|▏         | 77/3515 [00:34<25:37,  2.24it/s]
overall:  90%|████████▉ | 3593/4000 [36:15<03:08,  2.16it/s]

train:   2%|▏         | 78/3515 [00:35<26:30,  2.16it/s]
overall:  90%|████████▉ | 3594/4000 [36:16<03:07,  2.16it/s]

train:   2%|▏         | 79/3515 [00:35<26:28,  2.16it/s]
overall:  90%|████████▉ | 3595/4000 [36:16<02:55,  2.30it/s]

train:   2%|▏         | 80/3515 [00:36<24:51,  2.30it/s]
overall:  90%|████████▉ | 3596/4000 [36:17<02:54,  2.31it/s]

train:   2%|▏         | 81/3515 [00:36<24:46,  2.31it/s]
overall:  90%|████████▉ | 3597/4000 [36:17<03:02,  2.21it/s]

train:   2%|▏         | 82/3515 [00:37<25:53,  2.21it/s]
overall:  90%|████████▉ | 3598/4000 [36:18<03:00,  2.23it/s]

train:   2%|▏         | 83/3515 [00:37<25:37,  2.23it/s]
overall:  90%|████████▉ | 3599/4000 [36:18<02:50,  2.35it/s]

train:   2%|▏         | 84/3515 [00:37<24:20,  2.35it/s]
overall:  90%|█████████ | 3600/4000 [36:19<03:20,  2.00it/s]

train:   2%|▏         | 85/3515 [00:38<28:35,  2.00it/s]
overall:  90%|█████████ | 3601/4000 [36:19<03:19,  2.00it/s]

train:   2%|▏         | 86/3515 [00:39<28:31,  2.00it/s]
overall:  90%|█████████ | 3602/4000 [36:20<03:11,  2.08it/s]

train:   2%|▏         | 87/3515 [00:39<27:27,  2.08it/s]
overall:  90%|█████████ | 3603/4000 [36:20<03:11,  2.07it/s]

train:   3%|▎         | 88/3515 [00:40<27:34,  2.07it/s]
overall:  90%|█████████ | 3604/4000 [36:21<03:11,  2.07it/s]

train:   3%|▎         | 89/3515 [00:40<27:34,  2.07it/s]
overall:  90%|█████████ | 3605/4000 [36:21<02:26,  2.70it/s]

train:   3%|▎         | 90/3515 [00:40<21:06,  2.70it/s]
overall:  90%|█████████ | 3606/4000 [36:21<02:26,  2.68it/s]

train:   3%|▎         | 91/3515 [00:41<21:16,  2.68it/s]
overall:  90%|█████████ | 3607/4000 [36:22<02:39,  2.47it/s]

train:   3%|▎         | 92/3515 [00:41<23:05,  2.47it/s]
overall:  90%|█████████ | 3608/4000 [36:22<02:34,  2.54it/s]

train:   3%|▎         | 93/3515 [00:41<22:27,  2.54it/s]
overall:  90%|█████████ | 3609/4000 [36:22<02:40,  2.44it/s]

train:   3%|▎         | 94/3515 [00:42<23:24,  2.44it/s]
overall:  90%|█████████ | 3610/4000 [36:23<02:47,  2.33it/s]

train:   3%|▎         | 95/3515 [00:42<24:28,  2.33it/s]
overall:  90%|█████████ | 3611/4000 [36:23<02:54,  2.23it/s]

train:   3%|▎         | 96/3515 [00:43<25:30,  2.23it/s]
overall:  90%|█████████ | 3612/4000 [36:24<03:15,  1.99it/s]

train:   3%|▎         | 97/3515 [00:43<28:40,  1.99it/s]
overall:  90%|█████████ | 3613/4000 [36:24<03:07,  2.07it/s]

train:   3%|▎         | 98/3515 [00:44<27:31,  2.07it/s]
overall:  90%|█████████ | 3614/4000 [36:25<03:05,  2.09it/s]

train:   3%|▎         | 99/3515 [00:44<27:17,  2.09it/s]
overall:  90%|█████████ | 3615/4000 [36:25<03:06,  2.07it/s]

train:   3%|▎         | 100/3515 [00:45<27:31,  2.07it/s]
overall:  90%|█████████ | 3616/4000 [36:26<03:07,  2.04it/s]

train:   3%|▎         | 101/3515 [00:45<27:50,  2.04it/s]
overall:  90%|█████████ | 3617/4000 [36:26<03:05,  2.06it/s]

train:   3%|▎         | 102/3515 [00:46<27:32,  2.06it/s]
overall:  90%|█████████ | 3618/4000 [36:27<03:08,  2.03it/s]

train:   3%|▎         | 103/3515 [00:46<28:01,  2.03it/s]
overall:  90%|█████████ | 3619/4000 [36:27<03:12,  1.98it/s]

train:   3%|▎         | 104/3515 [00:47<28:39,  1.98it/s]
overall:  90%|█████████ | 3620/4000 [36:28<03:11,  1.98it/s]

train:   3%|▎         | 105/3515 [00:47<28:38,  1.98it/s]
overall:  91%|█████████ | 3621/4000 [36:28<03:11,  1.98it/s]

train:   3%|▎         | 106/3515 [00:48<28:45,  1.98it/s]
overall:  91%|█████████ | 3622/4000 [36:29<03:07,  2.02it/s]

train:   3%|▎         | 107/3515 [00:48<28:11,  2.02it/s]
overall:  91%|█████████ | 3623/4000 [36:29<03:04,  2.04it/s]

train:   3%|▎         | 108/3515 [00:49<27:48,  2.04it/s]
overall:  91%|█████████ | 3624/4000 [36:30<03:23,  1.84it/s]

train:   3%|▎         | 109/3515 [00:49<30:47,  1.84it/s]
overall:  91%|█████████ | 3625/4000 [36:31<03:18,  1.89it/s]

train:   3%|▎         | 110/3515 [00:50<30:01,  1.89it/s]
overall:  91%|█████████ | 3626/4000 [36:31<03:04,  2.02it/s]

train:   3%|▎         | 111/3515 [00:50<28:03,  2.02it/s]
overall:  91%|█████████ | 3627/4000 [36:31<03:03,  2.03it/s]

train:   3%|▎         | 112/3515 [00:51<27:58,  2.03it/s]
overall:  91%|█████████ | 3628/4000 [36:32<02:28,  2.50it/s]

train:   3%|▎         | 113/3515 [00:51<22:38,  2.50it/s]
overall:  91%|█████████ | 3629/4000 [36:32<02:37,  2.36it/s]

train:   3%|▎         | 114/3515 [00:52<24:03,  2.36it/s]
overall:  91%|█████████ | 3630/4000 [36:33<02:42,  2.28it/s]

train:   3%|▎         | 115/3515 [00:52<24:51,  2.28it/s]
overall:  91%|█████████ | 3631/4000 [36:33<02:41,  2.29it/s]

train:   3%|▎         | 116/3515 [00:52<24:46,  2.29it/s]
overall:  91%|█████████ | 3632/4000 [36:33<02:45,  2.23it/s]

train:   3%|▎         | 117/3515 [00:53<25:24,  2.23it/s]
overall:  91%|█████████ | 3633/4000 [36:34<02:49,  2.16it/s]

train:   3%|▎         | 118/3515 [00:53<26:11,  2.16it/s]
overall:  91%|█████████ | 3634/4000 [36:34<02:52,  2.13it/s]

train:   3%|▎         | 119/3515 [00:54<26:36,  2.13it/s]
overall:  91%|█████████ | 3635/4000 [36:35<02:52,  2.12it/s]

train:   3%|▎         | 120/3515 [00:54<26:44,  2.12it/s]
overall:  91%|█████████ | 3636/4000 [36:36<03:10,  1.91it/s]

train:   3%|▎         | 121/3515 [00:55<29:34,  1.91it/s]
overall:  91%|█████████ | 3637/4000 [36:36<03:07,  1.93it/s]

train:   3%|▎         | 122/3515 [00:56<29:15,  1.93it/s]
overall:  91%|█████████ | 3638/4000 [36:37<03:01,  1.99it/s]

train:   3%|▎         | 123/3515 [00:56<28:20,  1.99it/s]
overall:  91%|█████████ | 3639/4000 [36:37<03:00,  2.00it/s]

train:   4%|▎         | 124/3515 [00:56<28:12,  2.00it/s]
overall:  91%|█████████ | 3640/4000 [36:38<02:58,  2.02it/s]

train:   4%|▎         | 125/3515 [00:57<28:00,  2.02it/s]
overall:  91%|█████████ | 3641/4000 [36:38<02:57,  2.02it/s]

train:   4%|▎         | 126/3515 [00:57<27:56,  2.02it/s]
overall:  91%|█████████ | 3642/4000 [36:39<02:56,  2.03it/s]

train:   4%|▎         | 127/3515 [00:58<27:52,  2.03it/s]
overall:  91%|█████████ | 3643/4000 [36:39<02:57,  2.02it/s]

train:   4%|▎         | 128/3515 [00:58<28:00,  2.02it/s]
overall:  91%|█████████ | 3644/4000 [36:39<02:54,  2.04it/s]

train:   4%|▎         | 129/3515 [00:59<27:37,  2.04it/s]
overall:  91%|█████████ | 3645/4000 [36:40<02:54,  2.03it/s]

train:   4%|▎         | 130/3515 [00:59<27:48,  2.03it/s]
overall:  91%|█████████ | 3646/4000 [36:40<02:55,  2.02it/s]

train:   4%|▎         | 131/3515 [01:00<27:57,  2.02it/s]
overall:  91%|█████████ | 3647/4000 [36:41<02:34,  2.29it/s]

train:   4%|▍         | 132/3515 [01:00<24:38,  2.29it/s]
overall:  91%|█████████ | 3648/4000 [36:41<02:33,  2.30it/s]

train:   4%|▍         | 133/3515 [01:01<24:30,  2.30it/s]
overall:  91%|█████████ | 3649/4000 [36:42<02:36,  2.24it/s]

train:   4%|▍         | 134/3515 [01:01<25:08,  2.24it/s]
overall:  91%|█████████▏| 3650/4000 [36:42<02:26,  2.39it/s]

train:   4%|▍         | 135/3515 [01:01<23:35,  2.39it/s]
overall:  91%|█████████▏| 3651/4000 [36:42<02:10,  2.67it/s]

train:   4%|▍         | 136/3515 [01:02<21:03,  2.67it/s]
overall:  91%|█████████▏| 3652/4000 [36:43<02:20,  2.47it/s]

train:   4%|▍         | 137/3515 [01:02<22:46,  2.47it/s]
overall:  91%|█████████▏| 3653/4000 [36:43<02:31,  2.29it/s]

train:   4%|▍         | 138/3515 [01:03<24:32,  2.29it/s]
overall:  91%|█████████▏| 3654/4000 [36:43<01:56,  2.98it/s]

train:   4%|▍         | 139/3515 [01:03<18:52,  2.98it/s]
overall:  91%|█████████▏| 3655/4000 [36:44<02:13,  2.58it/s]

train:   4%|▍         | 140/3515 [01:03<21:47,  2.58it/s]
overall:  91%|█████████▏| 3656/4000 [36:44<02:25,  2.36it/s]

train:   4%|▍         | 141/3515 [01:04<23:48,  2.36it/s]
overall:  91%|█████████▏| 3657/4000 [36:45<02:33,  2.23it/s]

train:   4%|▍         | 142/3515 [01:04<25:12,  2.23it/s]
overall:  91%|█████████▏| 3658/4000 [36:45<02:35,  2.20it/s]

train:   4%|▍         | 143/3515 [01:05<25:34,  2.20it/s]
overall:  91%|█████████▏| 3659/4000 [36:46<02:35,  2.19it/s]

train:   4%|▍         | 144/3515 [01:05<25:40,  2.19it/s]
overall:  92%|█████████▏| 3660/4000 [36:46<02:48,  2.01it/s]

train:   4%|▍         | 145/3515 [01:06<27:53,  2.01it/s]
overall:  92%|█████████▏| 3661/4000 [36:47<02:45,  2.04it/s]

train:   4%|▍         | 146/3515 [01:06<27:28,  2.04it/s]
overall:  92%|█████████▏| 3662/4000 [36:47<02:44,  2.05it/s]

train:   4%|▍         | 147/3515 [01:07<27:19,  2.05it/s]
overall:  92%|█████████▏| 3663/4000 [36:48<02:09,  2.61it/s]

train:   4%|▍         | 148/3515 [01:07<21:30,  2.61it/s]
overall:  92%|█████████▏| 3664/4000 [36:48<02:21,  2.38it/s]

train:   4%|▍         | 149/3515 [01:07<23:32,  2.38it/s]
overall:  92%|█████████▏| 3665/4000 [36:49<02:27,  2.26it/s]

train:   4%|▍         | 150/3515 [01:08<24:46,  2.26it/s]
overall:  92%|█████████▏| 3666/4000 [36:49<02:31,  2.20it/s]

train:   4%|▍         | 151/3515 [01:08<25:29,  2.20it/s]
overall:  92%|█████████▏| 3667/4000 [36:49<02:03,  2.70it/s]

train:   4%|▍         | 152/3515 [01:09<20:47,  2.70it/s]
overall:  92%|█████████▏| 3669/4000 [36:50<01:49,  3.03it/s]

train:   4%|▍         | 154/3515 [01:09<18:30,  3.03it/s]
overall:  92%|█████████▏| 3670/4000 [36:50<02:03,  2.68it/s]

train:   4%|▍         | 155/3515 [01:10<20:54,  2.68it/s]
overall:  92%|█████████▏| 3671/4000 [36:51<02:12,  2.48it/s]

train:   4%|▍         | 156/3515 [01:10<22:33,  2.48it/s]
overall:  92%|█████████▏| 3672/4000 [36:51<02:32,  2.16it/s]

train:   4%|▍         | 157/3515 [01:11<25:57,  2.16it/s]
overall:  92%|█████████▏| 3673/4000 [36:52<02:00,  2.71it/s]

train:   4%|▍         | 158/3515 [01:11<20:38,  2.71it/s]
overall:  92%|█████████▏| 3674/4000 [36:52<02:10,  2.49it/s]

train:   5%|▍         | 159/3515 [01:11<22:25,  2.49it/s]
overall:  92%|█████████▏| 3675/4000 [36:52<02:19,  2.34it/s]

train:   5%|▍         | 160/3515 [01:12<23:56,  2.34it/s]
overall:  92%|█████████▏| 3676/4000 [36:53<02:23,  2.26it/s]

train:   5%|▍         | 161/3515 [01:12<24:43,  2.26it/s]
overall:  92%|█████████▏| 3677/4000 [36:53<02:22,  2.27it/s]

train:   5%|▍         | 162/3515 [01:13<24:38,  2.27it/s]
overall:  92%|█████████▏| 3678/4000 [36:54<02:26,  2.20it/s]

train:   5%|▍         | 163/3515 [01:13<25:24,  2.20it/s]
overall:  92%|█████████▏| 3679/4000 [36:54<02:29,  2.14it/s]

train:   5%|▍         | 164/3515 [01:14<26:02,  2.14it/s]
overall:  92%|█████████▏| 3680/4000 [36:55<02:30,  2.12it/s]

train:   5%|▍         | 165/3515 [01:14<26:16,  2.12it/s]
overall:  92%|█████████▏| 3681/4000 [36:55<02:34,  2.07it/s]

train:   5%|▍         | 166/3515 [01:15<26:58,  2.07it/s]
overall:  92%|█████████▏| 3682/4000 [36:56<02:05,  2.54it/s]

train:   5%|▍         | 167/3515 [01:15<21:57,  2.54it/s]
overall:  92%|█████████▏| 3683/4000 [36:56<02:13,  2.38it/s]

train:   5%|▍         | 168/3515 [01:15<23:28,  2.38it/s]
overall:  92%|█████████▏| 3684/4000 [36:57<02:30,  2.10it/s]

train:   5%|▍         | 169/3515 [01:16<26:36,  2.10it/s]
overall:  92%|█████████▏| 3685/4000 [36:57<02:25,  2.16it/s]

train:   5%|▍         | 170/3515 [01:16<25:49,  2.16it/s]
overall:  92%|█████████▏| 3686/4000 [36:58<02:25,  2.16it/s]

train:   5%|▍         | 171/3515 [01:17<25:50,  2.16it/s]
overall:  92%|█████████▏| 3687/4000 [36:58<02:15,  2.32it/s]

train:   5%|▍         | 172/3515 [01:17<24:01,  2.32it/s]
overall:  92%|█████████▏| 3688/4000 [36:58<02:12,  2.35it/s]

train:   5%|▍         | 173/3515 [01:18<23:42,  2.35it/s]
overall:  92%|█████████▏| 3689/4000 [36:59<02:18,  2.25it/s]

train:   5%|▍         | 174/3515 [01:18<24:43,  2.25it/s]
overall:  92%|█████████▏| 3690/4000 [36:59<02:22,  2.18it/s]

train:   5%|▍         | 175/3515 [01:19<25:32,  2.18it/s]
overall:  92%|█████████▏| 3691/4000 [37:00<02:26,  2.11it/s]

train:   5%|▌         | 176/3515 [01:19<26:24,  2.11it/s]
overall:  92%|█████████▏| 3692/4000 [37:00<02:27,  2.08it/s]

train:   5%|▌         | 177/3515 [01:20<26:42,  2.08it/s]
overall:  92%|█████████▏| 3693/4000 [37:01<02:28,  2.07it/s]

train:   5%|▌         | 178/3515 [01:20<26:55,  2.07it/s]
overall:  92%|█████████▏| 3694/4000 [37:01<02:29,  2.04it/s]

train:   5%|▌         | 179/3515 [01:21<27:12,  2.04it/s]
overall:  92%|█████████▏| 3695/4000 [37:02<02:09,  2.36it/s]

train:   5%|▌         | 180/3515 [01:21<23:33,  2.36it/s]
overall:  92%|█████████▏| 3696/4000 [37:02<02:17,  2.22it/s]

train:   5%|▌         | 181/3515 [01:21<25:02,  2.22it/s]
overall:  92%|█████████▏| 3697/4000 [37:02<01:46,  2.85it/s]

train:   5%|▌         | 182/3515 [01:22<19:30,  2.85it/s]
overall:  92%|█████████▏| 3698/4000 [37:03<01:59,  2.53it/s]

train:   5%|▌         | 183/3515 [01:22<21:56,  2.53it/s]
overall:  92%|█████████▏| 3699/4000 [37:03<02:06,  2.38it/s]

train:   5%|▌         | 184/3515 [01:23<23:20,  2.38it/s]
overall:  92%|█████████▎| 3700/4000 [37:04<02:07,  2.35it/s]

train:   5%|▌         | 185/3515 [01:23<23:36,  2.35it/s]
overall:  93%|█████████▎| 3701/4000 [37:04<02:12,  2.25it/s]

train:   5%|▌         | 186/3515 [01:24<24:37,  2.25it/s]
overall:  93%|█████████▎| 3702/4000 [37:04<02:07,  2.33it/s]

train:   5%|▌         | 187/3515 [01:24<23:47,  2.33it/s]
overall:  93%|█████████▎| 3703/4000 [37:05<02:16,  2.18it/s]

train:   5%|▌         | 188/3515 [01:24<25:24,  2.18it/s]
overall:  93%|█████████▎| 3704/4000 [37:05<02:16,  2.17it/s]

train:   5%|▌         | 189/3515 [01:25<25:35,  2.17it/s]
overall:  93%|█████████▎| 3705/4000 [37:06<02:09,  2.28it/s]

train:   5%|▌         | 190/3515 [01:25<24:21,  2.28it/s]
overall:  93%|█████████▎| 3706/4000 [37:06<02:15,  2.17it/s]

train:   5%|▌         | 191/3515 [01:26<25:28,  2.17it/s]
overall:  93%|█████████▎| 3707/4000 [37:07<01:53,  2.57it/s]

train:   5%|▌         | 192/3515 [01:26<21:32,  2.57it/s]
overall:  93%|█████████▎| 3708/4000 [37:07<02:09,  2.25it/s]

train:   5%|▌         | 193/3515 [01:27<24:36,  2.25it/s]
overall:  93%|█████████▎| 3709/4000 [37:08<02:06,  2.31it/s]

train:   6%|▌         | 194/3515 [01:27<23:59,  2.31it/s]
overall:  93%|█████████▎| 3710/4000 [37:08<01:54,  2.53it/s]

train:   6%|▌         | 195/3515 [01:27<21:50,  2.53it/s]
overall:  93%|█████████▎| 3711/4000 [37:08<02:01,  2.38it/s]

train:   6%|▌         | 196/3515 [01:28<23:14,  2.38it/s]
overall:  93%|█████████▎| 3712/4000 [37:09<02:06,  2.27it/s]

train:   6%|▌         | 197/3515 [01:28<24:18,  2.27it/s]
overall:  93%|█████████▎| 3713/4000 [37:09<02:08,  2.23it/s]

train:   6%|▌         | 198/3515 [01:29<24:45,  2.23it/s]
overall:  93%|█████████▎| 3714/4000 [37:10<02:07,  2.24it/s]

train:   6%|▌         | 199/3515 [01:29<24:38,  2.24it/s]
overall:  93%|█████████▎| 3715/4000 [37:10<01:51,  2.55it/s]

train:   6%|▌         | 200/3515 [01:29<21:42,  2.55it/s]
overall:  93%|█████████▎| 3716/4000 [37:11<01:59,  2.38it/s]

train:   6%|▌         | 201/3515 [01:30<23:12,  2.38it/s]
overall:  93%|█████████▎| 3717/4000 [37:11<01:58,  2.39it/s]

train:   6%|▌         | 202/3515 [01:30<23:08,  2.39it/s]
overall:  93%|█████████▎| 3718/4000 [37:11<02:03,  2.28it/s]

train:   6%|▌         | 203/3515 [01:31<24:13,  2.28it/s]
overall:  93%|█████████▎| 3719/4000 [37:12<02:08,  2.19it/s]

train:   6%|▌         | 204/3515 [01:31<25:11,  2.19it/s]
overall:  93%|█████████▎| 3720/4000 [37:13<02:23,  1.95it/s]

train:   6%|▌         | 205/3515 [01:32<28:16,  1.95it/s]
overall:  93%|█████████▎| 3721/4000 [37:13<02:21,  1.97it/s]

train:   6%|▌         | 206/3515 [01:32<27:57,  1.97it/s]
overall:  93%|█████████▎| 3722/4000 [37:14<02:19,  1.99it/s]

train:   6%|▌         | 207/3515 [01:33<27:42,  1.99it/s]
overall:  93%|█████████▎| 3723/4000 [37:14<02:18,  2.01it/s]

train:   6%|▌         | 208/3515 [01:33<27:28,  2.01it/s]
overall:  93%|█████████▎| 3724/4000 [37:15<02:15,  2.04it/s]

train:   6%|▌         | 209/3515 [01:34<26:57,  2.04it/s]
overall:  93%|█████████▎| 3725/4000 [37:15<02:13,  2.06it/s]

train:   6%|▌         | 210/3515 [01:34<26:43,  2.06it/s]
overall:  93%|█████████▎| 3726/4000 [37:15<02:13,  2.06it/s]

train:   6%|▌         | 211/3515 [01:35<26:45,  2.06it/s]
overall:  93%|█████████▎| 3727/4000 [37:16<02:15,  2.01it/s]

train:   6%|▌         | 212/3515 [01:35<27:21,  2.01it/s]
overall:  93%|█████████▎| 3728/4000 [37:16<02:10,  2.08it/s]

train:   6%|▌         | 213/3515 [01:36<26:27,  2.08it/s]
overall:  93%|█████████▎| 3729/4000 [37:17<02:10,  2.08it/s]

