/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-v1-330M were not used when initializing MERTModel: ['encoder.pos_conv_embed.conv.weight_v', 'encoder.pos_conv_embed.conv.weight_g']
- 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-v1-330M 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-v1-330M {'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:  11%|█▏        | 400/3515 [00:00<00:00, 3781.06it/s]

word -> phonemes:  24%|██▍       | 858/3515 [00:00<00:00, 4235.46it/s]

word -> phonemes:  38%|███▊      | 1331/3515 [00:00<00:00, 4455.46it/s]

word -> phonemes:  51%|█████     | 1778/3515 [00:00<00:00, 4163.43it/s]

word -> phonemes:  63%|██████▎   | 2216/3515 [00:00<00:00, 4235.84it/s]

word -> phonemes:  75%|███████▌  | 2642/3515 [00:00<00:00, 3815.28it/s]

word -> phonemes:  88%|████████▊ | 3097/3515 [00:00<00:00, 4031.87it/s]

word -> phonemes: 100%|█████████▉| 3508/3515 [00:00<00:00, 4048.03it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:00<00:00, 4042.41it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:   0%|          | 1/4000 [00:04<5:01:16,  4.52s/it]

train:   0%|          | 1/3515 [00:02<2:28:12,  2.53s/it]
overall:   0%|          | 2/4000 [00:05<2:48:31,  2.53s/it]

train:   0%|          | 2/3515 [00:03<1:40:06,  1.71s/it]
overall:   0%|          | 3/4000 [00:06<2:07:28,  1.91s/it]

train:   0%|          | 3/3515 [00:04<1:25:56,  1.47s/it]
overall:   0%|          | 4/4000 [00:08<1:48:07,  1.62s/it]

train:   0%|          | 4/3515 [00:06<1:19:14,  1.35s/it]
overall:   0%|          | 5/4000 [00:09<1:38:02,  1.47s/it]

train:   0%|          | 5/3515 [00:07<1:16:03,  1.30s/it]
overall:   0%|          | 6/4000 [00:10<1:29:44,  1.35s/it]

train:   0%|          | 6/3515 [00:08<1:12:11,  1.23s/it]
overall:   0%|          | 7/4000 [00:11<1:27:52,  1.32s/it]

train:   0%|          | 7/3515 [00:09<1:12:43,  1.24s/it]
overall:   0%|          | 8/4000 [00:12<1:24:59,  1.28s/it]

train:   0%|          | 8/3515 [00:10<1:11:36,  1.23s/it]
overall:   0%|          | 9/4000 [00:13<1:23:22,  1.25s/it]

train:   0%|          | 9/3515 [00:11<1:11:08,  1.22s/it]
overall:   0%|          | 10/4000 [00:14<1:06:21,  1.00it/s]

train:   0%|          | 10/3515 [00:12<56:50,  1.03it/s] 
overall:   0%|          | 11/4000 [00:14<51:43,  1.29it/s]  

train:   0%|          | 11/3515 [00:12<44:25,  1.31it/s]
overall:   0%|          | 12/4000 [00:15<1:01:41,  1.08it/s]

train:   0%|          | 12/3515 [00:13<53:29,  1.09it/s]
overall:   0%|          | 13/4000 [00:17<1:04:35,  1.03it/s]

train:   0%|          | 13/3515 [00:15<56:15,  1.04it/s]
overall:   0%|          | 14/4000 [00:18<1:08:52,  1.04s/it]

train:   0%|          | 14/3515 [00:16<1:00:09,  1.03s/it]
overall:   0%|          | 15/4000 [00:19<1:09:07,  1.04s/it]

train:   0%|          | 15/3515 [00:17<1:00:28,  1.04s/it]
overall:   0%|          | 16/4000 [00:20<1:12:22,  1.09s/it]

train:   0%|          | 16/3515 [00:18<1:03:23,  1.09s/it]
overall:   0%|          | 17/4000 [00:21<1:13:17,  1.10s/it]

train:   0%|          | 17/3515 [00:19<1:04:14,  1.10s/it]
overall:   0%|          | 18/4000 [00:22<1:17:55,  1.17s/it]

train:   1%|          | 18/3515 [00:20<1:08:21,  1.17s/it]
overall:   0%|          | 19/4000 [00:23<1:02:55,  1.05it/s]

train:   1%|          | 19/3515 [00:21<55:12,  1.06it/s]  
overall:   0%|          | 20/4000 [00:24<1:08:21,  1.03s/it]

train:   1%|          | 20/3515 [00:22<59:59,  1.03s/it]
overall:   1%|          | 21/4000 [00:25<1:13:11,  1.10s/it]

train:   1%|          | 21/3515 [00:23<1:04:14,  1.10s/it]
overall:   1%|          | 22/4000 [00:27<1:16:23,  1.15s/it]

train:   1%|          | 22/3515 [00:25<1:07:03,  1.15s/it]
overall:   1%|          | 23/4000 [00:28<1:18:01,  1.18s/it]

train:   1%|          | 23/3515 [00:26<1:08:29,  1.18s/it]
overall:   1%|          | 24/4000 [00:29<1:16:24,  1.15s/it]

train:   1%|          | 24/3515 [00:27<1:07:05,  1.15s/it]
overall:   1%|          | 25/4000 [00:30<1:17:40,  1.17s/it]

train:   1%|          | 25/3515 [00:28<1:08:11,  1.17s/it]
overall:   1%|          | 26/4000 [00:31<1:17:46,  1.17s/it]

train:   1%|          | 26/3515 [00:29<1:08:16,  1.17s/it]
overall:   1%|          | 27/4000 [00:33<1:19:06,  1.19s/it]

train:   1%|          | 27/3515 [00:31<1:09:26,  1.19s/it]
overall:   1%|          | 28/4000 [00:34<1:17:42,  1.17s/it]

train:   1%|          | 28/3515 [00:32<1:08:13,  1.17s/it]
overall:   1%|          | 29/4000 [00:35<1:17:17,  1.17s/it]

train:   1%|          | 29/3515 [00:33<1:07:50,  1.17s/it]
overall:   1%|          | 30/4000 [00:36<1:19:04,  1.20s/it]

train:   1%|          | 30/3515 [00:34<1:09:25,  1.20s/it]
overall:   1%|          | 31/4000 [00:37<1:19:13,  1.20s/it]

train:   1%|          | 31/3515 [00:35<1:09:32,  1.20s/it]
overall:   1%|          | 32/4000 [00:39<1:19:22,  1.20s/it]

train:   1%|          | 32/3515 [00:37<1:09:40,  1.20s/it]
overall:   1%|          | 33/4000 [00:40<1:19:29,  1.20s/it]

train:   1%|          | 33/3515 [00:38<1:09:46,  1.20s/it]
overall:   1%|          | 34/4000 [00:40<1:01:00,  1.08it/s]

train:   1%|          | 34/3515 [00:38<53:32,  1.08it/s]  
overall:   1%|          | 35/4000 [00:41<1:07:25,  1.02s/it]

train:   1%|          | 35/3515 [00:39<59:10,  1.02s/it]
overall:   1%|          | 36/4000 [00:43<1:13:17,  1.11s/it]

train:   1%|          | 36/3515 [00:41<1:04:19,  1.11s/it]
overall:   1%|          | 37/4000 [00:44<1:13:13,  1.11s/it]

train:   1%|          | 37/3515 [00:42<1:04:15,  1.11s/it]
overall:   1%|          | 38/4000 [00:45<1:14:04,  1.12s/it]

train:   1%|          | 38/3515 [00:43<1:05:00,  1.12s/it]
overall:   1%|          | 39/4000 [00:46<1:13:01,  1.11s/it]

train:   1%|          | 39/3515 [00:44<1:04:05,  1.11s/it]
overall:   1%|          | 40/4000 [00:47<1:05:52,  1.00it/s]

train:   1%|          | 40/3515 [00:45<57:48,  1.00it/s]  
overall:   1%|          | 41/4000 [00:48<1:09:08,  1.05s/it]

train:   1%|          | 41/3515 [00:46<1:00:40,  1.05s/it]
overall:   1%|          | 42/4000 [00:49<1:13:17,  1.11s/it]

train:   1%|          | 42/3515 [00:47<1:04:18,  1.11s/it]
overall:   1%|          | 43/4000 [00:50<1:13:35,  1.12s/it]

train:   1%|          | 43/3515 [00:48<1:04:34,  1.12s/it]
overall:   1%|          | 44/4000 [00:51<1:13:53,  1.12s/it]

train:   1%|▏         | 44/3515 [00:49<1:04:49,  1.12s/it]
overall:   1%|          | 45/4000 [00:52<1:03:49,  1.03it/s]

train:   1%|▏         | 45/3515 [00:50<56:00,  1.03it/s]  
overall:   1%|          | 46/4000 [00:52<53:11,  1.24it/s]  

train:   1%|▏         | 46/3515 [00:50<46:39,  1.24it/s]
overall:   1%|          | 47/4000 [00:54<1:00:35,  1.09it/s]

train:   1%|▏         | 47/3515 [00:52<53:09,  1.09it/s]
overall:   1%|          | 48/4000 [00:55<1:01:50,  1.07it/s]

train:   1%|▏         | 48/3515 [00:53<54:15,  1.07it/s]
overall:   1%|          | 49/4000 [00:56<1:09:02,  1.05s/it]

train:   1%|▏         | 49/3515 [00:54<1:00:33,  1.05s/it]
overall:   1%|▏         | 50/4000 [00:57<1:10:20,  1.07s/it]

train:   1%|▏         | 50/3515 [00:55<1:01:42,  1.07s/it]
overall:   1%|▏         | 51/4000 [00:58<1:11:00,  1.08s/it]

train:   1%|▏         | 51/3515 [00:56<1:02:17,  1.08s/it]
overall:   1%|▏         | 52/4000 [00:59<1:13:49,  1.12s/it]

train:   1%|▏         | 52/3515 [00:57<1:04:45,  1.12s/it]
overall:   1%|▏         | 53/4000 [01:00<1:15:03,  1.14s/it]

train:   2%|▏         | 53/3515 [00:58<1:05:50,  1.14s/it]
overall:   1%|▏         | 54/4000 [01:02<1:14:29,  1.13s/it]

train:   2%|▏         | 54/3515 [01:00<1:05:20,  1.13s/it]
overall:   1%|▏         | 55/4000 [01:03<1:16:02,  1.16s/it]

train:   2%|▏         | 55/3515 [01:01<1:06:41,  1.16s/it]
overall:   1%|▏         | 56/4000 [01:04<1:16:46,  1.17s/it]

train:   2%|▏         | 56/3515 [01:02<1:07:20,  1.17s/it]
overall:   1%|▏         | 57/4000 [01:05<1:18:51,  1.20s/it]

train:   2%|▏         | 57/3515 [01:03<1:09:09,  1.20s/it]
overall:   1%|▏         | 58/4000 [01:07<1:20:22,  1.22s/it]

train:   2%|▏         | 58/3515 [01:05<1:10:29,  1.22s/it]
overall:   1%|▏         | 59/4000 [01:08<1:19:44,  1.21s/it]

train:   2%|▏         | 59/3515 [01:06<1:09:55,  1.21s/it]
overall:   2%|▏         | 60/4000 [01:09<1:20:48,  1.23s/it]

train:   2%|▏         | 60/3515 [01:07<1:10:51,  1.23s/it]
overall:   2%|▏         | 61/4000 [01:10<1:18:26,  1.19s/it]

train:   2%|▏         | 61/3515 [01:08<1:08:46,  1.19s/it]
overall:   2%|▏         | 62/4000 [01:11<1:12:43,  1.11s/it]

train:   2%|▏         | 62/3515 [01:09<1:03:46,  1.11s/it]
overall:   2%|▏         | 63/4000 [01:12<1:13:31,  1.12s/it]

train:   2%|▏         | 63/3515 [01:10<1:04:28,  1.12s/it]
overall:   2%|▏         | 64/4000 [01:13<1:10:19,  1.07s/it]

train:   2%|▏         | 64/3515 [01:11<1:01:39,  1.07s/it]
overall:   2%|▏         | 65/4000 [01:14<1:14:12,  1.13s/it]

train:   2%|▏         | 65/3515 [01:12<1:05:03,  1.13s/it]
overall:   2%|▏         | 66/4000 [01:16<1:17:15,  1.18s/it]

train:   2%|▏         | 66/3515 [01:14<1:07:44,  1.18s/it]
overall:   2%|▏         | 67/4000 [01:17<1:17:18,  1.18s/it]

train:   2%|▏         | 67/3515 [01:15<1:07:46,  1.18s/it]
overall:   2%|▏         | 68/4000 [01:18<1:17:30,  1.18s/it]

train:   2%|▏         | 68/3515 [01:16<1:07:56,  1.18s/it]
overall:   2%|▏         | 69/4000 [01:18<1:02:18,  1.05it/s]

train:   2%|▏         | 69/3515 [01:16<54:37,  1.05it/s]  
overall:   2%|▏         | 70/4000 [01:20<1:06:29,  1.02s/it]

train:   2%|▏         | 70/3515 [01:18<58:16,  1.02s/it]
overall:   2%|▏         | 71/4000 [01:21<1:11:24,  1.09s/it]

train:   2%|▏         | 71/3515 [01:19<1:02:35,  1.09s/it]
overall:   2%|▏         | 72/4000 [01:22<1:11:54,  1.10s/it]

train:   2%|▏         | 72/3515 [01:20<1:03:01,  1.10s/it]
overall:   2%|▏         | 73/4000 [01:23<1:13:06,  1.12s/it]

train:   2%|▏         | 73/3515 [01:21<1:04:05,  1.12s/it]
overall:   2%|▏         | 74/4000 [01:24<1:14:14,  1.13s/it]

train:   2%|▏         | 74/3515 [01:22<1:05:04,  1.13s/it]
overall:   2%|▏         | 75/4000 [01:26<1:15:32,  1.15s/it]

train:   2%|▏         | 75/3515 [01:24<1:06:12,  1.15s/it]
overall:   2%|▏         | 76/4000 [01:27<1:16:14,  1.17s/it]

train:   2%|▏         | 76/3515 [01:25<1:06:49,  1.17s/it]
overall:   2%|▏         | 77/4000 [01:28<1:16:13,  1.17s/it]

train:   2%|▏         | 77/3515 [01:26<1:06:48,  1.17s/it]
overall:   2%|▏         | 78/4000 [01:29<1:15:46,  1.16s/it]

train:   2%|▏         | 78/3515 [01:27<1:06:23,  1.16s/it]
overall:   2%|▏         | 79/4000 [01:30<1:16:00,  1.16s/it]

train:   2%|▏         | 79/3515 [01:28<1:06:36,  1.16s/it]
overall:   2%|▏         | 80/4000 [01:32<1:18:04,  1.20s/it]

train:   2%|▏         | 80/3515 [01:30<1:08:25,  1.20s/it]
overall:   2%|▏         | 81/4000 [01:33<1:18:05,  1.20s/it]

train:   2%|▏         | 81/3515 [01:31<1:08:25,  1.20s/it]
overall:   2%|▏         | 82/4000 [01:34<1:18:30,  1.20s/it]

train:   2%|▏         | 82/3515 [01:32<1:08:47,  1.20s/it]
overall:   2%|▏         | 83/4000 [01:35<1:18:47,  1.21s/it]

train:   2%|▏         | 83/3515 [01:33<1:09:01,  1.21s/it]
overall:   2%|▏         | 84/4000 [01:37<1:22:13,  1.26s/it]

train:   2%|▏         | 84/3515 [01:35<1:12:02,  1.26s/it]
overall:   2%|▏         | 85/4000 [01:38<1:20:31,  1.23s/it]

train:   2%|▏         | 85/3515 [01:36<1:10:33,  1.23s/it]
overall:   2%|▏         | 86/4000 [01:39<1:21:21,  1.25s/it]

train:   2%|▏         | 86/3515 [01:37<1:11:16,  1.25s/it]
overall:   2%|▏         | 87/4000 [01:40<1:21:49,  1.25s/it]

train:   2%|▏         | 87/3515 [01:38<1:11:41,  1.25s/it]
overall:   2%|▏         | 88/4000 [01:41<1:19:35,  1.22s/it]

train:   3%|▎         | 88/3515 [01:39<1:09:43,  1.22s/it]
overall:   2%|▏         | 89/4000 [01:43<1:19:32,  1.22s/it]

train:   3%|▎         | 89/3515 [01:41<1:09:40,  1.22s/it]
overall:   2%|▏         | 90/4000 [01:44<1:19:21,  1.22s/it]

train:   3%|▎         | 90/3515 [01:42<1:09:30,  1.22s/it]
overall:   2%|▏         | 91/4000 [01:45<1:17:17,  1.19s/it]

train:   3%|▎         | 91/3515 [01:43<1:07:41,  1.19s/it]
overall:   2%|▏         | 92/4000 [01:46<1:14:52,  1.15s/it]

train:   3%|▎         | 92/3515 [01:44<1:05:35,  1.15s/it]
overall:   2%|▏         | 93/4000 [01:48<1:22:02,  1.26s/it]

train:   3%|▎         | 93/3515 [01:46<1:11:51,  1.26s/it]
overall:   2%|▏         | 94/4000 [01:49<1:22:16,  1.26s/it]

train:   3%|▎         | 94/3515 [01:47<1:12:03,  1.26s/it]
overall:   2%|▏         | 95/4000 [01:50<1:22:16,  1.26s/it]

train:   3%|▎         | 95/3515 [01:48<1:12:03,  1.26s/it]
overall:   2%|▏         | 96/4000 [01:51<1:20:51,  1.24s/it]

train:   3%|▎         | 96/3515 [01:49<1:10:48,  1.24s/it]
overall:   2%|▏         | 97/4000 [01:53<1:23:25,  1.28s/it]

train:   3%|▎         | 97/3515 [01:51<1:13:03,  1.28s/it]
overall:   2%|▏         | 98/4000 [01:54<1:20:42,  1.24s/it]

train:   3%|▎         | 98/3515 [01:52<1:10:40,  1.24s/it]
overall:   2%|▏         | 99/4000 [01:55<1:18:15,  1.20s/it]

train:   3%|▎         | 99/3515 [01:53<1:08:31,  1.20s/it]
overall:   2%|▎         | 100/4000 [01:56<1:14:20,  1.14s/it]

train:   3%|▎         | 100/3515 [01:54<1:05:05,  1.14s/it]
overall:   3%|▎         | 101/4000 [01:57<1:16:51,  1.18s/it]

train:   3%|▎         | 101/3515 [01:55<1:07:17,  1.18s/it]
overall:   3%|▎         | 102/4000 [01:58<1:16:06,  1.17s/it]

train:   3%|▎         | 102/3515 [01:56<1:06:38,  1.17s/it]
overall:   3%|▎         | 103/4000 [02:00<1:16:45,  1.18s/it]

train:   3%|▎         | 103/3515 [01:58<1:07:12,  1.18s/it]
overall:   3%|▎         | 104/4000 [02:01<1:17:37,  1.20s/it]

train:   3%|▎         | 104/3515 [01:59<1:07:57,  1.20s/it]
overall:   3%|▎         | 105/4000 [02:02<1:17:58,  1.20s/it]

train:   3%|▎         | 105/3515 [02:00<1:08:15,  1.20s/it]
overall:   3%|▎         | 106/4000 [02:03<1:19:05,  1.22s/it]

train:   3%|▎         | 106/3515 [02:01<1:09:14,  1.22s/it]
overall:   3%|▎         | 107/4000 [02:04<1:17:08,  1.19s/it]

train:   3%|▎         | 107/3515 [02:02<1:07:31,  1.19s/it]
overall:   3%|▎         | 108/4000 [02:05<1:16:28,  1.18s/it]

train:   3%|▎         | 108/3515 [02:03<1:06:56,  1.18s/it]
overall:   3%|▎         | 109/4000 [02:07<1:17:07,  1.19s/it]

train:   3%|▎         | 109/3515 [02:05<1:07:31,  1.19s/it]
overall:   3%|▎         | 110/4000 [02:08<1:18:47,  1.22s/it]

train:   3%|▎         | 110/3515 [02:06<1:08:58,  1.22s/it]
overall:   3%|▎         | 111/4000 [02:09<1:18:39,  1.21s/it]

train:   3%|▎         | 111/3515 [02:07<1:08:51,  1.21s/it]
overall:   3%|▎         | 112/4000 [02:10<1:18:15,  1.21s/it]

train:   3%|▎         | 112/3515 [02:08<1:08:29,  1.21s/it]
overall:   3%|▎         | 113/4000 [02:12<1:17:57,  1.20s/it]

train:   3%|▎         | 113/3515 [02:10<1:08:14,  1.20s/it]
overall:   3%|▎         | 114/4000 [02:13<1:17:46,  1.20s/it]

train:   3%|▎         | 114/3515 [02:11<1:08:04,  1.20s/it]
overall:   3%|▎         | 115/4000 [02:14<1:17:48,  1.20s/it]

train:   3%|▎         | 115/3515 [02:12<1:08:05,  1.20s/it]
overall:   3%|▎         | 116/4000 [02:15<1:06:48,  1.03s/it]

train:   3%|▎         | 116/3515 [02:13<58:28,  1.03s/it]  
overall:   3%|▎         | 117/4000 [02:16<1:10:30,  1.09s/it]

train:   3%|▎         | 117/3515 [02:14<1:01:41,  1.09s/it]
overall:   3%|▎         | 118/4000 [02:16<1:00:08,  1.08it/s]

train:   3%|▎         | 118/3515 [02:14<52:37,  1.08it/s]  
overall:   3%|▎         | 119/4000 [02:18<1:06:46,  1.03s/it]

train:   3%|▎         | 119/3515 [02:16<58:25,  1.03s/it]
overall:   3%|▎         | 120/4000 [02:19<1:10:24,  1.09s/it]

train:   3%|▎         | 120/3515 [02:17<1:01:36,  1.09s/it]
overall:   3%|▎         | 121/4000 [02:20<1:15:48,  1.17s/it]

train:   3%|▎         | 121/3515 [02:18<1:06:20,  1.17s/it]
overall:   3%|▎         | 122/4000 [02:22<1:17:54,  1.21s/it]

train:   3%|▎         | 122/3515 [02:20<1:08:09,  1.21s/it]
overall:   3%|▎         | 123/4000 [02:22<1:02:47,  1.03it/s]

train:   3%|▎         | 123/3515 [02:20<54:56,  1.03it/s]  
overall:   3%|▎         | 124/4000 [02:22<48:49,  1.32it/s]  

train:   4%|▎         | 124/3515 [02:20<42:43,  1.32it/s]
overall:   3%|▎         | 125/4000 [02:23<57:52,  1.12it/s]

train:   4%|▎         | 125/3515 [02:21<50:37,  1.12it/s]
overall:   3%|▎         | 126/4000 [02:25<1:01:26,  1.05it/s]

train:   4%|▎         | 126/3515 [02:23<53:45,  1.05it/s]
overall:   3%|▎         | 127/4000 [02:26<1:07:55,  1.05s/it]

train:   4%|▎         | 127/3515 [02:24<59:25,  1.05s/it]
overall:   3%|▎         | 128/4000 [02:27<1:10:47,  1.10s/it]

train:   4%|▎         | 128/3515 [02:25<1:01:55,  1.10s/it]
overall:   3%|▎         | 129/4000 [02:28<1:13:20,  1.14s/it]

train:   4%|▎         | 129/3515 [02:26<1:04:09,  1.14s/it]
overall:   3%|▎         | 130/4000 [02:29<1:13:12,  1.14s/it]

train:   4%|▎         | 130/3515 [02:27<1:04:02,  1.14s/it]
overall:   3%|▎         | 131/4000 [02:31<1:13:42,  1.14s/it]

train:   4%|▎         | 131/3515 [02:29<1:04:27,  1.14s/it]
overall:   3%|▎         | 132/4000 [02:31<1:01:00,  1.06it/s]

train:   4%|▍         | 132/3515 [02:29<53:21,  1.06it/s]  
overall:   3%|▎         | 133/4000 [02:32<1:05:48,  1.02s/it]

train:   4%|▍         | 133/3515 [02:30<57:33,  1.02s/it]
overall:   3%|▎         | 134/4000 [02:33<1:09:20,  1.08s/it]

train:   4%|▍         | 134/3515 [02:31<1:00:38,  1.08s/it]
overall:   3%|▎         | 135/4000 [02:35<1:10:43,  1.10s/it]

train:   4%|▍         | 135/3515 [02:33<1:01:50,  1.10s/it]
overall:   3%|▎         | 136/4000 [02:36<1:11:03,  1.10s/it]