train:   6%|▌         | 214/3515 [01:36<26:29,  2.08it/s]
overall:  93%|█████████▎| 3730/4000 [37:17<02:07,  2.12it/s]

train:   6%|▌         | 215/3515 [01:37<25:56,  2.12it/s]
overall:  93%|█████████▎| 3731/4000 [37:18<02:04,  2.17it/s]

train:   6%|▌         | 216/3515 [01:37<25:21,  2.17it/s]
overall:  93%|█████████▎| 3732/4000 [37:18<02:20,  1.91it/s]

train:   6%|▌         | 217/3515 [01:38<28:45,  1.91it/s]
overall:  93%|█████████▎| 3733/4000 [37:19<02:17,  1.94it/s]

train:   6%|▌         | 218/3515 [01:38<28:22,  1.94it/s]
overall:  93%|█████████▎| 3734/4000 [37:19<02:15,  1.96it/s]

train:   6%|▌         | 219/3515 [01:39<28:03,  1.96it/s]
overall:  93%|█████████▎| 3735/4000 [37:20<02:12,  2.00it/s]

train:   6%|▋         | 220/3515 [01:39<27:25,  2.00it/s]
overall:  93%|█████████▎| 3736/4000 [37:20<02:11,  2.01it/s]

train:   6%|▋         | 221/3515 [01:40<27:19,  2.01it/s]
overall:  93%|█████████▎| 3737/4000 [37:21<02:08,  2.05it/s]

train:   6%|▋         | 222/3515 [01:40<26:47,  2.05it/s]
overall:  93%|█████████▎| 3738/4000 [37:21<02:06,  2.08it/s]

train:   6%|▋         | 223/3515 [01:41<26:24,  2.08it/s]
overall:  93%|█████████▎| 3739/4000 [37:22<02:02,  2.13it/s]

train:   6%|▋         | 224/3515 [01:41<25:41,  2.13it/s]
overall:  94%|█████████▎| 3740/4000 [37:22<02:04,  2.09it/s]

train:   6%|▋         | 225/3515 [01:42<26:11,  2.09it/s]
overall:  94%|█████████▎| 3741/4000 [37:23<02:02,  2.11it/s]

train:   6%|▋         | 226/3515 [01:42<26:00,  2.11it/s]
overall:  94%|█████████▎| 3742/4000 [37:23<01:39,  2.59it/s]

train:   6%|▋         | 227/3515 [01:42<21:07,  2.59it/s]
overall:  94%|█████████▎| 3743/4000 [37:23<01:38,  2.62it/s]

train:   6%|▋         | 228/3515 [01:43<20:56,  2.62it/s]
overall:  94%|█████████▎| 3744/4000 [37:24<01:56,  2.20it/s]

train:   7%|▋         | 229/3515 [01:43<24:56,  2.20it/s]
overall:  94%|█████████▎| 3745/4000 [37:24<01:54,  2.22it/s]

train:   7%|▋         | 230/3515 [01:44<24:39,  2.22it/s]
overall:  94%|█████████▎| 3746/4000 [37:25<01:56,  2.19it/s]

train:   7%|▋         | 231/3515 [01:44<25:02,  2.19it/s]
overall:  94%|█████████▎| 3747/4000 [37:25<01:53,  2.22it/s]

train:   7%|▋         | 232/3515 [01:45<24:38,  2.22it/s]
overall:  94%|█████████▎| 3748/4000 [37:26<01:42,  2.47it/s]

train:   7%|▋         | 233/3515 [01:45<22:08,  2.47it/s]
overall:  94%|█████████▎| 3749/4000 [37:26<01:47,  2.34it/s]

train:   7%|▋         | 234/3515 [01:45<23:24,  2.34it/s]
overall:  94%|█████████▍| 3750/4000 [37:27<01:52,  2.23it/s]

train:   7%|▋         | 235/3515 [01:46<24:30,  2.23it/s]
overall:  94%|█████████▍| 3751/4000 [37:27<01:37,  2.54it/s]

train:   7%|▋         | 236/3515 [01:46<21:29,  2.54it/s]
overall:  94%|█████████▍| 3752/4000 [37:27<01:43,  2.41it/s]

train:   7%|▋         | 237/3515 [01:47<22:41,  2.41it/s]
overall:  94%|█████████▍| 3753/4000 [37:28<01:44,  2.37it/s]

train:   7%|▋         | 238/3515 [01:47<23:01,  2.37it/s]
overall:  94%|█████████▍| 3754/4000 [37:28<01:46,  2.30it/s]

train:   7%|▋         | 239/3515 [01:48<23:43,  2.30it/s]
overall:  94%|█████████▍| 3755/4000 [37:29<01:50,  2.22it/s]

train:   7%|▋         | 240/3515 [01:48<24:33,  2.22it/s]
overall:  94%|█████████▍| 3756/4000 [37:29<02:01,  2.00it/s]

train:   7%|▋         | 241/3515 [01:49<27:15,  2.00it/s]
overall:  94%|█████████▍| 3757/4000 [37:30<02:02,  1.99it/s]

train:   7%|▋         | 242/3515 [01:49<27:26,  1.99it/s]
overall:  94%|█████████▍| 3758/4000 [37:30<02:00,  2.01it/s]

train:   7%|▋         | 243/3515 [01:50<27:03,  2.01it/s]
overall:  94%|█████████▍| 3759/4000 [37:31<01:59,  2.01it/s]

train:   7%|▋         | 244/3515 [01:50<27:05,  2.01it/s]
overall:  94%|█████████▍| 3760/4000 [37:31<01:58,  2.02it/s]

train:   7%|▋         | 245/3515 [01:51<26:58,  2.02it/s]
overall:  94%|█████████▍| 3761/4000 [37:31<01:31,  2.61it/s]

train:   7%|▋         | 246/3515 [01:51<20:50,  2.61it/s]
overall:  94%|█████████▍| 3762/4000 [37:32<01:40,  2.36it/s]

train:   7%|▋         | 247/3515 [01:51<23:03,  2.36it/s]
overall:  94%|█████████▍| 3763/4000 [37:32<01:22,  2.86it/s]

train:   7%|▋         | 248/3515 [01:52<19:00,  2.86it/s]
overall:  94%|█████████▍| 3764/4000 [37:32<01:06,  3.55it/s]

train:   7%|▋         | 249/3515 [01:52<15:19,  3.55it/s]
overall:  94%|█████████▍| 3765/4000 [37:33<01:20,  2.91it/s]

train:   7%|▋         | 250/3515 [01:52<18:40,  2.91it/s]
overall:  94%|█████████▍| 3766/4000 [37:33<01:28,  2.63it/s]

train:   7%|▋         | 251/3515 [01:53<20:39,  2.63it/s]
overall:  94%|█████████▍| 3767/4000 [37:34<01:35,  2.43it/s]

train:   7%|▋         | 252/3515 [01:53<22:21,  2.43it/s]
overall:  94%|█████████▍| 3768/4000 [37:34<01:50,  2.10it/s]

train:   7%|▋         | 253/3515 [01:54<25:54,  2.10it/s]
overall:  94%|█████████▍| 3769/4000 [37:35<01:47,  2.16it/s]

train:   7%|▋         | 254/3515 [01:54<25:12,  2.16it/s]
overall:  94%|█████████▍| 3770/4000 [37:35<01:46,  2.15it/s]

train:   7%|▋         | 255/3515 [01:55<25:16,  2.15it/s]
overall:  94%|█████████▍| 3771/4000 [37:36<01:47,  2.12it/s]

train:   7%|▋         | 256/3515 [01:55<25:35,  2.12it/s]
overall:  94%|█████████▍| 3772/4000 [37:36<01:43,  2.21it/s]

train:   7%|▋         | 257/3515 [01:56<24:35,  2.21it/s]
overall:  94%|█████████▍| 3773/4000 [37:37<01:46,  2.14it/s]

train:   7%|▋         | 258/3515 [01:56<25:22,  2.14it/s]
overall:  94%|█████████▍| 3774/4000 [37:37<01:47,  2.10it/s]

train:   7%|▋         | 259/3515 [01:57<25:48,  2.10it/s]
overall:  94%|█████████▍| 3775/4000 [37:38<01:49,  2.06it/s]

train:   7%|▋         | 260/3515 [01:57<26:21,  2.06it/s]
overall:  94%|█████████▍| 3776/4000 [37:38<01:48,  2.06it/s]

train:   7%|▋         | 261/3515 [01:57<26:20,  2.06it/s]
overall:  94%|█████████▍| 3777/4000 [37:39<01:48,  2.06it/s]

train:   7%|▋         | 262/3515 [01:58<26:22,  2.06it/s]
overall:  94%|█████████▍| 3778/4000 [37:39<01:49,  2.02it/s]

train:   7%|▋         | 263/3515 [01:58<26:47,  2.02it/s]
overall:  94%|█████████▍| 3779/4000 [37:40<01:50,  2.01it/s]

train:   8%|▊         | 264/3515 [01:59<27:00,  2.01it/s]
overall:  94%|█████████▍| 3780/4000 [37:40<01:54,  1.92it/s]

train:   8%|▊         | 265/3515 [02:00<28:09,  1.92it/s]
overall:  95%|█████████▍| 3781/4000 [37:41<01:47,  2.03it/s]

train:   8%|▊         | 266/3515 [02:00<26:38,  2.03it/s]
overall:  95%|█████████▍| 3782/4000 [37:41<01:40,  2.16it/s]

train:   8%|▊         | 267/3515 [02:00<25:00,  2.16it/s]
overall:  95%|█████████▍| 3783/4000 [37:41<01:41,  2.15it/s]

train:   8%|▊         | 268/3515 [02:01<25:11,  2.15it/s]
overall:  95%|█████████▍| 3784/4000 [37:42<01:21,  2.67it/s]

train:   8%|▊         | 269/3515 [02:01<20:17,  2.67it/s]
overall:  95%|█████████▍| 3785/4000 [37:42<01:25,  2.52it/s]

train:   8%|▊         | 270/3515 [02:01<21:26,  2.52it/s]
overall:  95%|█████████▍| 3786/4000 [37:43<01:29,  2.38it/s]

train:   8%|▊         | 271/3515 [02:02<22:42,  2.38it/s]
overall:  95%|█████████▍| 3787/4000 [37:43<01:35,  2.24it/s]

train:   8%|▊         | 272/3515 [02:02<24:06,  2.24it/s]
overall:  95%|█████████▍| 3788/4000 [37:43<01:17,  2.74it/s]

train:   8%|▊         | 273/3515 [02:03<19:43,  2.74it/s]
overall:  95%|█████████▍| 3789/4000 [37:44<01:24,  2.51it/s]

train:   8%|▊         | 274/3515 [02:03<21:32,  2.51it/s]
overall:  95%|█████████▍| 3790/4000 [37:44<01:25,  2.44it/s]

train:   8%|▊         | 275/3515 [02:04<22:06,  2.44it/s]
overall:  95%|█████████▍| 3791/4000 [37:45<01:29,  2.34it/s]

train:   8%|▊         | 276/3515 [02:04<23:01,  2.34it/s]
overall:  95%|█████████▍| 3792/4000 [37:45<01:41,  2.06it/s]

train:   8%|▊         | 277/3515 [02:05<26:14,  2.06it/s]
overall:  95%|█████████▍| 3793/4000 [37:46<01:33,  2.21it/s]

train:   8%|▊         | 278/3515 [02:05<24:26,  2.21it/s]
overall:  95%|█████████▍| 3794/4000 [37:46<01:36,  2.12it/s]

train:   8%|▊         | 279/3515 [02:06<25:23,  2.12it/s]
overall:  95%|█████████▍| 3795/4000 [37:47<01:38,  2.08it/s]

train:   8%|▊         | 280/3515 [02:06<25:58,  2.08it/s]
overall:  95%|█████████▍| 3796/4000 [37:47<01:39,  2.06it/s]

train:   8%|▊         | 281/3515 [02:07<26:13,  2.06it/s]
overall:  95%|█████████▍| 3797/4000 [37:48<01:37,  2.08it/s]

train:   8%|▊         | 282/3515 [02:07<25:54,  2.08it/s]
overall:  95%|█████████▍| 3798/4000 [37:48<01:23,  2.42it/s]

train:   8%|▊         | 283/3515 [02:07<22:13,  2.42it/s]
overall:  95%|█████████▍| 3799/4000 [37:48<01:29,  2.24it/s]

train:   8%|▊         | 284/3515 [02:08<24:02,  2.24it/s]
overall:  95%|█████████▌| 3800/4000 [37:49<01:30,  2.20it/s]

train:   8%|▊         | 285/3515 [02:08<24:26,  2.20it/s]
overall:  95%|█████████▌| 3801/4000 [37:49<01:32,  2.15it/s]

train:   8%|▊         | 286/3515 [02:09<25:02,  2.15it/s]
overall:  95%|█████████▌| 3802/4000 [37:50<01:19,  2.48it/s]

train:   8%|▊         | 287/3515 [02:09<21:42,  2.48it/s]
overall:  95%|█████████▌| 3803/4000 [37:50<01:24,  2.33it/s]

train:   8%|▊         | 288/3515 [02:09<23:02,  2.33it/s]
overall:  95%|█████████▌| 3804/4000 [37:51<01:35,  2.06it/s]

train:   8%|▊         | 289/3515 [02:10<26:05,  2.06it/s]
overall:  95%|█████████▌| 3805/4000 [37:51<01:28,  2.21it/s]

train:   8%|▊         | 290/3515 [02:10<24:21,  2.21it/s]
overall:  95%|█████████▌| 3806/4000 [37:52<01:30,  2.14it/s]

train:   8%|▊         | 291/3515 [02:11<25:06,  2.14it/s]
overall:  95%|█████████▌| 3807/4000 [37:52<01:29,  2.15it/s]

train:   8%|▊         | 292/3515 [02:11<25:02,  2.15it/s]
overall:  95%|█████████▌| 3808/4000 [37:53<01:30,  2.12it/s]

train:   8%|▊         | 293/3515 [02:12<25:22,  2.12it/s]
overall:  95%|█████████▌| 3809/4000 [37:53<01:32,  2.07it/s]

train:   8%|▊         | 294/3515 [02:12<25:55,  2.07it/s]
overall:  95%|█████████▌| 3810/4000 [37:54<01:32,  2.05it/s]

train:   8%|▊         | 295/3515 [02:13<26:09,  2.05it/s]
overall:  95%|█████████▌| 3811/4000 [37:54<01:34,  2.00it/s]

train:   8%|▊         | 296/3515 [02:13<26:49,  2.00it/s]
overall:  95%|█████████▌| 3812/4000 [37:55<01:31,  2.04it/s]

train:   8%|▊         | 297/3515 [02:14<26:14,  2.04it/s]
overall:  95%|█████████▌| 3813/4000 [37:55<01:13,  2.53it/s]

train:   8%|▊         | 298/3515 [02:14<21:11,  2.53it/s]
overall:  95%|█████████▌| 3814/4000 [37:55<01:18,  2.38it/s]

train:   9%|▊         | 299/3515 [02:15<22:32,  2.38it/s]
overall:  95%|█████████▌| 3815/4000 [37:55<01:08,  2.68it/s]

train:   9%|▊         | 300/3515 [02:15<19:57,  2.68it/s]
overall:  95%|█████████▌| 3816/4000 [37:56<01:16,  2.41it/s]

train:   9%|▊         | 301/3515 [02:15<22:15,  2.41it/s]
overall:  95%|█████████▌| 3817/4000 [37:56<01:19,  2.29it/s]

train:   9%|▊         | 302/3515 [02:16<23:21,  2.29it/s]
overall:  95%|█████████▌| 3818/4000 [37:57<01:10,  2.59it/s]

train:   9%|▊         | 303/3515 [02:16<20:41,  2.59it/s]
overall:  95%|█████████▌| 3819/4000 [37:57<01:16,  2.37it/s]

train:   9%|▊         | 304/3515 [02:17<22:33,  2.37it/s]
overall:  96%|█████████▌| 3820/4000 [37:58<01:18,  2.28it/s]

train:   9%|▊         | 305/3515 [02:17<23:26,  2.28it/s]
overall:  96%|█████████▌| 3821/4000 [37:58<01:21,  2.19it/s]

train:   9%|▊         | 306/3515 [02:18<24:25,  2.19it/s]
overall:  96%|█████████▌| 3822/4000 [37:59<01:22,  2.16it/s]

train:   9%|▊         | 307/3515 [02:18<24:42,  2.16it/s]
overall:  96%|█████████▌| 3823/4000 [37:59<01:05,  2.70it/s]

train:   9%|▉         | 308/3515 [02:18<19:49,  2.70it/s]
overall:  96%|█████████▌| 3824/4000 [37:59<01:09,  2.53it/s]

train:   9%|▉         | 309/3515 [02:19<21:07,  2.53it/s]
overall:  96%|█████████▌| 3825/4000 [38:00<01:13,  2.40it/s]

train:   9%|▉         | 310/3515 [02:19<22:17,  2.40it/s]
overall:  96%|█████████▌| 3826/4000 [38:00<01:16,  2.28it/s]

train:   9%|▉         | 311/3515 [02:20<23:27,  2.28it/s]
overall:  96%|█████████▌| 3827/4000 [38:01<01:19,  2.18it/s]

train:   9%|▉         | 312/3515 [02:20<24:30,  2.18it/s]
overall:  96%|█████████▌| 3828/4000 [38:01<01:27,  1.97it/s]

train:   9%|▉         | 313/3515 [02:21<27:07,  1.97it/s]
overall:  96%|█████████▌| 3829/4000 [38:02<01:25,  1.99it/s]

train:   9%|▉         | 314/3515 [02:21<26:45,  1.99it/s]
overall:  96%|█████████▌| 3830/4000 [38:02<01:21,  2.08it/s]

train:   9%|▉         | 315/3515 [02:22<25:42,  2.08it/s]
overall:  96%|█████████▌| 3831/4000 [38:03<01:16,  2.22it/s]

train:   9%|▉         | 316/3515 [02:22<23:59,  2.22it/s]
overall:  96%|█████████▌| 3832/4000 [38:03<01:17,  2.16it/s]

train:   9%|▉         | 317/3515 [02:23<24:38,  2.16it/s]
overall:  96%|█████████▌| 3833/4000 [38:04<01:19,  2.10it/s]

train:   9%|▉         | 318/3515 [02:23<25:21,  2.10it/s]
overall:  96%|█████████▌| 3834/4000 [38:04<01:17,  2.15it/s]

train:   9%|▉         | 319/3515 [02:24<24:46,  2.15it/s]
overall:  96%|█████████▌| 3835/4000 [38:05<01:18,  2.09it/s]

train:   9%|▉         | 320/3515 [02:24<25:26,  2.09it/s]
overall:  96%|█████████▌| 3836/4000 [38:05<01:19,  2.07it/s]

train:   9%|▉         | 321/3515 [02:25<25:46,  2.07it/s]
overall:  96%|█████████▌| 3837/4000 [38:06<01:17,  2.09it/s]

train:   9%|▉         | 322/3515 [02:25<25:26,  2.09it/s]
overall:  96%|█████████▌| 3838/4000 [38:06<01:17,  2.10it/s]

train:   9%|▉         | 323/3515 [02:25<25:19,  2.10it/s]
overall:  96%|█████████▌| 3839/4000 [38:06<01:14,  2.16it/s]

train:   9%|▉         | 324/3515 [02:26<24:39,  2.16it/s]
overall:  96%|█████████▌| 3840/4000 [38:07<01:20,  1.99it/s]

train:   9%|▉         | 325/3515 [02:26<26:42,  1.99it/s]
overall:  96%|█████████▌| 3841/4000 [38:08<01:17,  2.04it/s]

train:   9%|▉         | 326/3515 [02:27<26:00,  2.04it/s]
overall:  96%|█████████▌| 3842/4000 [38:08<01:16,  2.07it/s]

train:   9%|▉         | 327/3515 [02:27<25:40,  2.07it/s]
overall:  96%|█████████▌| 3843/4000 [38:08<01:16,  2.06it/s]

train:   9%|▉         | 328/3515 [02:28<25:47,  2.06it/s]
overall:  96%|█████████▌| 3844/4000 [38:09<01:16,  2.04it/s]

train:   9%|▉         | 329/3515 [02:28<26:03,  2.04it/s]
overall:  96%|█████████▌| 3845/4000 [38:09<01:15,  2.06it/s]

train:   9%|▉         | 330/3515 [02:29<25:44,  2.06it/s]
overall:  96%|█████████▌| 3846/4000 [38:10<01:13,  2.09it/s]

train:   9%|▉         | 331/3515 [02:29<25:25,  2.09it/s]
overall:  96%|█████████▌| 3847/4000 [38:10<01:15,  2.04it/s]

train:   9%|▉         | 332/3515 [02:30<26:02,  2.04it/s]
overall:  96%|█████████▌| 3848/4000 [38:11<01:14,  2.04it/s]

train:   9%|▉         | 333/3515 [02:30<26:03,  2.04it/s]
overall:  96%|█████████▌| 3849/4000 [38:11<00:57,  2.63it/s]

train:  10%|▉         | 334/3515 [02:30<20:10,  2.63it/s]
overall:  96%|█████████▋| 3850/4000 [38:12<01:01,  2.42it/s]

train:  10%|▉         | 335/3515 [02:31<21:52,  2.42it/s]
overall:  96%|█████████▋| 3851/4000 [38:12<00:48,  3.08it/s]

train:  10%|▉         | 336/3515 [02:31<17:10,  3.08it/s]
overall:  96%|█████████▋| 3852/4000 [38:12<01:01,  2.39it/s]

train:  10%|▉         | 337/3515 [02:32<22:10,  2.39it/s]
overall:  96%|█████████▋| 3853/4000 [38:13<01:04,  2.28it/s]

train:  10%|▉         | 338/3515 [02:32<23:13,  2.28it/s]
overall:  96%|█████████▋| 3854/4000 [38:13<01:05,  2.21it/s]

train:  10%|▉         | 339/3515 [02:33<23:55,  2.21it/s]
overall:  96%|█████████▋| 3855/4000 [38:14<01:08,  2.13it/s]

train:  10%|▉         | 340/3515 [02:33<24:51,  2.13it/s]
overall:  96%|█████████▋| 3856/4000 [38:14<01:09,  2.09it/s]

train:  10%|▉         | 341/3515 [02:34<25:21,  2.09it/s]
overall:  96%|█████████▋| 3857/4000 [38:15<01:06,  2.14it/s]

train:  10%|▉         | 342/3515 [02:34<24:41,  2.14it/s]
overall:  96%|█████████▋| 3858/4000 [38:15<01:07,  2.09it/s]

train:  10%|▉         | 343/3515 [02:35<25:15,  2.09it/s]
overall:  96%|█████████▋| 3859/4000 [38:16<01:08,  2.07it/s]

train:  10%|▉         | 344/3515 [02:35<25:30,  2.07it/s]
overall:  96%|█████████▋| 3860/4000 [38:16<01:08,  2.05it/s]

train:  10%|▉         | 345/3515 [02:36<25:52,  2.04it/s]
overall:  97%|█████████▋| 3861/4000 [38:17<01:08,  2.04it/s]

train:  10%|▉         | 346/3515 [02:36<25:56,  2.04it/s]
overall:  97%|█████████▋| 3862/4000 [38:17<01:07,  2.05it/s]

train:  10%|▉         | 347/3515 [02:37<25:41,  2.05it/s]
overall:  97%|█████████▋| 3863/4000 [38:18<01:01,  2.22it/s]

train:  10%|▉         | 348/3515 [02:37<23:43,  2.22it/s]
overall:  97%|█████████▋| 3864/4000 [38:18<01:00,  2.26it/s]