train:   4%|▍         | 136/3515 [02:34<1:02:08,  1.10s/it]
overall:   3%|▎         | 137/4000 [02:37<1:10:59,  1.10s/it]

train:   4%|▍         | 137/3515 [02:35<1:02:04,  1.10s/it]
overall:   3%|▎         | 138/4000 [02:38<1:06:28,  1.03s/it]

train:   4%|▍         | 138/3515 [02:36<58:07,  1.03s/it]  
overall:   3%|▎         | 139/4000 [02:38<58:22,  1.10it/s]  

train:   4%|▍         | 139/3515 [02:36<51:02,  1.10it/s]
overall:   4%|▎         | 140/4000 [02:39<1:00:10,  1.07it/s]

train:   4%|▍         | 140/3515 [02:37<52:36,  1.07it/s]
overall:   4%|▎         | 141/4000 [02:41<1:06:36,  1.04s/it]

train:   4%|▍         | 141/3515 [02:39<58:14,  1.04s/it]
overall:   4%|▎         | 142/4000 [02:42<1:09:51,  1.09s/it]

train:   4%|▍         | 142/3515 [02:40<1:01:04,  1.09s/it]
overall:   4%|▎         | 143/4000 [02:43<1:12:57,  1.13s/it]

train:   4%|▍         | 143/3515 [02:41<1:03:46,  1.13s/it]
overall:   4%|▎         | 144/4000 [02:44<1:14:58,  1.17s/it]

train:   4%|▍         | 144/3515 [02:42<1:05:32,  1.17s/it]
overall:   4%|▎         | 145/4000 [02:46<1:19:05,  1.23s/it]

train:   4%|▍         | 145/3515 [02:44<1:09:08,  1.23s/it]
overall:   4%|▎         | 146/4000 [02:47<1:15:48,  1.18s/it]

train:   4%|▍         | 146/3515 [02:45<1:06:16,  1.18s/it]
overall:   4%|▎         | 147/4000 [02:48<1:17:30,  1.21s/it]

train:   4%|▍         | 147/3515 [02:46<1:07:45,  1.21s/it]
overall:   4%|▎         | 148/4000 [02:49<1:17:50,  1.21s/it]

train:   4%|▍         | 148/3515 [02:47<1:08:02,  1.21s/it]
overall:   4%|▎         | 149/4000 [02:50<1:19:22,  1.24s/it]

train:   4%|▍         | 149/3515 [02:48<1:09:23,  1.24s/it]
overall:   4%|▍         | 150/4000 [02:52<1:17:39,  1.21s/it]

train:   4%|▍         | 150/3515 [02:50<1:07:52,  1.21s/it]
overall:   4%|▍         | 151/4000 [02:53<1:16:03,  1.19s/it]

train:   4%|▍         | 151/3515 [02:51<1:06:28,  1.19s/it]
overall:   4%|▍         | 152/4000 [02:54<1:17:46,  1.21s/it]

train:   4%|▍         | 152/3515 [02:52<1:07:58,  1.21s/it]
overall:   4%|▍         | 153/4000 [02:55<1:15:46,  1.18s/it]

train:   4%|▍         | 153/3515 [02:53<1:06:13,  1.18s/it]
overall:   4%|▍         | 154/4000 [02:56<1:14:22,  1.16s/it]

train:   4%|▍         | 154/3515 [02:54<1:04:59,  1.16s/it]
overall:   4%|▍         | 155/4000 [02:58<1:16:39,  1.20s/it]

train:   4%|▍         | 155/3515 [02:56<1:06:59,  1.20s/it]
overall:   4%|▍         | 156/4000 [02:59<1:18:29,  1.23s/it]

train:   4%|▍         | 156/3515 [02:57<1:08:35,  1.23s/it]
overall:   4%|▍         | 157/4000 [03:00<1:18:33,  1.23s/it]

train:   4%|▍         | 157/3515 [02:58<1:08:38,  1.23s/it]
overall:   4%|▍         | 158/4000 [03:01<1:17:58,  1.22s/it]

train:   4%|▍         | 158/3515 [02:59<1:08:08,  1.22s/it]
overall:   4%|▍         | 159/4000 [03:03<1:19:26,  1.24s/it]

train:   5%|▍         | 159/3515 [03:01<1:09:24,  1.24s/it]
overall:   4%|▍         | 160/4000 [03:04<1:18:30,  1.23s/it]

train:   5%|▍         | 160/3515 [03:02<1:08:35,  1.23s/it]
overall:   4%|▍         | 161/4000 [03:05<1:18:07,  1.22s/it]

train:   5%|▍         | 161/3515 [03:03<1:08:15,  1.22s/it]
overall:   4%|▍         | 162/4000 [03:06<1:20:42,  1.26s/it]

train:   5%|▍         | 162/3515 [03:04<1:10:30,  1.26s/it]
overall:   4%|▍         | 163/4000 [03:08<1:20:59,  1.27s/it]

train:   5%|▍         | 163/3515 [03:06<1:10:45,  1.27s/it]
overall:   4%|▍         | 164/4000 [03:09<1:21:15,  1.27s/it]

train:   5%|▍         | 164/3515 [03:07<1:10:59,  1.27s/it]
overall:   4%|▍         | 165/4000 [03:10<1:20:22,  1.26s/it]

train:   5%|▍         | 165/3515 [03:08<1:10:12,  1.26s/it]
overall:   4%|▍         | 166/4000 [03:11<1:19:38,  1.25s/it]

train:   5%|▍         | 166/3515 [03:09<1:09:34,  1.25s/it]
overall:   4%|▍         | 167/4000 [03:13<1:19:20,  1.24s/it]

train:   5%|▍         | 167/3515 [03:11<1:09:18,  1.24s/it]
overall:   4%|▍         | 168/4000 [03:14<1:18:37,  1.23s/it]

train:   5%|▍         | 168/3515 [03:12<1:08:40,  1.23s/it]
overall:   4%|▍         | 169/4000 [03:15<1:21:03,  1.27s/it]

train:   5%|▍         | 169/3515 [03:13<1:10:48,  1.27s/it]
overall:   4%|▍         | 170/4000 [03:16<1:21:09,  1.27s/it]

train:   5%|▍         | 170/3515 [03:14<1:10:52,  1.27s/it]
overall:   4%|▍         | 171/4000 [03:18<1:19:33,  1.25s/it]

train:   5%|▍         | 171/3515 [03:16<1:09:29,  1.25s/it]
overall:   4%|▍         | 172/4000 [03:19<1:17:44,  1.22s/it]

train:   5%|▍         | 172/3515 [03:17<1:07:53,  1.22s/it]
overall:   4%|▍         | 173/4000 [03:20<1:18:36,  1.23s/it]

train:   5%|▍         | 173/3515 [03:18<1:08:38,  1.23s/it]
overall:   4%|▍         | 174/4000 [03:21<1:18:21,  1.23s/it]

train:   5%|▍         | 174/3515 [03:19<1:08:25,  1.23s/it]
overall:   4%|▍         | 175/4000 [03:22<1:13:27,  1.15s/it]

train:   5%|▍         | 175/3515 [03:20<1:04:08,  1.15s/it]
overall:   4%|▍         | 176/4000 [03:23<1:15:55,  1.19s/it]

train:   5%|▌         | 176/3515 [03:21<1:06:18,  1.19s/it]
overall:   4%|▍         | 177/4000 [03:25<1:17:25,  1.22s/it]

train:   5%|▌         | 177/3515 [03:23<1:07:36,  1.22s/it]
overall:   4%|▍         | 178/4000 [03:26<1:17:49,  1.22s/it]

train:   5%|▌         | 178/3515 [03:24<1:07:56,  1.22s/it]
overall:   4%|▍         | 179/4000 [03:27<1:17:53,  1.22s/it]

train:   5%|▌         | 179/3515 [03:25<1:08:00,  1.22s/it]
overall:   4%|▍         | 180/4000 [03:29<1:20:59,  1.27s/it]

train:   5%|▌         | 180/3515 [03:27<1:10:42,  1.27s/it]
overall:   5%|▍         | 181/4000 [03:30<1:19:07,  1.24s/it]

train:   5%|▌         | 181/3515 [03:28<1:09:04,  1.24s/it]
overall:   5%|▍         | 182/4000 [03:31<1:18:44,  1.24s/it]

train:   5%|▌         | 182/3515 [03:29<1:08:44,  1.24s/it]
overall:   5%|▍         | 183/4000 [03:32<1:17:19,  1.22s/it]

train:   5%|▌         | 183/3515 [03:30<1:07:30,  1.22s/it]
overall:   5%|▍         | 184/4000 [03:33<1:15:47,  1.19s/it]

train:   5%|▌         | 184/3515 [03:31<1:06:09,  1.19s/it]
overall:   5%|▍         | 185/4000 [03:34<1:15:48,  1.19s/it]

train:   5%|▌         | 185/3515 [03:32<1:06:10,  1.19s/it]
overall:   5%|▍         | 186/4000 [03:36<1:17:16,  1.22s/it]

train:   5%|▌         | 186/3515 [03:34<1:07:27,  1.22s/it]
overall:   5%|▍         | 187/4000 [03:36<1:06:36,  1.05s/it]

train:   5%|▌         | 187/3515 [03:34<58:08,  1.05s/it]  
overall:   5%|▍         | 188/4000 [03:37<1:04:31,  1.02s/it]

train:   5%|▌         | 188/3515 [03:35<56:19,  1.02s/it]
overall:   5%|▍         | 189/4000 [03:39<1:08:33,  1.08s/it]

train:   5%|▌         | 189/3515 [03:37<59:49,  1.08s/it]
overall:   5%|▍         | 190/4000 [03:40<1:11:14,  1.12s/it]

train:   5%|▌         | 190/3515 [03:38<1:02:10,  1.12s/it]
overall:   5%|▍         | 191/4000 [03:41<1:14:16,  1.17s/it]

train:   5%|▌         | 191/3515 [03:39<1:04:48,  1.17s/it]
overall:   5%|▍         | 192/4000 [03:42<1:14:19,  1.17s/it]

train:   5%|▌         | 192/3515 [03:40<1:04:51,  1.17s/it]
overall:   5%|▍         | 193/4000 [03:44<1:19:11,  1.25s/it]

train:   5%|▌         | 193/3515 [03:42<1:09:06,  1.25s/it]
overall:   5%|▍         | 194/4000 [03:45<1:17:04,  1.22s/it]

train:   6%|▌         | 194/3515 [03:43<1:07:15,  1.22s/it]
overall:   5%|▍         | 195/4000 [03:46<1:16:03,  1.20s/it]

train:   6%|▌         | 195/3515 [03:44<1:06:21,  1.20s/it]
overall:   5%|▍         | 196/4000 [03:47<1:04:19,  1.01s/it]

train:   6%|▌         | 196/3515 [03:45<56:07,  1.01s/it]  
overall:   5%|▍         | 197/4000 [03:48<1:07:19,  1.06s/it]

train:   6%|▌         | 197/3515 [03:46<58:44,  1.06s/it]
overall:   5%|▍         | 198/4000 [03:49<1:06:32,  1.05s/it]

train:   6%|▌         | 198/3515 [03:47<58:02,  1.05s/it]
overall:   5%|▍         | 199/4000 [03:50<1:08:30,  1.08s/it]

train:   6%|▌         | 199/3515 [03:48<59:45,  1.08s/it]
overall:   5%|▌         | 200/4000 [03:50<53:16,  1.19it/s]  

train:   6%|▌         | 200/3515 [03:48<46:28,  1.19it/s]
overall:   5%|▌         | 201/4000 [03:51<1:00:29,  1.05it/s]

train:   6%|▌         | 201/3515 [03:49<52:46,  1.05it/s]
overall:   5%|▌         | 202/4000 [03:53<1:04:26,  1.02s/it]

train:   6%|▌         | 202/3515 [03:51<56:12,  1.02s/it]
overall:   5%|▌         | 203/4000 [03:54<1:08:33,  1.08s/it]

train:   6%|▌         | 203/3515 [03:52<59:48,  1.08s/it]
overall:   5%|▌         | 204/4000 [03:55<1:12:44,  1.15s/it]

train:   6%|▌         | 204/3515 [03:53<1:03:26,  1.15s/it]
overall:   5%|▌         | 205/4000 [03:56<1:12:51,  1.15s/it]

train:   6%|▌         | 205/3515 [03:54<1:03:32,  1.15s/it]
overall:   5%|▌         | 206/4000 [03:58<1:15:14,  1.19s/it]

train:   6%|▌         | 206/3515 [03:56<1:05:37,  1.19s/it]
overall:   5%|▌         | 207/4000 [03:59<1:15:48,  1.20s/it]

train:   6%|▌         | 207/3515 [03:57<1:06:06,  1.20s/it]
overall:   5%|▌         | 208/4000 [04:00<1:16:07,  1.20s/it]

train:   6%|▌         | 208/3515 [03:58<1:06:23,  1.20s/it]
overall:   5%|▌         | 209/4000 [04:01<1:15:24,  1.19s/it]

train:   6%|▌         | 209/3515 [03:59<1:05:45,  1.19s/it]
overall:   5%|▌         | 210/4000 [04:02<1:17:08,  1.22s/it]

train:   6%|▌         | 210/3515 [04:00<1:07:15,  1.22s/it]
overall:   5%|▌         | 211/4000 [04:04<1:15:45,  1.20s/it]

train:   6%|▌         | 211/3515 [04:02<1:06:03,  1.20s/it]
overall:   5%|▌         | 212/4000 [04:05<1:15:51,  1.20s/it]

train:   6%|▌         | 212/3515 [04:03<1:06:09,  1.20s/it]
overall:   5%|▌         | 213/4000 [04:06<1:14:58,  1.19s/it]

train:   6%|▌         | 213/3515 [04:04<1:05:22,  1.19s/it]
overall:   5%|▌         | 214/4000 [04:06<57:12,  1.10it/s]  

train:   6%|▌         | 214/3515 [04:04<49:52,  1.10it/s]  
overall:   5%|▌         | 215/4000 [04:07<1:03:34,  1.01s/it]

train:   6%|▌         | 215/3515 [04:05<55:25,  1.01s/it]
overall:   5%|▌         | 216/4000 [04:09<1:05:02,  1.03s/it]

train:   6%|▌         | 216/3515 [04:07<56:42,  1.03s/it]
overall:   5%|▌         | 217/4000 [04:10<1:09:40,  1.11s/it]

train:   6%|▌         | 217/3515 [04:08<1:00:44,  1.11s/it]
overall:   5%|▌         | 218/4000 [04:11<1:09:22,  1.10s/it]

train:   6%|▌         | 218/3515 [04:09<1:00:28,  1.10s/it]
overall:   5%|▌         | 219/4000 [04:12<1:11:19,  1.13s/it]

train:   6%|▌         | 219/3515 [04:10<1:02:10,  1.13s/it]
overall:   6%|▌         | 220/4000 [04:13<1:11:35,  1.14s/it]

train:   6%|▋         | 220/3515 [04:11<1:02:24,  1.14s/it]
overall:   6%|▌         | 221/4000 [04:14<1:12:23,  1.15s/it]

train:   6%|▋         | 221/3515 [04:12<1:03:05,  1.15s/it]
overall:   6%|▌         | 222/4000 [04:16<1:11:44,  1.14s/it]

train:   6%|▋         | 222/3515 [04:14<1:02:31,  1.14s/it]
overall:   6%|▌         | 223/4000 [04:17<1:12:00,  1.14s/it]

train:   6%|▋         | 223/3515 [04:15<1:02:45,  1.14s/it]
overall:   6%|▌         | 224/4000 [04:18<1:08:18,  1.09s/it]

train:   6%|▋         | 224/3515 [04:16<59:32,  1.09s/it]  
overall:   6%|▌         | 225/4000 [04:19<1:10:54,  1.13s/it]

train:   6%|▋         | 225/3515 [04:17<1:01:47,  1.13s/it]
overall:   6%|▌         | 226/4000 [04:20<1:11:20,  1.13s/it]

train:   6%|▋         | 226/3515 [04:18<1:02:10,  1.13s/it]
overall:   6%|▌         | 227/4000 [04:21<1:13:49,  1.17s/it]

train:   6%|▋         | 227/3515 [04:19<1:04:20,  1.17s/it]
overall:   6%|▌         | 228/4000 [04:22<1:14:17,  1.18s/it]

train:   6%|▋         | 228/3515 [04:20<1:04:44,  1.18s/it]
overall:   6%|▌         | 229/4000 [04:24<1:14:37,  1.19s/it]

train:   7%|▋         | 229/3515 [04:22<1:05:01,  1.19s/it]
overall:   6%|▌         | 230/4000 [04:25<1:14:38,  1.19s/it]

train:   7%|▋         | 230/3515 [04:23<1:05:02,  1.19s/it]
overall:   6%|▌         | 231/4000 [04:26<1:14:21,  1.18s/it]

train:   7%|▋         | 231/3515 [04:24<1:04:47,  1.18s/it]
overall:   6%|▌         | 232/4000 [04:27<1:13:33,  1.17s/it]

train:   7%|▋         | 232/3515 [04:25<1:04:05,  1.17s/it]
overall:   6%|▌         | 233/4000 [04:28<1:13:51,  1.18s/it]

train:   7%|▋         | 233/3515 [04:26<1:04:21,  1.18s/it]
overall:   6%|▌         | 234/4000 [04:30<1:17:18,  1.23s/it]

train:   7%|▋         | 234/3515 [04:28<1:07:20,  1.23s/it]
overall:   6%|▌         | 235/4000 [04:31<1:17:10,  1.23s/it]

train:   7%|▋         | 235/3515 [04:29<1:07:13,  1.23s/it]
overall:   6%|▌         | 236/4000 [04:32<1:15:10,  1.20s/it]

train:   7%|▋         | 236/3515 [04:30<1:05:29,  1.20s/it]
overall:   6%|▌         | 237/4000 [04:33<1:15:31,  1.20s/it]

train:   7%|▋         | 237/3515 [04:31<1:05:47,  1.20s/it]
overall:   6%|▌         | 238/4000 [04:34<1:14:15,  1.18s/it]

train:   7%|▋         | 238/3515 [04:32<1:04:41,  1.18s/it]
overall:   6%|▌         | 239/4000 [04:36<1:14:38,  1.19s/it]

train:   7%|▋         | 239/3515 [04:34<1:05:00,  1.19s/it]
overall:   6%|▌         | 240/4000 [04:37<1:15:15,  1.20s/it]

train:   7%|▋         | 240/3515 [04:35<1:05:32,  1.20s/it]
overall:   6%|▌         | 241/4000 [04:38<1:15:11,  1.20s/it]

train:   7%|▋         | 241/3515 [04:36<1:05:29,  1.20s/it]
overall:   6%|▌         | 242/4000 [04:39<1:04:36,  1.03s/it]

train:   7%|▋         | 242/3515 [04:37<56:16,  1.03s/it]  
overall:   6%|▌         | 243/4000 [04:40<1:09:15,  1.11s/it]

train:   7%|▋         | 243/3515 [04:38<1:00:19,  1.11s/it]
overall:   6%|▌         | 244/4000 [04:41<1:11:21,  1.14s/it]

train:   7%|▋         | 244/3515 [04:39<1:02:08,  1.14s/it]
overall:   6%|▌         | 245/4000 [04:42<1:12:17,  1.16s/it]

train:   7%|▋         | 245/3515 [04:40<1:02:56,  1.16s/it]
overall:   6%|▌         | 246/4000 [04:43<1:10:51,  1.13s/it]

train:   7%|▋         | 246/3515 [04:41<1:01:41,  1.13s/it]
overall:   6%|▌         | 247/4000 [04:45<1:13:43,  1.18s/it]

train:   7%|▋         | 247/3515 [04:43<1:04:12,  1.18s/it]
overall:   6%|▌         | 248/4000 [04:46<1:07:41,  1.08s/it]

train:   7%|▋         | 248/3515 [04:44<58:56,  1.08s/it]  
overall:   6%|▌         | 249/4000 [04:47<1:08:47,  1.10s/it]

train:   7%|▋         | 249/3515 [04:45<59:53,  1.10s/it]
overall:   6%|▋         | 250/4000 [04:47<58:59,  1.06it/s]  

train:   7%|▋         | 250/3515 [04:45<51:21,  1.06it/s]
overall:   6%|▋         | 251/4000 [04:49<1:04:11,  1.03s/it]

train:   7%|▋         | 251/3515 [04:47<55:53,  1.03s/it]
overall:   6%|▋         | 252/4000 [04:50<1:08:29,  1.10s/it]

train:   7%|▋         | 252/3515 [04:48<59:37,  1.10s/it]
overall:   6%|▋         | 253/4000 [04:51<1:10:45,  1.13s/it]

train:   7%|▋         | 253/3515 [04:49<1:01:35,  1.13s/it]
overall:   6%|▋         | 254/4000 [04:52<1:13:25,  1.18s/it]

train:   7%|▋         | 254/3515 [04:50<1:03:55,  1.18s/it]
overall:   6%|▋         | 255/4000 [04:54<1:14:12,  1.19s/it]

train:   7%|▋         | 255/3515 [04:52<1:04:35,  1.19s/it]
overall:   6%|▋         | 256/4000 [04:55<1:13:25,  1.18s/it]

train:   7%|▋         | 256/3515 [04:53<1:03:55,  1.18s/it]
overall:   6%|▋         | 257/4000 [04:56<1:15:07,  1.20s/it]

train:   7%|▋         | 257/3515 [04:54<1:05:23,  1.20s/it]
overall:   6%|▋         | 258/4000 [04:57<1:14:48,  1.20s/it]

train:   7%|▋         | 258/3515 [04:55<1:05:06,  1.20s/it]
overall:   6%|▋         | 259/4000 [04:58<1:16:16,  1.22s/it]

train:   7%|▋         | 259/3515 [04:56<1:06:23,  1.22s/it]
overall:   6%|▋         | 260/4000 [05:00<1:15:58,  1.22s/it]

train:   7%|▋         | 260/3515 [04:58<1:06:06,  1.22s/it]
overall:   7%|▋         | 261/4000 [05:01<1:14:27,  1.19s/it]

train:   7%|▋         | 261/3515 [04:59<1:04:47,  1.19s/it]
overall:   7%|▋         | 262/4000 [05:02<1:14:21,  1.19s/it]

train:   7%|▋         | 262/3515 [05:00<1:04:42,  1.19s/it]
overall:   7%|▋         | 263/4000 [05:03<1:15:43,  1.22s/it]

train:   7%|▋         | 263/3515 [05:01<1:05:54,  1.22s/it]
overall:   7%|▋         | 264/4000 [05:05<1:17:03,  1.24s/it]

train:   8%|▊         | 264/3515 [05:03<1:07:03,  1.24s/it]
overall:   7%|▋         | 265/4000 [05:06<1:21:02,  1.30s/it]

train:   8%|▊         | 265/3515 [05:04<1:10:31,  1.30s/it]
overall:   7%|▋         | 266/4000 [05:07<1:20:35,  1.29s/it]

train:   8%|▊         | 266/3515 [05:05<1:10:07,  1.29s/it]
overall:   7%|▋         | 267/4000 [05:08<1:18:54,  1.27s/it]

train:   8%|▊         | 267/3515 [05:06<1:08:39,  1.27s/it]
overall:   7%|▋         | 268/4000 [05:10<1:18:00,  1.25s/it]

train:   8%|▊         | 268/3515 [05:08<1:07:52,  1.25s/it]
overall:   7%|▋         | 269/4000 [05:11<1:12:14,  1.16s/it]

train:   8%|▊         | 269/3515 [05:09<1:02:51,  1.16s/it]
overall:   7%|▋         | 270/4000 [05:12<1:12:19,  1.16s/it]

train:   8%|▊         | 270/3515 [05:10<1:02:54,  1.16s/it]
overall:   7%|▋         | 271/4000 [05:13<1:14:32,  1.20s/it]

train:   8%|▊         | 271/3515 [05:11<1:04:51,  1.20s/it]
overall:   7%|▋         | 272/4000 [05:14<1:13:24,  1.18s/it]

train:   8%|▊         | 272/3515 [05:12<1:03:51,  1.18s/it]
overall:   7%|▋         | 273/4000 [05:15<1:13:51,  1.19s/it]

train:   8%|▊         | 273/3515 [05:13<1:04:14,  1.19s/it]
overall:   7%|▋         | 274/4000 [05:17<1:15:11,  1.21s/it]

train:   8%|▊         | 274/3515 [05:15<1:05:24,  1.21s/it]
overall:   7%|▋         | 275/4000 [05:18<1:12:26,  1.17s/it]

train:   8%|▊         | 275/3515 [05:16<1:03:00,  1.17s/it]
overall:   7%|▋         | 276/4000 [05:19<1:16:15,  1.23s/it]

train:   8%|▊         | 276/3515 [05:17<1:06:20,  1.23s/it]
overall:   7%|▋         | 277/4000 [05:20<1:17:24,  1.25s/it]

train:   8%|▊         | 277/3515 [05:18<1:07:19,  1.25s/it]
overall:   7%|▋         | 278/4000 [05:22<1:15:52,  1.22s/it]

train:   8%|▊         | 278/3515 [05:20<1:05:59,  1.22s/it]
overall:   7%|▋         | 279/4000 [05:22<1:09:00,  1.11s/it]

train:   8%|▊         | 279/3515 [05:20<1:00:00,  1.11s/it]
overall:   7%|▋         | 280/4000 [05:24<1:11:09,  1.15s/it]

train:   8%|▊         | 280/3515 [05:22<1:01:53,  1.15s/it]
overall:   7%|▋         | 281/4000 [05:25<1:13:47,  1.19s/it]

train:   8%|▊         | 281/3515 [05:23<1:04:10,  1.19s/it]
overall:   7%|▋         | 282/4000 [05:26<1:16:48,  1.24s/it]

train:   8%|▊         | 282/3515 [05:24<1:06:47,  1.24s/it]
overall:   7%|▋         | 283/4000 [05:27<1:15:01,  1.21s/it]

train:   8%|▊         | 283/3515 [05:25<1:05:14,  1.21s/it]
overall:   7%|▋         | 284/4000 [05:28<1:10:22,  1.14s/it]

train:   8%|▊         | 284/3515 [05:26<1:01:11,  1.14s/it]
overall:   7%|▋         | 285/4000 [05:30<1:11:15,  1.15s/it]

train:   8%|▊         | 285/3515 [05:28<1:01:56,  1.15s/it]
overall:   7%|▋         | 286/4000 [05:30<1:02:05,  1.00s/it]

train:   8%|▊         | 286/3515 [05:28<53:58,  1.00s/it]  
overall:   7%|▋         | 287/4000 [05:31<1:01:53,  1.00s/it]

train:   8%|▊         | 287/3515 [05:29<53:48,  1.00s/it]
overall:   7%|▋         | 288/4000 [05:32<1:05:57,  1.07s/it]

train:   8%|▊         | 288/3515 [05:30<57:20,  1.07s/it]
overall:   7%|▋         | 289/4000 [05:34<1:11:33,  1.16s/it]

train:   8%|▊         | 289/3515 [05:32<1:02:12,  1.16s/it]
overall:   7%|▋         | 290/4000 [05:35<1:12:35,  1.17s/it]

train:   8%|▊         | 290/3515 [05:33<1:03:06,  1.17s/it]
overall:   7%|▋         | 291/4000 [05:36<1:10:54,  1.15s/it]

train:   8%|▊         | 291/3515 [05:34<1:01:38,  1.15s/it]
overall:   7%|▋         | 292/4000 [05:37<1:11:01,  1.15s/it]

train:   8%|▊         | 292/3515 [05:35<1:01:44,  1.15s/it]
overall:   7%|▋         | 293/4000 [05:38<1:10:31,  1.14s/it]

train:   8%|▊         | 293/3515 [05:36<1:01:17,  1.14s/it]
overall:   7%|▋         | 294/4000 [05:40<1:13:07,  1.18s/it]

train:   8%|▊         | 294/3515 [05:38<1:03:33,  1.18s/it]
overall:   7%|▋         | 295/4000 [05:41<1:11:21,  1.16s/it]

train:   8%|▊         | 295/3515 [05:39<1:02:00,  1.16s/it]
overall:   7%|▋         | 296/4000 [05:42<1:12:33,  1.18s/it]

train:   8%|▊         | 296/3515 [05:40<1:03:03,  1.18s/it]
overall:   7%|▋         | 297/4000 [05:43<1:14:10,  1.20s/it]

train:   8%|▊         | 297/3515 [05:41<1:04:27,  1.20s/it]
overall:   7%|▋         | 298/4000 [05:45<1:15:31,  1.22s/it]

train:   8%|▊         | 298/3515 [05:43<1:05:37,  1.22s/it]
overall:   7%|▋         | 299/4000 [05:45<1:01:14,  1.01it/s]

train:   9%|▊         | 299/3515 [05:43<53:12,  1.01it/s]  
overall:   8%|▊         | 300/4000 [05:46<1:05:45,  1.07s/it]

train:   9%|▊         | 300/3515 [05:44<57:08,  1.07s/it]
overall:   8%|▊         | 301/4000 [05:47<1:07:44,  1.10s/it]

train:   9%|▊         | 301/3515 [05:45<58:51,  1.10s/it]
overall:   8%|▊         | 302/4000 [05:49<1:11:09,  1.15s/it]

train:   9%|▊         | 302/3515 [05:47<1:01:49,  1.15s/it]
overall:   8%|▊         | 303/4000 [05:49<1:03:40,  1.03s/it]

train:   9%|▊         | 303/3515 [05:47<55:18,  1.03s/it]  
overall:   8%|▊         | 304/4000 [05:51<1:06:44,  1.08s/it]

train:   9%|▊         | 304/3515 [05:49<57:58,  1.08s/it]
overall:   8%|▊         | 305/4000 [05:52<1:06:29,  1.08s/it]

train:   9%|▊         | 305/3515 [05:50<57:45,  1.08s/it]
overall:   8%|▊         | 306/4000 [05:53<1:10:31,  1.15s/it]

train:   9%|▊         | 306/3515 [05:51<1:01:15,  1.15s/it]
overall:   8%|▊         | 307/4000 [05:54<1:11:11,  1.16s/it]

train:   9%|▊         | 307/3515 [05:52<1:01:50,  1.16s/it]
overall:   8%|▊         | 308/4000 [05:55<1:11:23,  1.16s/it]

train:   9%|▉         | 308/3515 [05:53<1:02:00,  1.16s/it]
overall:   8%|▊         | 309/4000 [05:56<55:24,  1.11it/s]  

train:   9%|▉         | 309/3515 [05:54<48:08,  1.11it/s]  
overall:   8%|▊         | 310/4000 [05:56<46:28,  1.32it/s]

train:   9%|▉         | 310/3515 [05:54<40:22,  1.32it/s]
overall:   8%|▊         | 311/4000 [05:57<54:27,  1.13it/s]

train:   9%|▉         | 311/3515 [05:55<47:17,  1.13it/s]
overall:   8%|▊         | 312/4000 [05:58<59:04,  1.04it/s]

train:   9%|▉         | 312/3515 [05:56<51:18,  1.04it/s]
overall:   8%|▊         | 313/4000 [05:59<51:20,  1.20it/s]

train:   9%|▉         | 313/3515 [05:57<44:35,  1.20it/s]
overall:   8%|▊         | 314/4000 [06:00<59:39,  1.03it/s]

train:   9%|▉         | 314/3515 [05:58<51:48,  1.03it/s]
overall:   8%|▊         | 315/4000 [06:01<1:02:47,  1.02s/it]

train:   9%|▉         | 315/3515 [05:59<54:31,  1.02s/it]
overall:   8%|▊         | 316/4000 [06:03<1:07:21,  1.10s/it]

train:   9%|▉         | 316/3515 [06:01<58:29,  1.10s/it]
overall:   8%|▊         | 317/4000 [06:04<1:07:01,  1.09s/it]

train:   9%|▉         | 317/3515 [06:02<58:12,  1.09s/it]
overall:   8%|▊         | 318/4000 [06:05<1:09:17,  1.13s/it]

train:   9%|▉         | 318/3515 [06:03<1:00:09,  1.13s/it]
overall:   8%|▊         | 319/4000 [06:06<1:10:40,  1.15s/it]

train:   9%|▉         | 319/3515 [06:04<1:01:21,  1.15s/it]
overall:   8%|▊         | 320/4000 [06:07<1:12:11,  1.18s/it]

train:   9%|▉         | 320/3515 [06:05<1:02:40,  1.18s/it]
overall:   8%|▊         | 321/4000 [06:09<1:13:17,  1.20s/it]

train:   9%|▉         | 321/3515 [06:07<1:03:37,  1.20s/it]
overall:   8%|▊         | 322/4000 [06:10<1:13:28,  1.20s/it]

train:   9%|▉         | 322/3515 [06:08<1:03:47,  1.20s/it]
overall:   8%|▊         | 323/4000 [06:11<1:13:49,  1.20s/it]

train:   9%|▉         | 323/3515 [06:09<1:04:04,  1.20s/it]
overall:   8%|▊         | 324/4000 [06:12<1:00:47,  1.01it/s]

train:   9%|▉         | 324/3515 [06:10<52:45,  1.01it/s]  
overall:   8%|▊         | 325/4000 [06:12<50:07,  1.22it/s]  

train:   9%|▉         | 325/3515 [06:10<43:30,  1.22it/s]
overall:   8%|▊         | 326/4000 [06:13<57:34,  1.06it/s]

train:   9%|▉         | 326/3515 [06:11<49:58,  1.06it/s]
overall:   8%|▊         | 327/4000 [06:14<1:02:44,  1.02s/it]

train:   9%|▉         | 327/3515 [06:12<54:27,  1.02s/it]
overall:   8%|▊         | 328/4000 [06:16<1:07:20,  1.10s/it]

train:   9%|▉         | 328/3515 [06:14<58:26,  1.10s/it]
overall:   8%|▊         | 329/4000 [06:17<1:09:40,  1.14s/it]

train:   9%|▉         | 329/3515 [06:15<1:00:28,  1.14s/it]
overall:   8%|▊         | 330/4000 [06:18<1:02:08,  1.02s/it]

train:   9%|▉         | 330/3515 [06:16<53:55,  1.02s/it]  
overall:   8%|▊         | 331/4000 [06:19<1:04:22,  1.05s/it]

train:   9%|▉         | 331/3515 [06:17<55:51,  1.05s/it]
overall:   8%|▊         | 332/4000 [06:20<1:08:16,  1.12s/it]

train:   9%|▉         | 332/3515 [06:18<59:14,  1.12s/it]
overall:   8%|▊         | 333/4000 [06:21<59:30,  1.03it/s]  

train:   9%|▉         | 333/3515 [06:19<51:38,  1.03it/s]
overall:   8%|▊         | 334/4000 [06:22<1:02:36,  1.02s/it]

train:  10%|▉         | 334/3515 [06:20<54:19,  1.02s/it]
overall:   8%|▊         | 335/4000 [06:23<1:04:37,  1.06s/it]

train:  10%|▉         | 335/3515 [06:21<56:04,  1.06s/it]
overall:   8%|▊         | 336/4000 [06:24<1:03:42,  1.04s/it]

train:  10%|▉         | 336/3515 [06:22<55:16,  1.04s/it]
overall:   8%|▊         | 337/4000 [06:25<1:07:44,  1.11s/it]

train:  10%|▉         | 337/3515 [06:23<58:46,  1.11s/it]
overall:   8%|▊         | 338/4000 [06:26<1:08:34,  1.12s/it]

train:  10%|▉         | 338/3515 [06:24<59:29,  1.12s/it]
overall:   8%|▊         | 339/4000 [06:27<55:34,  1.10it/s]  

train:  10%|▉         | 339/3515 [06:25<48:12,  1.10it/s]
overall:   8%|▊         | 340/4000 [06:28<1:01:00,  1.00s/it]

train:  10%|▉         | 340/3515 [06:26<52:55,  1.00s/it]
overall:   9%|▊         | 341/4000 [06:29<1:01:15,  1.00s/it]

train:  10%|▉         | 341/3515 [06:27<53:07,  1.00s/it]
overall:   9%|▊         | 342/4000 [06:30<1:05:28,  1.07s/it]

train:  10%|▉         | 342/3515 [06:28<56:48,  1.07s/it]
overall:   9%|▊         | 343/4000 [06:31<1:07:29,  1.11s/it]

train:  10%|▉         | 343/3515 [06:29<58:32,  1.11s/it]
overall:   9%|▊         | 344/4000 [06:33<1:10:35,  1.16s/it]

train:  10%|▉         | 344/3515 [06:31<1:01:13,  1.16s/it]
overall:   9%|▊         | 345/4000 [06:34<1:10:35,  1.16s/it]

train:  10%|▉         | 345/3515 [06:32<1:01:13,  1.16s/it]
overall:   9%|▊         | 346/4000 [06:35<1:11:48,  1.18s/it]

train:  10%|▉         | 346/3515 [06:33<1:02:16,  1.18s/it]
overall:   9%|▊         | 347/4000 [06:36<1:11:00,  1.17s/it]

train:  10%|▉         | 347/3515 [06:34<1:01:35,  1.17s/it]
overall:   9%|▊         | 348/4000 [06:37<1:03:06,  1.04s/it]

train:  10%|▉         | 348/3515 [06:35<54:43,  1.04s/it]  
overall:   9%|▊         | 349/4000 [06:38<1:05:07,  1.07s/it]

train:  10%|▉         | 349/3515 [06:36<56:28,  1.07s/it]
overall:   9%|▉         | 350/4000 [06:39<1:08:29,  1.13s/it]

train:  10%|▉         | 350/3515 [06:37<59:23,  1.13s/it]
overall:   9%|▉         | 351/4000 [06:41<1:10:07,  1.15s/it]

train:  10%|▉         | 351/3515 [06:39<1:00:48,  1.15s/it]
overall:   9%|▉         | 352/4000 [06:41<1:03:14,  1.04s/it]

train:  10%|█         | 352/3515 [06:39<54:50,  1.04s/it]  
overall:   9%|▉         | 353/4000 [06:43<1:06:16,  1.09s/it]

train:  10%|█         | 353/3515 [06:41<57:27,  1.09s/it]
overall:   9%|▉         | 354/4000 [06:44<1:11:26,  1.18s/it]

train:  10%|█         | 354/3515 [06:42<1:01:56,  1.18s/it]
overall:   9%|▉         | 355/4000 [06:45<1:11:34,  1.18s/it]

train:  10%|█         | 355/3515 [06:43<1:02:03,  1.18s/it]
overall:   9%|▉         | 356/4000 [06:46<1:01:12,  1.01s/it]

train:  10%|█         | 356/3515 [06:44<53:03,  1.01s/it]  
overall:   9%|▉         | 357/4000 [06:47<1:04:42,  1.07s/it]

train:  10%|█         | 357/3515 [06:45<56:05,  1.07s/it]
overall:   9%|▉         | 358/4000 [06:48<1:03:31,  1.05s/it]

train:  10%|█         | 358/3515 [06:46<55:04,  1.05s/it]
overall:   9%|▉         | 359/4000 [06:49<1:05:24,  1.08s/it]

train:  10%|█         | 359/3515 [06:47<56:42,  1.08s/it]
overall:   9%|▉         | 360/4000 [06:50<1:07:45,  1.12s/it]

train:  10%|█         | 360/3515 [06:48<58:44,  1.12s/it]
overall:   9%|▉         | 361/4000 [06:52<1:13:13,  1.21s/it]

train:  10%|█         | 361/3515 [06:50<1:03:27,  1.21s/it]
overall:   9%|▉         | 362/4000 [06:53<1:06:55,  1.10s/it]

train:  10%|█         | 362/3515 [06:51<58:00,  1.10s/it]  
overall:   9%|▉         | 363/4000 [06:54<1:09:18,  1.14s/it]

train:  10%|█         | 363/3515 [06:52<1:00:03,  1.14s/it]
overall:   9%|▉         | 364/4000 [06:55<1:09:31,  1.15s/it]

train:  10%|█         | 364/3515 [06:53<1:00:14,  1.15s/it]
overall:   9%|▉         | 365/4000 [06:56<1:06:37,  1.10s/it]

train:  10%|█         | 365/3515 [06:54<57:44,  1.10s/it]  
overall:   9%|▉         | 366/4000 [06:57<1:06:34,  1.10s/it]

train:  10%|█         | 366/3515 [06:55<57:41,  1.10s/it]
overall:   9%|▉         | 367/4000 [06:58<54:17,  1.12it/s]  

train:  10%|█         | 367/3515 [06:56<47:02,  1.12it/s]
overall:   9%|▉         | 368/4000 [06:59<57:42,  1.05it/s]

train:  10%|█         | 368/3515 [06:57<49:59,  1.05it/s]
overall:   9%|▉         | 369/4000 [07:00<59:53,  1.01it/s]

train:  10%|█         | 369/3515 [06:58<51:53,  1.01it/s]
overall:   9%|▉         | 370/4000 [07:01<1:04:09,  1.06s/it]

train:  11%|█         | 370/3515 [06:59<55:35,  1.06s/it]
overall:   9%|▉         | 371/4000 [07:02<1:08:08,  1.13s/it]

train:  11%|█         | 371/3515 [07:00<59:02,  1.13s/it]
overall:   9%|▉         | 372/4000 [07:03<1:07:34,  1.12s/it]

train:  11%|█         | 372/3515 [07:01<58:32,  1.12s/it]
overall:   9%|▉         | 373/4000 [07:05<1:10:15,  1.16s/it]

train:  11%|█         | 373/3515 [07:03<1:00:51,  1.16s/it]
overall:   9%|▉         | 374/4000 [07:06<1:09:06,  1.14s/it]

train:  11%|█         | 374/3515 [07:04<59:51,  1.14s/it]  
overall:   9%|▉         | 375/4000 [07:07<1:08:54,  1.14s/it]

train:  11%|█         | 375/3515 [07:05<59:41,  1.14s/it]
overall:   9%|▉         | 376/4000 [07:08<1:08:58,  1.14s/it]

train:  11%|█         | 376/3515 [07:06<59:44,  1.14s/it]
overall:   9%|▉         | 377/4000 [07:09<1:07:34,  1.12s/it]

train:  11%|█         | 377/3515 [07:07<58:31,  1.12s/it]
overall:   9%|▉         | 378/4000 [07:10<1:12:14,  1.20s/it]

train:  11%|█         | 378/3515 [07:08<1:02:34,  1.20s/it]
overall:   9%|▉         | 379/4000 [07:12<1:11:56,  1.19s/it]

train:  11%|█         | 379/3515 [07:10<1:02:18,  1.19s/it]
overall:  10%|▉         | 380/4000 [07:13<1:12:28,  1.20s/it]

train:  11%|█         | 380/3515 [07:11<1:02:45,  1.20s/it]
overall:  10%|▉         | 381/4000 [07:14<1:13:58,  1.23s/it]

train:  11%|█         | 381/3515 [07:12<1:04:03,  1.23s/it]
overall:  10%|▉         | 382/4000 [07:15<1:13:09,  1.21s/it]

train:  11%|█         | 382/3515 [07:13<1:03:20,  1.21s/it]
overall:  10%|▉         | 383/4000 [07:16<1:13:02,  1.21s/it]

train:  11%|█         | 383/3515 [07:14<1:03:14,  1.21s/it]
overall:  10%|▉         | 384/4000 [07:18<1:14:17,  1.23s/it]

train:  11%|█         | 384/3515 [07:16<1:04:19,  1.23s/it]
overall:  10%|▉         | 385/4000 [07:19<1:16:41,  1.27s/it]

train:  11%|█         | 385/3515 [07:17<1:06:24,  1.27s/it]
overall:  10%|▉         | 386/4000 [07:20<1:13:39,  1.22s/it]

train:  11%|█         | 386/3515 [07:18<1:03:46,  1.22s/it]
overall:  10%|▉         | 387/4000 [07:21<1:14:16,  1.23s/it]

train:  11%|█         | 387/3515 [07:19<1:04:18,  1.23s/it]
overall:  10%|▉         | 388/4000 [07:23<1:13:00,  1.21s/it]

train:  11%|█         | 388/3515 [07:21<1:03:12,  1.21s/it]
overall:  10%|▉         | 389/4000 [07:23<1:02:38,  1.04s/it]

train:  11%|█         | 389/3515 [07:21<54:13,  1.04s/it]  
overall:  10%|▉         | 390/4000 [07:24<54:49,  1.10it/s]  

train:  11%|█         | 390/3515 [07:22<47:27,  1.10it/s]
overall:  10%|▉         | 391/4000 [07:25<55:28,  1.08it/s]

train:  11%|█         | 391/3515 [07:23<48:01,  1.08it/s]
overall:  10%|▉         | 392/4000 [07:26<1:00:22,  1.00s/it]

train:  11%|█         | 392/3515 [07:24<52:15,  1.00s/it]
overall:  10%|▉         | 393/4000 [07:27<1:03:45,  1.06s/it]

train:  11%|█         | 393/3515 [07:25<55:10,  1.06s/it]
overall:  10%|▉         | 394/4000 [07:28<1:04:42,  1.08s/it]

train:  11%|█         | 394/3515 [07:26<56:00,  1.08s/it]
overall:  10%|▉         | 395/4000 [07:29<1:06:38,  1.11s/it]

train:  11%|█         | 395/3515 [07:28<57:40,  1.11s/it]
overall:  10%|▉         | 396/4000 [07:31<1:09:14,  1.15s/it]

train:  11%|█▏        | 396/3515 [07:29<59:55,  1.15s/it]
overall:  10%|▉         | 397/4000 [07:32<1:08:09,  1.13s/it]

train:  11%|█▏        | 397/3515 [07:30<58:58,  1.13s/it]
overall:  10%|▉         | 398/4000 [07:33<1:10:00,  1.17s/it]

train:  11%|█▏        | 398/3515 [07:31<1:00:34,  1.17s/it]
overall:  10%|▉         | 399/4000 [07:34<1:12:06,  1.20s/it]

train:  11%|█▏        | 399/3515 [07:32<1:02:24,  1.20s/it]
overall:  10%|█         | 400/4000 [07:36<1:11:11,  1.19s/it]

train:  11%|█▏        | 400/3515 [07:34<1:01:36,  1.19s/it]
overall:  10%|█         | 401/4000 [07:37<1:11:46,  1.20s/it]

train:  11%|█▏        | 401/3515 [07:35<1:02:06,  1.20s/it]
overall:  10%|█         | 402/4000 [07:38<1:13:51,  1.23s/it]

train:  11%|█▏        | 402/3515 [07:36<1:03:54,  1.23s/it]
overall:  10%|█         | 403/4000 [07:39<1:07:16,  1.12s/it]

train:  11%|█▏        | 403/3515 [07:37<58:12,  1.12s/it]  
overall:  10%|█         | 404/4000 [07:40<1:09:13,  1.16s/it]

train:  11%|█▏        | 404/3515 [07:38<59:53,  1.16s/it]
overall:  10%|█         | 405/4000 [07:41<1:11:26,  1.19s/it]

train:  12%|█▏        | 405/3515 [07:39<1:01:48,  1.19s/it]
overall:  10%|█         | 406/4000 [07:42<1:04:05,  1.07s/it]

train:  12%|█▏        | 406/3515 [07:40<55:26,  1.07s/it]  
overall:  10%|█         | 407/4000 [07:43<1:05:08,  1.09s/it]

train:  12%|█▏        | 407/3515 [07:41<56:20,  1.09s/it]
overall:  10%|█         | 408/4000 [07:45<1:07:52,  1.13s/it]

train:  12%|█▏        | 408/3515 [07:43<58:42,  1.13s/it]
overall:  10%|█         | 409/4000 [07:46<1:08:26,  1.14s/it]

train:  12%|█▏        | 409/3515 [07:44<59:11,  1.14s/it]
overall:  10%|█         | 410/4000 [07:47<1:05:51,  1.10s/it]

train:  12%|█▏        | 410/3515 [07:45<56:57,  1.10s/it]
overall:  10%|█         | 411/4000 [07:48<1:06:49,  1.12s/it]

train:  12%|█▏        | 411/3515 [07:46<57:47,  1.12s/it]
overall:  10%|█         | 412/4000 [07:49<1:08:09,  1.14s/it]

train:  12%|█▏        | 412/3515 [07:47<58:56,  1.14s/it]
overall:  10%|█         | 413/4000 [07:50<58:43,  1.02it/s]  

train:  12%|█▏        | 413/3515 [07:48<50:47,  1.02it/s]
overall:  10%|█         | 414/4000 [07:51<1:03:03,  1.06s/it]

train:  12%|█▏        | 414/3515 [07:49<54:31,  1.06s/it]
overall:  10%|█         | 415/4000 [07:52<1:06:47,  1.12s/it]

train:  12%|█▏        | 415/3515 [07:50<57:45,  1.12s/it]
overall:  10%|█         | 416/4000 [07:53<1:09:46,  1.17s/it]