train:  10%|▉         | 349/3515 [02:37<23:22,  2.26it/s]
overall:  97%|█████████▋| 3865/4000 [38:18<01:01,  2.20it/s]

train:  10%|▉         | 350/3515 [02:38<23:56,  2.20it/s]
overall:  97%|█████████▋| 3866/4000 [38:19<01:01,  2.19it/s]

train:  10%|▉         | 351/3515 [02:38<24:06,  2.19it/s]
overall:  97%|█████████▋| 3867/4000 [38:19<01:02,  2.12it/s]

train:  10%|█         | 352/3515 [02:39<24:54,  2.12it/s]
overall:  97%|█████████▋| 3868/4000 [38:20<01:03,  2.08it/s]

train:  10%|█         | 353/3515 [02:39<25:17,  2.08it/s]
overall:  97%|█████████▋| 3869/4000 [38:20<01:02,  2.09it/s]

train:  10%|█         | 354/3515 [02:40<25:09,  2.09it/s]
overall:  97%|█████████▋| 3870/4000 [38:21<01:00,  2.15it/s]

train:  10%|█         | 355/3515 [02:40<24:31,  2.15it/s]
overall:  97%|█████████▋| 3871/4000 [38:21<00:52,  2.47it/s]

train:  10%|█         | 356/3515 [02:41<21:20,  2.47it/s]
overall:  97%|█████████▋| 3872/4000 [38:22<00:55,  2.31it/s]

train:  10%|█         | 357/3515 [02:41<22:46,  2.31it/s]
overall:  97%|█████████▋| 3873/4000 [38:22<00:57,  2.22it/s]

train:  10%|█         | 358/3515 [02:42<23:45,  2.22it/s]
overall:  97%|█████████▋| 3874/4000 [38:23<00:58,  2.15it/s]

train:  10%|█         | 359/3515 [02:42<24:28,  2.15it/s]
overall:  97%|█████████▋| 3875/4000 [38:23<00:59,  2.09it/s]

train:  10%|█         | 360/3515 [02:43<25:12,  2.09it/s]
overall:  97%|█████████▋| 3876/4000 [38:24<01:05,  1.91it/s]

train:  10%|█         | 361/3515 [02:43<27:34,  1.91it/s]
overall:  97%|█████████▋| 3877/4000 [38:24<01:03,  1.93it/s]

train:  10%|█         | 362/3515 [02:44<27:11,  1.93it/s]
overall:  97%|█████████▋| 3878/4000 [38:25<01:02,  1.95it/s]

train:  10%|█         | 363/3515 [02:44<26:58,  1.95it/s]
overall:  97%|█████████▋| 3879/4000 [38:25<00:57,  2.10it/s]

train:  10%|█         | 364/3515 [02:45<24:58,  2.10it/s]
overall:  97%|█████████▋| 3880/4000 [38:26<00:57,  2.09it/s]

train:  10%|█         | 365/3515 [02:45<25:09,  2.09it/s]
overall:  97%|█████████▋| 3881/4000 [38:26<00:57,  2.08it/s]

train:  10%|█         | 366/3515 [02:46<25:14,  2.08it/s]
overall:  97%|█████████▋| 3882/4000 [38:27<00:57,  2.04it/s]

train:  10%|█         | 367/3515 [02:46<25:41,  2.04it/s]
overall:  97%|█████████▋| 3883/4000 [38:27<00:57,  2.05it/s]

train:  10%|█         | 368/3515 [02:47<25:37,  2.05it/s]
overall:  97%|█████████▋| 3884/4000 [38:28<00:56,  2.05it/s]

train:  10%|█         | 369/3515 [02:47<25:37,  2.05it/s]
overall:  97%|█████████▋| 3885/4000 [38:28<00:55,  2.07it/s]

train:  11%|█         | 370/3515 [02:47<25:16,  2.07it/s]
overall:  97%|█████████▋| 3886/4000 [38:29<00:55,  2.05it/s]

train:  11%|█         | 371/3515 [02:48<25:33,  2.05it/s]
overall:  97%|█████████▋| 3887/4000 [38:29<00:54,  2.06it/s]

train:  11%|█         | 372/3515 [02:48<25:22,  2.06it/s]
overall:  97%|█████████▋| 3888/4000 [38:29<00:53,  2.10it/s]

train:  11%|█         | 373/3515 [02:49<24:58,  2.10it/s]
overall:  97%|█████████▋| 3889/4000 [38:30<00:53,  2.06it/s]

train:  11%|█         | 374/3515 [02:49<25:23,  2.06it/s]
overall:  97%|█████████▋| 3890/4000 [38:30<00:53,  2.06it/s]

train:  11%|█         | 375/3515 [02:50<25:25,  2.06it/s]
overall:  97%|█████████▋| 3891/4000 [38:31<00:53,  2.04it/s]

train:  11%|█         | 376/3515 [02:50<25:35,  2.04it/s]
overall:  97%|█████████▋| 3892/4000 [38:31<00:53,  2.02it/s]

train:  11%|█         | 377/3515 [02:51<25:51,  2.02it/s]
overall:  97%|█████████▋| 3893/4000 [38:32<00:50,  2.13it/s]

train:  11%|█         | 378/3515 [02:51<24:31,  2.13it/s]
overall:  97%|█████████▋| 3894/4000 [38:32<00:50,  2.09it/s]

train:  11%|█         | 379/3515 [02:52<25:00,  2.09it/s]
overall:  97%|█████████▋| 3895/4000 [38:33<00:50,  2.07it/s]

train:  11%|█         | 380/3515 [02:52<25:13,  2.07it/s]
overall:  97%|█████████▋| 3896/4000 [38:33<00:50,  2.06it/s]

train:  11%|█         | 381/3515 [02:53<25:20,  2.06it/s]
overall:  97%|█████████▋| 3897/4000 [38:34<00:48,  2.12it/s]

train:  11%|█         | 382/3515 [02:53<24:34,  2.12it/s]
overall:  97%|█████████▋| 3898/4000 [38:34<00:48,  2.10it/s]

train:  11%|█         | 383/3515 [02:54<24:50,  2.10it/s]
overall:  97%|█████████▋| 3899/4000 [38:35<00:48,  2.09it/s]

train:  11%|█         | 384/3515 [02:54<24:54,  2.09it/s]
overall:  98%|█████████▊| 3900/4000 [38:35<00:52,  1.92it/s]

train:  11%|█         | 385/3515 [02:55<27:11,  1.92it/s]
overall:  98%|█████████▊| 3901/4000 [38:36<00:51,  1.94it/s]

train:  11%|█         | 386/3515 [02:55<26:53,  1.94it/s]
overall:  98%|█████████▊| 3902/4000 [38:36<00:48,  2.02it/s]

train:  11%|█         | 387/3515 [02:56<25:49,  2.02it/s]
overall:  98%|█████████▊| 3903/4000 [38:36<00:37,  2.61it/s]

train:  11%|█         | 388/3515 [02:56<19:57,  2.61it/s]
overall:  98%|█████████▊| 3904/4000 [38:37<00:39,  2.42it/s]

train:  11%|█         | 389/3515 [02:56<21:33,  2.42it/s]
overall:  98%|█████████▊| 3905/4000 [38:37<00:39,  2.40it/s]

train:  11%|█         | 390/3515 [02:57<21:43,  2.40it/s]
overall:  98%|█████████▊| 3906/4000 [38:38<00:40,  2.35it/s]

train:  11%|█         | 391/3515 [02:57<22:10,  2.35it/s]
overall:  98%|█████████▊| 3907/4000 [38:38<00:42,  2.19it/s]

train:  11%|█         | 392/3515 [02:58<23:48,  2.19it/s]
overall:  98%|█████████▊| 3908/4000 [38:39<00:43,  2.11it/s]

train:  11%|█         | 393/3515 [02:58<24:40,  2.11it/s]
overall:  98%|█████████▊| 3910/4000 [38:39<00:35,  2.54it/s]

train:  11%|█         | 395/3515 [02:59<20:26,  2.54it/s]
overall:  98%|█████████▊| 3911/4000 [38:40<00:37,  2.38it/s]

train:  11%|█▏        | 396/3515 [02:59<21:49,  2.38it/s]
overall:  98%|█████████▊| 3912/4000 [38:41<00:42,  2.08it/s]

train:  11%|█▏        | 397/3515 [03:00<24:58,  2.08it/s]
overall:  98%|█████████▊| 3913/4000 [38:41<00:42,  2.07it/s]

train:  11%|█▏        | 398/3515 [03:01<25:05,  2.07it/s]
overall:  98%|█████████▊| 3914/4000 [38:42<00:42,  2.04it/s]

train:  11%|█▏        | 399/3515 [03:01<25:28,  2.04it/s]
overall:  98%|█████████▊| 3915/4000 [38:42<00:37,  2.28it/s]

train:  11%|█▏        | 400/3515 [03:01<22:43,  2.28it/s]
overall:  98%|█████████▊| 3916/4000 [38:42<00:37,  2.24it/s]

train:  11%|█▏        | 401/3515 [03:02<23:11,  2.24it/s]
overall:  98%|█████████▊| 3917/4000 [38:43<00:38,  2.16it/s]

train:  11%|█▏        | 402/3515 [03:02<24:02,  2.16it/s]
overall:  98%|█████████▊| 3918/4000 [38:43<00:30,  2.70it/s]

train:  11%|█▏        | 403/3515 [03:02<19:11,  2.70it/s]
overall:  98%|█████████▊| 3919/4000 [38:44<00:33,  2.45it/s]

train:  11%|█▏        | 404/3515 [03:03<21:11,  2.45it/s]
overall:  98%|█████████▊| 3920/4000 [38:44<00:34,  2.32it/s]

train:  12%|█▏        | 405/3515 [03:03<22:21,  2.32it/s]
overall:  98%|█████████▊| 3921/4000 [38:44<00:34,  2.32it/s]

train:  12%|█▏        | 406/3515 [03:04<22:22,  2.32it/s]
overall:  98%|█████████▊| 3922/4000 [38:45<00:35,  2.22it/s]

train:  12%|█▏        | 407/3515 [03:04<23:17,  2.22it/s]
overall:  98%|█████████▊| 3923/4000 [38:45<00:35,  2.18it/s]

train:  12%|█▏        | 408/3515 [03:05<23:46,  2.18it/s]
overall:  98%|█████████▊| 3924/4000 [38:46<00:39,  1.94it/s]

train:  12%|█▏        | 409/3515 [03:06<26:37,  1.94it/s]
overall:  98%|█████████▊| 3925/4000 [38:47<00:38,  1.94it/s]

train:  12%|█▏        | 410/3515 [03:06<26:36,  1.94it/s]
overall:  98%|█████████▊| 3926/4000 [38:47<00:37,  1.95it/s]

train:  12%|█▏        | 411/3515 [03:07<26:31,  1.95it/s]
overall:  98%|█████████▊| 3927/4000 [38:48<00:36,  2.00it/s]

train:  12%|█▏        | 412/3515 [03:07<25:51,  2.00it/s]
overall:  98%|█████████▊| 3928/4000 [38:48<00:34,  2.09it/s]

train:  12%|█▏        | 413/3515 [03:07<24:45,  2.09it/s]
overall:  98%|█████████▊| 3929/4000 [38:49<00:34,  2.06it/s]

train:  12%|█▏        | 414/3515 [03:08<25:07,  2.06it/s]
overall:  98%|█████████▊| 3930/4000 [38:49<00:33,  2.08it/s]

train:  12%|█▏        | 415/3515 [03:08<24:52,  2.08it/s]
overall:  98%|█████████▊| 3931/4000 [38:50<00:33,  2.03it/s]

train:  12%|█▏        | 416/3515 [03:09<25:26,  2.03it/s]
overall:  98%|█████████▊| 3932/4000 [38:50<00:33,  2.02it/s]

train:  12%|█▏        | 417/3515 [03:09<25:30,  2.02it/s]
overall:  98%|█████████▊| 3933/4000 [38:50<00:32,  2.06it/s]

train:  12%|█▏        | 418/3515 [03:10<25:05,  2.06it/s]
overall:  98%|█████████▊| 3934/4000 [38:51<00:31,  2.07it/s]

train:  12%|█▏        | 419/3515 [03:10<24:52,  2.07it/s]
overall:  98%|█████████▊| 3935/4000 [38:51<00:31,  2.07it/s]

train:  12%|█▏        | 420/3515 [03:11<24:53,  2.07it/s]
overall:  98%|█████████▊| 3936/4000 [38:52<00:34,  1.86it/s]

train:  12%|█▏        | 421/3515 [03:12<27:47,  1.86it/s]
overall:  98%|█████████▊| 3937/4000 [38:53<00:32,  1.94it/s]

train:  12%|█▏        | 422/3515 [03:12<26:37,  1.94it/s]
overall:  98%|█████████▊| 3938/4000 [38:53<00:31,  1.96it/s]

train:  12%|█▏        | 423/3515 [03:12<26:15,  1.96it/s]
overall:  98%|█████████▊| 3939/4000 [38:54<00:30,  2.00it/s]

train:  12%|█▏        | 424/3515 [03:13<25:42,  2.00it/s]
overall:  98%|█████████▊| 3940/4000 [38:54<00:29,  2.02it/s]

train:  12%|█▏        | 425/3515 [03:13<25:30,  2.02it/s]
overall:  99%|█████████▊| 3941/4000 [38:54<00:28,  2.04it/s]

train:  12%|█▏        | 426/3515 [03:14<25:11,  2.04it/s]
overall:  99%|█████████▊| 3942/4000 [38:55<00:28,  2.04it/s]

train:  12%|█▏        | 427/3515 [03:14<25:10,  2.04it/s]
overall:  99%|█████████▊| 3943/4000 [38:55<00:27,  2.04it/s]

train:  12%|█▏        | 428/3515 [03:15<25:14,  2.04it/s]
overall:  99%|█████████▊| 3944/4000 [38:56<00:27,  2.06it/s]

train:  12%|█▏        | 429/3515 [03:15<24:57,  2.06it/s]
overall:  99%|█████████▊| 3945/4000 [38:56<00:26,  2.07it/s]

train:  12%|█▏        | 430/3515 [03:16<24:53,  2.07it/s]
overall:  99%|█████████▊| 3946/4000 [38:57<00:24,  2.17it/s]

train:  12%|█▏        | 431/3515 [03:16<23:41,  2.17it/s]
overall:  99%|█████████▊| 3947/4000 [38:57<00:20,  2.54it/s]

train:  12%|█▏        | 432/3515 [03:16<20:15,  2.54it/s]
overall:  99%|█████████▊| 3948/4000 [38:58<00:24,  2.16it/s]

train:  12%|█▏        | 433/3515 [03:17<23:49,  2.16it/s]
overall:  99%|█████████▊| 3949/4000 [38:58<00:24,  2.12it/s]

train:  12%|█▏        | 434/3515 [03:18<24:13,  2.12it/s]
overall:  99%|█████████▉| 3950/4000 [38:59<00:23,  2.11it/s]

train:  12%|█▏        | 435/3515 [03:18<24:22,  2.11it/s]
overall:  99%|█████████▉| 3951/4000 [38:59<00:23,  2.12it/s]

train:  12%|█▏        | 436/3515 [03:19<24:09,  2.12it/s]
overall:  99%|█████████▉| 3952/4000 [39:00<00:22,  2.13it/s]

train:  12%|█▏        | 437/3515 [03:19<24:05,  2.13it/s]
overall:  99%|█████████▉| 3953/4000 [39:00<00:22,  2.09it/s]

train:  12%|█▏        | 438/3515 [03:20<24:30,  2.09it/s]
overall:  99%|█████████▉| 3954/4000 [39:00<00:18,  2.47it/s]

train:  12%|█▏        | 439/3515 [03:20<20:43,  2.47it/s]
overall:  99%|█████████▉| 3955/4000 [39:01<00:18,  2.38it/s]

train:  13%|█▎        | 440/3515 [03:20<21:30,  2.38it/s]
overall:  99%|█████████▉| 3956/4000 [39:01<00:19,  2.24it/s]

train:  13%|█▎        | 441/3515 [03:21<22:51,  2.24it/s]
overall:  99%|█████████▉| 3957/4000 [39:02<00:19,  2.25it/s]

train:  13%|█▎        | 442/3515 [03:21<22:43,  2.25it/s]
overall:  99%|█████████▉| 3958/4000 [39:02<00:19,  2.20it/s]

train:  13%|█▎        | 443/3515 [03:22<23:13,  2.20it/s]
overall:  99%|█████████▉| 3959/4000 [39:03<00:19,  2.16it/s]

train:  13%|█▎        | 444/3515 [03:22<23:43,  2.16it/s]
overall:  99%|█████████▉| 3960/4000 [39:03<00:21,  1.89it/s]

train:  13%|█▎        | 445/3515 [03:23<27:03,  1.89it/s]
overall:  99%|█████████▉| 3961/4000 [39:04<00:20,  1.93it/s]

train:  13%|█▎        | 446/3515 [03:23<26:30,  1.93it/s]
overall:  99%|█████████▉| 3962/4000 [39:04<00:16,  2.33it/s]

train:  13%|█▎        | 447/3515 [03:24<21:58,  2.33it/s]
overall:  99%|█████████▉| 3963/4000 [39:05<00:16,  2.22it/s]

train:  13%|█▎        | 448/3515 [03:24<23:01,  2.22it/s]
overall:  99%|█████████▉| 3964/4000 [39:05<00:15,  2.37it/s]

train:  13%|█▎        | 449/3515 [03:24<21:31,  2.37it/s]
overall:  99%|█████████▉| 3965/4000 [39:05<00:14,  2.34it/s]

train:  13%|█▎        | 450/3515 [03:25<21:47,  2.34it/s]
overall:  99%|█████████▉| 3966/4000 [39:06<00:14,  2.32it/s]

train:  13%|█▎        | 451/3515 [03:25<22:01,  2.32it/s]
overall:  99%|█████████▉| 3967/4000 [39:06<00:14,  2.23it/s]

train:  13%|█▎        | 452/3515 [03:26<22:53,  2.23it/s]
overall:  99%|█████████▉| 3968/4000 [39:07<00:14,  2.17it/s]

train:  13%|█▎        | 453/3515 [03:26<23:32,  2.17it/s]
overall:  99%|█████████▉| 3969/4000 [39:07<00:14,  2.12it/s]

train:  13%|█▎        | 454/3515 [03:27<24:02,  2.12it/s]
overall:  99%|█████████▉| 3970/4000 [39:08<00:14,  2.11it/s]

train:  13%|█▎        | 455/3515 [03:27<24:13,  2.11it/s]
overall:  99%|█████████▉| 3971/4000 [39:08<00:14,  2.07it/s]

train:  13%|█▎        | 456/3515 [03:28<24:40,  2.07it/s]
overall:  99%|█████████▉| 3972/4000 [39:09<00:14,  1.89it/s]

train:  13%|█▎        | 457/3515 [03:28<27:01,  1.89it/s]
overall:  99%|█████████▉| 3973/4000 [39:09<00:12,  2.25it/s]

train:  13%|█▎        | 458/3515 [03:29<22:38,  2.25it/s]
overall:  99%|█████████▉| 3974/4000 [39:10<00:11,  2.19it/s]

train:  13%|█▎        | 459/3515 [03:29<23:12,  2.19it/s]
overall:  99%|█████████▉| 3975/4000 [39:10<00:11,  2.14it/s]

train:  13%|█▎        | 460/3515 [03:30<23:50,  2.14it/s]
overall:  99%|█████████▉| 3976/4000 [39:11<00:11,  2.12it/s]

train:  13%|█▎        | 461/3515 [03:30<24:03,  2.12it/s]
overall:  99%|█████████▉| 3977/4000 [39:11<00:09,  2.52it/s]

train:  13%|█▎        | 462/3515 [03:30<20:12,  2.52it/s]
overall:  99%|█████████▉| 3978/4000 [39:11<00:09,  2.36it/s]

train:  13%|█▎        | 463/3515 [03:31<21:35,  2.36it/s]
overall:  99%|█████████▉| 3979/4000 [39:12<00:09,  2.26it/s]

train:  13%|█▎        | 464/3515 [03:31<22:30,  2.26it/s]
overall: 100%|█████████▉| 3980/4000 [39:12<00:09,  2.18it/s]

train:  13%|█▎        | 465/3515 [03:32<23:20,  2.18it/s]
overall: 100%|█████████▉| 3981/4000 [39:13<00:08,  2.13it/s]

train:  13%|█▎        | 466/3515 [03:32<23:53,  2.13it/s]
overall: 100%|█████████▉| 3982/4000 [39:13<00:08,  2.20it/s]

train:  13%|█▎        | 467/3515 [03:33<23:07,  2.20it/s]
overall: 100%|█████████▉| 3983/4000 [39:14<00:07,  2.17it/s]

train:  13%|█▎        | 468/3515 [03:33<23:22,  2.17it/s]
overall: 100%|█████████▉| 3984/4000 [39:14<00:08,  1.95it/s]

train:  13%|█▎        | 469/3515 [03:34<26:05,  1.95it/s]
overall: 100%|█████████▉| 3985/4000 [39:15<00:07,  2.04it/s]

train:  13%|█▎        | 470/3515 [03:34<24:52,  2.04it/s]
overall: 100%|█████████▉| 3986/4000 [39:15<00:06,  2.04it/s]

train:  13%|█▎        | 471/3515 [03:35<24:52,  2.04it/s]
overall: 100%|█████████▉| 3987/4000 [39:16<00:05,  2.22it/s]

train:  13%|█▎        | 472/3515 [03:35<22:47,  2.22it/s]
overall: 100%|█████████▉| 3988/4000 [39:16<00:05,  2.16it/s]

train:  13%|█▎        | 473/3515 [03:36<23:30,  2.16it/s]
overall: 100%|█████████▉| 3989/4000 [39:17<00:05,  2.10it/s]

train:  13%|█▎        | 474/3515 [03:36<24:05,  2.10it/s]
overall: 100%|█████████▉| 3990/4000 [39:17<00:04,  2.06it/s]

train:  14%|█▎        | 475/3515 [03:37<24:33,  2.06it/s]
overall: 100%|█████████▉| 3991/4000 [39:18<00:04,  2.07it/s]

train:  14%|█▎        | 476/3515 [03:37<24:28,  2.07it/s]
overall: 100%|█████████▉| 3992/4000 [39:18<00:03,  2.57it/s]

train:  14%|█▎        | 477/3515 [03:37<19:42,  2.57it/s]
overall: 100%|█████████▉| 3993/4000 [39:18<00:02,  2.36it/s]

train:  14%|█▎        | 478/3515 [03:38<21:28,  2.36it/s]
overall: 100%|█████████▉| 3994/4000 [39:19<00:02,  2.48it/s]

train:  14%|█▎        | 479/3515 [03:38<20:26,  2.48it/s]
overall: 100%|█████████▉| 3995/4000 [39:19<00:01,  3.14it/s]

train:  14%|█▎        | 480/3515 [03:38<16:06,  3.14it/s]
overall: 100%|█████████▉| 3996/4000 [39:19<00:01,  2.37it/s]

train:  14%|█▎        | 481/3515 [03:39<21:18,  2.37it/s]
overall: 100%|█████████▉| 3997/4000 [39:20<00:01,  2.29it/s]

train:  14%|█▎        | 482/3515 [03:39<22:05,  2.29it/s]
overall: 100%|█████████▉| 3998/4000 [39:20<00:00,  2.19it/s]

train:  14%|█▎        | 483/3515 [03:40<23:06,  2.19it/s]
overall: 100%|█████████▉| 3999/4000 [39:21<00:00,  2.20it/s]