train:  12%|█▏        | 416/3515 [07:51<1:00:20,  1.17s/it]
overall:  10%|█         | 417/4000 [07:55<1:11:02,  1.19s/it]

train:  12%|█▏        | 417/3515 [07:53<1:01:25,  1.19s/it]
overall:  10%|█         | 418/4000 [07:56<1:06:43,  1.12s/it]

train:  12%|█▏        | 418/3515 [07:54<57:41,  1.12s/it]  
overall:  10%|█         | 419/4000 [07:57<1:09:30,  1.16s/it]

train:  12%|█▏        | 419/3515 [07:55<1:00:05,  1.16s/it]
overall:  10%|█         | 420/4000 [07:58<1:13:21,  1.23s/it]

train:  12%|█▏        | 420/3515 [07:56<1:03:25,  1.23s/it]
overall:  11%|█         | 421/4000 [08:00<1:14:01,  1.24s/it]

train:  12%|█▏        | 421/3515 [07:58<1:03:59,  1.24s/it]
overall:  11%|█         | 422/4000 [08:01<1:13:27,  1.23s/it]

train:  12%|█▏        | 422/3515 [07:59<1:03:29,  1.23s/it]
overall:  11%|█         | 423/4000 [08:02<1:12:07,  1.21s/it]

train:  12%|█▏        | 423/3515 [08:00<1:02:20,  1.21s/it]
overall:  11%|█         | 424/4000 [08:03<1:10:37,  1.18s/it]

train:  12%|█▏        | 424/3515 [08:01<1:01:02,  1.18s/it]
overall:  11%|█         | 425/4000 [08:04<1:11:06,  1.19s/it]

train:  12%|█▏        | 425/3515 [08:02<1:01:27,  1.19s/it]
overall:  11%|█         | 426/4000 [08:05<57:32,  1.04it/s]  

train:  12%|█▏        | 426/3515 [08:03<49:44,  1.04it/s]  
overall:  11%|█         | 427/4000 [08:06<1:02:57,  1.06s/it]

train:  12%|█▏        | 427/3515 [08:04<54:25,  1.06s/it]
overall:  11%|█         | 428/4000 [08:07<1:05:53,  1.11s/it]

train:  12%|█▏        | 428/3515 [08:05<56:56,  1.11s/it]
overall:  11%|█         | 429/4000 [08:08<1:06:23,  1.12s/it]

train:  12%|█▏        | 429/3515 [08:06<57:22,  1.12s/it]
overall:  11%|█         | 430/4000 [08:09<1:05:01,  1.09s/it]

train:  12%|█▏        | 430/3515 [08:07<56:11,  1.09s/it]
overall:  11%|█         | 431/4000 [08:10<49:38,  1.20it/s]  

train:  12%|█▏        | 431/3515 [08:08<42:53,  1.20it/s]
overall:  11%|█         | 432/4000 [08:11<56:21,  1.06it/s]

train:  12%|█▏        | 432/3515 [08:09<48:41,  1.06it/s]
overall:  11%|█         | 433/4000 [08:12<58:26,  1.02it/s]

train:  12%|█▏        | 433/3515 [08:10<50:29,  1.02it/s]
overall:  11%|█         | 434/4000 [08:13<1:02:29,  1.05s/it]

train:  12%|█▏        | 434/3515 [08:11<53:59,  1.05s/it]
overall:  11%|█         | 435/4000 [08:14<1:01:50,  1.04s/it]

train:  12%|█▏        | 435/3515 [08:12<53:25,  1.04s/it]
overall:  11%|█         | 436/4000 [08:15<58:46,  1.01it/s]  

train:  12%|█▏        | 436/3515 [08:13<50:46,  1.01it/s]
overall:  11%|█         | 437/4000 [08:16<1:03:13,  1.06s/it]

train:  12%|█▏        | 437/3515 [08:14<54:37,  1.06s/it]
overall:  11%|█         | 438/4000 [08:17<1:02:03,  1.05s/it]

train:  12%|█▏        | 438/3515 [08:15<53:36,  1.05s/it]
overall:  11%|█         | 439/4000 [08:18<1:04:46,  1.09s/it]

train:  12%|█▏        | 439/3515 [08:16<55:56,  1.09s/it]
overall:  11%|█         | 440/4000 [08:20<1:08:05,  1.15s/it]

train:  13%|█▎        | 440/3515 [08:18<58:49,  1.15s/it]
overall:  11%|█         | 441/4000 [08:21<1:08:35,  1.16s/it]

train:  13%|█▎        | 441/3515 [08:19<59:14,  1.16s/it]
overall:  11%|█         | 442/4000 [08:22<1:08:41,  1.16s/it]

train:  13%|█▎        | 442/3515 [08:20<59:19,  1.16s/it]
overall:  11%|█         | 443/4000 [08:23<1:09:24,  1.17s/it]

train:  13%|█▎        | 443/3515 [08:21<59:56,  1.17s/it]
overall:  11%|█         | 444/4000 [08:25<1:12:05,  1.22s/it]

train:  13%|█▎        | 444/3515 [08:23<1:02:15,  1.22s/it]
overall:  11%|█         | 445/4000 [08:26<1:12:56,  1.23s/it]

train:  13%|█▎        | 445/3515 [08:24<1:02:59,  1.23s/it]
overall:  11%|█         | 446/4000 [08:26<55:46,  1.06it/s]  

train:  13%|█▎        | 446/3515 [08:24<48:09,  1.06it/s]  
overall:  11%|█         | 447/4000 [08:27<1:01:05,  1.03s/it]

train:  13%|█▎        | 447/3515 [08:25<52:45,  1.03s/it]
overall:  11%|█         | 448/4000 [08:29<1:03:49,  1.08s/it]

train:  13%|█▎        | 448/3515 [08:27<55:06,  1.08s/it]
overall:  11%|█         | 449/4000 [08:30<1:05:35,  1.11s/it]

train:  13%|█▎        | 449/3515 [08:28<56:37,  1.11s/it]
overall:  11%|█▏        | 450/4000 [08:31<1:09:47,  1.18s/it]

train:  13%|█▎        | 450/3515 [08:29<1:00:15,  1.18s/it]
overall:  11%|█▏        | 451/4000 [08:32<1:04:32,  1.09s/it]

train:  13%|█▎        | 451/3515 [08:30<55:43,  1.09s/it]  
overall:  11%|█▏        | 452/4000 [08:33<1:06:12,  1.12s/it]

train:  13%|█▎        | 452/3515 [08:31<57:09,  1.12s/it]
overall:  11%|█▏        | 453/4000 [08:34<53:42,  1.10it/s]  

train:  13%|█▎        | 453/3515 [08:32<46:21,  1.10it/s]
overall:  11%|█▏        | 454/4000 [08:35<59:07,  1.00s/it]

train:  13%|█▎        | 454/3515 [08:33<51:02,  1.00s/it]
overall:  11%|█▏        | 455/4000 [08:36<1:03:56,  1.08s/it]

train:  13%|█▎        | 455/3515 [08:34<55:11,  1.08s/it]
overall:  11%|█▏        | 456/4000 [08:37<1:07:26,  1.14s/it]

train:  13%|█▎        | 456/3515 [08:35<58:12,  1.14s/it]
overall:  11%|█▏        | 457/4000 [08:39<1:09:46,  1.18s/it]

train:  13%|█▎        | 457/3515 [08:37<1:00:13,  1.18s/it]
overall:  11%|█▏        | 458/4000 [08:40<1:08:58,  1.17s/it]

train:  13%|█▎        | 458/3515 [08:38<59:31,  1.17s/it]  
overall:  11%|█▏        | 459/4000 [08:41<1:08:40,  1.16s/it]

train:  13%|█▎        | 459/3515 [08:39<59:16,  1.16s/it]
overall:  12%|█▏        | 460/4000 [08:42<1:08:48,  1.17s/it]

train:  13%|█▎        | 460/3515 [08:40<59:22,  1.17s/it]
overall:  12%|█▏        | 461/4000 [08:43<1:09:41,  1.18s/it]

train:  13%|█▎        | 461/3515 [08:41<1:00:08,  1.18s/it]
overall:  12%|█▏        | 462/4000 [08:44<1:09:28,  1.18s/it]

train:  13%|█▎        | 462/3515 [08:42<59:56,  1.18s/it]  
overall:  12%|█▏        | 463/4000 [08:46<1:10:34,  1.20s/it]

train:  13%|█▎        | 463/3515 [08:44<1:00:54,  1.20s/it]
overall:  12%|█▏        | 464/4000 [08:47<1:08:36,  1.16s/it]

train:  13%|█▎        | 464/3515 [08:45<59:12,  1.16s/it]  
overall:  12%|█▏        | 465/4000 [08:48<1:06:47,  1.13s/it]

train:  13%|█▎        | 465/3515 [08:46<57:37,  1.13s/it]
overall:  12%|█▏        | 466/4000 [08:49<1:07:40,  1.15s/it]

train:  13%|█▎        | 466/3515 [08:47<58:23,  1.15s/it]
overall:  12%|█▏        | 467/4000 [08:50<1:09:52,  1.19s/it]

train:  13%|█▎        | 467/3515 [08:48<1:00:16,  1.19s/it]
overall:  12%|█▏        | 468/4000 [08:51<1:00:06,  1.02s/it]

train:  13%|█▎        | 468/3515 [08:49<51:51,  1.02s/it]  
overall:  12%|█▏        | 469/4000 [08:52<1:03:02,  1.07s/it]

train:  13%|█▎        | 469/3515 [08:50<54:23,  1.07s/it]
overall:  12%|█▏        | 470/4000 [08:53<1:04:17,  1.09s/it]

train:  13%|█▎        | 470/3515 [08:51<55:27,  1.09s/it]
overall:  12%|█▏        | 471/4000 [08:55<1:06:34,  1.13s/it]

train:  13%|█▎        | 471/3515 [08:53<57:25,  1.13s/it]
overall:  12%|█▏        | 472/4000 [08:56<1:07:57,  1.16s/it]

train:  13%|█▎        | 472/3515 [08:54<58:36,  1.16s/it]
overall:  12%|█▏        | 473/4000 [08:57<1:09:55,  1.19s/it]

train:  13%|█▎        | 473/3515 [08:55<1:00:18,  1.19s/it]
overall:  12%|█▏        | 474/4000 [08:57<57:35,  1.02it/s]  

train:  13%|█▎        | 474/3515 [08:55<49:39,  1.02it/s]  
overall:  12%|█▏        | 475/4000 [08:58<54:10,  1.08it/s]

train:  14%|█▎        | 475/3515 [08:56<46:43,  1.08it/s]
overall:  12%|█▏        | 476/4000 [08:59<59:36,  1.02s/it]

train:  14%|█▎        | 476/3515 [08:58<51:24,  1.02s/it]
overall:  12%|█▏        | 477/4000 [09:01<1:04:05,  1.09s/it]

train:  14%|█▎        | 477/3515 [08:59<55:16,  1.09s/it]
overall:  12%|█▏        | 478/4000 [09:02<1:06:14,  1.13s/it]

train:  14%|█▎        | 478/3515 [09:00<57:07,  1.13s/it]
overall:  12%|█▏        | 479/4000 [09:03<1:06:51,  1.14s/it]

train:  14%|█▎        | 479/3515 [09:01<57:38,  1.14s/it]
overall:  12%|█▏        | 480/4000 [09:04<1:03:44,  1.09s/it]

train:  14%|█▎        | 480/3515 [09:02<54:57,  1.09s/it]
overall:  12%|█▏        | 481/4000 [09:05<1:05:54,  1.12s/it]

train:  14%|█▎        | 481/3515 [09:03<56:49,  1.12s/it]
overall:  12%|█▏        | 482/4000 [09:07<1:07:46,  1.16s/it]

train:  14%|█▎        | 482/3515 [09:05<58:25,  1.16s/it]
overall:  12%|█▏        | 483/4000 [09:08<1:07:01,  1.14s/it]

train:  14%|█▎        | 483/3515 [09:06<57:46,  1.14s/it]
overall:  12%|█▏        | 484/4000 [09:09<1:07:13,  1.15s/it]

train:  14%|█▍        | 484/3515 [09:07<57:57,  1.15s/it]
overall:  12%|█▏        | 485/4000 [09:10<1:04:11,  1.10s/it]

train:  14%|█▍        | 485/3515 [09:08<55:20,  1.10s/it]
overall:  12%|█▏        | 486/4000 [09:11<1:07:23,  1.15s/it]

train:  14%|█▍        | 486/3515 [09:09<58:05,  1.15s/it]
overall:  12%|█▏        | 487/4000 [09:12<1:09:48,  1.19s/it]

train:  14%|█▍        | 487/3515 [09:10<1:00:10,  1.19s/it]
overall:  12%|█▏        | 488/4000 [09:13<55:27,  1.06it/s]  

train:  14%|█▍        | 488/3515 [09:11<47:47,  1.06it/s]  
overall:  12%|█▏        | 489/4000 [09:14<54:23,  1.08it/s]

train:  14%|█▍        | 489/3515 [09:12<46:52,  1.08it/s]
overall:  12%|█▏        | 490/4000 [09:15<59:32,  1.02s/it]

train:  14%|█▍        | 490/3515 [09:13<51:18,  1.02s/it]
overall:  12%|█▏        | 491/4000 [09:16<1:01:31,  1.05s/it]

train:  14%|█▍        | 491/3515 [09:14<53:01,  1.05s/it]
overall:  12%|█▏        | 492/4000 [09:17<54:06,  1.08it/s]  

train:  14%|█▍        | 492/3515 [09:15<46:37,  1.08it/s]
overall:  12%|█▏        | 493/4000 [09:18<58:38,  1.00s/it]

train:  14%|█▍        | 493/3515 [09:16<50:31,  1.00s/it]
overall:  12%|█▏        | 494/4000 [09:19<1:01:22,  1.05s/it]

train:  14%|█▍        | 494/3515 [09:17<52:53,  1.05s/it]
overall:  12%|█▏        | 495/4000 [09:20<1:03:26,  1.09s/it]

train:  14%|█▍        | 495/3515 [09:18<54:39,  1.09s/it]
overall:  12%|█▏        | 496/4000 [09:21<1:04:11,  1.10s/it]

train:  14%|█▍        | 496/3515 [09:19<55:18,  1.10s/it]
overall:  12%|█▏        | 497/4000 [09:22<1:06:01,  1.13s/it]

train:  14%|█▍        | 497/3515 [09:20<56:52,  1.13s/it]
overall:  12%|█▏        | 498/4000 [09:24<1:07:43,  1.16s/it]

train:  14%|█▍        | 498/3515 [09:22<58:21,  1.16s/it]
overall:  12%|█▏        | 499/4000 [09:25<1:04:55,  1.11s/it]

train:  14%|█▍        | 499/3515 [09:23<55:55,  1.11s/it]
overall:  12%|█▎        | 500/4000 [09:25<55:37,  1.05it/s]  

train:  14%|█▍        | 500/3515 [09:23<47:54,  1.05it/s]
overall:  13%|█▎        | 501/4000 [09:27<1:00:37,  1.04s/it]

train:  14%|█▍        | 501/3515 [09:25<52:13,  1.04s/it]
overall:  13%|█▎        | 502/4000 [09:28<1:03:35,  1.09s/it]

train:  14%|█▍        | 502/3515 [09:26<54:46,  1.09s/it]
overall:  13%|█▎        | 503/4000 [09:29<1:06:07,  1.13s/it]

train:  14%|█▍        | 503/3515 [09:27<56:57,  1.13s/it]
overall:  13%|█▎        | 504/4000 [09:30<1:07:29,  1.16s/it]

train:  14%|█▍        | 504/3515 [09:28<58:08,  1.16s/it]
overall:  13%|█▎        | 505/4000 [09:32<1:12:04,  1.24s/it]

train:  14%|█▍        | 505/3515 [09:30<1:02:04,  1.24s/it]
overall:  13%|█▎        | 506/4000 [09:33<1:07:58,  1.17s/it]

train:  14%|█▍        | 506/3515 [09:31<58:32,  1.17s/it]  
overall:  13%|█▎        | 507/4000 [09:34<1:08:48,  1.18s/it]

train:  14%|█▍        | 507/3515 [09:32<59:15,  1.18s/it]
overall:  13%|█▎        | 508/4000 [09:35<1:09:21,  1.19s/it]

train:  14%|█▍        | 508/3515 [09:33<59:43,  1.19s/it]
overall:  13%|█▎        | 509/4000 [09:36<1:10:39,  1.21s/it]

train:  14%|█▍        | 509/3515 [09:34<1:00:50,  1.21s/it]
overall:  13%|█▎        | 510/4000 [09:38<1:10:47,  1.22s/it]

train:  15%|█▍        | 510/3515 [09:36<1:00:57,  1.22s/it]
overall:  13%|█▎        | 511/4000 [09:39<1:09:28,  1.19s/it]

train:  15%|█▍        | 511/3515 [09:37<59:49,  1.19s/it]  
overall:  13%|█▎        | 512/4000 [09:40<1:08:32,  1.18s/it]

train:  15%|█▍        | 512/3515 [09:38<59:01,  1.18s/it]
overall:  13%|█▎        | 513/4000 [09:41<1:08:35,  1.18s/it]

train:  15%|█▍        | 513/3515 [09:39<59:03,  1.18s/it]
overall:  13%|█▎        | 514/4000 [09:42<1:07:19,  1.16s/it]

train:  15%|█▍        | 514/3515 [09:40<57:57,  1.16s/it]
overall:  13%|█▎        | 515/4000 [09:43<1:05:48,  1.13s/it]

train:  15%|█▍        | 515/3515 [09:41<56:38,  1.13s/it]
overall:  13%|█▎        | 516/4000 [09:45<1:09:28,  1.20s/it]

train:  15%|█▍        | 516/3515 [09:43<59:48,  1.20s/it]
overall:  13%|█▎        | 517/4000 [09:46<1:08:41,  1.18s/it]

train:  15%|█▍        | 517/3515 [09:44<59:07,  1.18s/it]
overall:  13%|█▎        | 518/4000 [09:46<57:42,  1.01it/s]  

train:  15%|█▍        | 518/3515 [09:44<49:39,  1.01it/s]
overall:  13%|█▎        | 519/4000 [09:48<1:02:50,  1.08s/it]

train:  15%|█▍        | 519/3515 [09:46<54:04,  1.08s/it]
overall:  13%|█▎        | 520/4000 [09:49<1:04:14,  1.11s/it]

train:  15%|█▍        | 520/3515 [09:47<55:17,  1.11s/it]
overall:  13%|█▎        | 521/4000 [09:50<1:06:43,  1.15s/it]

train:  15%|█▍        | 521/3515 [09:48<57:25,  1.15s/it]
overall:  13%|█▎        | 522/4000 [09:51<1:09:23,  1.20s/it]

train:  15%|█▍        | 522/3515 [09:49<59:43,  1.20s/it]
overall:  13%|█▎        | 523/4000 [09:52<1:09:57,  1.21s/it]

train:  15%|█▍        | 523/3515 [09:50<1:00:11,  1.21s/it]
overall:  13%|█▎        | 524/4000 [09:54<1:10:14,  1.21s/it]

train:  15%|█▍        | 524/3515 [09:52<1:00:26,  1.21s/it]
overall:  13%|█▎        | 525/4000 [09:55<1:11:09,  1.23s/it]

train:  15%|█▍        | 525/3515 [09:53<1:01:13,  1.23s/it]
overall:  13%|█▎        | 526/4000 [09:56<1:11:55,  1.24s/it]

train:  15%|█▍        | 526/3515 [09:54<1:01:52,  1.24s/it]
overall:  13%|█▎        | 527/4000 [09:57<1:11:13,  1.23s/it]

train:  15%|█▍        | 527/3515 [09:55<1:01:16,  1.23s/it]
overall:  13%|█▎        | 528/4000 [09:58<53:49,  1.08it/s]  

train:  15%|█▌        | 528/3515 [09:56<46:18,  1.08it/s]  
overall:  13%|█▎        | 529/4000 [09:59<1:01:12,  1.06s/it]

train:  15%|█▌        | 529/3515 [09:57<52:39,  1.06s/it]
overall:  13%|█▎        | 530/4000 [10:00<1:04:22,  1.11s/it]

train:  15%|█▌        | 530/3515 [09:58<55:22,  1.11s/it]
overall:  13%|█▎        | 531/4000 [10:01<55:20,  1.04it/s]  

train:  15%|█▌        | 531/3515 [09:59<47:35,  1.04it/s]
overall:  13%|█▎        | 532/4000 [10:02<59:35,  1.03s/it]

train:  15%|█▌        | 532/3515 [10:00<51:15,  1.03s/it]
overall:  13%|█▎        | 533/4000 [10:03<1:02:08,  1.08s/it]

train:  15%|█▌        | 533/3515 [10:01<53:27,  1.08s/it]
overall:  13%|█▎        | 534/4000 [10:04<54:51,  1.05it/s]  

train:  15%|█▌        | 534/3515 [10:02<47:11,  1.05it/s]
overall:  13%|█▎        | 535/4000 [10:05<59:21,  1.03s/it]

train:  15%|█▌        | 535/3515 [10:03<51:02,  1.03s/it]
overall:  13%|█▎        | 536/4000 [10:06<1:01:40,  1.07s/it]

train:  15%|█▌        | 536/3515 [10:04<53:02,  1.07s/it]
overall:  13%|█▎        | 537/4000 [10:08<1:05:29,  1.13s/it]

train:  15%|█▌        | 537/3515 [10:06<56:18,  1.13s/it]
overall:  13%|█▎        | 538/4000 [10:09<1:07:57,  1.18s/it]

train:  15%|█▌        | 538/3515 [10:07<58:25,  1.18s/it]
overall:  13%|█▎        | 539/4000 [10:10<1:00:39,  1.05s/it]

train:  15%|█▌        | 539/3515 [10:08<52:09,  1.05s/it]
overall:  14%|█▎        | 540/4000 [10:10<53:08,  1.09it/s]  

train:  15%|█▌        | 540/3515 [10:08<45:41,  1.09it/s]
overall:  14%|█▎        | 541/4000 [10:11<59:28,  1.03s/it]

train:  15%|█▌        | 541/3515 [10:10<51:08,  1.03s/it]
overall:  14%|█▎        | 542/4000 [10:13<1:02:15,  1.08s/it]

train:  15%|█▌        | 542/3515 [10:11<53:31,  1.08s/it]
overall:  14%|█▎        | 543/4000 [10:14<1:04:44,  1.12s/it]

train:  15%|█▌        | 543/3515 [10:12<55:39,  1.12s/it]
overall:  14%|█▎        | 544/4000 [10:15<1:04:59,  1.13s/it]

train:  15%|█▌        | 544/3515 [10:13<55:52,  1.13s/it]
overall:  14%|█▎        | 545/4000 [10:16<1:06:44,  1.16s/it]

train:  16%|█▌        | 545/3515 [10:14<57:22,  1.16s/it]
overall:  14%|█▎        | 546/4000 [10:18<1:07:58,  1.18s/it]

train:  16%|█▌        | 546/3515 [10:16<58:25,  1.18s/it]
overall:  14%|█▎        | 547/4000 [10:19<1:08:52,  1.20s/it]

train:  16%|█▌        | 547/3515 [10:17<59:11,  1.20s/it]
overall:  14%|█▎        | 548/4000 [10:20<1:08:04,  1.18s/it]

train:  16%|█▌        | 548/3515 [10:18<58:30,  1.18s/it]
overall:  14%|█▎        | 549/4000 [10:21<1:09:39,  1.21s/it]

train:  16%|█▌        | 549/3515 [10:19<59:51,  1.21s/it]
overall:  14%|█▍        | 550/4000 [10:22<1:10:14,  1.22s/it]

train:  16%|█▌        | 550/3515 [10:20<1:00:22,  1.22s/it]
overall:  14%|█▍        | 551/4000 [10:24<1:09:22,  1.21s/it]

train:  16%|█▌        | 551/3515 [10:22<59:36,  1.21s/it]  
overall:  14%|█▍        | 552/4000 [10:24<1:01:33,  1.07s/it]

train:  16%|█▌        | 552/3515 [10:22<52:54,  1.07s/it]
overall:  14%|█▍        | 553/4000 [10:26<1:04:02,  1.11s/it]

train:  16%|█▌        | 553/3515 [10:24<55:01,  1.11s/it]
overall:  14%|█▍        | 554/4000 [10:27<1:06:02,  1.15s/it]

train:  16%|█▌        | 554/3515 [10:25<56:44,  1.15s/it]
overall:  14%|█▍        | 555/4000 [10:27<52:41,  1.09it/s]  

train:  16%|█▌        | 555/3515 [10:25<45:16,  1.09it/s]
overall:  14%|█▍        | 556/4000 [10:28<57:45,  1.01s/it]

train:  16%|█▌        | 556/3515 [10:26<49:37,  1.01s/it]
overall:  14%|█▍        | 557/4000 [10:30<1:01:43,  1.08s/it]

train:  16%|█▌        | 557/3515 [10:28<53:01,  1.08s/it]
overall:  14%|█▍        | 558/4000 [10:31<1:04:19,  1.12s/it]

train:  16%|█▌        | 558/3515 [10:29<55:16,  1.12s/it]
overall:  14%|█▍        | 559/4000 [10:32<1:06:05,  1.15s/it]

train:  16%|█▌        | 559/3515 [10:30<56:46,  1.15s/it]
overall:  14%|█▍        | 560/4000 [10:33<1:03:30,  1.11s/it]

train:  16%|█▌        | 560/3515 [10:31<54:33,  1.11s/it]
overall:  14%|█▍        | 561/4000 [10:34<1:04:25,  1.12s/it]

train:  16%|█▌        | 561/3515 [10:32<55:20,  1.12s/it]
overall:  14%|█▍        | 562/4000 [10:35<1:00:16,  1.05s/it]

train:  16%|█▌        | 562/3515 [10:33<51:45,  1.05s/it]
overall:  14%|█▍        | 563/4000 [10:36<1:03:12,  1.10s/it]

train:  16%|█▌        | 563/3515 [10:34<54:17,  1.10s/it]
overall:  14%|█▍        | 564/4000 [10:38<1:07:38,  1.18s/it]

train:  16%|█▌        | 564/3515 [10:36<58:06,  1.18s/it]
overall:  14%|█▍        | 565/4000 [10:38<54:44,  1.05it/s]  

train:  16%|█▌        | 565/3515 [10:36<47:00,  1.05it/s]
overall:  14%|█▍        | 566/4000 [10:39<59:34,  1.04s/it]

train:  16%|█▌        | 566/3515 [10:37<51:09,  1.04s/it]
overall:  14%|█▍        | 567/4000 [10:41<1:02:33,  1.09s/it]

train:  16%|█▌        | 567/3515 [10:39<53:42,  1.09s/it]
overall:  14%|█▍        | 568/4000 [10:41<48:31,  1.18it/s]  

train:  16%|█▌        | 568/3515 [10:39<41:40,  1.18it/s]
overall:  14%|█▍        | 569/4000 [10:42<55:09,  1.04it/s]

train:  16%|█▌        | 569/3515 [10:40<47:22,  1.04it/s]
overall:  14%|█▍        | 570/4000 [10:43<1:01:14,  1.07s/it]

train:  16%|█▌        | 570/3515 [10:41<52:35,  1.07s/it]
overall:  14%|█▍        | 571/4000 [10:45<1:05:07,  1.14s/it]

train:  16%|█▌        | 571/3515 [10:43<55:54,  1.14s/it]
overall:  14%|█▍        | 572/4000 [10:46<1:06:42,  1.17s/it]

train:  16%|█▋        | 572/3515 [10:44<57:15,  1.17s/it]
overall:  14%|█▍        | 573/4000 [10:47<1:08:35,  1.20s/it]

train:  16%|█▋        | 573/3515 [10:45<58:52,  1.20s/it]
overall:  14%|█▍        | 574/4000 [10:48<1:08:49,  1.21s/it]

train:  16%|█▋        | 574/3515 [10:46<59:04,  1.21s/it]
overall:  14%|█▍        | 575/4000 [10:50<1:09:59,  1.23s/it]

train:  16%|█▋        | 575/3515 [10:48<1:00:05,  1.23s/it]
overall:  14%|█▍        | 576/4000 [10:51<1:09:53,  1.22s/it]

train:  16%|█▋        | 576/3515 [10:49<59:59,  1.22s/it]  
overall:  14%|█▍        | 577/4000 [10:52<1:09:55,  1.23s/it]

train:  16%|█▋        | 577/3515 [10:50<1:00:01,  1.23s/it]
overall:  14%|█▍        | 578/4000 [10:53<1:09:48,  1.22s/it]

train:  16%|█▋        | 578/3515 [10:51<59:55,  1.22s/it]  
overall:  14%|█▍        | 579/4000 [10:54<59:54,  1.05s/it]  

train:  16%|█▋        | 579/3515 [10:52<51:25,  1.05s/it]
overall:  14%|█▍        | 580/4000 [10:55<1:02:05,  1.09s/it]

train:  17%|█▋        | 580/3515 [10:53<53:17,  1.09s/it]
overall:  15%|█▍        | 581/4000 [10:56<1:01:54,  1.09s/it]

train:  17%|█▋        | 581/3515 [10:54<53:07,  1.09s/it]
overall:  15%|█▍        | 582/4000 [10:57<1:02:43,  1.10s/it]

train:  17%|█▋        | 582/3515 [10:55<53:49,  1.10s/it]
overall:  15%|█▍        | 583/4000 [10:59<1:05:55,  1.16s/it]

train:  17%|█▋        | 583/3515 [10:57<56:33,  1.16s/it]
overall:  15%|█▍        | 584/4000 [11:00<1:03:56,  1.12s/it]

train:  17%|█▋        | 584/3515 [10:58<54:51,  1.12s/it]
overall:  15%|█▍        | 585/4000 [11:01<1:05:34,  1.15s/it]

train:  17%|█▋        | 585/3515 [10:59<56:15,  1.15s/it]
overall:  15%|█▍        | 586/4000 [11:02<1:07:37,  1.19s/it]

train:  17%|█▋        | 586/3515 [11:00<58:01,  1.19s/it]
overall:  15%|█▍        | 587/4000 [11:04<1:09:14,  1.22s/it]

train:  17%|█▋        | 587/3515 [11:02<59:24,  1.22s/it]
overall:  15%|█▍        | 588/4000 [11:05<1:10:39,  1.24s/it]

train:  17%|█▋        | 588/3515 [11:03<1:00:36,  1.24s/it]
overall:  15%|█▍        | 589/4000 [11:06<1:08:25,  1.20s/it]

train:  17%|█▋        | 589/3515 [11:04<58:42,  1.20s/it]  
overall:  15%|█▍        | 590/4000 [11:07<58:48,  1.03s/it]  

train:  17%|█▋        | 590/3515 [11:05<50:26,  1.03s/it]
overall:  15%|█▍        | 591/4000 [11:08<1:03:06,  1.11s/it]

train:  17%|█▋        | 591/3515 [11:06<54:07,  1.11s/it]
overall:  15%|█▍        | 592/4000 [11:09<1:05:02,  1.15s/it]

train:  17%|█▋        | 592/3515 [11:07<55:47,  1.15s/it]
overall:  15%|█▍        | 593/4000 [11:10<1:04:29,  1.14s/it]

train:  17%|█▋        | 593/3515 [11:08<55:18,  1.14s/it]
overall:  15%|█▍        | 594/4000 [11:11<1:06:00,  1.16s/it]

train:  17%|█▋        | 594/3515 [11:09<56:36,  1.16s/it]
overall:  15%|█▍        | 595/4000 [11:13<1:06:38,  1.17s/it]

train:  17%|█▋        | 595/3515 [11:11<57:09,  1.17s/it]
overall:  15%|█▍        | 596/4000 [11:14<1:07:21,  1.19s/it]

train:  17%|█▋        | 596/3515 [11:12<57:45,  1.19s/it]
overall:  15%|█▍        | 597/4000 [11:15<58:01,  1.02s/it]  

train:  17%|█▋        | 597/3515 [11:13<49:44,  1.02s/it]
overall:  15%|█▍        | 598/4000 [11:16<1:01:28,  1.08s/it]

train:  17%|█▋        | 598/3515 [11:14<52:42,  1.08s/it]
overall:  15%|█▍        | 599/4000 [11:17<1:02:11,  1.10s/it]

train:  17%|█▋        | 599/3515 [11:15<53:19,  1.10s/it]
overall:  15%|█▌        | 600/4000 [11:18<59:24,  1.05s/it]  

train:  17%|█▋        | 600/3515 [11:16<50:55,  1.05s/it]
overall:  15%|█▌        | 601/4000 [11:19<58:01,  1.02s/it]

train:  17%|█▋        | 601/3515 [11:17<49:45,  1.02s/it]
overall:  15%|█▌        | 602/4000 [11:20<1:00:34,  1.07s/it]

train:  17%|█▋        | 602/3515 [11:18<51:55,  1.07s/it]
overall:  15%|█▌        | 603/4000 [11:21<1:03:19,  1.12s/it]

train:  17%|█▋        | 603/3515 [11:19<54:16,  1.12s/it]
overall:  15%|█▌        | 604/4000 [11:22<1:03:58,  1.13s/it]

train:  17%|█▋        | 604/3515 [11:20<54:50,  1.13s/it]
overall:  15%|█▌        | 605/4000 [11:24<1:06:54,  1.18s/it]

train:  17%|█▋        | 605/3515 [11:22<57:21,  1.18s/it]
overall:  15%|█▌        | 606/4000 [11:25<1:04:57,  1.15s/it]

train:  17%|█▋        | 606/3515 [11:23<55:40,  1.15s/it]
overall:  15%|█▌        | 607/4000 [11:26<59:56,  1.06s/it]  

train:  17%|█▋        | 607/3515 [11:24<51:22,  1.06s/it]
overall:  15%|█▌        | 608/4000 [11:27<1:02:42,  1.11s/it]

train:  17%|█▋        | 608/3515 [11:25<53:44,  1.11s/it]
overall:  15%|█▌        | 609/4000 [11:28<1:03:21,  1.12s/it]

train:  17%|█▋        | 609/3515 [11:26<54:18,  1.12s/it]
overall:  15%|█▌        | 610/4000 [11:29<1:05:25,  1.16s/it]

train:  17%|█▋        | 610/3515 [11:27<56:04,  1.16s/it]
overall:  15%|█▌        | 611/4000 [11:30<53:35,  1.05it/s]  

train:  17%|█▋        | 611/3515 [11:28<45:54,  1.05it/s]
overall:  15%|█▌        | 612/4000 [11:30<48:56,  1.15it/s]

train:  17%|█▋        | 612/3515 [11:28<41:56,  1.15it/s]
overall:  15%|█▌        | 613/4000 [11:32<55:00,  1.03it/s]

train:  17%|█▋        | 613/3515 [11:30<47:07,  1.03it/s]
overall:  15%|█▌        | 614/4000 [11:33<1:00:12,  1.07s/it]

train:  17%|█▋        | 614/3515 [11:31<51:34,  1.07s/it]
overall:  15%|█▌        | 615/4000 [11:34<1:02:46,  1.11s/it]

train:  17%|█▋        | 615/3515 [11:32<53:46,  1.11s/it]
overall:  15%|█▌        | 616/4000 [11:35<1:03:12,  1.12s/it]

train:  18%|█▊        | 616/3515 [11:33<54:09,  1.12s/it]
overall:  15%|█▌        | 617/4000 [11:36<1:05:52,  1.17s/it]

train:  18%|█▊        | 617/3515 [11:34<56:25,  1.17s/it]
overall:  15%|█▌        | 618/4000 [11:38<1:08:01,  1.21s/it]

train:  18%|█▊        | 618/3515 [11:36<58:15,  1.21s/it]
overall:  15%|█▌        | 619/4000 [11:39<1:07:22,  1.20s/it]

train:  18%|█▊        | 619/3515 [11:37<57:42,  1.20s/it]
overall:  16%|█▌        | 620/4000 [11:40<1:07:46,  1.20s/it]

train:  18%|█▊        | 620/3515 [11:38<58:03,  1.20s/it]
overall:  16%|█▌        | 621/4000 [11:41<1:08:12,  1.21s/it]

train:  18%|█▊        | 621/3515 [11:39<58:24,  1.21s/it]
overall:  16%|█▌        | 622/4000 [11:43<1:08:06,  1.21s/it]

train:  18%|█▊        | 622/3515 [11:41<58:19,  1.21s/it]
overall:  16%|█▌        | 623/4000 [11:44<1:08:42,  1.22s/it]

train:  18%|█▊        | 623/3515 [11:42<58:50,  1.22s/it]
overall:  16%|█▌        | 624/4000 [11:45<1:08:47,  1.22s/it]

train:  18%|█▊        | 624/3515 [11:43<58:54,  1.22s/it]
overall:  16%|█▌        | 625/4000 [11:46<1:09:05,  1.23s/it]

train:  18%|█▊        | 625/3515 [11:44<59:09,  1.23s/it]
overall:  16%|█▌        | 626/4000 [11:47<1:08:09,  1.21s/it]

train:  18%|█▊        | 626/3515 [11:45<58:21,  1.21s/it]
overall:  16%|█▌        | 627/4000 [11:49<1:08:13,  1.21s/it]

train:  18%|█▊        | 627/3515 [11:47<58:24,  1.21s/it]
overall:  16%|█▌        | 628/4000 [11:50<1:08:28,  1.22s/it]

train:  18%|█▊        | 628/3515 [11:48<58:37,  1.22s/it]
overall:  16%|█▌        | 629/4000 [11:51<1:09:09,  1.23s/it]

train:  18%|█▊        | 629/3515 [11:49<59:12,  1.23s/it]
overall:  16%|█▌        | 630/4000 [11:52<1:04:48,  1.15s/it]

train:  18%|█▊        | 630/3515 [11:50<55:28,  1.15s/it]
overall:  16%|█▌        | 631/4000 [11:53<1:04:37,  1.15s/it]

train:  18%|█▊        | 631/3515 [11:51<55:19,  1.15s/it]
overall:  16%|█▌        | 632/4000 [11:54<1:04:59,  1.16s/it]

train:  18%|█▊        | 632/3515 [11:52<55:38,  1.16s/it]
overall:  16%|█▌        | 633/4000 [11:56<1:07:04,  1.20s/it]

train:  18%|█▊        | 633/3515 [11:54<57:24,  1.20s/it]
overall:  16%|█▌        | 634/4000 [11:57<1:08:29,  1.22s/it]

train:  18%|█▊        | 634/3515 [11:55<58:37,  1.22s/it]
overall:  16%|█▌        | 635/4000 [11:57<54:48,  1.02it/s]  

train:  18%|█▊        | 635/3515 [11:55<46:54,  1.02it/s]
overall:  16%|█▌        | 636/4000 [11:59<58:17,  1.04s/it]

train:  18%|█▊        | 636/3515 [11:57<49:53,  1.04s/it]
overall:  16%|█▌        | 637/4000 [12:00<1:01:34,  1.10s/it]

train:  18%|█▊        | 637/3515 [11:58<52:41,  1.10s/it]
overall:  16%|█▌        | 638/4000 [12:00<49:23,  1.13it/s]  

train:  18%|█▊        | 638/3515 [11:58<42:15,  1.13it/s]
overall:  16%|█▌        | 639/4000 [12:02<56:04,  1.00s/it]

train:  18%|█▊        | 639/3515 [12:00<47:59,  1.00s/it]
overall:  16%|█▌        | 640/4000 [12:03<56:14,  1.00s/it]

train:  18%|█▊        | 640/3515 [12:01<48:07,  1.00s/it]
overall:  16%|█▌        | 641/4000 [12:04<59:29,  1.06s/it]

train:  18%|█▊        | 641/3515 [12:02<50:54,  1.06s/it]
overall:  16%|█▌        | 642/4000 [12:05<1:02:20,  1.11s/it]

train:  18%|█▊        | 642/3515 [12:03<53:20,  1.11s/it]
overall:  16%|█▌        | 643/4000 [12:06<1:05:07,  1.16s/it]

train:  18%|█▊        | 643/3515 [12:04<55:43,  1.16s/it]
overall:  16%|█▌        | 644/4000 [12:07<1:05:49,  1.18s/it]

train:  18%|█▊        | 644/3515 [12:05<56:19,  1.18s/it]
overall:  16%|█▌        | 645/4000 [12:08<56:44,  1.01s/it]  

train:  18%|█▊        | 645/3515 [12:06<48:32,  1.01s/it]
overall:  16%|█▌        | 646/4000 [12:09<1:00:18,  1.08s/it]

train:  18%|█▊        | 646/3515 [12:07<51:35,  1.08s/it]
overall:  16%|█▌        | 647/4000 [12:10<1:00:08,  1.08s/it]

train:  18%|█▊        | 647/3515 [12:08<51:26,  1.08s/it]
overall:  16%|█▌        | 648/4000 [12:12<1:02:08,  1.11s/it]

train:  18%|█▊        | 648/3515 [12:10<53:09,  1.11s/it]
overall:  16%|█▌        | 649/4000 [12:13<1:06:24,  1.19s/it]

train:  18%|█▊        | 649/3515 [12:11<56:47,  1.19s/it]
overall:  16%|█▋        | 650/4000 [12:14<1:03:32,  1.14s/it]

train:  18%|█▊        | 650/3515 [12:12<54:20,  1.14s/it]
overall:  16%|█▋        | 651/4000 [12:15<1:06:17,  1.19s/it]

train:  19%|█▊        | 651/3515 [12:13<56:41,  1.19s/it]
overall:  16%|█▋        | 652/4000 [12:17<1:08:04,  1.22s/it]

train:  19%|█▊        | 652/3515 [12:15<58:12,  1.22s/it]
overall:  16%|█▋        | 653/4000 [12:18<1:09:31,  1.25s/it]

train:  19%|█▊        | 653/3515 [12:16<59:26,  1.25s/it]
overall:  16%|█▋        | 654/4000 [12:19<1:09:29,  1.25s/it]

train:  19%|█▊        | 654/3515 [12:17<59:25,  1.25s/it]
overall:  16%|█▋        | 655/4000 [12:20<1:04:30,  1.16s/it]

train:  19%|█▊        | 655/3515 [12:18<55:09,  1.16s/it]
overall:  16%|█▋        | 656/4000 [12:21<1:05:45,  1.18s/it]

train:  19%|█▊        | 656/3515 [12:19<56:12,  1.18s/it]
overall:  16%|█▋        | 657/4000 [12:22<1:05:27,  1.17s/it]

train:  19%|█▊        | 657/3515 [12:20<55:57,  1.17s/it]
overall:  16%|█▋        | 658/4000 [12:24<1:03:43,  1.14s/it]

train:  19%|█▊        | 658/3515 [12:22<54:28,  1.14s/it]
overall:  16%|█▋        | 659/4000 [12:24<54:14,  1.03it/s]  

train:  19%|█▊        | 659/3515 [12:22<46:22,  1.03it/s]
overall:  16%|█▋        | 660/4000 [12:26<1:00:59,  1.10s/it]

train:  19%|█▉        | 660/3515 [12:24<52:08,  1.10s/it]
overall:  17%|█▋        | 661/4000 [12:27<1:04:02,  1.15s/it]

train:  19%|█▉        | 661/3515 [12:25<54:44,  1.15s/it]
overall:  17%|█▋        | 662/4000 [12:28<1:02:35,  1.13s/it]

train:  19%|█▉        | 662/3515 [12:26<53:29,  1.13s/it]
overall:  17%|█▋        | 663/4000 [12:29<1:02:52,  1.13s/it]

train:  19%|█▉        | 663/3515 [12:27<53:44,  1.13s/it]
overall:  17%|█▋        | 664/4000 [12:30<1:02:58,  1.13s/it]

train:  19%|█▉        | 664/3515 [12:28<53:49,  1.13s/it]
overall:  17%|█▋        | 665/4000 [12:31<1:04:43,  1.16s/it]

train:  19%|█▉        | 665/3515 [12:29<55:19,  1.16s/it]
overall:  17%|█▋        | 666/4000 [12:33<1:06:20,  1.19s/it]

train:  19%|█▉        | 666/3515 [12:31<56:41,  1.19s/it]
overall:  17%|█▋        | 667/4000 [12:34<1:03:23,  1.14s/it]

train:  19%|█▉        | 667/3515 [12:32<54:10,  1.14s/it]
overall:  17%|█▋        | 668/4000 [12:35<1:04:00,  1.15s/it]

train:  19%|█▉        | 668/3515 [12:33<54:41,  1.15s/it]
overall:  17%|█▋        | 669/4000 [12:36<1:01:00,  1.10s/it]

train:  19%|█▉        | 669/3515 [12:34<52:07,  1.10s/it]
overall:  17%|█▋        | 670/4000 [12:36<52:32,  1.06it/s]  

train:  19%|█▉        | 670/3515 [12:34<44:53,  1.06it/s]
overall:  17%|█▋        | 671/4000 [12:37<47:45,  1.16it/s]

train:  19%|█▉        | 671/3515 [12:35<40:47,  1.16it/s]
overall:  17%|█▋        | 672/4000 [12:38<52:29,  1.06it/s]

train:  19%|█▉        | 672/3515 [12:36<44:50,  1.06it/s]
overall:  17%|█▋        | 673/4000 [12:40<1:00:04,  1.08s/it]

train:  19%|█▉        | 673/3515 [12:38<51:19,  1.08s/it]
overall:  17%|█▋        | 674/4000 [12:40<47:03,  1.18it/s]  

train:  19%|█▉        | 674/3515 [12:38<40:11,  1.18it/s]
overall:  17%|█▋        | 675/4000 [12:41<53:50,  1.03it/s]

train:  19%|█▉        | 675/3515 [12:39<45:59,  1.03it/s]
overall:  17%|█▋        | 676/4000 [12:42<58:08,  1.05s/it]

train:  19%|█▉        | 676/3515 [12:40<49:39,  1.05s/it]
overall:  17%|█▋        | 677/4000 [12:44<1:02:19,  1.13s/it]

train:  19%|█▉        | 677/3515 [12:42<53:13,  1.13s/it]
overall:  17%|█▋        | 678/4000 [12:45<1:04:16,  1.16s/it]

train:  19%|█▉        | 678/3515 [12:43<54:53,  1.16s/it]
overall:  17%|█▋        | 679/4000 [12:46<1:06:36,  1.20s/it]

train:  19%|█▉        | 679/3515 [12:44<56:52,  1.20s/it]
overall:  17%|█▋        | 680/4000 [12:48<1:08:20,  1.24s/it]

train:  19%|█▉        | 680/3515 [12:46<58:21,  1.24s/it]
overall:  17%|█▋        | 681/4000 [12:49<1:08:33,  1.24s/it]

train:  19%|█▉        | 681/3515 [12:47<58:32,  1.24s/it]
overall:  17%|█▋        | 682/4000 [12:50<1:08:32,  1.24s/it]

train:  19%|█▉        | 682/3515 [12:48<58:30,  1.24s/it]
overall:  17%|█▋        | 683/4000 [12:51<1:08:38,  1.24s/it]

train:  19%|█▉        | 683/3515 [12:49<58:36,  1.24s/it]
overall:  17%|█▋        | 684/4000 [12:53<1:09:56,  1.27s/it]

train:  19%|█▉        | 684/3515 [12:51<59:42,  1.27s/it]
overall:  17%|█▋        | 685/4000 [12:54<1:07:44,  1.23s/it]

train:  19%|█▉        | 685/3515 [12:52<57:49,  1.23s/it]
overall:  17%|█▋        | 686/4000 [12:55<1:05:12,  1.18s/it]

train:  20%|█▉        | 686/3515 [12:53<55:39,  1.18s/it]
overall:  17%|█▋        | 687/4000 [12:55<50:18,  1.10it/s]  

train:  20%|█▉        | 687/3515 [12:53<42:56,  1.10it/s]
overall:  17%|█▋        | 688/4000 [12:56<54:13,  1.02it/s]

train:  20%|█▉        | 688/3515 [12:54<46:17,  1.02it/s]
overall:  17%|█▋        | 689/4000 [12:57<53:56,  1.02it/s]

train:  20%|█▉        | 689/3515 [12:55<46:02,  1.02it/s]
overall:  17%|█▋        | 690/4000 [12:59<1:00:21,  1.09s/it]

train:  20%|█▉        | 690/3515 [12:57<51:30,  1.09s/it]
overall:  17%|█▋        | 691/4000 [13:00<1:02:17,  1.13s/it]

train:  20%|█▉        | 691/3515 [12:58<53:09,  1.13s/it]
overall:  17%|█▋        | 692/4000 [13:01<1:04:08,  1.16s/it]

train:  20%|█▉        | 692/3515 [12:59<54:44,  1.16s/it]
overall:  17%|█▋        | 693/4000 [13:02<1:03:59,  1.16s/it]

train:  20%|█▉        | 693/3515 [13:00<54:36,  1.16s/it]
overall:  17%|█▋        | 694/4000 [13:03<1:04:14,  1.17s/it]