train:  14%|█▍        | 484/3515 [03:40<22:56,  2.20it/s]train loss: 1.8929497003555298
train per: 0.5576318674625411
train loss: 1.886098861694336
train per: 0.5586325383652194
train loss: 1.835886001586914
train per: 0.5497288903596976
train loss: 1.8925825357437134
train per: 0.5542080378250591
train loss: 1.8667453527450562
train per: 0.5572431980120192
train loss: 1.8855562210083008
train per: 0.5503374020045648
train loss: 1.849562406539917
train per: 0.5514170969592657
train loss: 1.8652219772338867
train per: 0.5561029149012201
train loss: 1.8569700717926025
train per: 0.5551508049724883
train loss: 1.869017243385315
train per: 0.5547782539108885
train loss: 1.8847324848175049
train per: 0.5574295307253846
train loss: 1.882293701171875
train per: 0.5590584560464078
train loss: 1.8381850719451904
train per: 0.5422054190296156
train loss: 1.8723853826522827
train per: 0.5516458273512752
train loss: 1.8998291492462158
train per: 0.5583009796107269
train loss: 1.8356399536132812
train per: 0.5477949577271689
train loss: 1.8610906600952148
train per: 0.5523373232845673
train loss: 1.8621485233306885
train per: 0.5511479773731996
train loss: 1.875501275062561
train per: 0.5534366211082055
train loss: 1.8410234451293945
train per: 0.5443392919733614
train loss: 1.8518884181976318
train per: 0.5525793650793651
train loss: 1.8502235412597656
train per: 0.5499669093315684
train loss: 1.8812744617462158
train per: 0.5548008865374991
train loss: 1.8488645553588867
train per: 0.5514734487453803
train loss: 1.849793791770935
train per: 0.5460444840739089
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  19%|█▊        | 503/2703 [00:00<00:00, 5028.65it/s]


word -> phonemes:  39%|███▉      | 1067/2703 [00:00<00:00, 5383.32it/s]


word -> phonemes:  59%|█████▉    | 1606/2703 [00:00<00:00, 4937.02it/s]


word -> phonemes:  80%|███████▉  | 2157/2703 [00:00<00:00, 5147.58it/s]


word -> phonemes:  99%|█████████▉| 2680/2703 [00:00<00:00, 5175.08it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5144.64it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<53:09,  1.18s/it]


dev:   0%|          | 2/2703 [00:01<24:47,  1.82it/s]


dev:   0%|          | 3/2703 [00:01<15:43,  2.86it/s]


dev:   0%|          | 5/2703 [00:01<09:24,  4.78it/s]


dev:   0%|          | 6/2703 [00:01<08:19,  5.40it/s]


dev:   0%|          | 7/2703 [00:01<07:13,  6.22it/s]


dev:   0%|          | 9/2703 [00:02<06:06,  7.34it/s]


dev:   0%|          | 11/2703 [00:02<05:26,  8.25it/s]


dev:   0%|          | 12/2703 [00:02<05:16,  8.52it/s]


dev:   0%|          | 13/2703 [00:02<05:05,  8.82it/s]


dev:   1%|          | 15/2703 [00:02<04:51,  9.22it/s]


dev:   1%|          | 17/2703 [00:02<04:28, 10.00it/s]


dev:   1%|          | 19/2703 [00:03<04:26, 10.08it/s]


dev:   1%|          | 21/2703 [00:03<04:15, 10.50it/s]


dev:   1%|          | 23/2703 [00:03<04:16, 10.44it/s]


dev:   1%|          | 25/2703 [00:03<04:15, 10.48it/s]


dev:   1%|          | 27/2703 [00:03<04:13, 10.55it/s]


dev:   1%|          | 29/2703 [00:03<04:15, 10.47it/s]


dev:   1%|          | 31/2703 [00:04<04:10, 10.67it/s]


dev:   1%|          | 33/2703 [00:04<04:06, 10.84it/s]


dev:   1%|▏         | 35/2703 [00:04<03:51, 11.53it/s]


dev:   1%|▏         | 37/2703 [00:04<03:47, 11.71it/s]


dev:   1%|▏         | 39/2703 [00:04<03:46, 11.75it/s]


dev:   2%|▏         | 41/2703 [00:04<03:34, 12.43it/s]


dev:   2%|▏         | 43/2703 [00:05<03:40, 12.07it/s]


dev:   2%|▏         | 45/2703 [00:05<03:36, 12.25it/s]


dev:   2%|▏         | 47/2703 [00:05<03:26, 12.88it/s]


dev:   2%|▏         | 49/2703 [00:05<03:32, 12.48it/s]


dev:   2%|▏         | 51/2703 [00:05<03:19, 13.31it/s]


dev:   2%|▏         | 53/2703 [00:05<03:28, 12.70it/s]


dev:   2%|▏         | 55/2703 [00:06<03:26, 12.84it/s]


dev:   2%|▏         | 57/2703 [00:06<03:13, 13.70it/s]


dev:   2%|▏         | 59/2703 [00:06<03:20, 13.16it/s]


dev:   2%|▏         | 61/2703 [00:06<03:15, 13.49it/s]


dev:   2%|▏         | 63/2703 [00:06<03:05, 14.23it/s]


dev:   2%|▏         | 65/2703 [00:06<03:07, 14.06it/s]


dev:   2%|▏         | 67/2703 [00:06<03:23, 12.95it/s]


dev:   3%|▎         | 69/2703 [00:07<03:10, 13.84it/s]


dev:   3%|▎         | 71/2703 [00:07<03:14, 13.54it/s]


dev:   3%|▎         | 73/2703 [00:07<03:15, 13.44it/s]


dev:   3%|▎         | 75/2703 [00:07<03:07, 14.00it/s]


dev:   3%|▎         | 77/2703 [00:07<03:07, 14.00it/s]


dev:   3%|▎         | 79/2703 [00:07<03:02, 14.35it/s]


dev:   3%|▎         | 81/2703 [00:07<03:01, 14.47it/s]


dev:   3%|▎         | 83/2703 [00:08<03:04, 14.18it/s]


dev:   3%|▎         | 85/2703 [00:08<03:06, 14.05it/s]


dev:   3%|▎         | 87/2703 [00:08<03:03, 14.24it/s]


dev:   3%|▎         | 89/2703 [00:08<03:10, 13.75it/s]


dev:   3%|▎         | 91/2703 [00:08<03:20, 13.00it/s]


dev:   3%|▎         | 93/2703 [00:08<03:21, 12.98it/s]


dev:   4%|▎         | 95/2703 [00:08<03:27, 12.60it/s]


dev:   4%|▎         | 97/2703 [00:09<03:28, 12.53it/s]


dev:   4%|▎         | 99/2703 [00:09<03:19, 13.04it/s]


dev:   4%|▎         | 101/2703 [00:09<03:12, 13.51it/s]


dev:   4%|▍         | 103/2703 [00:09<03:15, 13.32it/s]


dev:   4%|▍         | 105/2703 [00:09<03:07, 13.85it/s]


dev:   4%|▍         | 107/2703 [00:09<03:09, 13.69it/s]


dev:   4%|▍         | 109/2703 [00:09<03:09, 13.70it/s]


dev:   4%|▍         | 111/2703 [00:10<02:59, 14.42it/s]


dev:   4%|▍         | 113/2703 [00:10<03:05, 13.96it/s]


dev:   4%|▍         | 115/2703 [00:10<03:13, 13.39it/s]


dev:   4%|▍         | 117/2703 [00:10<03:20, 12.87it/s]


dev:   4%|▍         | 119/2703 [00:10<03:23, 12.72it/s]


dev:   4%|▍         | 121/2703 [00:10<03:09, 13.65it/s]


dev:   5%|▍         | 123/2703 [00:11<03:04, 14.00it/s]


dev:   5%|▍         | 125/2703 [00:11<03:00, 14.26it/s]


dev:   5%|▍         | 127/2703 [00:11<03:08, 13.65it/s]


dev:   5%|▍         | 129/2703 [00:11<02:55, 14.65it/s]


dev:   5%|▍         | 131/2703 [00:11<02:55, 14.66it/s]


dev:   5%|▍         | 133/2703 [00:11<02:56, 14.58it/s]


dev:   5%|▍         | 135/2703 [00:11<03:03, 14.03it/s]


dev:   5%|▌         | 137/2703 [00:11<02:58, 14.38it/s]


dev:   5%|▌         | 139/2703 [00:12<02:55, 14.65it/s]


dev:   5%|▌         | 141/2703 [00:12<02:54, 14.71it/s]


dev:   5%|▌         | 143/2703 [00:12<02:58, 14.33it/s]


dev:   5%|▌         | 145/2703 [00:12<02:58, 14.32it/s]


dev:   5%|▌         | 147/2703 [00:12<03:08, 13.52it/s]


dev:   6%|▌         | 149/2703 [00:12<03:04, 13.84it/s]


dev:   6%|▌         | 151/2703 [00:12<03:05, 13.74it/s]


dev:   6%|▌         | 153/2703 [00:13<03:13, 13.17it/s]


dev:   6%|▌         | 155/2703 [00:13<03:08, 13.48it/s]


dev:   6%|▌         | 157/2703 [00:13<02:55, 14.48it/s]


dev:   6%|▌         | 159/2703 [00:13<02:51, 14.80it/s]


dev:   6%|▌         | 161/2703 [00:13<03:02, 13.96it/s]


dev:   6%|▌         | 163/2703 [00:13<03:13, 13.15it/s]


dev:   6%|▌         | 165/2703 [00:13<03:06, 13.58it/s]


dev:   6%|▌         | 167/2703 [00:14<02:59, 14.12it/s]


dev:   6%|▋         | 169/2703 [00:14<02:44, 15.44it/s]


dev:   6%|▋         | 171/2703 [00:14<02:42, 15.56it/s]


dev:   6%|▋         | 173/2703 [00:14<02:40, 15.78it/s]


dev:   6%|▋         | 175/2703 [00:14<02:53, 14.54it/s]


dev:   7%|▋         | 177/2703 [00:14<02:43, 15.48it/s]


dev:   7%|▋         | 179/2703 [00:14<02:58, 14.15it/s]


dev:   7%|▋         | 181/2703 [00:15<02:59, 14.06it/s]


dev:   7%|▋         | 183/2703 [00:15<02:57, 14.18it/s]


dev:   7%|▋         | 185/2703 [00:15<02:48, 14.99it/s]


dev:   7%|▋         | 187/2703 [00:15<03:03, 13.68it/s]


dev:   7%|▋         | 189/2703 [00:15<03:03, 13.70it/s]


dev:   7%|▋         | 191/2703 [00:15<03:12, 13.03it/s]


dev:   7%|▋         | 193/2703 [00:15<03:05, 13.54it/s]


dev:   7%|▋         | 195/2703 [00:16<02:47, 14.93it/s]


dev:   7%|▋         | 197/2703 [00:16<02:45, 15.10it/s]


dev:   7%|▋         | 199/2703 [00:16<03:02, 13.71it/s]


dev:   7%|▋         | 201/2703 [00:16<03:02, 13.72it/s]


dev:   8%|▊         | 203/2703 [00:16<02:56, 14.17it/s]


dev:   8%|▊         | 205/2703 [00:16<02:47, 14.88it/s]


dev:   8%|▊         | 207/2703 [00:16<02:50, 14.68it/s]


dev:   8%|▊         | 209/2703 [00:17<02:44, 15.15it/s]


dev:   8%|▊         | 211/2703 [00:17<02:53, 14.33it/s]


dev:   8%|▊         | 213/2703 [00:17<03:01, 13.71it/s]


dev:   8%|▊         | 215/2703 [00:17<02:58, 13.96it/s]


dev:   8%|▊         | 217/2703 [00:17<02:42, 15.31it/s]


dev:   8%|▊         | 219/2703 [00:17<02:46, 14.96it/s]


dev:   8%|▊         | 221/2703 [00:17<02:40, 15.46it/s]


dev:   8%|▊         | 223/2703 [00:17<02:44, 15.10it/s]


dev:   8%|▊         | 225/2703 [00:18<02:41, 15.38it/s]


dev:   8%|▊         | 227/2703 [00:18<02:47, 14.78it/s]


dev:   8%|▊         | 229/2703 [00:18<02:36, 15.76it/s]


dev:   9%|▊         | 231/2703 [00:18<02:34, 15.95it/s]


dev:   9%|▊         | 233/2703 [00:18<02:45, 14.95it/s]


dev:   9%|▊         | 235/2703 [00:18<02:51, 14.36it/s]


dev:   9%|▉         | 237/2703 [00:18<02:42, 15.21it/s]


dev:   9%|▉         | 239/2703 [00:19<02:44, 14.94it/s]


dev:   9%|▉         | 241/2703 [00:19<02:50, 14.48it/s]


dev:   9%|▉         | 243/2703 [00:19<02:59, 13.68it/s]


dev:   9%|▉         | 245/2703 [00:19<02:51, 14.37it/s]


dev:   9%|▉         | 247/2703 [00:19<02:46, 14.78it/s]


dev:   9%|▉         | 249/2703 [00:19<02:39, 15.40it/s]


dev:   9%|▉         | 251/2703 [00:19<02:44, 14.90it/s]


dev:   9%|▉         | 253/2703 [00:19<02:41, 15.22it/s]


dev:   9%|▉         | 255/2703 [00:20<02:49, 14.42it/s]


dev:  10%|▉         | 257/2703 [00:20<02:46, 14.73it/s]


dev:  10%|▉         | 259/2703 [00:20<02:51, 14.25it/s]


dev:  10%|▉         | 261/2703 [00:20<02:54, 13.98it/s]


dev:  10%|▉         | 263/2703 [00:20<02:48, 14.51it/s]


dev:  10%|▉         | 265/2703 [00:20<02:55, 13.90it/s]


dev:  10%|▉         | 267/2703 [00:20<02:45, 14.74it/s]


dev:  10%|▉         | 269/2703 [00:21<02:36, 15.55it/s]


dev:  10%|█         | 271/2703 [00:21<02:40, 15.17it/s]


dev:  10%|█         | 273/2703 [00:21<02:34, 15.68it/s]


dev:  10%|█         | 275/2703 [00:21<02:34, 15.73it/s]


dev:  10%|█         | 277/2703 [00:21<02:37, 15.38it/s]


dev:  10%|█         | 279/2703 [00:21<02:46, 14.57it/s]


dev:  10%|█         | 281/2703 [00:21<02:44, 14.76it/s]


dev:  10%|█         | 283/2703 [00:21<02:36, 15.42it/s]


dev:  11%|█         | 285/2703 [00:22<02:29, 16.15it/s]


dev:  11%|█         | 287/2703 [00:22<02:31, 15.92it/s]


dev:  11%|█         | 289/2703 [00:22<02:36, 15.43it/s]


dev:  11%|█         | 291/2703 [00:22<02:38, 15.26it/s]


dev:  11%|█         | 293/2703 [00:22<02:28, 16.24it/s]


dev:  11%|█         | 295/2703 [00:22<02:31, 15.91it/s]


dev:  11%|█         | 297/2703 [00:22<02:27, 16.36it/s]


dev:  11%|█         | 299/2703 [00:22<02:25, 16.57it/s]


dev:  11%|█         | 301/2703 [00:23<02:18, 17.29it/s]


dev:  11%|█         | 303/2703 [00:23<02:22, 16.85it/s]


dev:  11%|█▏        | 305/2703 [00:23<02:27, 16.28it/s]


dev:  11%|█▏        | 307/2703 [00:23<02:27, 16.21it/s]


dev:  11%|█▏        | 309/2703 [00:23<02:20, 17.04it/s]


dev:  12%|█▏        | 311/2703 [00:23<02:19, 17.18it/s]


dev:  12%|█▏        | 313/2703 [00:23<02:32, 15.63it/s]


dev:  12%|█▏        | 315/2703 [00:23<02:25, 16.42it/s]


dev:  12%|█▏        | 317/2703 [00:24<02:22, 16.71it/s]


dev:  12%|█▏        | 319/2703 [00:24<02:26, 16.30it/s]


dev:  12%|█▏        | 321/2703 [00:24<02:31, 15.77it/s]


dev:  12%|█▏        | 323/2703 [00:24<02:32, 15.63it/s]


dev:  12%|█▏        | 325/2703 [00:24<02:33, 15.51it/s]


dev:  12%|█▏        | 327/2703 [00:24<02:25, 16.38it/s]


dev:  12%|█▏        | 329/2703 [00:24<02:19, 17.00it/s]


dev:  12%|█▏        | 331/2703 [00:24<02:24, 16.44it/s]


dev:  12%|█▏        | 333/2703 [00:25<02:17, 17.23it/s]


dev:  12%|█▏        | 335/2703 [00:25<02:20, 16.84it/s]


dev:  12%|█▏        | 337/2703 [00:25<02:17, 17.17it/s]


dev:  13%|█▎        | 339/2703 [00:25<02:17, 17.15it/s]


dev:  13%|█▎        | 342/2703 [00:25<02:12, 17.77it/s]


dev:  13%|█▎        | 344/2703 [00:25<02:24, 16.27it/s]


dev:  13%|█▎        | 346/2703 [00:25<02:25, 16.17it/s]


dev:  13%|█▎        | 348/2703 [00:25<02:31, 15.58it/s]


dev:  13%|█▎        | 350/2703 [00:26<02:31, 15.56it/s]


dev:  13%|█▎        | 352/2703 [00:26<02:31, 15.56it/s]


dev:  13%|█▎        | 354/2703 [00:26<02:34, 15.23it/s]


dev:  13%|█▎        | 356/2703 [00:26<02:28, 15.78it/s]


dev:  13%|█▎        | 358/2703 [00:26<02:33, 15.25it/s]


dev:  13%|█▎        | 360/2703 [00:26<02:36, 15.01it/s]


dev:  13%|█▎        | 362/2703 [00:26<02:40, 14.60it/s]


dev:  13%|█▎        | 364/2703 [00:27<02:36, 14.92it/s]


dev:  14%|█▎        | 367/2703 [00:27<02:18, 16.88it/s]


dev:  14%|█▎        | 369/2703 [00:27<02:14, 17.38it/s]


dev:  14%|█▎        | 371/2703 [00:27<02:12, 17.65it/s]


dev:  14%|█▍        | 373/2703 [00:27<02:10, 17.92it/s]


dev:  14%|█▍        | 375/2703 [00:27<02:27, 15.77it/s]


dev:  14%|█▍        | 377/2703 [00:27<02:36, 14.89it/s]


dev:  14%|█▍        | 379/2703 [00:27<02:25, 16.02it/s]


dev:  14%|█▍        | 381/2703 [00:28<02:29, 15.52it/s]


dev:  14%|█▍        | 383/2703 [00:28<02:27, 15.77it/s]


dev:  14%|█▍        | 385/2703 [00:28<02:32, 15.24it/s]


dev:  14%|█▍        | 387/2703 [00:28<02:34, 15.01it/s]


dev:  14%|█▍        | 389/2703 [00:28<02:32, 15.22it/s]


dev:  14%|█▍        | 391/2703 [00:28<02:41, 14.31it/s]


dev:  15%|█▍        | 393/2703 [00:28<02:48, 13.72it/s]


dev:  15%|█▍        | 395/2703 [00:29<02:47, 13.81it/s]


dev:  15%|█▍        | 397/2703 [00:29<02:43, 14.12it/s]


dev:  15%|█▍        | 399/2703 [00:29<02:50, 13.48it/s]


dev:  15%|█▍        | 401/2703 [00:29<02:42, 14.17it/s]


dev:  15%|█▍        | 403/2703 [00:29<02:43, 14.08it/s]


dev:  15%|█▍        | 405/2703 [00:29<02:38, 14.49it/s]


dev:  15%|█▌        | 407/2703 [00:29<02:36, 14.71it/s]


dev:  15%|█▌        | 409/2703 [00:29<02:35, 14.77it/s]


dev:  15%|█▌        | 411/2703 [00:30<02:36, 14.61it/s]


dev:  15%|█▌        | 413/2703 [00:30<02:43, 13.98it/s]


dev:  15%|█▌        | 415/2703 [00:30<02:43, 14.01it/s]


dev:  15%|█▌        | 417/2703 [00:30<02:43, 14.01it/s]


dev:  16%|█▌        | 419/2703 [00:30<02:32, 14.99it/s]


dev:  16%|█▌        | 421/2703 [00:30<02:38, 14.35it/s]


dev:  16%|█▌        | 423/2703 [00:30<02:44, 13.84it/s]


dev:  16%|█▌        | 425/2703 [00:31<02:30, 15.14it/s]


dev:  16%|█▌        | 427/2703 [00:31<02:25, 15.63it/s]


dev:  16%|█▌        | 429/2703 [00:31<02:26, 15.52it/s]


dev:  16%|█▌        | 431/2703 [00:31<02:27, 15.37it/s]


dev:  16%|█▌        | 433/2703 [00:31<02:20, 16.10it/s]


dev:  16%|█▌        | 435/2703 [00:31<02:18, 16.40it/s]


dev:  16%|█▌        | 437/2703 [00:31<02:17, 16.46it/s]


dev:  16%|█▌        | 439/2703 [00:31<02:28, 15.23it/s]


dev:  16%|█▋        | 441/2703 [00:32<02:21, 16.01it/s]


dev:  16%|█▋        | 443/2703 [00:32<02:24, 15.61it/s]


dev:  16%|█▋        | 445/2703 [00:32<02:38, 14.29it/s]


dev:  17%|█▋        | 447/2703 [00:32<02:27, 15.25it/s]


dev:  17%|█▋        | 449/2703 [00:32<02:22, 15.84it/s]


dev:  17%|█▋        | 451/2703 [00:32<02:17, 16.36it/s]


dev:  17%|█▋        | 453/2703 [00:32<02:16, 16.46it/s]


dev:  17%|█▋        | 455/2703 [00:32<02:20, 16.03it/s]


dev:  17%|█▋        | 457/2703 [00:33<02:26, 15.34it/s]


dev:  17%|█▋        | 459/2703 [00:33<02:25, 15.39it/s]


dev:  17%|█▋        | 462/2703 [00:33<02:15, 16.55it/s]


dev:  17%|█▋        | 464/2703 [00:33<02:10, 17.10it/s]


dev:  17%|█▋        | 466/2703 [00:33<02:29, 14.92it/s]


dev:  17%|█▋        | 468/2703 [00:33<02:21, 15.80it/s]


dev:  17%|█▋        | 470/2703 [00:33<02:19, 16.00it/s]


dev:  17%|█▋        | 472/2703 [00:34<02:20, 15.86it/s]


dev:  18%|█▊        | 474/2703 [00:34<02:21, 15.77it/s]


dev:  18%|█▊        | 476/2703 [00:34<02:27, 15.13it/s]


dev:  18%|█▊        | 478/2703 [00:34<02:17, 16.20it/s]


dev:  18%|█▊        | 480/2703 [00:34<02:15, 16.45it/s]


dev:  18%|█▊        | 483/2703 [00:34<02:10, 17.06it/s]


dev:  18%|█▊        | 485/2703 [00:34<02:12, 16.75it/s]


dev:  18%|█▊        | 487/2703 [00:34<02:12, 16.72it/s]


dev:  18%|█▊        | 489/2703 [00:35<02:17, 16.12it/s]


dev:  18%|█▊        | 491/2703 [00:35<02:22, 15.49it/s]


dev:  18%|█▊        | 493/2703 [00:35<02:32, 14.51it/s]


dev:  18%|█▊        | 495/2703 [00:35<02:35, 14.22it/s]


dev:  18%|█▊        | 497/2703 [00:35<02:24, 15.28it/s]


dev:  18%|█▊        | 500/2703 [00:35<02:13, 16.54it/s]


dev:  19%|█▊        | 502/2703 [00:35<02:31, 14.50it/s]


dev:  19%|█▊        | 504/2703 [00:36<02:33, 14.36it/s]