train:  20%|█▉        | 694/3515 [13:01<54:49,  1.17s/it]
overall:  17%|█▋        | 695/4000 [13:05<1:05:08,  1.18s/it]

train:  20%|█▉        | 695/3515 [13:03<55:35,  1.18s/it]
overall:  17%|█▋        | 696/4000 [13:06<1:06:43,  1.21s/it]

train:  20%|█▉        | 696/3515 [13:04<56:55,  1.21s/it]
overall:  17%|█▋        | 697/4000 [13:07<1:10:05,  1.27s/it]

train:  20%|█▉        | 697/3515 [13:05<59:50,  1.27s/it]
overall:  17%|█▋        | 698/4000 [13:09<1:10:41,  1.28s/it]

train:  20%|█▉        | 698/3515 [13:07<1:00:17,  1.28s/it]
overall:  17%|█▋        | 699/4000 [13:10<1:06:46,  1.21s/it]

train:  20%|█▉        | 699/3515 [13:08<56:57,  1.21s/it]  
overall:  18%|█▊        | 700/4000 [13:11<1:07:06,  1.22s/it]

train:  20%|█▉        | 700/3515 [13:09<57:14,  1.22s/it]
overall:  18%|█▊        | 701/4000 [13:12<1:05:38,  1.19s/it]

train:  20%|█▉        | 701/3515 [13:10<55:58,  1.19s/it]
overall:  18%|█▊        | 702/4000 [13:13<1:05:43,  1.20s/it]

train:  20%|█▉        | 702/3515 [13:11<56:03,  1.20s/it]
overall:  18%|█▊        | 703/4000 [13:13<50:14,  1.09it/s]  

train:  20%|██        | 703/3515 [13:11<42:51,  1.09it/s]
overall:  18%|█▊        | 704/4000 [13:15<56:26,  1.03s/it]

train:  20%|██        | 704/3515 [13:13<48:08,  1.03s/it]
overall:  18%|█▊        | 705/4000 [13:16<55:21,  1.01s/it]

train:  20%|██        | 705/3515 [13:14<47:12,  1.01s/it]
overall:  18%|█▊        | 706/4000 [13:17<58:57,  1.07s/it]

train:  20%|██        | 706/3515 [13:15<50:16,  1.07s/it]
overall:  18%|█▊        | 707/4000 [13:18<57:07,  1.04s/it]

train:  20%|██        | 707/3515 [13:16<48:42,  1.04s/it]
overall:  18%|█▊        | 708/4000 [13:19<1:02:40,  1.14s/it]

train:  20%|██        | 708/3515 [13:17<53:26,  1.14s/it]
overall:  18%|█▊        | 709/4000 [13:21<1:03:49,  1.16s/it]

train:  20%|██        | 709/3515 [13:19<54:25,  1.16s/it]
overall:  18%|█▊        | 710/4000 [13:22<1:01:12,  1.12s/it]

train:  20%|██        | 710/3515 [13:20<52:10,  1.12s/it]
overall:  18%|█▊        | 711/4000 [13:23<1:02:24,  1.14s/it]

train:  20%|██        | 711/3515 [13:21<53:12,  1.14s/it]
overall:  18%|█▊        | 712/4000 [13:24<1:05:00,  1.19s/it]

train:  20%|██        | 712/3515 [13:22<55:25,  1.19s/it]
overall:  18%|█▊        | 713/4000 [13:25<1:06:33,  1.21s/it]

train:  20%|██        | 713/3515 [13:23<56:44,  1.21s/it]
overall:  18%|█▊        | 714/4000 [13:26<51:21,  1.07it/s]  

train:  20%|██        | 714/3515 [13:24<43:46,  1.07it/s]
overall:  18%|█▊        | 715/4000 [13:27<54:32,  1.00it/s]

train:  20%|██        | 715/3515 [13:25<46:29,  1.00it/s]
overall:  18%|█▊        | 716/4000 [13:28<56:28,  1.03s/it]

train:  20%|██        | 716/3515 [13:26<48:08,  1.03s/it]
overall:  18%|█▊        | 717/4000 [13:29<59:24,  1.09s/it]

train:  20%|██        | 717/3515 [13:27<50:38,  1.09s/it]
overall:  18%|█▊        | 718/4000 [13:30<1:02:21,  1.14s/it]

train:  20%|██        | 718/3515 [13:28<53:08,  1.14s/it]
overall:  18%|█▊        | 719/4000 [13:32<1:04:48,  1.19s/it]

train:  20%|██        | 719/3515 [13:30<55:13,  1.19s/it]
overall:  18%|█▊        | 720/4000 [13:33<1:05:28,  1.20s/it]

train:  20%|██        | 720/3515 [13:31<55:47,  1.20s/it]
overall:  18%|█▊        | 721/4000 [13:34<1:08:04,  1.25s/it]

train:  21%|██        | 721/3515 [13:32<58:00,  1.25s/it]
overall:  18%|█▊        | 722/4000 [13:35<1:07:47,  1.24s/it]

train:  21%|██        | 722/3515 [13:33<57:45,  1.24s/it]
overall:  18%|█▊        | 723/4000 [13:37<1:06:33,  1.22s/it]

train:  21%|██        | 723/3515 [13:35<56:42,  1.22s/it]
overall:  18%|█▊        | 724/4000 [13:38<1:02:30,  1.14s/it]

train:  21%|██        | 724/3515 [13:36<53:15,  1.14s/it]
overall:  18%|█▊        | 725/4000 [13:38<58:16,  1.07s/it]  

train:  21%|██        | 725/3515 [13:36<49:38,  1.07s/it]
overall:  18%|█▊        | 726/4000 [13:40<1:00:13,  1.10s/it]

train:  21%|██        | 726/3515 [13:38<51:18,  1.10s/it]
overall:  18%|█▊        | 727/4000 [13:41<1:01:28,  1.13s/it]

train:  21%|██        | 727/3515 [13:39<52:22,  1.13s/it]
overall:  18%|█▊        | 728/4000 [13:42<1:03:09,  1.16s/it]

train:  21%|██        | 728/3515 [13:40<53:48,  1.16s/it]
overall:  18%|█▊        | 729/4000 [13:43<1:03:19,  1.16s/it]

train:  21%|██        | 729/3515 [13:41<53:56,  1.16s/it]
overall:  18%|█▊        | 730/4000 [13:44<1:04:21,  1.18s/it]

train:  21%|██        | 730/3515 [13:42<54:48,  1.18s/it]
overall:  18%|█▊        | 731/4000 [13:45<59:27,  1.09s/it]  

train:  21%|██        | 731/3515 [13:43<50:38,  1.09s/it]
overall:  18%|█▊        | 732/4000 [13:47<1:02:11,  1.14s/it]

train:  21%|██        | 732/3515 [13:45<52:57,  1.14s/it]
overall:  18%|█▊        | 733/4000 [13:48<1:01:19,  1.13s/it]

train:  21%|██        | 733/3515 [13:46<52:13,  1.13s/it]
overall:  18%|█▊        | 734/4000 [13:49<1:03:52,  1.17s/it]

train:  21%|██        | 734/3515 [13:47<54:23,  1.17s/it]
overall:  18%|█▊        | 735/4000 [13:50<1:00:21,  1.11s/it]

train:  21%|██        | 735/3515 [13:48<51:23,  1.11s/it]
overall:  18%|█▊        | 736/4000 [13:51<1:01:59,  1.14s/it]

train:  21%|██        | 736/3515 [13:49<52:46,  1.14s/it]
overall:  18%|█▊        | 737/4000 [13:52<1:02:48,  1.15s/it]

train:  21%|██        | 737/3515 [13:50<53:28,  1.15s/it]
overall:  18%|█▊        | 738/4000 [13:54<1:05:06,  1.20s/it]

train:  21%|██        | 738/3515 [13:52<55:25,  1.20s/it]
overall:  18%|█▊        | 739/4000 [13:55<1:02:30,  1.15s/it]

train:  21%|██        | 739/3515 [13:53<53:12,  1.15s/it]
overall:  18%|█▊        | 740/4000 [13:56<1:02:32,  1.15s/it]

train:  21%|██        | 740/3515 [13:54<53:14,  1.15s/it]
overall:  19%|█▊        | 741/4000 [13:57<1:01:18,  1.13s/it]

train:  21%|██        | 741/3515 [13:55<52:11,  1.13s/it]
overall:  19%|█▊        | 742/4000 [13:58<1:01:44,  1.14s/it]

train:  21%|██        | 742/3515 [13:56<52:33,  1.14s/it]
overall:  19%|█▊        | 743/4000 [13:59<1:04:03,  1.18s/it]

train:  21%|██        | 743/3515 [13:57<54:31,  1.18s/it]
overall:  19%|█▊        | 744/4000 [14:01<1:04:25,  1.19s/it]

train:  21%|██        | 744/3515 [13:59<54:49,  1.19s/it]
overall:  19%|█▊        | 745/4000 [14:02<1:06:09,  1.22s/it]

train:  21%|██        | 745/3515 [14:00<56:18,  1.22s/it]
overall:  19%|█▊        | 746/4000 [14:03<1:04:56,  1.20s/it]

train:  21%|██        | 746/3515 [14:01<55:15,  1.20s/it]
overall:  19%|█▊        | 747/4000 [14:04<1:04:40,  1.19s/it]

train:  21%|██▏       | 747/3515 [14:02<55:01,  1.19s/it]
overall:  19%|█▊        | 748/4000 [14:04<49:44,  1.09it/s]  

train:  21%|██▏       | 748/3515 [14:02<42:19,  1.09it/s]
overall:  19%|█▊        | 749/4000 [14:05<43:24,  1.25it/s]

train:  21%|██▏       | 749/3515 [14:03<36:55,  1.25it/s]
overall:  19%|█▉        | 750/4000 [14:06<50:28,  1.07it/s]

train:  21%|██▏       | 750/3515 [14:04<42:56,  1.07it/s]
overall:  19%|█▉        | 751/4000 [14:07<53:34,  1.01it/s]

train:  21%|██▏       | 751/3515 [14:05<45:34,  1.01it/s]
overall:  19%|█▉        | 752/4000 [14:09<58:14,  1.08s/it]

train:  21%|██▏       | 752/3515 [14:07<49:33,  1.08s/it]
overall:  19%|█▉        | 753/4000 [14:10<58:45,  1.09s/it]

train:  21%|██▏       | 753/3515 [14:08<49:59,  1.09s/it]
overall:  19%|█▉        | 754/4000 [14:11<1:01:12,  1.13s/it]

train:  21%|██▏       | 754/3515 [14:09<52:04,  1.13s/it]
overall:  19%|█▉        | 755/4000 [14:12<1:00:50,  1.13s/it]

train:  21%|██▏       | 755/3515 [14:10<51:45,  1.13s/it]
overall:  19%|█▉        | 756/4000 [14:13<1:01:25,  1.14s/it]

train:  22%|██▏       | 756/3515 [14:11<52:14,  1.14s/it]
overall:  19%|█▉        | 757/4000 [14:14<1:02:33,  1.16s/it]

train:  22%|██▏       | 757/3515 [14:12<53:12,  1.16s/it]
overall:  19%|█▉        | 758/4000 [14:16<1:02:36,  1.16s/it]

train:  22%|██▏       | 758/3515 [14:14<53:14,  1.16s/it]
overall:  19%|█▉        | 759/4000 [14:17<1:03:01,  1.17s/it]

train:  22%|██▏       | 759/3515 [14:15<53:35,  1.17s/it]
overall:  19%|█▉        | 760/4000 [14:18<1:05:07,  1.21s/it]

train:  22%|██▏       | 760/3515 [14:16<55:22,  1.21s/it]
overall:  19%|█▉        | 761/4000 [14:19<1:02:56,  1.17s/it]

train:  22%|██▏       | 761/3515 [14:17<53:31,  1.17s/it]
overall:  19%|█▉        | 762/4000 [14:20<1:03:58,  1.19s/it]

train:  22%|██▏       | 762/3515 [14:18<54:23,  1.19s/it]
overall:  19%|█▉        | 763/4000 [14:22<1:03:29,  1.18s/it]

train:  22%|██▏       | 763/3515 [14:20<53:58,  1.18s/it]
overall:  19%|█▉        | 764/4000 [14:23<1:03:19,  1.17s/it]

train:  22%|██▏       | 764/3515 [14:21<53:50,  1.17s/it]
overall:  19%|█▉        | 765/4000 [14:24<1:02:17,  1.16s/it]

train:  22%|██▏       | 765/3515 [14:22<52:57,  1.16s/it]
overall:  19%|█▉        | 766/4000 [14:25<1:02:58,  1.17s/it]

train:  22%|██▏       | 766/3515 [14:23<53:31,  1.17s/it]
overall:  19%|█▉        | 767/4000 [14:26<1:04:50,  1.20s/it]

train:  22%|██▏       | 767/3515 [14:24<55:06,  1.20s/it]
overall:  19%|█▉        | 768/4000 [14:27<51:24,  1.05it/s]  

train:  22%|██▏       | 768/3515 [14:25<43:41,  1.05it/s]
overall:  19%|█▉        | 769/4000 [14:28<57:05,  1.06s/it]

train:  22%|██▏       | 769/3515 [14:26<48:31,  1.06s/it]
overall:  19%|█▉        | 770/4000 [14:29<59:28,  1.10s/it]

train:  22%|██▏       | 770/3515 [14:27<50:32,  1.10s/it]
overall:  19%|█▉        | 771/4000 [14:30<1:02:11,  1.16s/it]

train:  22%|██▏       | 771/3515 [14:28<52:51,  1.16s/it]
overall:  19%|█▉        | 772/4000 [14:32<1:03:39,  1.18s/it]

train:  22%|██▏       | 772/3515 [14:30<54:05,  1.18s/it]
overall:  19%|█▉        | 773/4000 [14:33<1:04:27,  1.20s/it]

train:  22%|██▏       | 773/3515 [14:31<54:46,  1.20s/it]
overall:  19%|█▉        | 774/4000 [14:34<1:03:06,  1.17s/it]

train:  22%|██▏       | 774/3515 [14:32<53:37,  1.17s/it]
overall:  19%|█▉        | 775/4000 [14:35<1:04:16,  1.20s/it]

train:  22%|██▏       | 775/3515 [14:33<54:36,  1.20s/it]
overall:  19%|█▉        | 776/4000 [14:37<1:05:53,  1.23s/it]

train:  22%|██▏       | 776/3515 [14:35<55:59,  1.23s/it]
overall:  19%|█▉        | 777/4000 [14:38<1:05:18,  1.22s/it]

train:  22%|██▏       | 777/3515 [14:36<55:28,  1.22s/it]
overall:  19%|█▉        | 778/4000 [14:39<1:06:05,  1.23s/it]

train:  22%|██▏       | 778/3515 [14:37<56:08,  1.23s/it]
overall:  19%|█▉        | 779/4000 [14:40<1:06:17,  1.23s/it]

train:  22%|██▏       | 779/3515 [14:38<56:18,  1.23s/it]
overall:  20%|█▉        | 780/4000 [14:42<1:06:26,  1.24s/it]

train:  22%|██▏       | 780/3515 [14:40<56:25,  1.24s/it]
overall:  20%|█▉        | 781/4000 [14:42<56:48,  1.06s/it]  

train:  22%|██▏       | 781/3515 [14:40<48:14,  1.06s/it]
overall:  20%|█▉        | 782/4000 [14:43<59:28,  1.11s/it]

train:  22%|██▏       | 782/3515 [14:41<50:30,  1.11s/it]
overall:  20%|█▉        | 783/4000 [14:45<1:01:01,  1.14s/it]

train:  22%|██▏       | 783/3515 [14:43<51:49,  1.14s/it]
overall:  20%|█▉        | 784/4000 [14:46<58:52,  1.10s/it]  

train:  22%|██▏       | 784/3515 [14:44<49:59,  1.10s/it]
overall:  20%|█▉        | 785/4000 [14:47<1:00:22,  1.13s/it]

train:  22%|██▏       | 785/3515 [14:45<51:15,  1.13s/it]
overall:  20%|█▉        | 786/4000 [14:48<1:03:37,  1.19s/it]

train:  22%|██▏       | 786/3515 [14:46<54:01,  1.19s/it]
overall:  20%|█▉        | 787/4000 [14:49<1:05:14,  1.22s/it]

train:  22%|██▏       | 787/3515 [14:47<55:23,  1.22s/it]
overall:  20%|█▉        | 788/4000 [14:51<1:05:26,  1.22s/it]

train:  22%|██▏       | 788/3515 [14:49<55:33,  1.22s/it]
overall:  20%|█▉        | 789/4000 [14:52<1:06:31,  1.24s/it]

train:  22%|██▏       | 789/3515 [14:50<56:28,  1.24s/it]
overall:  20%|█▉        | 790/4000 [14:53<1:07:01,  1.25s/it]

train:  22%|██▏       | 790/3515 [14:51<56:53,  1.25s/it]
overall:  20%|█▉        | 791/4000 [14:54<57:07,  1.07s/it]  

train:  23%|██▎       | 791/3515 [14:52<48:29,  1.07s/it]
overall:  20%|█▉        | 792/4000 [14:55<59:51,  1.12s/it]

train:  23%|██▎       | 792/3515 [14:53<50:48,  1.12s/it]
overall:  20%|█▉        | 793/4000 [14:56<1:02:32,  1.17s/it]

train:  23%|██▎       | 793/3515 [14:54<53:05,  1.17s/it]
overall:  20%|█▉        | 794/4000 [14:58<1:02:24,  1.17s/it]

train:  23%|██▎       | 794/3515 [14:56<52:57,  1.17s/it]
overall:  20%|█▉        | 795/4000 [14:59<1:03:29,  1.19s/it]

train:  23%|██▎       | 795/3515 [14:57<53:53,  1.19s/it]
overall:  20%|█▉        | 796/4000 [15:00<1:04:23,  1.21s/it]

train:  23%|██▎       | 796/3515 [14:58<54:38,  1.21s/it]
overall:  20%|█▉        | 797/4000 [15:01<1:05:02,  1.22s/it]

train:  23%|██▎       | 797/3515 [14:59<55:11,  1.22s/it]
overall:  20%|█▉        | 798/4000 [15:02<1:03:00,  1.18s/it]

train:  23%|██▎       | 798/3515 [15:00<53:28,  1.18s/it]
overall:  20%|█▉        | 799/4000 [15:04<1:04:36,  1.21s/it]

train:  23%|██▎       | 799/3515 [15:02<54:49,  1.21s/it]
overall:  20%|██        | 800/4000 [15:05<1:01:09,  1.15s/it]

train:  23%|██▎       | 800/3515 [15:03<51:53,  1.15s/it]
overall:  20%|██        | 801/4000 [15:06<1:03:27,  1.19s/it]

train:  23%|██▎       | 801/3515 [15:04<53:50,  1.19s/it]
overall:  20%|██        | 802/4000 [15:06<48:38,  1.10it/s]  

train:  23%|██▎       | 802/3515 [15:04<41:16,  1.10it/s]
overall:  20%|██        | 803/4000 [15:07<53:58,  1.01s/it]

train:  23%|██▎       | 803/3515 [15:05<45:47,  1.01s/it]
overall:  20%|██        | 804/4000 [15:09<58:32,  1.10s/it]

train:  23%|██▎       | 804/3515 [15:07<49:39,  1.10s/it]
overall:  20%|██        | 805/4000 [15:09<50:19,  1.06it/s]

train:  23%|██▎       | 805/3515 [15:07<42:40,  1.06it/s]
overall:  20%|██        | 806/4000 [15:11<54:59,  1.03s/it]

train:  23%|██▎       | 806/3515 [15:09<46:38,  1.03s/it]
overall:  20%|██        | 807/4000 [15:12<59:05,  1.11s/it]

train:  23%|██▎       | 807/3515 [15:10<50:06,  1.11s/it]
overall:  20%|██        | 808/4000 [15:13<1:00:29,  1.14s/it]

train:  23%|██▎       | 808/3515 [15:11<51:18,  1.14s/it]
overall:  20%|██        | 809/4000 [15:14<1:00:35,  1.14s/it]

train:  23%|██▎       | 809/3515 [15:12<51:23,  1.14s/it]
overall:  20%|██        | 810/4000 [15:15<1:02:53,  1.18s/it]

train:  23%|██▎       | 810/3515 [15:14<53:20,  1.18s/it]
overall:  20%|██        | 811/4000 [15:17<1:04:33,  1.21s/it]

train:  23%|██▎       | 811/3515 [15:15<54:44,  1.21s/it]
overall:  20%|██        | 812/4000 [15:17<48:51,  1.09it/s]  

train:  23%|██▎       | 812/3515 [15:15<41:25,  1.09it/s]
overall:  20%|██        | 813/4000 [15:18<54:58,  1.04s/it]

train:  23%|██▎       | 813/3515 [15:16<46:36,  1.04s/it]
overall:  20%|██        | 814/4000 [15:20<59:08,  1.11s/it]

train:  23%|██▎       | 814/3515 [15:18<50:07,  1.11s/it]
overall:  20%|██        | 815/4000 [15:21<59:17,  1.12s/it]

train:  23%|██▎       | 815/3515 [15:19<50:15,  1.12s/it]
overall:  20%|██        | 816/4000 [15:22<1:00:03,  1.13s/it]

train:  23%|██▎       | 816/3515 [15:20<50:54,  1.13s/it]
overall:  20%|██        | 817/4000 [15:23<1:04:51,  1.22s/it]

train:  23%|██▎       | 817/3515 [15:21<54:58,  1.22s/it]
overall:  20%|██        | 818/4000 [15:24<1:03:39,  1.20s/it]

train:  23%|██▎       | 818/3515 [15:23<53:57,  1.20s/it]
overall:  20%|██        | 819/4000 [15:26<1:04:24,  1.21s/it]

train:  23%|██▎       | 819/3515 [15:24<54:35,  1.21s/it]
overall:  20%|██        | 820/4000 [15:27<1:03:54,  1.21s/it]

train:  23%|██▎       | 820/3515 [15:25<54:10,  1.21s/it]
overall:  21%|██        | 821/4000 [15:28<1:03:59,  1.21s/it]

train:  23%|██▎       | 821/3515 [15:26<54:13,  1.21s/it]
overall:  21%|██        | 822/4000 [15:29<1:05:05,  1.23s/it]

train:  23%|██▎       | 822/3515 [15:27<55:09,  1.23s/it]
overall:  21%|██        | 823/4000 [15:30<52:02,  1.02it/s]  

train:  23%|██▎       | 823/3515 [15:28<44:06,  1.02it/s]
overall:  21%|██        | 824/4000 [15:31<56:34,  1.07s/it]

train:  23%|██▎       | 824/3515 [15:29<47:55,  1.07s/it]
overall:  21%|██        | 825/4000 [15:32<59:57,  1.13s/it]

train:  23%|██▎       | 825/3515 [15:30<50:47,  1.13s/it]
overall:  21%|██        | 826/4000 [15:34<1:00:41,  1.15s/it]

train:  23%|██▎       | 826/3515 [15:32<51:24,  1.15s/it]
overall:  21%|██        | 827/4000 [15:35<1:01:58,  1.17s/it]

train:  24%|██▎       | 827/3515 [15:33<52:29,  1.17s/it]
overall:  21%|██        | 828/4000 [15:36<1:02:13,  1.18s/it]

train:  24%|██▎       | 828/3515 [15:34<52:43,  1.18s/it]
overall:  21%|██        | 829/4000 [15:37<1:00:32,  1.15s/it]

train:  24%|██▎       | 829/3515 [15:35<51:16,  1.15s/it]
overall:  21%|██        | 830/4000 [15:38<1:00:11,  1.14s/it]

train:  24%|██▎       | 830/3515 [15:36<50:59,  1.14s/it]
overall:  21%|██        | 831/4000 [15:39<1:02:23,  1.18s/it]

train:  24%|██▎       | 831/3515 [15:37<52:50,  1.18s/it]
overall:  21%|██        | 832/4000 [15:41<1:04:15,  1.22s/it]

train:  24%|██▎       | 832/3515 [15:39<54:25,  1.22s/it]
overall:  21%|██        | 833/4000 [15:42<1:03:27,  1.20s/it]

train:  24%|██▎       | 833/3515 [15:40<53:44,  1.20s/it]
overall:  21%|██        | 834/4000 [15:43<1:04:35,  1.22s/it]

train:  24%|██▎       | 834/3515 [15:41<54:42,  1.22s/it]
overall:  21%|██        | 835/4000 [15:44<1:05:24,  1.24s/it]

train:  24%|██▍       | 835/3515 [15:42<55:23,  1.24s/it]
overall:  21%|██        | 836/4000 [15:46<1:05:05,  1.23s/it]