dev:  19%|█▊        | 506/2703 [00:36<02:34, 14.21it/s]


dev:  19%|█▉        | 508/2703 [00:36<02:25, 15.06it/s]


dev:  19%|█▉        | 510/2703 [00:36<02:25, 15.03it/s]


dev:  19%|█▉        | 512/2703 [00:36<02:15, 16.21it/s]


dev:  19%|█▉        | 514/2703 [00:36<02:22, 15.40it/s]


dev:  19%|█▉        | 517/2703 [00:36<02:08, 17.00it/s]


dev:  19%|█▉        | 519/2703 [00:37<02:09, 16.90it/s]


dev:  19%|█▉        | 521/2703 [00:37<02:12, 16.51it/s]


dev:  19%|█▉        | 524/2703 [00:37<02:03, 17.69it/s]


dev:  19%|█▉        | 527/2703 [00:37<01:59, 18.25it/s]


dev:  20%|█▉        | 529/2703 [00:37<02:05, 17.26it/s]


dev:  20%|█▉        | 531/2703 [00:37<02:16, 15.96it/s]


dev:  20%|█▉        | 533/2703 [00:37<02:13, 16.28it/s]


dev:  20%|█▉        | 535/2703 [00:38<02:18, 15.66it/s]


dev:  20%|█▉        | 537/2703 [00:38<02:26, 14.78it/s]


dev:  20%|█▉        | 539/2703 [00:38<02:26, 14.79it/s]


dev:  20%|██        | 541/2703 [00:38<02:17, 15.69it/s]


dev:  20%|██        | 543/2703 [00:38<02:13, 16.15it/s]


dev:  20%|██        | 545/2703 [00:38<02:17, 15.74it/s]


dev:  20%|██        | 547/2703 [00:38<02:22, 15.18it/s]


dev:  20%|██        | 549/2703 [00:38<02:28, 14.52it/s]


dev:  20%|██        | 552/2703 [00:39<02:13, 16.14it/s]


dev:  20%|██        | 554/2703 [00:39<02:18, 15.47it/s]


dev:  21%|██        | 557/2703 [00:39<02:11, 16.33it/s]


dev:  21%|██        | 559/2703 [00:39<02:13, 16.04it/s]


dev:  21%|██        | 561/2703 [00:39<02:07, 16.86it/s]


dev:  21%|██        | 563/2703 [00:39<02:08, 16.63it/s]


dev:  21%|██        | 565/2703 [00:39<02:08, 16.67it/s]


dev:  21%|██        | 567/2703 [00:40<02:03, 17.36it/s]


dev:  21%|██        | 569/2703 [00:40<02:07, 16.79it/s]


dev:  21%|██        | 571/2703 [00:40<02:26, 14.59it/s]


dev:  21%|██        | 573/2703 [00:40<02:21, 15.03it/s]


dev:  21%|██▏       | 575/2703 [00:40<02:23, 14.81it/s]


dev:  21%|██▏       | 578/2703 [00:40<02:14, 15.74it/s]


dev:  21%|██▏       | 581/2703 [00:40<02:09, 16.41it/s]


dev:  22%|██▏       | 583/2703 [00:41<02:12, 15.95it/s]


dev:  22%|██▏       | 585/2703 [00:41<02:12, 16.00it/s]


dev:  22%|██▏       | 587/2703 [00:41<02:09, 16.28it/s]


dev:  22%|██▏       | 589/2703 [00:41<02:15, 15.61it/s]


dev:  22%|██▏       | 592/2703 [00:41<02:08, 16.47it/s]


dev:  22%|██▏       | 594/2703 [00:41<02:06, 16.69it/s]


dev:  22%|██▏       | 596/2703 [00:41<02:07, 16.48it/s]


dev:  22%|██▏       | 599/2703 [00:41<01:57, 17.93it/s]


dev:  22%|██▏       | 601/2703 [00:42<02:01, 17.31it/s]


dev:  22%|██▏       | 603/2703 [00:42<02:04, 16.84it/s]


dev:  22%|██▏       | 606/2703 [00:42<01:52, 18.61it/s]


dev:  22%|██▏       | 608/2703 [00:42<02:03, 16.93it/s]


dev:  23%|██▎       | 611/2703 [00:42<02:05, 16.70it/s]


dev:  23%|██▎       | 613/2703 [00:42<02:08, 16.30it/s]


dev:  23%|██▎       | 615/2703 [00:42<02:08, 16.22it/s]


dev:  23%|██▎       | 617/2703 [00:43<02:10, 15.99it/s]


dev:  23%|██▎       | 619/2703 [00:43<02:04, 16.72it/s]


dev:  23%|██▎       | 621/2703 [00:43<02:05, 16.54it/s]


dev:  23%|██▎       | 623/2703 [00:43<02:17, 15.12it/s]


dev:  23%|██▎       | 626/2703 [00:43<02:05, 16.57it/s]


dev:  23%|██▎       | 629/2703 [00:43<01:54, 18.18it/s]


dev:  23%|██▎       | 632/2703 [00:43<01:48, 19.09it/s]


dev:  23%|██▎       | 634/2703 [00:44<01:55, 17.93it/s]


dev:  24%|██▎       | 636/2703 [00:44<01:59, 17.32it/s]


dev:  24%|██▎       | 638/2703 [00:44<02:01, 16.97it/s]


dev:  24%|██▎       | 640/2703 [00:44<01:57, 17.61it/s]


dev:  24%|██▍       | 642/2703 [00:44<01:54, 17.97it/s]


dev:  24%|██▍       | 644/2703 [00:44<01:53, 18.21it/s]


dev:  24%|██▍       | 646/2703 [00:44<01:52, 18.35it/s]


dev:  24%|██▍       | 648/2703 [00:44<01:55, 17.79it/s]


dev:  24%|██▍       | 650/2703 [00:44<02:05, 16.33it/s]


dev:  24%|██▍       | 653/2703 [00:45<01:57, 17.49it/s]


dev:  24%|██▍       | 655/2703 [00:45<02:04, 16.50it/s]


dev:  24%|██▍       | 657/2703 [00:45<02:05, 16.25it/s]


dev:  24%|██▍       | 659/2703 [00:45<02:13, 15.28it/s]


dev:  24%|██▍       | 662/2703 [00:45<02:07, 16.04it/s]


dev:  25%|██▍       | 664/2703 [00:45<02:05, 16.22it/s]


dev:  25%|██▍       | 667/2703 [00:45<01:56, 17.48it/s]


dev:  25%|██▍       | 670/2703 [00:46<01:55, 17.60it/s]


dev:  25%|██▍       | 672/2703 [00:46<01:57, 17.36it/s]


dev:  25%|██▍       | 674/2703 [00:46<01:59, 17.01it/s]


dev:  25%|██▌       | 676/2703 [00:46<02:00, 16.80it/s]


dev:  25%|██▌       | 678/2703 [00:46<02:04, 16.31it/s]


dev:  25%|██▌       | 680/2703 [00:46<02:05, 16.13it/s]


dev:  25%|██▌       | 682/2703 [00:46<02:08, 15.67it/s]


dev:  25%|██▌       | 684/2703 [00:47<02:06, 16.00it/s]


dev:  25%|██▌       | 686/2703 [00:47<02:03, 16.34it/s]


dev:  25%|██▌       | 688/2703 [00:47<02:13, 15.11it/s]


dev:  26%|██▌       | 690/2703 [00:47<02:10, 15.46it/s]


dev:  26%|██▌       | 693/2703 [00:47<02:00, 16.63it/s]


dev:  26%|██▌       | 695/2703 [00:47<02:04, 16.16it/s]


dev:  26%|██▌       | 697/2703 [00:47<02:06, 15.86it/s]


dev:  26%|██▌       | 699/2703 [00:47<02:04, 16.03it/s]


dev:  26%|██▌       | 701/2703 [00:48<02:01, 16.44it/s]


dev:  26%|██▌       | 703/2703 [00:48<02:10, 15.38it/s]


dev:  26%|██▌       | 705/2703 [00:48<02:07, 15.65it/s]


dev:  26%|██▌       | 708/2703 [00:48<01:49, 18.25it/s]


dev:  26%|██▋       | 710/2703 [00:48<01:54, 17.34it/s]


dev:  26%|██▋       | 712/2703 [00:48<02:07, 15.59it/s]


dev:  26%|██▋       | 714/2703 [00:48<02:05, 15.89it/s]


dev:  27%|██▋       | 717/2703 [00:49<01:51, 17.82it/s]


dev:  27%|██▋       | 719/2703 [00:49<01:54, 17.34it/s]


dev:  27%|██▋       | 721/2703 [00:49<01:59, 16.53it/s]


dev:  27%|██▋       | 723/2703 [00:49<01:58, 16.66it/s]


dev:  27%|██▋       | 725/2703 [00:49<02:02, 16.10it/s]


dev:  27%|██▋       | 728/2703 [00:49<01:57, 16.74it/s]


dev:  27%|██▋       | 730/2703 [00:49<01:56, 16.98it/s]


dev:  27%|██▋       | 732/2703 [00:49<01:58, 16.69it/s]


dev:  27%|██▋       | 734/2703 [00:50<01:55, 17.06it/s]


dev:  27%|██▋       | 736/2703 [00:50<01:56, 16.81it/s]


dev:  27%|██▋       | 738/2703 [00:50<02:00, 16.34it/s]


dev:  27%|██▋       | 740/2703 [00:50<01:55, 16.98it/s]


dev:  27%|██▋       | 743/2703 [00:50<01:45, 18.52it/s]


dev:  28%|██▊       | 746/2703 [00:50<01:42, 19.13it/s]


dev:  28%|██▊       | 748/2703 [00:50<01:48, 17.96it/s]


dev:  28%|██▊       | 750/2703 [00:50<01:52, 17.34it/s]


dev:  28%|██▊       | 752/2703 [00:51<02:00, 16.24it/s]


dev:  28%|██▊       | 754/2703 [00:51<02:05, 15.58it/s]


dev:  28%|██▊       | 756/2703 [00:51<01:58, 16.48it/s]


dev:  28%|██▊       | 758/2703 [00:51<01:59, 16.25it/s]


dev:  28%|██▊       | 760/2703 [00:51<01:53, 17.06it/s]


dev:  28%|██▊       | 762/2703 [00:51<02:03, 15.74it/s]


dev:  28%|██▊       | 764/2703 [00:51<02:00, 16.04it/s]


dev:  28%|██▊       | 766/2703 [00:51<01:54, 16.96it/s]


dev:  28%|██▊       | 768/2703 [00:52<02:00, 16.02it/s]


dev:  28%|██▊       | 770/2703 [00:52<02:02, 15.77it/s]


dev:  29%|██▊       | 772/2703 [00:52<01:57, 16.38it/s]


dev:  29%|██▊       | 774/2703 [00:52<01:53, 17.05it/s]


dev:  29%|██▊       | 776/2703 [00:52<01:57, 16.40it/s]


dev:  29%|██▉       | 778/2703 [00:52<02:06, 15.25it/s]


dev:  29%|██▉       | 780/2703 [00:52<02:07, 15.10it/s]


dev:  29%|██▉       | 782/2703 [00:53<02:05, 15.26it/s]


dev:  29%|██▉       | 784/2703 [00:53<02:06, 15.15it/s]


dev:  29%|██▉       | 786/2703 [00:53<02:09, 14.77it/s]


dev:  29%|██▉       | 788/2703 [00:53<02:01, 15.80it/s]


dev:  29%|██▉       | 790/2703 [00:53<01:54, 16.76it/s]


dev:  29%|██▉       | 792/2703 [00:53<01:52, 16.99it/s]


dev:  29%|██▉       | 794/2703 [00:53<02:02, 15.55it/s]


dev:  29%|██▉       | 797/2703 [00:53<01:54, 16.60it/s]


dev:  30%|██▉       | 799/2703 [00:54<01:54, 16.57it/s]


dev:  30%|██▉       | 801/2703 [00:54<01:57, 16.23it/s]


dev:  30%|██▉       | 804/2703 [00:54<01:52, 16.92it/s]


dev:  30%|██▉       | 806/2703 [00:54<02:00, 15.69it/s]


dev:  30%|██▉       | 808/2703 [00:54<01:54, 16.57it/s]


dev:  30%|██▉       | 810/2703 [00:54<01:54, 16.59it/s]


dev:  30%|███       | 812/2703 [00:54<01:50, 17.08it/s]


dev:  30%|███       | 814/2703 [00:54<01:45, 17.83it/s]


dev:  30%|███       | 816/2703 [00:55<01:44, 18.03it/s]


dev:  30%|███       | 818/2703 [00:55<01:51, 16.87it/s]


dev:  30%|███       | 820/2703 [00:55<01:54, 16.48it/s]


dev:  30%|███       | 822/2703 [00:55<01:48, 17.28it/s]


dev:  30%|███       | 824/2703 [00:55<01:48, 17.30it/s]


dev:  31%|███       | 827/2703 [00:55<01:40, 18.62it/s]


dev:  31%|███       | 830/2703 [00:55<01:36, 19.40it/s]


dev:  31%|███       | 832/2703 [00:55<01:42, 18.30it/s]


dev:  31%|███       | 834/2703 [00:56<01:42, 18.16it/s]


dev:  31%|███       | 837/2703 [00:56<01:39, 18.72it/s]


dev:  31%|███       | 840/2703 [00:56<01:31, 20.27it/s]


dev:  31%|███       | 843/2703 [00:56<01:43, 18.01it/s]


dev:  31%|███▏      | 845/2703 [00:56<01:47, 17.29it/s]


dev:  31%|███▏      | 847/2703 [00:56<01:56, 15.97it/s]


dev:  31%|███▏      | 850/2703 [00:56<01:48, 17.13it/s]


dev:  32%|███▏      | 852/2703 [00:57<01:48, 17.03it/s]


dev:  32%|███▏      | 854/2703 [00:57<01:59, 15.49it/s]


dev:  32%|███▏      | 856/2703 [00:57<01:55, 15.95it/s]


dev:  32%|███▏      | 858/2703 [00:57<01:54, 16.14it/s]


dev:  32%|███▏      | 861/2703 [00:57<01:46, 17.25it/s]


dev:  32%|███▏      | 863/2703 [00:57<01:45, 17.51it/s]


dev:  32%|███▏      | 865/2703 [00:57<01:58, 15.55it/s]


dev:  32%|███▏      | 867/2703 [00:58<02:01, 15.17it/s]


dev:  32%|███▏      | 869/2703 [00:58<01:53, 16.16it/s]


dev:  32%|███▏      | 871/2703 [00:58<01:52, 16.27it/s]


dev:  32%|███▏      | 873/2703 [00:58<01:57, 15.55it/s]


dev:  32%|███▏      | 875/2703 [00:58<01:55, 15.87it/s]


dev:  32%|███▏      | 877/2703 [00:58<01:49, 16.60it/s]


dev:  33%|███▎      | 880/2703 [00:58<01:47, 16.99it/s]


dev:  33%|███▎      | 882/2703 [00:58<01:53, 16.02it/s]


dev:  33%|███▎      | 884/2703 [00:59<01:57, 15.51it/s]


dev:  33%|███▎      | 886/2703 [00:59<01:54, 15.93it/s]


dev:  33%|███▎      | 888/2703 [00:59<01:50, 16.37it/s]


dev:  33%|███▎      | 890/2703 [00:59<01:44, 17.28it/s]


dev:  33%|███▎      | 892/2703 [00:59<01:48, 16.63it/s]


dev:  33%|███▎      | 894/2703 [00:59<02:03, 14.65it/s]


dev:  33%|███▎      | 896/2703 [00:59<02:00, 15.02it/s]


dev:  33%|███▎      | 898/2703 [00:59<01:55, 15.68it/s]


dev:  33%|███▎      | 900/2703 [01:00<01:54, 15.73it/s]


dev:  33%|███▎      | 902/2703 [01:00<02:01, 14.87it/s]


dev:  33%|███▎      | 904/2703 [01:00<01:58, 15.18it/s]


dev:  34%|███▎      | 906/2703 [01:00<02:01, 14.77it/s]


dev:  34%|███▎      | 908/2703 [01:00<02:12, 13.53it/s]


dev:  34%|███▎      | 910/2703 [01:00<02:04, 14.42it/s]


dev:  34%|███▎      | 912/2703 [01:00<02:02, 14.63it/s]


dev:  34%|███▍      | 914/2703 [01:01<02:04, 14.34it/s]


dev:  34%|███▍      | 916/2703 [01:01<01:58, 15.05it/s]


dev:  34%|███▍      | 918/2703 [01:01<02:00, 14.82it/s]


dev:  34%|███▍      | 920/2703 [01:01<01:55, 15.43it/s]


dev:  34%|███▍      | 922/2703 [01:01<01:59, 14.89it/s]


dev:  34%|███▍      | 924/2703 [01:01<02:00, 14.70it/s]


dev:  34%|███▍      | 926/2703 [01:01<01:56, 15.20it/s]


dev:  34%|███▍      | 928/2703 [01:01<01:54, 15.50it/s]


dev:  34%|███▍      | 930/2703 [01:02<01:51, 15.87it/s]


dev:  34%|███▍      | 932/2703 [01:02<01:55, 15.30it/s]


dev:  35%|███▍      | 934/2703 [01:02<01:48, 16.37it/s]


dev:  35%|███▍      | 936/2703 [01:02<01:57, 15.06it/s]


dev:  35%|███▍      | 939/2703 [01:02<01:45, 16.69it/s]


dev:  35%|███▍      | 941/2703 [01:02<01:49, 16.02it/s]


dev:  35%|███▍      | 943/2703 [01:02<01:52, 15.66it/s]


dev:  35%|███▍      | 945/2703 [01:03<01:48, 16.24it/s]


dev:  35%|███▌      | 947/2703 [01:03<01:52, 15.63it/s]


dev:  35%|███▌      | 949/2703 [01:03<01:51, 15.73it/s]


dev:  35%|███▌      | 951/2703 [01:03<01:59, 14.64it/s]


dev:  35%|███▌      | 953/2703 [01:03<01:55, 15.11it/s]


dev:  35%|███▌      | 955/2703 [01:03<01:57, 14.85it/s]


dev:  35%|███▌      | 957/2703 [01:03<01:49, 15.91it/s]


dev:  36%|███▌      | 960/2703 [01:04<01:44, 16.63it/s]


dev:  36%|███▌      | 962/2703 [01:04<01:45, 16.55it/s]


dev:  36%|███▌      | 964/2703 [01:04<01:40, 17.24it/s]


dev:  36%|███▌      | 967/2703 [01:04<01:37, 17.87it/s]


dev:  36%|███▌      | 969/2703 [01:04<01:47, 16.10it/s]


dev:  36%|███▌      | 971/2703 [01:04<01:53, 15.30it/s]


dev:  36%|███▌      | 973/2703 [01:04<01:58, 14.59it/s]


dev:  36%|███▌      | 975/2703 [01:04<01:58, 14.54it/s]


dev:  36%|███▌      | 977/2703 [01:05<01:57, 14.73it/s]


dev:  36%|███▋      | 980/2703 [01:05<01:44, 16.53it/s]


dev:  36%|███▋      | 982/2703 [01:05<01:42, 16.84it/s]


dev:  36%|███▋      | 984/2703 [01:05<01:43, 16.66it/s]


dev:  36%|███▋      | 986/2703 [01:05<01:39, 17.22it/s]


dev:  37%|███▋      | 988/2703 [01:05<01:44, 16.34it/s]


dev:  37%|███▋      | 990/2703 [01:05<01:51, 15.43it/s]


dev:  37%|███▋      | 992/2703 [01:06<01:50, 15.53it/s]


dev:  37%|███▋      | 995/2703 [01:06<01:44, 16.39it/s]


dev:  37%|███▋      | 997/2703 [01:06<01:51, 15.32it/s]


dev:  37%|███▋      | 999/2703 [01:06<01:49, 15.52it/s]


dev:  37%|███▋      | 1001/2703 [01:06<01:49, 15.47it/s]


dev:  37%|███▋      | 1003/2703 [01:06<01:46, 15.91it/s]


dev:  37%|███▋      | 1005/2703 [01:06<01:48, 15.67it/s]


dev:  37%|███▋      | 1007/2703 [01:06<01:43, 16.36it/s]


dev:  37%|███▋      | 1009/2703 [01:07<01:56, 14.57it/s]


dev:  37%|███▋      | 1011/2703 [01:07<02:00, 14.07it/s]


dev:  37%|███▋      | 1013/2703 [01:07<01:50, 15.29it/s]


dev:  38%|███▊      | 1015/2703 [01:07<01:55, 14.61it/s]


dev:  38%|███▊      | 1017/2703 [01:07<01:47, 15.75it/s]


dev:  38%|███▊      | 1020/2703 [01:07<01:37, 17.19it/s]


dev:  38%|███▊      | 1022/2703 [01:07<01:41, 16.60it/s]


dev:  38%|███▊      | 1024/2703 [01:08<01:41, 16.57it/s]


dev:  38%|███▊      | 1026/2703 [01:08<01:51, 15.00it/s]


dev:  38%|███▊      | 1029/2703 [01:08<01:48, 15.48it/s]


dev:  38%|███▊      | 1031/2703 [01:08<01:43, 16.14it/s]


dev:  38%|███▊      | 1033/2703 [01:08<01:46, 15.71it/s]


dev:  38%|███▊      | 1035/2703 [01:08<01:48, 15.42it/s]


dev:  38%|███▊      | 1037/2703 [01:08<01:50, 15.14it/s]


dev:  38%|███▊      | 1039/2703 [01:09<01:50, 15.02it/s]


dev:  39%|███▊      | 1041/2703 [01:09<01:43, 16.09it/s]


dev:  39%|███▊      | 1043/2703 [01:09<01:41, 16.28it/s]


dev:  39%|███▊      | 1045/2703 [01:09<01:38, 16.91it/s]


dev:  39%|███▊      | 1047/2703 [01:09<01:46, 15.49it/s]


dev:  39%|███▉      | 1049/2703 [01:09<01:42, 16.17it/s]


dev:  39%|███▉      | 1051/2703 [01:09<01:46, 15.44it/s]


dev:  39%|███▉      | 1053/2703 [01:09<01:45, 15.70it/s]


dev:  39%|███▉      | 1055/2703 [01:10<01:43, 15.98it/s]


dev:  39%|███▉      | 1057/2703 [01:10<01:47, 15.30it/s]


dev:  39%|███▉      | 1059/2703 [01:10<01:45, 15.54it/s]


dev:  39%|███▉      | 1061/2703 [01:10<01:50, 14.88it/s]


dev:  39%|███▉      | 1063/2703 [01:10<01:49, 14.99it/s]


dev:  39%|███▉      | 1065/2703 [01:10<01:43, 15.82it/s]


dev:  39%|███▉      | 1067/2703 [01:10<01:43, 15.78it/s]


dev:  40%|███▉      | 1069/2703 [01:10<01:45, 15.54it/s]


dev:  40%|███▉      | 1071/2703 [01:11<01:42, 15.91it/s]


dev:  40%|███▉      | 1073/2703 [01:11<01:47, 15.21it/s]


dev:  40%|███▉      | 1075/2703 [01:11<01:41, 15.99it/s]


dev:  40%|███▉      | 1077/2703 [01:11<01:47, 15.09it/s]


dev:  40%|███▉      | 1079/2703 [01:11<01:44, 15.55it/s]


dev:  40%|███▉      | 1081/2703 [01:11<01:48, 14.89it/s]


dev:  40%|████      | 1083/2703 [01:11<01:41, 15.92it/s]


dev:  40%|████      | 1085/2703 [01:11<01:39, 16.24it/s]