train:  24%|██▍       | 836/3515 [15:44<55:06,  1.23s/it]
overall:  21%|██        | 837/4000 [15:47<1:04:26,  1.22s/it]

train:  24%|██▍       | 837/3515 [15:45<54:33,  1.22s/it]
overall:  21%|██        | 838/4000 [15:48<1:01:00,  1.16s/it]

train:  24%|██▍       | 838/3515 [15:46<51:38,  1.16s/it]
overall:  21%|██        | 839/4000 [15:49<1:03:23,  1.20s/it]

train:  24%|██▍       | 839/3515 [15:47<53:40,  1.20s/it]
overall:  21%|██        | 840/4000 [15:50<51:05,  1.03it/s]  

train:  24%|██▍       | 840/3515 [15:48<43:15,  1.03it/s]
overall:  21%|██        | 841/4000 [15:51<57:02,  1.08s/it]

train:  24%|██▍       | 841/3515 [15:49<48:17,  1.08s/it]
overall:  21%|██        | 842/4000 [15:52<53:59,  1.03s/it]

train:  24%|██▍       | 842/3515 [15:50<45:41,  1.03s/it]
overall:  21%|██        | 843/4000 [15:53<57:36,  1.09s/it]

train:  24%|██▍       | 843/3515 [15:51<48:45,  1.09s/it]
overall:  21%|██        | 844/4000 [15:54<59:29,  1.13s/it]

train:  24%|██▍       | 844/3515 [15:52<50:20,  1.13s/it]
overall:  21%|██        | 845/4000 [15:56<1:00:24,  1.15s/it]

train:  24%|██▍       | 845/3515 [15:54<51:07,  1.15s/it]
overall:  21%|██        | 846/4000 [15:57<1:01:20,  1.17s/it]

train:  24%|██▍       | 846/3515 [15:55<51:54,  1.17s/it]
overall:  21%|██        | 847/4000 [15:58<1:01:11,  1.16s/it]

train:  24%|██▍       | 847/3515 [15:56<51:46,  1.16s/it]
overall:  21%|██        | 848/4000 [15:59<1:00:20,  1.15s/it]

train:  24%|██▍       | 848/3515 [15:57<51:03,  1.15s/it]
overall:  21%|██        | 849/4000 [16:00<1:01:39,  1.17s/it]

train:  24%|██▍       | 849/3515 [15:58<52:10,  1.17s/it]
overall:  21%|██▏       | 850/4000 [16:01<1:01:33,  1.17s/it]

train:  24%|██▍       | 850/3515 [15:59<52:05,  1.17s/it]
overall:  21%|██▏       | 851/4000 [16:03<1:02:37,  1.19s/it]

train:  24%|██▍       | 851/3515 [16:01<52:58,  1.19s/it]
overall:  21%|██▏       | 852/4000 [16:04<1:04:34,  1.23s/it]

train:  24%|██▍       | 852/3515 [16:02<54:37,  1.23s/it]
overall:  21%|██▏       | 853/4000 [16:05<1:03:33,  1.21s/it]

train:  24%|██▍       | 853/3515 [16:03<53:45,  1.21s/it]
overall:  21%|██▏       | 854/4000 [16:06<1:04:40,  1.23s/it]

train:  24%|██▍       | 854/3515 [16:04<54:42,  1.23s/it]
overall:  21%|██▏       | 855/4000 [16:08<1:03:01,  1.20s/it]

train:  24%|██▍       | 855/3515 [16:06<53:18,  1.20s/it]
overall:  21%|██▏       | 856/4000 [16:09<1:00:21,  1.15s/it]

train:  24%|██▍       | 856/3515 [16:07<51:02,  1.15s/it]
overall:  21%|██▏       | 857/4000 [16:10<1:02:40,  1.20s/it]

train:  24%|██▍       | 857/3515 [16:08<53:00,  1.20s/it]
overall:  21%|██▏       | 858/4000 [16:11<1:04:39,  1.23s/it]

train:  24%|██▍       | 858/3515 [16:09<54:40,  1.23s/it]
overall:  21%|██▏       | 859/4000 [16:12<1:04:37,  1.23s/it]

train:  24%|██▍       | 859/3515 [16:10<54:38,  1.23s/it]
overall:  22%|██▏       | 860/4000 [16:14<1:02:09,  1.19s/it]

train:  24%|██▍       | 860/3515 [16:12<52:33,  1.19s/it]
overall:  22%|██▏       | 861/4000 [16:15<1:01:06,  1.17s/it]

train:  24%|██▍       | 861/3515 [16:13<51:40,  1.17s/it]
overall:  22%|██▏       | 862/4000 [16:16<1:01:54,  1.18s/it]

train:  25%|██▍       | 862/3515 [16:14<52:20,  1.18s/it]
overall:  22%|██▏       | 863/4000 [16:17<1:02:33,  1.20s/it]

train:  25%|██▍       | 863/3515 [16:15<52:53,  1.20s/it]
overall:  22%|██▏       | 864/4000 [16:17<48:18,  1.08it/s]  

train:  25%|██▍       | 864/3515 [16:15<40:50,  1.08it/s]
overall:  22%|██▏       | 865/4000 [16:19<55:02,  1.05s/it]

train:  25%|██▍       | 865/3515 [16:17<46:31,  1.05s/it]
overall:  22%|██▏       | 866/4000 [16:20<58:06,  1.11s/it]

train:  25%|██▍       | 866/3515 [16:18<49:07,  1.11s/it]
overall:  22%|██▏       | 867/4000 [16:21<1:00:02,  1.15s/it]

train:  25%|██▍       | 867/3515 [16:19<50:44,  1.15s/it]
overall:  22%|██▏       | 868/4000 [16:22<1:00:35,  1.16s/it]

train:  25%|██▍       | 868/3515 [16:20<51:12,  1.16s/it]
overall:  22%|██▏       | 869/4000 [16:24<1:01:20,  1.18s/it]

train:  25%|██▍       | 869/3515 [16:22<51:50,  1.18s/it]
overall:  22%|██▏       | 870/4000 [16:25<1:01:42,  1.18s/it]

train:  25%|██▍       | 870/3515 [16:23<52:08,  1.18s/it]
overall:  22%|██▏       | 871/4000 [16:26<1:02:30,  1.20s/it]

train:  25%|██▍       | 871/3515 [16:24<52:49,  1.20s/it]
overall:  22%|██▏       | 872/4000 [16:27<1:01:47,  1.19s/it]

train:  25%|██▍       | 872/3515 [16:25<52:12,  1.19s/it]
overall:  22%|██▏       | 873/4000 [16:28<1:03:14,  1.21s/it]

train:  25%|██▍       | 873/3515 [16:27<53:26,  1.21s/it]
overall:  22%|██▏       | 874/4000 [16:30<1:04:13,  1.23s/it]

train:  25%|██▍       | 874/3515 [16:28<54:15,  1.23s/it]
overall:  22%|██▏       | 875/4000 [16:31<1:04:54,  1.25s/it]

train:  25%|██▍       | 875/3515 [16:29<54:50,  1.25s/it]
overall:  22%|██▏       | 876/4000 [16:32<1:06:41,  1.28s/it]

train:  25%|██▍       | 876/3515 [16:30<56:20,  1.28s/it]
overall:  22%|██▏       | 877/4000 [16:33<1:03:28,  1.22s/it]

train:  25%|██▍       | 877/3515 [16:31<53:37,  1.22s/it]
overall:  22%|██▏       | 878/4000 [16:35<1:04:28,  1.24s/it]

train:  25%|██▍       | 878/3515 [16:33<54:27,  1.24s/it]
overall:  22%|██▏       | 879/4000 [16:36<1:04:24,  1.24s/it]

train:  25%|██▌       | 879/3515 [16:34<54:24,  1.24s/it]
overall:  22%|██▏       | 880/4000 [16:37<55:15,  1.06s/it]  

train:  25%|██▌       | 880/3515 [16:35<46:40,  1.06s/it]
overall:  22%|██▏       | 881/4000 [16:38<55:52,  1.07s/it]

train:  25%|██▌       | 881/3515 [16:36<47:11,  1.07s/it]
overall:  22%|██▏       | 882/4000 [16:39<1:00:30,  1.16s/it]

train:  25%|██▌       | 882/3515 [16:37<51:06,  1.16s/it]
overall:  22%|██▏       | 883/4000 [16:40<59:20,  1.14s/it]  

train:  25%|██▌       | 883/3515 [16:38<50:06,  1.14s/it]
overall:  22%|██▏       | 884/4000 [16:41<58:43,  1.13s/it]

train:  25%|██▌       | 884/3515 [16:39<49:35,  1.13s/it]
overall:  22%|██▏       | 885/4000 [16:43<1:00:00,  1.16s/it]

train:  25%|██▌       | 885/3515 [16:41<50:40,  1.16s/it]
overall:  22%|██▏       | 886/4000 [16:44<58:39,  1.13s/it]  

train:  25%|██▌       | 886/3515 [16:42<49:30,  1.13s/it]
overall:  22%|██▏       | 887/4000 [16:45<1:00:16,  1.16s/it]

train:  25%|██▌       | 887/3515 [16:43<50:52,  1.16s/it]
overall:  22%|██▏       | 888/4000 [16:46<59:06,  1.14s/it]  

train:  25%|██▌       | 888/3515 [16:44<49:53,  1.14s/it]
overall:  22%|██▏       | 889/4000 [16:47<1:02:43,  1.21s/it]

train:  25%|██▌       | 889/3515 [16:45<52:56,  1.21s/it]
overall:  22%|██▏       | 890/4000 [16:49<1:02:44,  1.21s/it]

train:  25%|██▌       | 890/3515 [16:47<52:57,  1.21s/it]
overall:  22%|██▏       | 891/4000 [16:50<1:03:14,  1.22s/it]

train:  25%|██▌       | 891/3515 [16:48<53:22,  1.22s/it]
overall:  22%|██▏       | 892/4000 [16:51<1:03:12,  1.22s/it]

train:  25%|██▌       | 892/3515 [16:49<53:20,  1.22s/it]
overall:  22%|██▏       | 893/4000 [16:52<1:03:30,  1.23s/it]

train:  25%|██▌       | 893/3515 [16:50<53:35,  1.23s/it]
overall:  22%|██▏       | 894/4000 [16:53<1:03:17,  1.22s/it]

train:  25%|██▌       | 894/3515 [16:51<53:24,  1.22s/it]
overall:  22%|██▏       | 895/4000 [16:55<1:03:15,  1.22s/it]

train:  25%|██▌       | 895/3515 [16:53<53:22,  1.22s/it]
overall:  22%|██▏       | 896/4000 [16:56<1:02:31,  1.21s/it]

train:  25%|██▌       | 896/3515 [16:54<52:45,  1.21s/it]
overall:  22%|██▏       | 897/4000 [16:57<1:01:53,  1.20s/it]

train:  26%|██▌       | 897/3515 [16:55<52:13,  1.20s/it]
overall:  22%|██▏       | 898/4000 [16:58<1:02:28,  1.21s/it]

train:  26%|██▌       | 898/3515 [16:56<52:42,  1.21s/it]
overall:  22%|██▏       | 899/4000 [17:00<1:03:33,  1.23s/it]

train:  26%|██▌       | 899/3515 [16:58<53:37,  1.23s/it]
overall:  22%|██▎       | 900/4000 [17:00<50:11,  1.03it/s]  

train:  26%|██▌       | 900/3515 [16:58<42:20,  1.03it/s]
overall:  23%|██▎       | 901/4000 [17:01<50:48,  1.02it/s]

train:  26%|██▌       | 901/3515 [16:59<42:51,  1.02it/s]
overall:  23%|██▎       | 902/4000 [17:02<55:34,  1.08s/it]

train:  26%|██▌       | 902/3515 [17:00<46:52,  1.08s/it]
overall:  23%|██▎       | 903/4000 [17:03<57:53,  1.12s/it]

train:  26%|██▌       | 903/3515 [17:01<48:49,  1.12s/it]
overall:  23%|██▎       | 904/4000 [17:04<44:04,  1.17it/s]

train:  26%|██▌       | 904/3515 [17:02<37:10,  1.17it/s]
overall:  23%|██▎       | 905/4000 [17:05<50:44,  1.02it/s]

train:  26%|██▌       | 905/3515 [17:03<42:47,  1.02it/s]
overall:  23%|██▎       | 906/4000 [17:06<54:30,  1.06s/it]

train:  26%|██▌       | 906/3515 [17:04<45:57,  1.06s/it]
overall:  23%|██▎       | 907/4000 [17:07<55:44,  1.08s/it]

train:  26%|██▌       | 907/3515 [17:05<47:00,  1.08s/it]
overall:  23%|██▎       | 908/4000 [17:09<57:40,  1.12s/it]

train:  26%|██▌       | 908/3515 [17:07<48:37,  1.12s/it]
overall:  23%|██▎       | 909/4000 [17:10<58:42,  1.14s/it]

train:  26%|██▌       | 909/3515 [17:08<49:29,  1.14s/it]
overall:  23%|██▎       | 910/4000 [17:11<1:00:17,  1.17s/it]

train:  26%|██▌       | 910/3515 [17:09<50:49,  1.17s/it]
overall:  23%|██▎       | 911/4000 [17:12<59:55,  1.16s/it]  

train:  26%|██▌       | 911/3515 [17:10<50:30,  1.16s/it]
overall:  23%|██▎       | 912/4000 [17:13<1:00:53,  1.18s/it]

train:  26%|██▌       | 912/3515 [17:11<51:19,  1.18s/it]
overall:  23%|██▎       | 913/4000 [17:15<1:04:31,  1.25s/it]

train:  26%|██▌       | 913/3515 [17:13<54:23,  1.25s/it]
overall:  23%|██▎       | 914/4000 [17:16<1:04:10,  1.25s/it]

train:  26%|██▌       | 914/3515 [17:14<54:05,  1.25s/it]
overall:  23%|██▎       | 915/4000 [17:17<1:03:34,  1.24s/it]

train:  26%|██▌       | 915/3515 [17:15<53:34,  1.24s/it]
overall:  23%|██▎       | 916/4000 [17:18<1:04:05,  1.25s/it]

train:  26%|██▌       | 916/3515 [17:16<54:01,  1.25s/it]
overall:  23%|██▎       | 917/4000 [17:20<1:02:30,  1.22s/it]

train:  26%|██▌       | 917/3515 [17:18<52:40,  1.22s/it]
overall:  23%|██▎       | 918/4000 [17:20<53:28,  1.04s/it]  

train:  26%|██▌       | 918/3515 [17:18<45:04,  1.04s/it]
overall:  23%|██▎       | 919/4000 [17:21<55:27,  1.08s/it]

train:  26%|██▌       | 919/3515 [17:19<46:44,  1.08s/it]
overall:  23%|██▎       | 920/4000 [17:23<58:46,  1.15s/it]

train:  26%|██▌       | 920/3515 [17:21<49:31,  1.15s/it]
overall:  23%|██▎       | 921/4000 [17:24<1:01:08,  1.19s/it]

train:  26%|██▌       | 921/3515 [17:22<51:30,  1.19s/it]
overall:  23%|██▎       | 922/4000 [17:25<1:01:21,  1.20s/it]

train:  26%|██▌       | 922/3515 [17:23<51:41,  1.20s/it]
overall:  23%|██▎       | 923/4000 [17:26<1:01:38,  1.20s/it]

train:  26%|██▋       | 923/3515 [17:24<51:55,  1.20s/it]
overall:  23%|██▎       | 924/4000 [17:28<1:02:16,  1.21s/it]

train:  26%|██▋       | 924/3515 [17:26<52:27,  1.21s/it]
overall:  23%|██▎       | 925/4000 [17:29<1:03:01,  1.23s/it]

train:  26%|██▋       | 925/3515 [17:27<53:04,  1.23s/it]
overall:  23%|██▎       | 926/4000 [17:30<1:03:59,  1.25s/it]

train:  26%|██▋       | 926/3515 [17:28<53:53,  1.25s/it]
overall:  23%|██▎       | 927/4000 [17:32<1:04:53,  1.27s/it]

train:  26%|██▋       | 927/3515 [17:30<54:39,  1.27s/it]
overall:  23%|██▎       | 928/4000 [17:33<1:05:08,  1.27s/it]

train:  26%|██▋       | 928/3515 [17:31<54:51,  1.27s/it]
overall:  23%|██▎       | 929/4000 [17:33<50:00,  1.02it/s]  

train:  26%|██▋       | 929/3515 [17:31<42:06,  1.02it/s]
overall:  23%|██▎       | 930/4000 [17:34<55:19,  1.08s/it]

train:  26%|██▋       | 930/3515 [17:32<46:34,  1.08s/it]
overall:  23%|██▎       | 931/4000 [17:36<55:56,  1.09s/it]

train:  26%|██▋       | 931/3515 [17:34<47:05,  1.09s/it]
overall:  23%|██▎       | 932/4000 [17:37<58:47,  1.15s/it]

train:  27%|██▋       | 932/3515 [17:35<49:29,  1.15s/it]
overall:  23%|██▎       | 933/4000 [17:38<1:00:42,  1.19s/it]

train:  27%|██▋       | 933/3515 [17:36<51:06,  1.19s/it]
overall:  23%|██▎       | 934/4000 [17:39<1:02:11,  1.22s/it]

train:  27%|██▋       | 934/3515 [17:37<52:20,  1.22s/it]
overall:  23%|██▎       | 935/4000 [17:41<1:02:14,  1.22s/it]

train:  27%|██▋       | 935/3515 [17:39<52:23,  1.22s/it]
overall:  23%|██▎       | 936/4000 [17:42<1:00:18,  1.18s/it]

train:  27%|██▋       | 936/3515 [17:40<50:45,  1.18s/it]
overall:  23%|██▎       | 937/4000 [17:43<1:03:58,  1.25s/it]

train:  27%|██▋       | 937/3515 [17:41<53:50,  1.25s/it]
overall:  23%|██▎       | 938/4000 [17:44<54:53,  1.08s/it]  

train:  27%|██▋       | 938/3515 [17:42<46:11,  1.08s/it]
overall:  23%|██▎       | 939/4000 [17:45<55:42,  1.09s/it]

train:  27%|██▋       | 939/3515 [17:43<46:52,  1.09s/it]
overall:  24%|██▎       | 940/4000 [17:46<57:18,  1.12s/it]

train:  27%|██▋       | 940/3515 [17:44<48:13,  1.12s/it]
overall:  24%|██▎       | 941/4000 [17:47<59:55,  1.18s/it]

train:  27%|██▋       | 941/3515 [17:45<50:25,  1.18s/it]
overall:  24%|██▎       | 942/4000 [17:49<1:00:54,  1.19s/it]

train:  27%|██▋       | 942/3515 [17:47<51:14,  1.19s/it]
overall:  24%|██▎       | 943/4000 [17:50<1:00:26,  1.19s/it]

train:  27%|██▋       | 943/3515 [17:48<50:51,  1.19s/it]
overall:  24%|██▎       | 944/4000 [17:51<58:43,  1.15s/it]  

train:  27%|██▋       | 944/3515 [17:49<49:24,  1.15s/it]
overall:  24%|██▎       | 945/4000 [17:52<59:32,  1.17s/it]

train:  27%|██▋       | 945/3515 [17:50<50:05,  1.17s/it]
overall:  24%|██▎       | 946/4000 [17:53<59:06,  1.16s/it]

train:  27%|██▋       | 946/3515 [17:51<49:43,  1.16s/it]
overall:  24%|██▎       | 947/4000 [17:55<1:00:47,  1.19s/it]

train:  27%|██▋       | 947/3515 [17:53<51:08,  1.19s/it]
overall:  24%|██▎       | 948/4000 [17:56<1:00:06,  1.18s/it]

train:  27%|██▋       | 948/3515 [17:54<50:33,  1.18s/it]
overall:  24%|██▎       | 949/4000 [17:57<59:45,  1.18s/it]  

train:  27%|██▋       | 949/3515 [17:55<50:15,  1.18s/it]
overall:  24%|██▍       | 950/4000 [17:57<48:10,  1.06it/s]

train:  27%|██▋       | 950/3515 [17:55<40:31,  1.06it/s]
overall:  24%|██▍       | 951/4000 [17:58<50:04,  1.01it/s]

train:  27%|██▋       | 951/3515 [17:56<42:06,  1.01it/s]
overall:  24%|██▍       | 952/4000 [17:59<43:57,  1.16it/s]

train:  27%|██▋       | 952/3515 [17:57<36:57,  1.16it/s]
overall:  24%|██▍       | 953/4000 [18:00<49:07,  1.03it/s]

train:  27%|██▋       | 953/3515 [17:58<41:18,  1.03it/s]
overall:  24%|██▍       | 954/4000 [18:01<53:12,  1.05s/it]

train:  27%|██▋       | 954/3515 [17:59<44:44,  1.05s/it]
overall:  24%|██▍       | 955/4000 [18:03<56:10,  1.11s/it]

train:  27%|██▋       | 955/3515 [18:01<47:13,  1.11s/it]
overall:  24%|██▍       | 956/4000 [18:03<49:09,  1.03it/s]

train:  27%|██▋       | 956/3515 [18:01<41:19,  1.03it/s]
overall:  24%|██▍       | 957/4000 [18:04<49:26,  1.03it/s]

train:  27%|██▋       | 957/3515 [18:02<41:33,  1.03it/s]
overall:  24%|██▍       | 958/4000 [18:06<53:59,  1.06s/it]

train:  27%|██▋       | 958/3515 [18:04<45:23,  1.06s/it]
overall:  24%|██▍       | 959/4000 [18:07<57:20,  1.13s/it]

train:  27%|██▋       | 959/3515 [18:05<48:11,  1.13s/it]
overall:  24%|██▍       | 960/4000 [18:08<58:58,  1.16s/it]

train:  27%|██▋       | 960/3515 [18:06<49:34,  1.16s/it]
overall:  24%|██▍       | 961/4000 [18:09<56:25,  1.11s/it]

train:  27%|██▋       | 961/3515 [18:07<47:24,  1.11s/it]
overall:  24%|██▍       | 962/4000 [18:10<58:02,  1.15s/it]

train:  27%|██▋       | 962/3515 [18:08<48:46,  1.15s/it]
overall:  24%|██▍       | 963/4000 [18:11<59:27,  1.17s/it]

train:  27%|██▋       | 963/3515 [18:10<49:57,  1.17s/it]
overall:  24%|██▍       | 964/4000 [18:13<59:14,  1.17s/it]

train:  27%|██▋       | 964/3515 [18:11<49:46,  1.17s/it]
overall:  24%|██▍       | 965/4000 [18:14<57:49,  1.14s/it]

train:  27%|██▋       | 965/3515 [18:12<48:35,  1.14s/it]
overall:  24%|██▍       | 966/4000 [18:15<59:12,  1.17s/it]

train:  27%|██▋       | 966/3515 [18:13<49:44,  1.17s/it]
overall:  24%|██▍       | 967/4000 [18:16<59:56,  1.19s/it]

train:  28%|██▊       | 967/3515 [18:14<50:21,  1.19s/it]
overall:  24%|██▍       | 968/4000 [18:17<50:26,  1.00it/s]

train:  28%|██▊       | 968/3515 [18:15<42:22,  1.00it/s]
overall:  24%|██▍       | 969/4000 [18:18<49:59,  1.01it/s]

train:  28%|██▊       | 969/3515 [18:16<41:59,  1.01it/s]
overall:  24%|██▍       | 970/4000 [18:19<53:03,  1.05s/it]

train:  28%|██▊       | 970/3515 [18:17<44:33,  1.05s/it]
overall:  24%|██▍       | 971/4000 [18:19<41:36,  1.21it/s]

train:  28%|██▊       | 971/3515 [18:17<34:57,  1.21it/s]
overall:  24%|██▍       | 972/4000 [18:21<49:33,  1.02it/s]

train:  28%|██▊       | 972/3515 [18:19<41:37,  1.02it/s]
overall:  24%|██▍       | 973/4000 [18:22<54:17,  1.08s/it]

train:  28%|██▊       | 973/3515 [18:20<45:35,  1.08s/it]
overall:  24%|██▍       | 974/4000 [18:23<57:18,  1.14s/it]

train:  28%|██▊       | 974/3515 [18:21<48:07,  1.14s/it]
overall:  24%|██▍       | 975/4000 [18:24<59:35,  1.18s/it]

train:  28%|██▊       | 975/3515 [18:22<50:02,  1.18s/it]
overall:  24%|██▍       | 976/4000 [18:26<59:39,  1.18s/it]