dev:  40%|████      | 1087/2703 [01:12<01:35, 16.93it/s]


dev:  40%|████      | 1089/2703 [01:12<01:39, 16.21it/s]


dev:  40%|████      | 1091/2703 [01:12<01:36, 16.72it/s]


dev:  40%|████      | 1093/2703 [01:12<01:46, 15.12it/s]


dev:  41%|████      | 1095/2703 [01:12<01:43, 15.53it/s]


dev:  41%|████      | 1097/2703 [01:12<01:38, 16.34it/s]


dev:  41%|████      | 1099/2703 [01:12<01:41, 15.76it/s]


dev:  41%|████      | 1101/2703 [01:12<01:40, 15.92it/s]


dev:  41%|████      | 1103/2703 [01:13<01:45, 15.15it/s]


dev:  41%|████      | 1105/2703 [01:13<01:38, 16.16it/s]


dev:  41%|████      | 1107/2703 [01:13<01:38, 16.18it/s]


dev:  41%|████      | 1109/2703 [01:13<01:40, 15.88it/s]


dev:  41%|████      | 1111/2703 [01:13<01:35, 16.75it/s]


dev:  41%|████      | 1113/2703 [01:13<01:33, 17.09it/s]


dev:  41%|████▏     | 1115/2703 [01:13<01:35, 16.59it/s]


dev:  41%|████▏     | 1117/2703 [01:13<01:41, 15.63it/s]


dev:  41%|████▏     | 1119/2703 [01:14<01:47, 14.69it/s]


dev:  41%|████▏     | 1121/2703 [01:14<01:56, 13.56it/s]


dev:  42%|████▏     | 1124/2703 [01:14<01:44, 15.17it/s]


dev:  42%|████▏     | 1126/2703 [01:14<01:48, 14.60it/s]


dev:  42%|████▏     | 1128/2703 [01:14<01:51, 14.14it/s]


dev:  42%|████▏     | 1130/2703 [01:14<01:48, 14.49it/s]


dev:  42%|████▏     | 1132/2703 [01:15<01:57, 13.35it/s]


dev:  42%|████▏     | 1134/2703 [01:15<01:54, 13.69it/s]


dev:  42%|████▏     | 1136/2703 [01:15<01:46, 14.77it/s]


dev:  42%|████▏     | 1138/2703 [01:15<01:52, 13.92it/s]


dev:  42%|████▏     | 1140/2703 [01:15<01:55, 13.59it/s]


dev:  42%|████▏     | 1142/2703 [01:15<01:47, 14.46it/s]


dev:  42%|████▏     | 1144/2703 [01:15<01:43, 15.06it/s]


dev:  42%|████▏     | 1146/2703 [01:15<01:45, 14.82it/s]


dev:  42%|████▏     | 1148/2703 [01:16<01:45, 14.74it/s]


dev:  43%|████▎     | 1150/2703 [01:16<01:50, 14.11it/s]


dev:  43%|████▎     | 1152/2703 [01:16<01:43, 15.04it/s]


dev:  43%|████▎     | 1154/2703 [01:16<01:40, 15.35it/s]


dev:  43%|████▎     | 1156/2703 [01:16<01:38, 15.67it/s]


dev:  43%|████▎     | 1158/2703 [01:16<01:41, 15.17it/s]


dev:  43%|████▎     | 1161/2703 [01:16<01:31, 16.86it/s]


dev:  43%|████▎     | 1163/2703 [01:17<01:35, 16.06it/s]


dev:  43%|████▎     | 1165/2703 [01:17<01:38, 15.69it/s]


dev:  43%|████▎     | 1167/2703 [01:17<01:39, 15.41it/s]


dev:  43%|████▎     | 1169/2703 [01:17<01:40, 15.22it/s]


dev:  43%|████▎     | 1171/2703 [01:17<01:36, 15.84it/s]


dev:  43%|████▎     | 1173/2703 [01:17<01:44, 14.57it/s]


dev:  43%|████▎     | 1175/2703 [01:17<01:37, 15.62it/s]


dev:  44%|████▎     | 1177/2703 [01:17<01:38, 15.53it/s]


dev:  44%|████▎     | 1179/2703 [01:18<01:42, 14.83it/s]


dev:  44%|████▎     | 1181/2703 [01:18<01:42, 14.86it/s]


dev:  44%|████▍     | 1183/2703 [01:18<01:43, 14.67it/s]


dev:  44%|████▍     | 1185/2703 [01:18<01:38, 15.37it/s]


dev:  44%|████▍     | 1187/2703 [01:18<01:36, 15.77it/s]


dev:  44%|████▍     | 1189/2703 [01:18<01:39, 15.19it/s]


dev:  44%|████▍     | 1191/2703 [01:18<01:41, 14.87it/s]


dev:  44%|████▍     | 1193/2703 [01:19<01:42, 14.79it/s]


dev:  44%|████▍     | 1196/2703 [01:19<01:36, 15.62it/s]


dev:  44%|████▍     | 1198/2703 [01:19<01:38, 15.35it/s]


dev:  44%|████▍     | 1200/2703 [01:19<01:37, 15.35it/s]


dev:  44%|████▍     | 1202/2703 [01:19<01:42, 14.63it/s]


dev:  45%|████▍     | 1204/2703 [01:19<01:43, 14.51it/s]


dev:  45%|████▍     | 1206/2703 [01:19<01:39, 15.01it/s]


dev:  45%|████▍     | 1208/2703 [01:20<01:36, 15.45it/s]


dev:  45%|████▍     | 1210/2703 [01:20<01:35, 15.65it/s]


dev:  45%|████▍     | 1212/2703 [01:20<01:33, 16.01it/s]


dev:  45%|████▍     | 1214/2703 [01:20<01:38, 15.18it/s]


dev:  45%|████▍     | 1216/2703 [01:20<01:40, 14.79it/s]


dev:  45%|████▌     | 1218/2703 [01:20<01:37, 15.25it/s]


dev:  45%|████▌     | 1220/2703 [01:20<01:33, 15.80it/s]


dev:  45%|████▌     | 1222/2703 [01:20<01:37, 15.17it/s]


dev:  45%|████▌     | 1224/2703 [01:21<01:34, 15.70it/s]


dev:  45%|████▌     | 1226/2703 [01:21<01:42, 14.46it/s]


dev:  45%|████▌     | 1228/2703 [01:21<01:40, 14.72it/s]


dev:  46%|████▌     | 1230/2703 [01:21<01:46, 13.78it/s]


dev:  46%|████▌     | 1232/2703 [01:21<01:46, 13.80it/s]


dev:  46%|████▌     | 1234/2703 [01:21<01:43, 14.19it/s]


dev:  46%|████▌     | 1236/2703 [01:21<01:45, 13.97it/s]


dev:  46%|████▌     | 1238/2703 [01:22<01:39, 14.70it/s]


dev:  46%|████▌     | 1240/2703 [01:22<01:39, 14.76it/s]


dev:  46%|████▌     | 1242/2703 [01:22<01:42, 14.19it/s]


dev:  46%|████▌     | 1244/2703 [01:22<01:44, 14.02it/s]


dev:  46%|████▌     | 1246/2703 [01:22<01:36, 15.14it/s]


dev:  46%|████▌     | 1248/2703 [01:22<01:32, 15.74it/s]


dev:  46%|████▌     | 1250/2703 [01:22<01:29, 16.32it/s]


dev:  46%|████▋     | 1252/2703 [01:23<01:34, 15.42it/s]


dev:  46%|████▋     | 1254/2703 [01:23<01:32, 15.59it/s]


dev:  46%|████▋     | 1256/2703 [01:23<01:33, 15.53it/s]


dev:  47%|████▋     | 1258/2703 [01:23<01:30, 15.99it/s]


dev:  47%|████▋     | 1260/2703 [01:23<01:30, 16.03it/s]


dev:  47%|████▋     | 1262/2703 [01:23<01:33, 15.42it/s]


dev:  47%|████▋     | 1264/2703 [01:23<01:33, 15.44it/s]


dev:  47%|████▋     | 1266/2703 [01:23<01:31, 15.69it/s]


dev:  47%|████▋     | 1268/2703 [01:24<01:30, 15.85it/s]


dev:  47%|████▋     | 1270/2703 [01:24<01:36, 14.93it/s]


dev:  47%|████▋     | 1272/2703 [01:24<01:36, 14.82it/s]


dev:  47%|████▋     | 1274/2703 [01:24<01:34, 15.07it/s]


dev:  47%|████▋     | 1276/2703 [01:24<01:29, 15.89it/s]


dev:  47%|████▋     | 1278/2703 [01:24<01:35, 14.97it/s]


dev:  47%|████▋     | 1280/2703 [01:24<01:38, 14.42it/s]


dev:  47%|████▋     | 1282/2703 [01:24<01:36, 14.77it/s]


dev:  48%|████▊     | 1284/2703 [01:25<01:40, 14.06it/s]


dev:  48%|████▊     | 1286/2703 [01:25<01:39, 14.26it/s]


dev:  48%|████▊     | 1288/2703 [01:25<01:37, 14.50it/s]


dev:  48%|████▊     | 1290/2703 [01:25<01:31, 15.42it/s]


dev:  48%|████▊     | 1292/2703 [01:25<01:38, 14.35it/s]


dev:  48%|████▊     | 1294/2703 [01:25<01:36, 14.53it/s]


dev:  48%|████▊     | 1296/2703 [01:25<01:37, 14.40it/s]


dev:  48%|████▊     | 1298/2703 [01:26<01:40, 13.93it/s]


dev:  48%|████▊     | 1301/2703 [01:26<01:32, 15.21it/s]


dev:  48%|████▊     | 1303/2703 [01:26<01:28, 15.80it/s]


dev:  48%|████▊     | 1305/2703 [01:26<01:36, 14.48it/s]


dev:  48%|████▊     | 1307/2703 [01:26<01:30, 15.45it/s]


dev:  48%|████▊     | 1309/2703 [01:26<01:27, 15.86it/s]


dev:  49%|████▊     | 1311/2703 [01:26<01:24, 16.56it/s]


dev:  49%|████▊     | 1313/2703 [01:27<01:27, 15.88it/s]


dev:  49%|████▊     | 1315/2703 [01:27<01:22, 16.76it/s]


dev:  49%|████▊     | 1317/2703 [01:27<01:24, 16.44it/s]


dev:  49%|████▉     | 1319/2703 [01:27<01:31, 15.05it/s]


dev:  49%|████▉     | 1322/2703 [01:27<01:25, 16.07it/s]


dev:  49%|████▉     | 1324/2703 [01:27<01:28, 15.58it/s]


dev:  49%|████▉     | 1326/2703 [01:27<01:28, 15.48it/s]


dev:  49%|████▉     | 1328/2703 [01:27<01:29, 15.41it/s]


dev:  49%|████▉     | 1330/2703 [01:28<01:36, 14.18it/s]


dev:  49%|████▉     | 1332/2703 [01:28<01:31, 15.05it/s]


dev:  49%|████▉     | 1334/2703 [01:28<01:28, 15.49it/s]


dev:  49%|████▉     | 1336/2703 [01:28<01:25, 16.04it/s]


dev:  50%|████▉     | 1338/2703 [01:28<01:27, 15.68it/s]


dev:  50%|████▉     | 1340/2703 [01:28<01:22, 16.45it/s]


dev:  50%|████▉     | 1342/2703 [01:28<01:23, 16.23it/s]


dev:  50%|████▉     | 1344/2703 [01:28<01:19, 17.15it/s]


dev:  50%|████▉     | 1346/2703 [01:29<01:33, 14.53it/s]


dev:  50%|████▉     | 1348/2703 [01:29<01:25, 15.78it/s]


dev:  50%|████▉     | 1350/2703 [01:29<01:25, 15.84it/s]


dev:  50%|█████     | 1352/2703 [01:29<01:36, 14.01it/s]


dev:  50%|█████     | 1354/2703 [01:29<01:31, 14.76it/s]


dev:  50%|█████     | 1356/2703 [01:29<01:24, 15.91it/s]


dev:  50%|█████     | 1358/2703 [01:29<01:24, 15.90it/s]


dev:  50%|█████     | 1360/2703 [01:30<01:27, 15.38it/s]


dev:  50%|█████     | 1362/2703 [01:30<01:28, 15.19it/s]


dev:  50%|█████     | 1364/2703 [01:30<01:34, 14.16it/s]


dev:  51%|█████     | 1366/2703 [01:30<01:26, 15.49it/s]


dev:  51%|█████     | 1368/2703 [01:30<01:23, 16.03it/s]


dev:  51%|█████     | 1370/2703 [01:30<01:24, 15.81it/s]


dev:  51%|█████     | 1372/2703 [01:30<01:29, 14.88it/s]


dev:  51%|█████     | 1374/2703 [01:30<01:23, 15.87it/s]


dev:  51%|█████     | 1376/2703 [01:31<01:20, 16.51it/s]


dev:  51%|█████     | 1378/2703 [01:31<01:21, 16.32it/s]


dev:  51%|█████     | 1380/2703 [01:31<01:18, 16.87it/s]


dev:  51%|█████     | 1382/2703 [01:31<01:18, 16.90it/s]


dev:  51%|█████     | 1385/2703 [01:31<01:17, 17.04it/s]


dev:  51%|█████▏    | 1387/2703 [01:31<01:26, 15.19it/s]


dev:  51%|█████▏    | 1389/2703 [01:31<01:28, 14.85it/s]


dev:  51%|█████▏    | 1391/2703 [01:32<01:25, 15.41it/s]


dev:  52%|█████▏    | 1393/2703 [01:32<01:27, 15.04it/s]


dev:  52%|█████▏    | 1396/2703 [01:32<01:22, 15.77it/s]


dev:  52%|█████▏    | 1398/2703 [01:32<01:20, 16.24it/s]


dev:  52%|█████▏    | 1400/2703 [01:32<01:21, 16.03it/s]


dev:  52%|█████▏    | 1402/2703 [01:32<01:21, 15.92it/s]


dev:  52%|█████▏    | 1405/2703 [01:32<01:21, 15.91it/s]


dev:  52%|█████▏    | 1407/2703 [01:33<01:18, 16.41it/s]


dev:  52%|█████▏    | 1410/2703 [01:33<01:11, 18.15it/s]


dev:  52%|█████▏    | 1412/2703 [01:33<01:11, 18.15it/s]


dev:  52%|█████▏    | 1414/2703 [01:33<01:09, 18.58it/s]


dev:  52%|█████▏    | 1416/2703 [01:33<01:09, 18.50it/s]


dev:  52%|█████▏    | 1418/2703 [01:33<01:11, 18.07it/s]


dev:  53%|█████▎    | 1421/2703 [01:33<01:08, 18.77it/s]


dev:  53%|█████▎    | 1423/2703 [01:33<01:07, 18.99it/s]


dev:  53%|█████▎    | 1425/2703 [01:33<01:13, 17.34it/s]


dev:  53%|█████▎    | 1427/2703 [01:34<01:14, 17.22it/s]


dev:  53%|█████▎    | 1429/2703 [01:34<01:17, 16.48it/s]


dev:  53%|█████▎    | 1431/2703 [01:34<01:13, 17.32it/s]


dev:  53%|█████▎    | 1433/2703 [01:34<01:21, 15.49it/s]


dev:  53%|█████▎    | 1435/2703 [01:34<01:19, 15.89it/s]


dev:  53%|█████▎    | 1437/2703 [01:34<01:18, 16.15it/s]


dev:  53%|█████▎    | 1439/2703 [01:34<01:28, 14.36it/s]


dev:  53%|█████▎    | 1441/2703 [01:35<01:31, 13.85it/s]


dev:  53%|█████▎    | 1443/2703 [01:35<01:22, 15.21it/s]


dev:  53%|█████▎    | 1445/2703 [01:35<01:26, 14.59it/s]


dev:  54%|█████▎    | 1447/2703 [01:35<01:27, 14.32it/s]


dev:  54%|█████▎    | 1449/2703 [01:35<01:24, 14.79it/s]


dev:  54%|█████▎    | 1451/2703 [01:35<01:21, 15.38it/s]


dev:  54%|█████▍    | 1454/2703 [01:35<01:18, 15.92it/s]


dev:  54%|█████▍    | 1457/2703 [01:36<01:13, 17.00it/s]


dev:  54%|█████▍    | 1459/2703 [01:36<01:10, 17.65it/s]


dev:  54%|█████▍    | 1461/2703 [01:36<01:08, 18.09it/s]


dev:  54%|█████▍    | 1463/2703 [01:36<01:14, 16.62it/s]


dev:  54%|█████▍    | 1465/2703 [01:36<01:20, 15.36it/s]


dev:  54%|█████▍    | 1467/2703 [01:36<01:17, 15.96it/s]


dev:  54%|█████▍    | 1469/2703 [01:36<01:18, 15.63it/s]


dev:  54%|█████▍    | 1471/2703 [01:36<01:23, 14.72it/s]


dev:  55%|█████▍    | 1474/2703 [01:37<01:18, 15.74it/s]


dev:  55%|█████▍    | 1476/2703 [01:37<01:17, 15.83it/s]


dev:  55%|█████▍    | 1478/2703 [01:37<01:18, 15.64it/s]


dev:  55%|█████▍    | 1480/2703 [01:37<01:27, 14.00it/s]


dev:  55%|█████▍    | 1482/2703 [01:37<01:29, 13.64it/s]


dev:  55%|█████▍    | 1484/2703 [01:37<01:26, 14.05it/s]


dev:  55%|█████▍    | 1486/2703 [01:37<01:23, 14.59it/s]


dev:  55%|█████▌    | 1488/2703 [01:38<01:22, 14.69it/s]


dev:  55%|█████▌    | 1490/2703 [01:38<01:24, 14.41it/s]


dev:  55%|█████▌    | 1492/2703 [01:38<01:22, 14.74it/s]


dev:  55%|█████▌    | 1494/2703 [01:38<01:22, 14.58it/s]


dev:  55%|█████▌    | 1496/2703 [01:38<01:28, 13.63it/s]


dev:  55%|█████▌    | 1498/2703 [01:38<01:22, 14.55it/s]


dev:  56%|█████▌    | 1501/2703 [01:38<01:14, 16.15it/s]


dev:  56%|█████▌    | 1503/2703 [01:39<01:18, 15.32it/s]


dev:  56%|█████▌    | 1505/2703 [01:39<01:16, 15.72it/s]


dev:  56%|█████▌    | 1507/2703 [01:39<01:11, 16.63it/s]


dev:  56%|█████▌    | 1509/2703 [01:39<01:11, 16.60it/s]


dev:  56%|█████▌    | 1512/2703 [01:39<01:08, 17.37it/s]


dev:  56%|█████▌    | 1514/2703 [01:39<01:12, 16.46it/s]


dev:  56%|█████▌    | 1516/2703 [01:39<01:10, 16.92it/s]


dev:  56%|█████▌    | 1518/2703 [01:39<01:12, 16.33it/s]


dev:  56%|█████▌    | 1520/2703 [01:40<01:13, 16.20it/s]


dev:  56%|█████▋    | 1522/2703 [01:40<01:10, 16.65it/s]


dev:  56%|█████▋    | 1524/2703 [01:40<01:12, 16.33it/s]


dev:  56%|█████▋    | 1526/2703 [01:40<01:13, 15.92it/s]


dev:  57%|█████▋    | 1529/2703 [01:40<01:09, 16.89it/s]


dev:  57%|█████▋    | 1531/2703 [01:40<01:11, 16.44it/s]


dev:  57%|█████▋    | 1533/2703 [01:40<01:09, 16.88it/s]


dev:  57%|█████▋    | 1535/2703 [01:40<01:08, 16.94it/s]


dev:  57%|█████▋    | 1537/2703 [01:41<01:12, 16.11it/s]


dev:  57%|█████▋    | 1539/2703 [01:41<01:15, 15.48it/s]


dev:  57%|█████▋    | 1541/2703 [01:41<01:12, 16.06it/s]


dev:  57%|█████▋    | 1543/2703 [01:41<01:16, 15.15it/s]


dev:  57%|█████▋    | 1545/2703 [01:41<01:14, 15.59it/s]


dev:  57%|█████▋    | 1547/2703 [01:41<01:11, 16.16it/s]


dev:  57%|█████▋    | 1549/2703 [01:41<01:08, 16.93it/s]


dev:  57%|█████▋    | 1551/2703 [01:41<01:08, 16.79it/s]


dev:  57%|█████▋    | 1553/2703 [01:42<01:09, 16.51it/s]


dev:  58%|█████▊    | 1555/2703 [01:42<01:07, 16.97it/s]


dev:  58%|█████▊    | 1557/2703 [01:42<01:07, 17.02it/s]


dev:  58%|█████▊    | 1559/2703 [01:42<01:09, 16.49it/s]


dev:  58%|█████▊    | 1561/2703 [01:42<01:14, 15.30it/s]


dev:  58%|█████▊    | 1563/2703 [01:42<01:10, 16.11it/s]


dev:  58%|█████▊    | 1565/2703 [01:42<01:11, 15.84it/s]


dev:  58%|█████▊    | 1567/2703 [01:43<01:12, 15.60it/s]


dev:  58%|█████▊    | 1569/2703 [01:43<01:09, 16.33it/s]


dev:  58%|█████▊    | 1571/2703 [01:43<01:08, 16.60it/s]


dev:  58%|█████▊    | 1573/2703 [01:43<01:06, 17.08it/s]


dev:  58%|█████▊    | 1575/2703 [01:43<01:05, 17.27it/s]


dev:  58%|█████▊    | 1577/2703 [01:43<01:04, 17.36it/s]


dev:  58%|█████▊    | 1579/2703 [01:43<01:07, 16.59it/s]


dev:  58%|█████▊    | 1581/2703 [01:43<01:06, 16.80it/s]


dev:  59%|█████▊    | 1583/2703 [01:43<01:05, 16.98it/s]


dev:  59%|█████▊    | 1585/2703 [01:44<01:11, 15.61it/s]


dev:  59%|█████▊    | 1588/2703 [01:44<01:08, 16.29it/s]


dev:  59%|█████▉    | 1590/2703 [01:44<01:08, 16.25it/s]


dev:  59%|█████▉    | 1592/2703 [01:44<01:10, 15.86it/s]


dev:  59%|█████▉    | 1594/2703 [01:44<01:08, 16.28it/s]


dev:  59%|█████▉    | 1596/2703 [01:44<01:11, 15.38it/s]


dev:  59%|█████▉    | 1598/2703 [01:44<01:08, 16.03it/s]


dev:  59%|█████▉    | 1600/2703 [01:45<01:10, 15.61it/s]


dev:  59%|█████▉    | 1602/2703 [01:45<01:12, 15.12it/s]


dev:  59%|█████▉    | 1604/2703 [01:45<01:15, 14.61it/s]


dev:  59%|█████▉    | 1607/2703 [01:45<01:14, 14.79it/s]


dev:  60%|█████▉    | 1609/2703 [01:45<01:21, 13.49it/s]


dev:  60%|█████▉    | 1611/2703 [01:45<01:13, 14.77it/s]


dev:  60%|█████▉    | 1613/2703 [01:45<01:14, 14.70it/s]


dev:  60%|█████▉    | 1615/2703 [01:46<01:11, 15.17it/s]


dev:  60%|█████▉    | 1617/2703 [01:46<01:16, 14.15it/s]


dev:  60%|█████▉    | 1620/2703 [01:46<01:17, 13.95it/s]


dev:  60%|██████    | 1622/2703 [01:46<01:12, 15.00it/s]


dev:  60%|██████    | 1624/2703 [01:46<01:07, 16.05it/s]


dev:  60%|██████    | 1626/2703 [01:46<01:04, 16.74it/s]


dev:  60%|██████    | 1628/2703 [01:46<01:01, 17.38it/s]


dev:  60%|██████    | 1630/2703 [01:47<01:09, 15.51it/s]


dev:  60%|██████    | 1632/2703 [01:47<01:05, 16.33it/s]


dev:  60%|██████    | 1634/2703 [01:47<01:03, 16.87it/s]


dev:  61%|██████    | 1636/2703 [01:47<01:00, 17.62it/s]


dev:  61%|██████    | 1638/2703 [01:47<00:58, 18.25it/s]


dev:  61%|██████    | 1640/2703 [01:47<01:03, 16.75it/s]


dev:  61%|██████    | 1642/2703 [01:47<01:04, 16.34it/s]


dev:  61%|██████    | 1644/2703 [01:47<01:04, 16.55it/s]


dev:  61%|██████    | 1647/2703 [01:48<01:03, 16.58it/s]


dev:  61%|██████    | 1649/2703 [01:48<01:04, 16.40it/s]


dev:  61%|██████    | 1651/2703 [01:48<01:05, 16.01it/s]


dev:  61%|██████    | 1653/2703 [01:48<01:03, 16.64it/s]


dev:  61%|██████    | 1655/2703 [01:48<01:02, 16.70it/s]


dev:  61%|██████▏   | 1657/2703 [01:48<01:07, 15.47it/s]


dev:  61%|██████▏   | 1659/2703 [01:48<01:08, 15.25it/s]


dev:  61%|██████▏   | 1661/2703 [01:48<01:07, 15.49it/s]


dev:  62%|██████▏   | 1663/2703 [01:49<01:07, 15.32it/s]


dev:  62%|██████▏   | 1665/2703 [01:49<01:06, 15.71it/s]


dev:  62%|██████▏   | 1667/2703 [01:49<01:06, 15.52it/s]


dev:  62%|██████▏   | 1670/2703 [01:49<01:01, 16.92it/s]


dev:  62%|██████▏   | 1672/2703 [01:49<00:58, 17.62it/s]


dev:  62%|██████▏   | 1674/2703 [01:49<01:07, 15.26it/s]


dev:  62%|██████▏   | 1676/2703 [01:49<01:05, 15.66it/s]


dev:  62%|██████▏   | 1678/2703 [01:49<01:08, 14.93it/s]


dev:  62%|██████▏   | 1680/2703 [01:50<01:05, 15.69it/s]


dev:  62%|██████▏   | 1682/2703 [01:50<01:10, 14.58it/s]


dev:  62%|██████▏   | 1684/2703 [01:50<01:05, 15.61it/s]


dev:  62%|██████▏   | 1686/2703 [01:50<01:06, 15.27it/s]


dev:  62%|██████▏   | 1688/2703 [01:50<01:04, 15.68it/s]


dev:  63%|██████▎   | 1690/2703 [01:50<01:05, 15.58it/s]


dev:  63%|██████▎   | 1692/2703 [01:50<01:10, 14.33it/s]


dev:  63%|██████▎   | 1694/2703 [01:51<01:09, 14.62it/s]


dev:  63%|██████▎   | 1696/2703 [01:51<01:08, 14.61it/s]


dev:  63%|██████▎   | 1698/2703 [01:51<01:12, 13.94it/s]


dev:  63%|██████▎   | 1700/2703 [01:51<01:08, 14.55it/s]


dev:  63%|██████▎   | 1702/2703 [01:51<01:11, 13.96it/s]


dev:  63%|██████▎   | 1705/2703 [01:51<01:08, 14.59it/s]


dev:  63%|██████▎   | 1707/2703 [01:51<01:09, 14.42it/s]


dev:  63%|██████▎   | 1709/2703 [01:52<01:05, 15.12it/s]


dev:  63%|██████▎   | 1711/2703 [01:52<01:05, 15.14it/s]


dev:  63%|██████▎   | 1713/2703 [01:52<01:04, 15.26it/s]


dev:  63%|██████▎   | 1715/2703 [01:52<01:08, 14.35it/s]


dev:  64%|██████▎   | 1717/2703 [01:52<01:06, 14.89it/s]


dev:  64%|██████▎   | 1719/2703 [01:52<01:04, 15.36it/s]


dev:  64%|██████▎   | 1721/2703 [01:52<00:59, 16.49it/s]


dev:  64%|██████▎   | 1723/2703 [01:52<01:01, 15.86it/s]


dev:  64%|██████▍   | 1725/2703 [01:53<01:00, 16.04it/s]


dev:  64%|██████▍   | 1727/2703 [01:53<01:00, 16.23it/s]


dev:  64%|██████▍   | 1729/2703 [01:53<01:02, 15.53it/s]


dev:  64%|██████▍   | 1731/2703 [01:53<00:59, 16.23it/s]


dev:  64%|██████▍   | 1733/2703 [01:53<00:57, 16.83it/s]


dev:  64%|██████▍   | 1735/2703 [01:53<01:01, 15.72it/s]


dev:  64%|██████▍   | 1738/2703 [01:53<00:55, 17.30it/s]


dev:  64%|██████▍   | 1740/2703 [01:53<00:55, 17.40it/s]


dev:  64%|██████▍   | 1742/2703 [01:54<00:55, 17.17it/s]


dev:  65%|██████▍   | 1744/2703 [01:54<00:53, 17.81it/s]


dev:  65%|██████▍   | 1746/2703 [01:54<00:52, 18.36it/s]


dev:  65%|██████▍   | 1748/2703 [01:54<00:53, 17.81it/s]


dev:  65%|██████▍   | 1750/2703 [01:54<00:55, 17.17it/s]


dev:  65%|██████▍   | 1752/2703 [01:54<00:56, 16.72it/s]


dev:  65%|██████▍   | 1754/2703 [01:54<01:00, 15.57it/s]


dev:  65%|██████▍   | 1756/2703 [01:54<00:57, 16.55it/s]


dev:  65%|██████▌   | 1758/2703 [01:55<01:01, 15.26it/s]


dev:  65%|██████▌   | 1760/2703 [01:55<01:01, 15.32it/s]


dev:  65%|██████▌   | 1762/2703 [01:55<01:01, 15.41it/s]


dev:  65%|██████▌   | 1764/2703 [01:55<01:03, 14.76it/s]


dev:  65%|██████▌   | 1766/2703 [01:55<01:00, 15.57it/s]


dev:  65%|██████▌   | 1768/2703 [01:55<01:00, 15.48it/s]


dev:  65%|██████▌   | 1770/2703 [01:55<01:03, 14.75it/s]


dev:  66%|██████▌   | 1772/2703 [01:56<01:02, 14.90it/s]


dev:  66%|██████▌   | 1774/2703 [01:56<00:59, 15.72it/s]


dev:  66%|██████▌   | 1776/2703 [01:56<00:58, 15.77it/s]


dev:  66%|██████▌   | 1778/2703 [01:56<00:59, 15.66it/s]


dev:  66%|██████▌   | 1780/2703 [01:56<00:56, 16.24it/s]


dev:  66%|██████▌   | 1782/2703 [01:56<00:56, 16.20it/s]


dev:  66%|██████▌   | 1784/2703 [01:56<01:01, 14.85it/s]


dev:  66%|██████▌   | 1786/2703 [01:56<00:58, 15.58it/s]


dev:  66%|██████▌   | 1788/2703 [01:57<01:00, 15.22it/s]


dev:  66%|██████▌   | 1790/2703 [01:57<00:57, 15.74it/s]


dev:  66%|██████▋   | 1792/2703 [01:57<00:57, 15.77it/s]


dev:  66%|██████▋   | 1794/2703 [01:57<01:01, 14.79it/s]


dev:  66%|██████▋   | 1796/2703 [01:57<00:56, 15.94it/s]


dev:  67%|██████▋   | 1798/2703 [01:57<00:55, 16.36it/s]


dev:  67%|██████▋   | 1800/2703 [01:57<00:55, 16.42it/s]


dev:  67%|██████▋   | 1802/2703 [01:57<00:52, 17.05it/s]


dev:  67%|██████▋   | 1804/2703 [01:58<00:54, 16.50it/s]


dev:  67%|██████▋   | 1806/2703 [01:58<00:52, 17.19it/s]


dev:  67%|██████▋   | 1808/2703 [01:58<00:55, 16.22it/s]


dev:  67%|██████▋   | 1810/2703 [01:58<00:53, 16.65it/s]


dev:  67%|██████▋   | 1812/2703 [01:58<00:51, 17.27it/s]


dev:  67%|██████▋   | 1814/2703 [01:58<00:51, 17.10it/s]


dev:  67%|██████▋   | 1816/2703 [01:58<00:53, 16.46it/s]


dev:  67%|██████▋   | 1818/2703 [01:58<00:51, 17.23it/s]


dev:  67%|██████▋   | 1820/2703 [01:58<00:54, 16.12it/s]


dev:  67%|██████▋   | 1822/2703 [01:59<01:03, 13.95it/s]


dev:  67%|██████▋   | 1824/2703 [01:59<01:01, 14.23it/s]


dev:  68%|██████▊   | 1826/2703 [01:59<00:57, 15.13it/s]


dev:  68%|██████▊   | 1828/2703 [01:59<01:02, 14.10it/s]


dev:  68%|██████▊   | 1830/2703 [01:59<00:57, 15.16it/s]


dev:  68%|██████▊   | 1833/2703 [01:59<00:56, 15.27it/s]


dev:  68%|██████▊   | 1835/2703 [02:00<00:59, 14.70it/s]


dev:  68%|██████▊   | 1837/2703 [02:00<00:57, 14.99it/s]


dev:  68%|██████▊   | 1839/2703 [02:00<00:56, 15.36it/s]


dev:  68%|██████▊   | 1841/2703 [02:00<00:59, 14.42it/s]


dev:  68%|██████▊   | 1844/2703 [02:00<00:56, 15.21it/s]


dev:  68%|██████▊   | 1846/2703 [02:00<00:54, 15.59it/s]


dev:  68%|██████▊   | 1848/2703 [02:00<00:55, 15.37it/s]


dev:  68%|██████▊   | 1850/2703 [02:00<00:54, 15.79it/s]


dev:  69%|██████▊   | 1853/2703 [02:01<00:50, 16.72it/s]


dev:  69%|██████▊   | 1855/2703 [02:01<00:56, 15.06it/s]


dev:  69%|██████▊   | 1857/2703 [02:01<00:55, 15.26it/s]


dev:  69%|██████▉   | 1859/2703 [02:01<00:56, 15.03it/s]


dev:  69%|██████▉   | 1861/2703 [02:01<00:57, 14.54it/s]


dev:  69%|██████▉   | 1863/2703 [02:01<00:54, 15.31it/s]


dev:  69%|██████▉   | 1865/2703 [02:01<00:53, 15.75it/s]


dev:  69%|██████▉   | 1867/2703 [02:02<00:53, 15.54it/s]


dev:  69%|██████▉   | 1869/2703 [02:02<00:54, 15.32it/s]


dev:  69%|██████▉   | 1871/2703 [02:02<00:53, 15.45it/s]


dev:  69%|██████▉   | 1874/2703 [02:02<00:51, 16.10it/s]


dev:  69%|██████▉   | 1876/2703 [02:02<00:51, 15.91it/s]


dev:  69%|██████▉   | 1878/2703 [02:02<00:49, 16.71it/s]


dev:  70%|██████▉   | 1880/2703 [02:02<00:53, 15.52it/s]


dev:  70%|██████▉   | 1882/2703 [02:03<00:52, 15.63it/s]


dev:  70%|██████▉   | 1884/2703 [02:03<00:50, 16.22it/s]


dev:  70%|██████▉   | 1886/2703 [02:03<00:47, 17.07it/s]


dev:  70%|██████▉   | 1888/2703 [02:03<00:49, 16.39it/s]


dev:  70%|██████▉   | 1890/2703 [02:03<00:48, 16.92it/s]


dev:  70%|██████▉   | 1892/2703 [02:03<00:53, 15.22it/s]


dev:  70%|███████   | 1894/2703 [02:03<00:54, 14.94it/s]


dev:  70%|███████   | 1896/2703 [02:03<00:53, 15.00it/s]


dev:  70%|███████   | 1898/2703 [02:04<00:50, 15.82it/s]


dev:  70%|███████   | 1900/2703 [02:04<00:53, 14.94it/s]


dev:  70%|███████   | 1903/2703 [02:04<00:51, 15.66it/s]


dev:  70%|███████   | 1905/2703 [02:04<00:53, 14.92it/s]


dev:  71%|███████   | 1907/2703 [02:04<00:52, 15.28it/s]


dev:  71%|███████   | 1909/2703 [02:04<00:50, 15.57it/s]


dev:  71%|███████   | 1912/2703 [02:04<00:48, 16.45it/s]


dev:  71%|███████   | 1914/2703 [02:05<00:51, 15.37it/s]


dev:  71%|███████   | 1916/2703 [02:05<00:51, 15.25it/s]


dev:  71%|███████   | 1918/2703 [02:05<00:49, 15.87it/s]


dev:  71%|███████   | 1920/2703 [02:05<00:52, 14.99it/s]


dev:  71%|███████   | 1922/2703 [02:05<00:54, 14.31it/s]


dev:  71%|███████   | 1925/2703 [02:05<00:46, 16.63it/s]


dev:  71%|███████▏  | 1927/2703 [02:05<00:45, 17.16it/s]


dev:  71%|███████▏  | 1929/2703 [02:05<00:43, 17.75it/s]


dev:  71%|███████▏  | 1931/2703 [02:06<00:43, 17.61it/s]


dev:  72%|███████▏  | 1933/2703 [02:06<00:48, 15.84it/s]


dev:  72%|███████▏  | 1935/2703 [02:06<00:53, 14.36it/s]


dev:  72%|███████▏  | 1937/2703 [02:06<00:53, 14.37it/s]


dev:  72%|███████▏  | 1939/2703 [02:06<00:52, 14.51it/s]


dev:  72%|███████▏  | 1941/2703 [02:06<00:50, 15.00it/s]


dev:  72%|███████▏  | 1943/2703 [02:06<00:50, 14.94it/s]


dev:  72%|███████▏  | 1945/2703 [02:07<00:49, 15.40it/s]


dev:  72%|███████▏  | 1947/2703 [02:07<00:45, 16.47it/s]


dev:  72%|███████▏  | 1949/2703 [02:07<00:47, 16.00it/s]


dev:  72%|███████▏  | 1952/2703 [02:07<00:45, 16.54it/s]


dev:  72%|███████▏  | 1954/2703 [02:07<00:46, 16.24it/s]


dev:  72%|███████▏  | 1956/2703 [02:07<00:50, 14.86it/s]


dev:  72%|███████▏  | 1958/2703 [02:07<00:49, 14.96it/s]


dev:  73%|███████▎  | 1960/2703 [02:08<00:47, 15.65it/s]


dev:  73%|███████▎  | 1962/2703 [02:08<00:45, 16.32it/s]


dev:  73%|███████▎  | 1964/2703 [02:08<00:47, 15.68it/s]


dev:  73%|███████▎  | 1966/2703 [02:08<00:47, 15.55it/s]


dev:  73%|███████▎  | 1968/2703 [02:08<00:47, 15.52it/s]


dev:  73%|███████▎  | 1970/2703 [02:08<00:44, 16.31it/s]


dev:  73%|███████▎  | 1972/2703 [02:08<00:42, 17.16it/s]


dev:  73%|███████▎  | 1974/2703 [02:08<00:47, 15.37it/s]


dev:  73%|███████▎  | 1976/2703 [02:09<00:46, 15.70it/s]


dev:  73%|███████▎  | 1978/2703 [02:09<00:47, 15.39it/s]


dev:  73%|███████▎  | 1980/2703 [02:09<00:49, 14.53it/s]


dev:  73%|███████▎  | 1982/2703 [02:09<00:48, 14.94it/s]


dev:  73%|███████▎  | 1984/2703 [02:09<00:46, 15.57it/s]


dev:  73%|███████▎  | 1986/2703 [02:09<00:44, 16.13it/s]


dev:  74%|███████▎  | 1988/2703 [02:09<00:47, 14.90it/s]


dev:  74%|███████▎  | 1990/2703 [02:10<00:51, 13.74it/s]


dev:  74%|███████▎  | 1992/2703 [02:10<00:52, 13.43it/s]


dev:  74%|███████▍  | 1994/2703 [02:10<00:48, 14.74it/s]


dev:  74%|███████▍  | 1996/2703 [02:10<00:46, 15.25it/s]


dev:  74%|███████▍  | 1998/2703 [02:10<00:47, 14.88it/s]


dev:  74%|███████▍  | 2000/2703 [02:10<00:46, 15.25it/s]


dev:  74%|███████▍  | 2002/2703 [02:10<00:42, 16.38it/s]


dev:  74%|███████▍  | 2005/2703 [02:10<00:40, 17.38it/s]


dev:  74%|███████▍  | 2007/2703 [02:11<00:38, 17.88it/s]


dev:  74%|███████▍  | 2009/2703 [02:11<00:39, 17.63it/s]


dev:  74%|███████▍  | 2011/2703 [02:11<00:41, 16.80it/s]


dev:  74%|███████▍  | 2013/2703 [02:11<00:40, 17.22it/s]


dev:  75%|███████▍  | 2015/2703 [02:11<00:40, 16.79it/s]


dev:  75%|███████▍  | 2018/2703 [02:11<00:38, 17.69it/s]


dev:  75%|███████▍  | 2020/2703 [02:11<00:40, 16.90it/s]


dev:  75%|███████▍  | 2022/2703 [02:11<00:40, 16.91it/s]


dev:  75%|███████▍  | 2024/2703 [02:12<00:40, 16.65it/s]


dev:  75%|███████▍  | 2026/2703 [02:12<00:39, 17.24it/s]


dev:  75%|███████▌  | 2028/2703 [02:12<00:40, 16.71it/s]


dev:  75%|███████▌  | 2031/2703 [02:12<00:36, 18.18it/s]


dev:  75%|███████▌  | 2034/2703 [02:12<00:38, 17.49it/s]


dev:  75%|███████▌  | 2036/2703 [02:12<00:40, 16.49it/s]


dev:  75%|███████▌  | 2038/2703 [02:12<00:40, 16.44it/s]


dev:  75%|███████▌  | 2040/2703 [02:12<00:40, 16.52it/s]


dev:  76%|███████▌  | 2042/2703 [02:13<00:43, 15.35it/s]


dev:  76%|███████▌  | 2044/2703 [02:13<00:43, 15.10it/s]


dev:  76%|███████▌  | 2046/2703 [02:13<00:42, 15.30it/s]


dev:  76%|███████▌  | 2048/2703 [02:13<00:43, 14.92it/s]


dev:  76%|███████▌  | 2051/2703 [02:13<00:42, 15.40it/s]


dev:  76%|███████▌  | 2053/2703 [02:13<00:42, 15.42it/s]


dev:  76%|███████▌  | 2055/2703 [02:13<00:42, 15.24it/s]


dev:  76%|███████▌  | 2057/2703 [02:14<00:43, 14.89it/s]


dev:  76%|███████▌  | 2059/2703 [02:14<00:43, 14.78it/s]


dev:  76%|███████▌  | 2061/2703 [02:14<00:45, 14.05it/s]


dev:  76%|███████▋  | 2064/2703 [02:14<00:40, 15.95it/s]


dev:  76%|███████▋  | 2066/2703 [02:14<00:40, 15.59it/s]


dev:  77%|███████▋  | 2068/2703 [02:14<00:43, 14.53it/s]


dev:  77%|███████▋  | 2070/2703 [02:14<00:40, 15.64it/s]


dev:  77%|███████▋  | 2072/2703 [02:15<00:38, 16.22it/s]


dev:  77%|███████▋  | 2074/2703 [02:15<00:37, 16.92it/s]


dev:  77%|███████▋  | 2076/2703 [02:15<00:38, 16.41it/s]


dev:  77%|███████▋  | 2078/2703 [02:15<00:37, 16.46it/s]


dev:  77%|███████▋  | 2080/2703 [02:15<00:38, 16.26it/s]


dev:  77%|███████▋  | 2082/2703 [02:15<00:39, 15.85it/s]


dev:  77%|███████▋  | 2084/2703 [02:15<00:38, 15.95it/s]


dev:  77%|███████▋  | 2086/2703 [02:15<00:39, 15.72it/s]


dev:  77%|███████▋  | 2088/2703 [02:16<00:42, 14.60it/s]


dev:  77%|███████▋  | 2090/2703 [02:16<00:41, 14.84it/s]


dev:  77%|███████▋  | 2092/2703 [02:16<00:43, 14.18it/s]


dev:  77%|███████▋  | 2094/2703 [02:16<00:42, 14.49it/s]


dev:  78%|███████▊  | 2096/2703 [02:16<00:42, 14.21it/s]


dev:  78%|███████▊  | 2098/2703 [02:16<00:40, 15.10it/s]


dev:  78%|███████▊  | 2100/2703 [02:16<00:40, 15.03it/s]


dev:  78%|███████▊  | 2103/2703 [02:17<00:36, 16.47it/s]


dev:  78%|███████▊  | 2105/2703 [02:17<00:36, 16.31it/s]


dev:  78%|███████▊  | 2107/2703 [02:17<00:35, 16.78it/s]


dev:  78%|███████▊  | 2109/2703 [02:17<00:36, 16.29it/s]


dev:  78%|███████▊  | 2111/2703 [02:17<00:36, 16.15it/s]


dev:  78%|███████▊  | 2113/2703 [02:17<00:37, 15.74it/s]


dev:  78%|███████▊  | 2116/2703 [02:17<00:35, 16.72it/s]


dev:  78%|███████▊  | 2118/2703 [02:17<00:35, 16.45it/s]


dev:  78%|███████▊  | 2120/2703 [02:18<00:36, 16.08it/s]


dev:  79%|███████▊  | 2122/2703 [02:18<00:35, 16.55it/s]


dev:  79%|███████▊  | 2125/2703 [02:18<00:34, 16.70it/s]


dev:  79%|███████▊  | 2127/2703 [02:18<00:36, 15.90it/s]


dev:  79%|███████▉  | 2129/2703 [02:18<00:36, 15.91it/s]


dev:  79%|███████▉  | 2132/2703 [02:18<00:32, 17.49it/s]


dev:  79%|███████▉  | 2134/2703 [02:18<00:31, 17.96it/s]


dev:  79%|███████▉  | 2136/2703 [02:19<00:34, 16.55it/s]


dev:  79%|███████▉  | 2138/2703 [02:19<00:38, 14.64it/s]


dev:  79%|███████▉  | 2140/2703 [02:19<00:37, 15.11it/s]


dev:  79%|███████▉  | 2142/2703 [02:19<00:36, 15.17it/s]


dev:  79%|███████▉  | 2144/2703 [02:19<00:35, 15.54it/s]


dev:  79%|███████▉  | 2146/2703 [02:19<00:33, 16.48it/s]


dev:  79%|███████▉  | 2148/2703 [02:19<00:32, 17.03it/s]


dev:  80%|███████▉  | 2150/2703 [02:19<00:33, 16.31it/s]


dev:  80%|███████▉  | 2152/2703 [02:20<00:33, 16.23it/s]


dev:  80%|███████▉  | 2154/2703 [02:20<00:32, 16.96it/s]


dev:  80%|███████▉  | 2156/2703 [02:20<00:34, 15.70it/s]


dev:  80%|███████▉  | 2158/2703 [02:20<00:34, 15.93it/s]


dev:  80%|███████▉  | 2160/2703 [02:20<00:32, 16.77it/s]


dev:  80%|███████▉  | 2162/2703 [02:20<00:31, 17.13it/s]


dev:  80%|████████  | 2164/2703 [02:20<00:34, 15.75it/s]


dev:  80%|████████  | 2166/2703 [02:20<00:34, 15.48it/s]


dev:  80%|████████  | 2168/2703 [02:21<00:34, 15.50it/s]


dev:  80%|████████  | 2170/2703 [02:21<00:38, 13.76it/s]


dev:  80%|████████  | 2172/2703 [02:21<00:39, 13.37it/s]


dev:  80%|████████  | 2175/2703 [02:21<00:36, 14.58it/s]


dev:  81%|████████  | 2177/2703 [02:21<00:33, 15.70it/s]


dev:  81%|████████  | 2179/2703 [02:21<00:33, 15.59it/s]


dev:  81%|████████  | 2181/2703 [02:21<00:33, 15.64it/s]


dev:  81%|████████  | 2184/2703 [02:22<00:31, 16.62it/s]


dev:  81%|████████  | 2186/2703 [02:22<00:31, 16.58it/s]


dev:  81%|████████  | 2188/2703 [02:22<00:30, 16.69it/s]


dev:  81%|████████  | 2190/2703 [02:22<00:32, 15.86it/s]


dev:  81%|████████  | 2192/2703 [02:22<00:32, 15.54it/s]


dev:  81%|████████  | 2194/2703 [02:22<00:31, 16.01it/s]


dev:  81%|████████  | 2196/2703 [02:22<00:32, 15.62it/s]


dev:  81%|████████▏ | 2198/2703 [02:23<00:32, 15.49it/s]


dev:  81%|████████▏ | 2200/2703 [02:23<00:33, 14.83it/s]


dev:  81%|████████▏ | 2202/2703 [02:23<00:34, 14.53it/s]


dev:  82%|████████▏ | 2204/2703 [02:23<00:33, 14.76it/s]


dev:  82%|████████▏ | 2206/2703 [02:23<00:33, 14.75it/s]


dev:  82%|████████▏ | 2208/2703 [02:23<00:35, 13.86it/s]


dev:  82%|████████▏ | 2210/2703 [02:23<00:34, 14.37it/s]


dev:  82%|████████▏ | 2212/2703 [02:24<00:32, 14.88it/s]


dev:  82%|████████▏ | 2214/2703 [02:24<00:32, 15.14it/s]


dev:  82%|████████▏ | 2216/2703 [02:24<00:32, 15.19it/s]


dev:  82%|████████▏ | 2218/2703 [02:24<00:31, 15.49it/s]


dev:  82%|████████▏ | 2220/2703 [02:24<00:30, 16.06it/s]


dev:  82%|████████▏ | 2222/2703 [02:24<00:29, 16.52it/s]


dev:  82%|████████▏ | 2224/2703 [02:24<00:31, 15.31it/s]


dev:  82%|████████▏ | 2226/2703 [02:24<00:29, 15.93it/s]


dev:  82%|████████▏ | 2228/2703 [02:25<00:30, 15.42it/s]


dev:  83%|████████▎ | 2230/2703 [02:25<00:30, 15.36it/s]


dev:  83%|████████▎ | 2232/2703 [02:25<00:28, 16.41it/s]


dev:  83%|████████▎ | 2234/2703 [02:25<00:31, 14.89it/s]


dev:  83%|████████▎ | 2236/2703 [02:25<00:30, 15.25it/s]


dev:  83%|████████▎ | 2238/2703 [02:25<00:29, 15.93it/s]


dev:  83%|████████▎ | 2240/2703 [02:25<00:30, 15.28it/s]


dev:  83%|████████▎ | 2242/2703 [02:25<00:31, 14.54it/s]


dev:  83%|████████▎ | 2244/2703 [02:26<00:30, 14.82it/s]


dev:  83%|████████▎ | 2246/2703 [02:26<00:29, 15.57it/s]


dev:  83%|████████▎ | 2248/2703 [02:26<00:29, 15.42it/s]


dev:  83%|████████▎ | 2250/2703 [02:26<00:28, 16.10it/s]


dev:  83%|████████▎ | 2252/2703 [02:26<00:29, 15.51it/s]


dev:  83%|████████▎ | 2254/2703 [02:26<00:29, 15.44it/s]


dev:  83%|████████▎ | 2256/2703 [02:26<00:27, 16.45it/s]


dev:  84%|████████▎ | 2258/2703 [02:26<00:28, 15.36it/s]


dev:  84%|████████▎ | 2260/2703 [02:27<00:28, 15.75it/s]


dev:  84%|████████▎ | 2262/2703 [02:27<00:28, 15.54it/s]


dev:  84%|████████▍ | 2264/2703 [02:27<00:30, 14.37it/s]


dev:  84%|████████▍ | 2266/2703 [02:27<00:27, 15.62it/s]


dev:  84%|████████▍ | 2268/2703 [02:27<00:29, 14.73it/s]


dev:  84%|████████▍ | 2270/2703 [02:27<00:29, 14.54it/s]


dev:  84%|████████▍ | 2272/2703 [02:27<00:29, 14.83it/s]


dev:  84%|████████▍ | 2274/2703 [02:28<00:28, 15.02it/s]


dev:  84%|████████▍ | 2276/2703 [02:28<00:29, 14.55it/s]


dev:  84%|████████▍ | 2279/2703 [02:28<00:27, 15.17it/s]


dev:  84%|████████▍ | 2282/2703 [02:28<00:25, 16.67it/s]


dev:  84%|████████▍ | 2284/2703 [02:28<00:24, 17.06it/s]


dev:  85%|████████▍ | 2286/2703 [02:28<00:25, 16.34it/s]


dev:  85%|████████▍ | 2288/2703 [02:28<00:25, 16.57it/s]


dev:  85%|████████▍ | 2290/2703 [02:29<00:26, 15.79it/s]


dev:  85%|████████▍ | 2292/2703 [02:29<00:25, 15.86it/s]


dev:  85%|████████▍ | 2294/2703 [02:29<00:27, 14.86it/s]


dev:  85%|████████▍ | 2296/2703 [02:29<00:25, 16.05it/s]


dev:  85%|████████▌ | 2298/2703 [02:29<00:26, 15.56it/s]


dev:  85%|████████▌ | 2300/2703 [02:29<00:27, 14.78it/s]


dev:  85%|████████▌ | 2302/2703 [02:29<00:25, 15.49it/s]


dev:  85%|████████▌ | 2304/2703 [02:29<00:26, 15.07it/s]


dev:  85%|████████▌ | 2306/2703 [02:30<00:24, 16.02it/s]


dev:  85%|████████▌ | 2308/2703 [02:30<00:26, 15.17it/s]


dev:  85%|████████▌ | 2310/2703 [02:30<00:26, 14.87it/s]


dev:  86%|████████▌ | 2312/2703 [02:30<00:26, 14.83it/s]


dev:  86%|████████▌ | 2314/2703 [02:30<00:26, 14.69it/s]


dev:  86%|████████▌ | 2316/2703 [02:30<00:26, 14.84it/s]


dev:  86%|████████▌ | 2318/2703 [02:30<00:27, 14.23it/s]


dev:  86%|████████▌ | 2320/2703 [02:31<00:25, 14.89it/s]


dev:  86%|████████▌ | 2322/2703 [02:31<00:24, 15.49it/s]


dev:  86%|████████▌ | 2324/2703 [02:31<00:25, 14.98it/s]


dev:  86%|████████▌ | 2326/2703 [02:31<00:23, 15.95it/s]


dev:  86%|████████▌ | 2328/2703 [02:31<00:24, 15.49it/s]


dev:  86%|████████▌ | 2330/2703 [02:31<00:23, 16.20it/s]


dev:  86%|████████▋ | 2332/2703 [02:31<00:24, 15.03it/s]


dev:  86%|████████▋ | 2334/2703 [02:31<00:23, 15.58it/s]


dev:  86%|████████▋ | 2336/2703 [02:32<00:22, 16.03it/s]


dev:  86%|████████▋ | 2338/2703 [02:32<00:24, 14.85it/s]


dev:  87%|████████▋ | 2340/2703 [02:32<00:23, 15.78it/s]


dev:  87%|████████▋ | 2342/2703 [02:32<00:22, 16.09it/s]


dev:  87%|████████▋ | 2344/2703 [02:32<00:22, 15.93it/s]


dev:  87%|████████▋ | 2346/2703 [02:32<00:21, 16.66it/s]


dev:  87%|████████▋ | 2348/2703 [02:32<00:21, 16.42it/s]


dev:  87%|████████▋ | 2350/2703 [02:32<00:21, 16.43it/s]


dev:  87%|████████▋ | 2352/2703 [02:33<00:21, 16.38it/s]


dev:  87%|████████▋ | 2354/2703 [02:33<00:21, 16.21it/s]


dev:  87%|████████▋ | 2356/2703 [02:33<00:21, 15.81it/s]


dev:  87%|████████▋ | 2358/2703 [02:33<00:21, 15.95it/s]


dev:  87%|████████▋ | 2360/2703 [02:33<00:21, 16.19it/s]


dev:  87%|████████▋ | 2362/2703 [02:33<00:20, 16.65it/s]


dev:  87%|████████▋ | 2364/2703 [02:33<00:20, 16.90it/s]


dev:  88%|████████▊ | 2366/2703 [02:33<00:21, 15.93it/s]


dev:  88%|████████▊ | 2368/2703 [02:34<00:20, 16.26it/s]


dev:  88%|████████▊ | 2370/2703 [02:34<00:20, 16.22it/s]


dev:  88%|████████▊ | 2372/2703 [02:34<00:20, 15.91it/s]


dev:  88%|████████▊ | 2374/2703 [02:34<00:21, 15.36it/s]


dev:  88%|████████▊ | 2376/2703 [02:34<00:19, 16.45it/s]


dev:  88%|████████▊ | 2379/2703 [02:34<00:18, 17.59it/s]


dev:  88%|████████▊ | 2381/2703 [02:34<00:19, 16.54it/s]


dev:  88%|████████▊ | 2383/2703 [02:34<00:19, 16.42it/s]


dev:  88%|████████▊ | 2385/2703 [02:35<00:20, 15.64it/s]


dev:  88%|████████▊ | 2387/2703 [02:35<00:21, 14.78it/s]


dev:  88%|████████▊ | 2389/2703 [02:35<00:22, 14.16it/s]


dev:  88%|████████▊ | 2391/2703 [02:35<00:21, 14.56it/s]


dev:  89%|████████▊ | 2394/2703 [02:35<00:19, 16.19it/s]


dev:  89%|████████▊ | 2396/2703 [02:35<00:19, 15.96it/s]


dev:  89%|████████▊ | 2398/2703 [02:35<00:18, 16.48it/s]


dev:  89%|████████▉ | 2400/2703 [02:36<00:20, 14.91it/s]


dev:  89%|████████▉ | 2403/2703 [02:36<00:17, 17.51it/s]


dev:  89%|████████▉ | 2405/2703 [02:36<00:17, 16.89it/s]


dev:  89%|████████▉ | 2408/2703 [02:36<00:15, 18.50it/s]


dev:  89%|████████▉ | 2410/2703 [02:36<00:16, 17.95it/s]


dev:  89%|████████▉ | 2412/2703 [02:36<00:16, 17.75it/s]


dev:  89%|████████▉ | 2414/2703 [02:36<00:17, 16.45it/s]


dev:  89%|████████▉ | 2416/2703 [02:36<00:17, 16.06it/s]


dev:  89%|████████▉ | 2418/2703 [02:37<00:17, 16.45it/s]


dev:  90%|████████▉ | 2420/2703 [02:37<00:16, 17.32it/s]


dev:  90%|████████▉ | 2422/2703 [02:37<00:16, 17.41it/s]


dev:  90%|████████▉ | 2424/2703 [02:37<00:16, 16.45it/s]


dev:  90%|████████▉ | 2427/2703 [02:37<00:16, 16.72it/s]


dev:  90%|████████▉ | 2429/2703 [02:37<00:15, 17.23it/s]


dev:  90%|████████▉ | 2431/2703 [02:37<00:15, 17.19it/s]


dev:  90%|█████████ | 2433/2703 [02:37<00:17, 15.74it/s]


dev:  90%|█████████ | 2435/2703 [02:38<00:18, 14.71it/s]


dev:  90%|█████████ | 2437/2703 [02:38<00:17, 15.18it/s]


dev:  90%|█████████ | 2439/2703 [02:38<00:16, 15.58it/s]


dev:  90%|█████████ | 2442/2703 [02:38<00:15, 17.38it/s]


dev:  90%|█████████ | 2444/2703 [02:38<00:15, 16.69it/s]


dev:  90%|█████████ | 2446/2703 [02:38<00:16, 15.29it/s]


dev:  91%|█████████ | 2448/2703 [02:38<00:15, 15.99it/s]


dev:  91%|█████████ | 2450/2703 [02:39<00:15, 15.86it/s]


dev:  91%|█████████ | 2452/2703 [02:39<00:16, 15.15it/s]


dev:  91%|█████████ | 2454/2703 [02:39<00:15, 15.80it/s]


dev:  91%|█████████ | 2456/2703 [02:39<00:16, 15.38it/s]


dev:  91%|█████████ | 2458/2703 [02:39<00:14, 16.36it/s]


dev:  91%|█████████ | 2460/2703 [02:39<00:15, 16.20it/s]


dev:  91%|█████████ | 2462/2703 [02:39<00:16, 14.31it/s]


dev:  91%|█████████ | 2464/2703 [02:40<00:16, 14.42it/s]


dev:  91%|█████████ | 2466/2703 [02:40<00:15, 15.07it/s]


dev:  91%|█████████▏| 2468/2703 [02:40<00:14, 15.91it/s]


dev:  91%|█████████▏| 2470/2703 [02:40<00:15, 15.39it/s]


dev:  91%|█████████▏| 2472/2703 [02:40<00:14, 16.43it/s]


dev:  92%|█████████▏| 2474/2703 [02:40<00:14, 15.71it/s]


dev:  92%|█████████▏| 2477/2703 [02:40<00:12, 17.73it/s]


dev:  92%|█████████▏| 2479/2703 [02:40<00:12, 17.43it/s]


dev:  92%|█████████▏| 2481/2703 [02:40<00:13, 17.03it/s]


dev:  92%|█████████▏| 2484/2703 [02:41<00:12, 18.17it/s]


dev:  92%|█████████▏| 2486/2703 [02:41<00:12, 17.71it/s]


dev:  92%|█████████▏| 2488/2703 [02:41<00:11, 18.09it/s]


dev:  92%|█████████▏| 2490/2703 [02:41<00:12, 17.42it/s]


dev:  92%|█████████▏| 2492/2703 [02:41<00:12, 17.16it/s]


dev:  92%|█████████▏| 2494/2703 [02:41<00:13, 15.61it/s]


dev:  92%|█████████▏| 2497/2703 [02:41<00:12, 16.42it/s]


dev:  92%|█████████▏| 2499/2703 [02:42<00:12, 16.21it/s]


dev:  93%|█████████▎| 2501/2703 [02:42<00:12, 16.72it/s]


dev:  93%|█████████▎| 2503/2703 [02:42<00:12, 16.62it/s]


dev:  93%|█████████▎| 2505/2703 [02:42<00:11, 17.22it/s]


dev:  93%|█████████▎| 2507/2703 [02:42<00:11, 17.06it/s]


dev:  93%|█████████▎| 2509/2703 [02:42<00:12, 15.49it/s]


dev:  93%|█████████▎| 2511/2703 [02:42<00:12, 15.09it/s]


dev:  93%|█████████▎| 2513/2703 [02:42<00:12, 15.39it/s]


dev:  93%|█████████▎| 2515/2703 [02:43<00:12, 15.00it/s]


dev:  93%|█████████▎| 2517/2703 [02:43<00:12, 15.12it/s]


dev:  93%|█████████▎| 2519/2703 [02:43<00:11, 15.82it/s]


dev:  93%|█████████▎| 2521/2703 [02:43<00:10, 16.76it/s]


dev:  93%|█████████▎| 2523/2703 [02:43<00:10, 16.63it/s]


dev:  93%|█████████▎| 2525/2703 [02:43<00:11, 14.86it/s]


dev:  93%|█████████▎| 2527/2703 [02:43<00:12, 14.25it/s]


dev:  94%|█████████▎| 2529/2703 [02:44<00:11, 14.51it/s]


dev:  94%|█████████▎| 2531/2703 [02:44<00:11, 14.42it/s]


dev:  94%|█████████▎| 2533/2703 [02:44<00:10, 15.46it/s]


dev:  94%|█████████▍| 2535/2703 [02:44<00:10, 15.54it/s]


dev:  94%|█████████▍| 2538/2703 [02:44<00:10, 15.98it/s]


dev:  94%|█████████▍| 2540/2703 [02:44<00:10, 15.77it/s]


dev:  94%|█████████▍| 2542/2703 [02:44<00:09, 16.29it/s]


dev:  94%|█████████▍| 2544/2703 [02:44<00:09, 16.24it/s]


dev:  94%|█████████▍| 2546/2703 [02:45<00:10, 15.16it/s]


dev:  94%|█████████▍| 2548/2703 [02:45<00:09, 15.54it/s]


dev:  94%|█████████▍| 2550/2703 [02:45<00:10, 15.29it/s]


dev:  94%|█████████▍| 2552/2703 [02:45<00:10, 14.19it/s]


dev:  94%|█████████▍| 2554/2703 [02:45<00:10, 14.67it/s]


dev:  95%|█████████▍| 2557/2703 [02:45<00:08, 17.74it/s]


dev:  95%|█████████▍| 2559/2703 [02:45<00:07, 18.05it/s]


dev:  95%|█████████▍| 2561/2703 [02:45<00:08, 17.31it/s]


dev:  95%|█████████▍| 2563/2703 [02:46<00:08, 16.62it/s]


dev:  95%|█████████▍| 2566/2703 [02:46<00:07, 18.38it/s]


dev:  95%|█████████▌| 2569/2703 [02:46<00:06, 19.21it/s]


dev:  95%|█████████▌| 2571/2703 [02:46<00:06, 19.19it/s]


dev:  95%|█████████▌| 2573/2703 [02:46<00:07, 17.64it/s]


dev:  95%|█████████▌| 2575/2703 [02:46<00:07, 17.98it/s]


dev:  95%|█████████▌| 2577/2703 [02:46<00:07, 17.52it/s]


dev:  95%|█████████▌| 2579/2703 [02:46<00:07, 17.67it/s]


dev:  95%|█████████▌| 2581/2703 [02:47<00:06, 17.65it/s]


dev:  96%|█████████▌| 2584/2703 [02:47<00:06, 19.38it/s]


dev:  96%|█████████▌| 2586/2703 [02:47<00:06, 18.02it/s]


dev:  96%|█████████▌| 2589/2703 [02:47<00:06, 18.93it/s]


dev:  96%|█████████▌| 2592/2703 [02:47<00:05, 19.25it/s]


dev:  96%|█████████▌| 2594/2703 [02:47<00:05, 18.65it/s]


dev:  96%|█████████▌| 2597/2703 [02:47<00:05, 20.78it/s]


dev:  96%|█████████▌| 2600/2703 [02:48<00:05, 19.22it/s]


dev:  96%|█████████▋| 2602/2703 [02:48<00:05, 18.72it/s]


dev:  96%|█████████▋| 2605/2703 [02:48<00:05, 17.76it/s]


dev:  96%|█████████▋| 2607/2703 [02:48<00:06, 15.57it/s]


dev:  97%|█████████▋| 2609/2703 [02:48<00:06, 15.64it/s]


dev:  97%|█████████▋| 2611/2703 [02:48<00:05, 15.70it/s]


dev:  97%|█████████▋| 2613/2703 [02:48<00:05, 16.13it/s]


dev:  97%|█████████▋| 2615/2703 [02:49<00:05, 15.59it/s]


dev:  97%|█████████▋| 2617/2703 [02:49<00:05, 15.19it/s]


dev:  97%|█████████▋| 2619/2703 [02:49<00:05, 16.30it/s]


dev:  97%|█████████▋| 2621/2703 [02:49<00:05, 15.39it/s]


dev:  97%|█████████▋| 2623/2703 [02:49<00:05, 15.63it/s]


dev:  97%|█████████▋| 2626/2703 [02:49<00:04, 17.55it/s]


dev:  97%|█████████▋| 2628/2703 [02:49<00:04, 17.23it/s]


dev:  97%|█████████▋| 2631/2703 [02:49<00:03, 19.05it/s]


dev:  97%|█████████▋| 2633/2703 [02:50<00:03, 18.25it/s]


dev:  97%|█████████▋| 2635/2703 [02:50<00:03, 17.99it/s]


dev:  98%|█████████▊| 2637/2703 [02:50<00:03, 18.22it/s]


dev:  98%|█████████▊| 2639/2703 [02:50<00:03, 17.26it/s]


dev:  98%|█████████▊| 2641/2703 [02:50<00:03, 17.31it/s]


dev:  98%|█████████▊| 2643/2703 [02:50<00:03, 17.28it/s]


dev:  98%|█████████▊| 2645/2703 [02:50<00:03, 16.69it/s]


dev:  98%|█████████▊| 2648/2703 [02:50<00:03, 17.70it/s]


dev:  98%|█████████▊| 2650/2703 [02:51<00:02, 17.90it/s]


dev:  98%|█████████▊| 2652/2703 [02:51<00:02, 17.45it/s]


dev:  98%|█████████▊| 2654/2703 [02:51<00:02, 17.10it/s]


dev:  98%|█████████▊| 2656/2703 [02:51<00:03, 15.62it/s]


dev:  98%|█████████▊| 2659/2703 [02:51<00:02, 18.04it/s]


dev:  98%|█████████▊| 2661/2703 [02:51<00:02, 18.14it/s]


dev:  99%|█████████▊| 2663/2703 [02:51<00:02, 17.58it/s]


dev:  99%|█████████▊| 2665/2703 [02:51<00:02, 17.23it/s]


dev:  99%|█████████▊| 2667/2703 [02:52<00:02, 17.21it/s]


dev:  99%|█████████▊| 2669/2703 [02:52<00:01, 17.40it/s]


dev:  99%|█████████▉| 2672/2703 [02:52<00:01, 20.24it/s]


dev:  99%|█████████▉| 2676/2703 [02:52<00:01, 25.53it/s]


dev:  99%|█████████▉| 2679/2703 [02:52<00:01, 22.77it/s]


dev:  99%|█████████▉| 2682/2703 [02:52<00:01, 20.89it/s]


dev:  99%|█████████▉| 2685/2703 [02:52<00:00, 22.77it/s]


dev:  99%|█████████▉| 2688/2703 [02:52<00:00, 19.87it/s]


dev: 100%|█████████▉| 2692/2703 [02:53<00:00, 23.36it/s]


dev: 100%|█████████▉| 2695/2703 [02:53<00:00, 23.10it/s]


dev: 100%|█████████▉| 2699/2703 [02:53<00:00, 25.78it/s]
dev: 100%|██████████| 2703/2703 [02:53<00:00, 15.56it/s]

                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [42:17<00:00,  2.20it/s]

train:  14%|█▍        | 484/3515 [06:36<22:56,  2.20it/s]
                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [42:17<00:00,  2.20it/s]

train:  14%|█▍        | 484/3515 [06:36<22:56,  2.20it/s]
overall: 100%|██████████| 4000/4000 [42:17<00:00, 53.07s/it]

train:  14%|█▍        | 485/3515 [06:36<44:39:55, 53.07s/it]403-128339-0009 Failed!!!

train:  14%|█▍        | 485/3515 [06:36<41:20,  1.22it/s]   

overall: 100%|██████████| 4000/4000 [42:17<00:00,  1.58it/s]
dev loss: 2.1527786254882812
dev per: 0.6096774193548387
[Runner] - Save the checkpoint to:
1. result/downstream/grid/states-4000.ckpt