train:  28%|██▊       | 976/3515 [18:24<50:05,  1.18s/it]
overall:  24%|██▍       | 977/4000 [18:27<59:34,  1.18s/it]

train:  28%|██▊       | 977/3515 [18:25<50:01,  1.18s/it]
overall:  24%|██▍       | 978/4000 [18:28<1:01:12,  1.22s/it]

train:  28%|██▊       | 978/3515 [18:26<51:23,  1.22s/it]
overall:  24%|██▍       | 979/4000 [18:29<1:01:16,  1.22s/it]

train:  28%|██▊       | 979/3515 [18:27<51:26,  1.22s/it]
overall:  24%|██▍       | 980/4000 [18:30<51:15,  1.02s/it]  

train:  28%|██▊       | 980/3515 [18:28<43:01,  1.02s/it]
overall:  25%|██▍       | 981/4000 [18:31<45:36,  1.10it/s]

train:  28%|██▊       | 981/3515 [18:29<38:16,  1.10it/s]
overall:  25%|██▍       | 982/4000 [18:31<38:56,  1.29it/s]

train:  28%|██▊       | 982/3515 [18:29<32:41,  1.29it/s]
overall:  25%|██▍       | 983/4000 [18:32<45:08,  1.11it/s]

train:  28%|██▊       | 983/3515 [18:30<37:53,  1.11it/s]
overall:  25%|██▍       | 984/4000 [18:33<50:48,  1.01s/it]

train:  28%|██▊       | 984/3515 [18:31<42:37,  1.01s/it]
overall:  25%|██▍       | 985/4000 [18:35<53:17,  1.06s/it]

train:  28%|██▊       | 985/3515 [18:33<44:42,  1.06s/it]
overall:  25%|██▍       | 986/4000 [18:36<55:32,  1.11s/it]

train:  28%|██▊       | 986/3515 [18:34<46:36,  1.11s/it]
overall:  25%|██▍       | 987/4000 [18:37<57:31,  1.15s/it]

train:  28%|██▊       | 987/3515 [18:35<48:16,  1.15s/it]
overall:  25%|██▍       | 988/4000 [18:38<58:48,  1.17s/it]

train:  28%|██▊       | 988/3515 [18:36<49:20,  1.17s/it]
overall:  25%|██▍       | 989/4000 [18:40<1:00:07,  1.20s/it]

train:  28%|██▊       | 989/3515 [18:38<50:26,  1.20s/it]
overall:  25%|██▍       | 990/4000 [18:41<1:00:53,  1.21s/it]

train:  28%|██▊       | 990/3515 [18:39<51:04,  1.21s/it]
overall:  25%|██▍       | 991/4000 [18:42<1:01:39,  1.23s/it]

train:  28%|██▊       | 991/3515 [18:40<51:43,  1.23s/it]
overall:  25%|██▍       | 992/4000 [18:43<1:01:23,  1.22s/it]

train:  28%|██▊       | 992/3515 [18:41<51:29,  1.22s/it]
overall:  25%|██▍       | 993/4000 [18:45<1:01:36,  1.23s/it]

train:  28%|██▊       | 993/3515 [18:43<51:40,  1.23s/it]
overall:  25%|██▍       | 994/4000 [18:45<49:22,  1.01it/s]  

train:  28%|██▊       | 994/3515 [18:43<41:24,  1.01it/s]
overall:  25%|██▍       | 995/4000 [18:46<53:51,  1.08s/it]

train:  28%|██▊       | 995/3515 [18:44<45:10,  1.08s/it]
overall:  25%|██▍       | 996/4000 [18:48<57:24,  1.15s/it]

train:  28%|██▊       | 996/3515 [18:46<48:08,  1.15s/it]
overall:  25%|██▍       | 997/4000 [18:49<59:32,  1.19s/it]

train:  28%|██▊       | 997/3515 [18:47<49:55,  1.19s/it]
overall:  25%|██▍       | 998/4000 [18:50<59:11,  1.18s/it]

train:  28%|██▊       | 998/3515 [18:48<49:37,  1.18s/it]
overall:  25%|██▍       | 999/4000 [18:51<1:00:41,  1.21s/it]

train:  28%|██▊       | 999/3515 [18:49<50:53,  1.21s/it]train loss: 212.6703338623047
train per: 1.215218146622326
train loss: 138.28372192382812
train per: 0.9860630646325378
train loss: 52.59128952026367
train per: 1.0729002791169755
train loss: 31.595104217529297
train per: 0.9969547201837152
train loss: 19.2452392578125
train per: 0.9233169760973293
train loss: 16.054752349853516
train per: 0.9667929891046897
train loss: 21.98606300354004
train per: 0.9350910543571094
train loss: 16.155447006225586
train per: 0.9081953328727127
train loss: 15.601285934448242
train per: 0.9043860948310518
train loss: 14.425605773925781
train per: 0.8865957998444387
train loss: 17.79184341430664
train per: 0.973690364826941
train loss: 14.084676742553711
train per: 0.9050886507062006
train loss: 11.9751558303833
train per: 0.893526405451448
train loss: 10.098209381103516
train per: 0.9206635159795985
train loss: 10.08647346496582
train per: 0.915743447394925
train loss: 13.551076889038086
train per: 0.9376007611597114
train loss: 13.36784839630127
train per: 0.9266504956760178
train loss: 11.653938293457031
train per: 0.9556931631492481
train loss: 10.999858856201172
train per: 0.9066496490108488
train loss: 10.671606063842773
train per: 0.956868816371949
train loss: 10.240765571594238
train per: 0.9064598458755606
train loss: 14.938435554504395
train per: 0.9767485771316052
train loss: 16.182331085205078
train per: 1.0813444608416873
train loss: 13.78222942352295
train per: 0.9099914517021169
train loss: 14.020467758178711
train per: 0.9110160596200273
train loss: 16.865604400634766
train per: 0.8856962351124319
train loss: 20.763729095458984
train per: 0.8893856598774632
train loss: 19.007261276245117
train per: 0.9613782012232267
train loss: 14.506059646606445
train per: 0.9405872806572675
train loss: 11.570398330688477
train per: 0.90996840996841
train loss: 12.336209297180176
train per: 0.917058853296898
train loss: 12.310848236083984
train per: 0.960856757701333
train loss: 13.10681438446045
train per: 0.8962558116529825
train loss: 15.224385261535645
train per: 0.9152096003475239
train loss: 14.082984924316406
train per: 0.9528650646950092
train loss: 13.114280700683594
train per: 0.8965357013784914
train loss: 8.61143970489502
train per: 0.8507789365263293
train loss: 7.242181301116943
train per: 0.8142672525200311
train loss: 7.332546234130859
train per: 0.8888336234767471
train loss: 5.206521511077881
train per: 0.790468485695374
train loss: 5.731534481048584
train per: 0.8421396271129059
train loss: 6.398838520050049
train per: 0.8166517724158475
train loss: 6.713923454284668
train per: 0.7998176547596784
train loss: 7.1754937171936035
train per: 0.8513137268664748
train loss: 6.971590995788574
train per: 0.8035496908019671
train loss: 7.700185298919678
train per: 0.8466141809530817
train loss: 7.998456001281738
train per: 0.8407359688976289
train loss: 7.096554756164551
train per: 0.7715125045494723
train loss: 7.670350074768066
train per: 0.8225592466377045
train loss: 6.699200630187988
train per: 0.8066636607418306
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  22%|██▏       | 605/2703 [00:00<00:00, 6043.45it/s]


word -> phonemes:  45%|████▍     | 1210/2703 [00:00<00:00, 5531.92it/s]


word -> phonemes:  68%|██████▊   | 1831/2703 [00:00<00:00, 5823.83it/s]


word -> phonemes:  90%|████████▉ | 2429/2703 [00:00<00:00, 5882.68it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5776.04it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<45:37,  1.01s/it]


dev:   0%|          | 2/2703 [00:01<24:29,  1.84it/s]


dev:   0%|          | 3/2703 [00:01<17:37,  2.55it/s]


dev:   0%|          | 4/2703 [00:01<14:20,  3.14it/s]


dev:   0%|          | 5/2703 [00:01<12:34,  3.57it/s]


dev:   0%|          | 6/2703 [00:02<11:30,  3.91it/s]


dev:   0%|          | 7/2703 [00:02<10:56,  4.11it/s]


dev:   0%|          | 8/2703 [00:02<10:10,  4.41it/s]


dev:   0%|          | 9/2703 [00:02<09:52,  4.54it/s]


dev:   0%|          | 10/2703 [00:02<09:26,  4.76it/s]


dev:   0%|          | 11/2703 [00:03<08:44,  5.13it/s]


dev:   0%|          | 12/2703 [00:03<08:59,  4.98it/s]


dev:   0%|          | 13/2703 [00:03<08:26,  5.31it/s]


dev:   1%|          | 14/2703 [00:03<08:00,  5.59it/s]


dev:   1%|          | 15/2703 [00:03<08:00,  5.59it/s]


dev:   1%|          | 16/2703 [00:03<07:28,  5.99it/s]


dev:   1%|          | 17/2703 [00:04<07:21,  6.08it/s]


dev:   1%|          | 18/2703 [00:04<07:32,  5.94it/s]


dev:   1%|          | 19/2703 [00:04<07:46,  5.75it/s]


dev:   1%|          | 20/2703 [00:04<07:18,  6.11it/s]


dev:   1%|          | 21/2703 [00:04<07:13,  6.18it/s]


dev:   1%|          | 22/2703 [00:04<07:32,  5.92it/s]


dev:   1%|          | 23/2703 [00:05<07:22,  6.05it/s]


dev:   1%|          | 24/2703 [00:05<07:07,  6.27it/s]


dev:   1%|          | 25/2703 [00:05<07:19,  6.09it/s]


dev:   1%|          | 26/2703 [00:05<07:42,  5.79it/s]


dev:   1%|          | 27/2703 [00:05<07:30,  5.94it/s]


dev:   1%|          | 28/2703 [00:05<08:11,  5.45it/s]


dev:   1%|          | 29/2703 [00:06<07:46,  5.73it/s]


dev:   1%|          | 30/2703 [00:06<07:11,  6.19it/s]


dev:   1%|          | 31/2703 [00:06<07:06,  6.27it/s]


dev:   1%|          | 32/2703 [00:06<06:36,  6.74it/s]


dev:   1%|          | 33/2703 [00:06<06:39,  6.68it/s]


dev:   1%|▏         | 34/2703 [00:06<06:25,  6.92it/s]


dev:   1%|▏         | 35/2703 [00:06<06:09,  7.22it/s]


dev:   1%|▏         | 36/2703 [00:07<06:29,  6.84it/s]


dev:   1%|▏         | 37/2703 [00:07<06:28,  6.87it/s]


dev:   1%|▏         | 38/2703 [00:07<06:22,  6.97it/s]


dev:   1%|▏         | 39/2703 [00:07<06:18,  7.04it/s]


dev:   1%|▏         | 40/2703 [00:07<06:00,  7.39it/s]


dev:   2%|▏         | 41/2703 [00:07<05:57,  7.44it/s]


dev:   2%|▏         | 42/2703 [00:07<05:55,  7.48it/s]


dev:   2%|▏         | 43/2703 [00:07<05:46,  7.68it/s]


dev:   2%|▏         | 44/2703 [00:08<05:32,  8.00it/s]


dev:   2%|▏         | 45/2703 [00:08<05:30,  8.03it/s]


dev:   2%|▏         | 46/2703 [00:08<05:26,  8.15it/s]


dev:   2%|▏         | 47/2703 [00:08<05:28,  8.09it/s]


dev:   2%|▏         | 48/2703 [00:08<05:34,  7.94it/s]


dev:   2%|▏         | 49/2703 [00:08<05:43,  7.72it/s]


dev:   2%|▏         | 50/2703 [00:08<05:43,  7.73it/s]


dev:   2%|▏         | 51/2703 [00:08<05:40,  7.78it/s]


dev:   2%|▏         | 52/2703 [00:09<06:17,  7.02it/s]


dev:   2%|▏         | 53/2703 [00:09<06:10,  7.16it/s]


dev:   2%|▏         | 54/2703 [00:09<05:54,  7.47it/s]


dev:   2%|▏         | 55/2703 [00:09<05:34,  7.93it/s]


dev:   2%|▏         | 56/2703 [00:09<05:22,  8.20it/s]


dev:   2%|▏         | 57/2703 [00:09<05:30,  8.00it/s]


dev:   2%|▏         | 58/2703 [00:09<05:26,  8.10it/s]


dev:   2%|▏         | 59/2703 [00:10<05:21,  8.21it/s]


dev:   2%|▏         | 60/2703 [00:10<05:11,  8.49it/s]


dev:   2%|▏         | 61/2703 [00:10<05:07,  8.60it/s]


dev:   2%|▏         | 62/2703 [00:10<04:58,  8.85it/s]


dev:   2%|▏         | 63/2703 [00:10<04:53,  8.98it/s]


dev:   2%|▏         | 64/2703 [00:10<05:05,  8.64it/s]


dev:   2%|▏         | 65/2703 [00:10<05:01,  8.76it/s]


dev:   2%|▏         | 66/2703 [00:10<05:06,  8.59it/s]


dev:   2%|▏         | 67/2703 [00:10<04:56,  8.89it/s]


dev:   3%|▎         | 68/2703 [00:11<05:04,  8.67it/s]


dev:   3%|▎         | 69/2703 [00:11<04:53,  8.98it/s]


dev:   3%|▎         | 70/2703 [00:11<05:08,  8.55it/s]


dev:   3%|▎         | 71/2703 [00:11<04:56,  8.88it/s]


dev:   3%|▎         | 72/2703 [00:11<05:22,  8.17it/s]


dev:   3%|▎         | 73/2703 [00:11<05:14,  8.37it/s]


dev:   3%|▎         | 74/2703 [00:11<05:07,  8.55it/s]


dev:   3%|▎         | 75/2703 [00:11<04:54,  8.92it/s]


dev:   3%|▎         | 76/2703 [00:11<05:01,  8.72it/s]


dev:   3%|▎         | 77/2703 [00:12<05:15,  8.32it/s]


dev:   3%|▎         | 79/2703 [00:12<04:55,  8.88it/s]


dev:   3%|▎         | 80/2703 [00:12<04:47,  9.11it/s]


dev:   3%|▎         | 81/2703 [00:12<04:41,  9.33it/s]


dev:   3%|▎         | 82/2703 [00:12<04:42,  9.28it/s]


dev:   3%|▎         | 83/2703 [00:12<04:41,  9.29it/s]


dev:   3%|▎         | 84/2703 [00:12<04:58,  8.78it/s]


dev:   3%|▎         | 85/2703 [00:13<05:46,  7.57it/s]


dev:   3%|▎         | 86/2703 [00:13<05:24,  8.05it/s]


dev:   3%|▎         | 87/2703 [00:13<05:13,  8.36it/s]


dev:   3%|▎         | 88/2703 [00:13<05:05,  8.56it/s]


dev:   3%|▎         | 89/2703 [00:13<05:34,  7.80it/s]


dev:   3%|▎         | 90/2703 [00:13<05:16,  8.26it/s]


dev:   3%|▎         | 91/2703 [00:13<05:25,  8.03it/s]


dev:   3%|▎         | 92/2703 [00:13<05:22,  8.10it/s]


dev:   3%|▎         | 93/2703 [00:13<05:19,  8.17it/s]


dev:   3%|▎         | 94/2703 [00:14<05:03,  8.61it/s]


dev:   4%|▎         | 95/2703 [00:14<04:58,  8.75it/s]


dev:   4%|▎         | 96/2703 [00:14<05:07,  8.47it/s]


dev:   4%|▎         | 98/2703 [00:14<04:50,  8.96it/s]


dev:   4%|▎         | 99/2703 [00:14<04:45,  9.12it/s]


dev:   4%|▎         | 100/2703 [00:14<04:46,  9.09it/s]


dev:   4%|▎         | 101/2703 [00:14<04:39,  9.31it/s]


dev:   4%|▍         | 102/2703 [00:14<04:53,  8.87it/s]


dev:   4%|▍         | 103/2703 [00:15<05:02,  8.58it/s]


dev:   4%|▍         | 104/2703 [00:15<05:06,  8.49it/s]


dev:   4%|▍         | 105/2703 [00:15<05:09,  8.39it/s]


dev:   4%|▍         | 107/2703 [00:15<04:38,  9.32it/s]


dev:   4%|▍         | 108/2703 [00:15<04:46,  9.05it/s]


dev:   4%|▍         | 109/2703 [00:15<04:50,  8.94it/s]


dev:   4%|▍         | 110/2703 [00:15<04:42,  9.18it/s]


dev:   4%|▍         | 111/2703 [00:15<04:48,  9.00it/s]


dev:   4%|▍         | 112/2703 [00:16<04:55,  8.78it/s]


dev:   4%|▍         | 114/2703 [00:16<04:32,  9.50it/s]


dev:   4%|▍         | 115/2703 [00:16<04:33,  9.46it/s]


dev:   4%|▍         | 116/2703 [00:16<04:50,  8.89it/s]


dev:   4%|▍         | 117/2703 [00:16<05:21,  8.05it/s]


dev:   4%|▍         | 119/2703 [00:16<04:55,  8.73it/s]


dev:   4%|▍         | 121/2703 [00:17<04:43,  9.12it/s]


dev:   5%|▍         | 122/2703 [00:17<04:39,  9.23it/s]


dev:   5%|▍         | 123/2703 [00:17<04:36,  9.32it/s]


dev:   5%|▍         | 124/2703 [00:17<04:48,  8.93it/s]


dev:   5%|▍         | 125/2703 [00:17<04:53,  8.79it/s]


dev:   5%|▍         | 127/2703 [00:17<04:34,  9.38it/s]


dev:   5%|▍         | 128/2703 [00:17<04:32,  9.45it/s]


dev:   5%|▍         | 130/2703 [00:18<04:14, 10.12it/s]


dev:   5%|▍         | 131/2703 [00:18<04:25,  9.69it/s]


dev:   5%|▍         | 132/2703 [00:18<04:31,  9.47it/s]


dev:   5%|▍         | 133/2703 [00:18<04:31,  9.46it/s]


dev:   5%|▍         | 134/2703 [00:18<04:36,  9.30it/s]


dev:   5%|▍         | 135/2703 [00:18<04:37,  9.24it/s]


dev:   5%|▌         | 137/2703 [00:18<04:24,  9.71it/s]


dev:   5%|▌         | 139/2703 [00:18<04:21,  9.82it/s]


dev:   5%|▌         | 141/2703 [00:19<04:14, 10.08it/s]


dev:   5%|▌         | 142/2703 [00:19<04:26,  9.61it/s]


dev:   5%|▌         | 143/2703 [00:19<04:42,  9.07it/s]


dev:   5%|▌         | 144/2703 [00:19<04:40,  9.14it/s]


dev:   5%|▌         | 145/2703 [00:19<04:37,  9.22it/s]


dev:   5%|▌         | 146/2703 [00:19<04:34,  9.32it/s]


dev:   5%|▌         | 148/2703 [00:19<04:40,  9.11it/s]


dev:   6%|▌         | 149/2703 [00:20<04:47,  8.89it/s]


dev:   6%|▌         | 150/2703 [00:20<04:50,  8.78it/s]


dev:   6%|▌         | 152/2703 [00:20<04:35,  9.27it/s]


dev:   6%|▌         | 154/2703 [00:20<04:20,  9.80it/s]


dev:   6%|▌         | 155/2703 [00:20<04:35,  9.26it/s]


dev:   6%|▌         | 156/2703 [00:20<04:32,  9.36it/s]


dev:   6%|▌         | 157/2703 [00:20<04:30,  9.40it/s]


dev:   6%|▌         | 158/2703 [00:21<04:48,  8.81it/s]


dev:   6%|▌         | 159/2703 [00:21<04:40,  9.06it/s]


dev:   6%|▌         | 161/2703 [00:21<04:43,  8.97it/s]


dev:   6%|▌         | 162/2703 [00:21<04:36,  9.18it/s]


dev:   6%|▌         | 164/2703 [00:21<04:20,  9.75it/s]


dev:   6%|▌         | 165/2703 [00:21<04:23,  9.64it/s]


dev:   6%|▌         | 167/2703 [00:21<04:21,  9.68it/s]


dev:   6%|▌         | 168/2703 [00:22<04:23,  9.63it/s]


dev:   6%|▋         | 170/2703 [00:22<04:14,  9.95it/s]


dev:   6%|▋         | 171/2703 [00:22<04:16,  9.87it/s]


dev:   6%|▋         | 173/2703 [00:22<04:07, 10.23it/s]


dev:   6%|▋         | 175/2703 [00:22<04:15,  9.91it/s]


dev:   7%|▋         | 177/2703 [00:22<04:03, 10.37it/s]


dev:   7%|▋         | 179/2703 [00:23<03:59, 10.55it/s]


dev:   7%|▋         | 181/2703 [00:23<04:04, 10.31it/s]


dev:   7%|▋         | 183/2703 [00:23<04:06, 10.21it/s]


dev:   7%|▋         | 185/2703 [00:23<04:03, 10.36it/s]


dev:   7%|▋         | 187/2703 [00:23<04:00, 10.45it/s]


dev:   7%|▋         | 189/2703 [00:24<04:03, 10.34it/s]


dev:   7%|▋         | 191/2703 [00:24<04:00, 10.45it/s]


dev:   7%|▋         | 193/2703 [00:24<03:57, 10.56it/s]


dev:   7%|▋         | 195/2703 [00:24<03:58, 10.51it/s]


dev:   7%|▋         | 197/2703 [00:24<03:59, 10.47it/s]


dev:   7%|▋         | 199/2703 [00:25<04:01, 10.37it/s]


dev:   7%|▋         | 201/2703 [00:25<03:52, 10.77it/s]


dev:   8%|▊         | 203/2703 [00:25<03:56, 10.55it/s]


dev:   8%|▊         | 205/2703 [00:25<03:56, 10.55it/s]


dev:   8%|▊         | 207/2703 [00:25<03:52, 10.74it/s]


dev:   8%|▊         | 209/2703 [00:26<03:59, 10.43it/s]


dev:   8%|▊         | 211/2703 [00:26<04:00, 10.35it/s]


dev:   8%|▊         | 213/2703 [00:26<03:57, 10.49it/s]


dev:   8%|▊         | 215/2703 [00:26<03:51, 10.73it/s]


dev:   8%|▊         | 217/2703 [00:26<03:47, 10.93it/s]


dev:   8%|▊         | 219/2703 [00:26<03:43, 11.11it/s]


dev:   8%|▊         | 221/2703 [00:27<03:47, 10.91it/s]


dev:   8%|▊         | 223/2703 [00:27<03:56, 10.47it/s]


dev:   8%|▊         | 225/2703 [00:27<03:53, 10.61it/s]


dev:   8%|▊         | 227/2703 [00:27<03:47, 10.88it/s]


dev:   8%|▊         | 229/2703 [00:27<03:44, 11.04it/s]


dev:   9%|▊         | 231/2703 [00:28<03:38, 11.29it/s]


dev:   9%|▊         | 233/2703 [00:28<03:43, 11.07it/s]


dev:   9%|▊         | 235/2703 [00:28<03:45, 10.95it/s]


dev:   9%|▉         | 237/2703 [00:28<03:42, 11.10it/s]


dev:   9%|▉         | 239/2703 [00:28<03:38, 11.29it/s]


dev:   9%|▉         | 241/2703 [00:28<03:46, 10.86it/s]


dev:   9%|▉         | 243/2703 [00:29<03:51, 10.62it/s]


dev:   9%|▉         | 245/2703 [00:29<03:42, 11.05it/s]


dev:   9%|▉         | 247/2703 [00:29<03:44, 10.92it/s]


dev:   9%|▉         | 249/2703 [00:29<03:43, 10.98it/s]


dev:   9%|▉         | 251/2703 [00:29<03:34, 11.42it/s]


dev:   9%|▉         | 253/2703 [00:29<03:32, 11.54it/s]


dev:   9%|▉         | 255/2703 [00:30<03:43, 10.95it/s]


dev:  10%|▉         | 257/2703 [00:30<03:35, 11.36it/s]


dev:  10%|▉         | 259/2703 [00:30<03:39, 11.12it/s]


dev:  10%|▉         | 261/2703 [00:30<03:41, 11.03it/s]


dev:  10%|▉         | 263/2703 [00:30<03:36, 11.26it/s]


dev:  10%|▉         | 265/2703 [00:31<03:39, 11.09it/s]


dev:  10%|▉         | 267/2703 [00:31<03:34, 11.33it/s]


dev:  10%|▉         | 269/2703 [00:31<03:30, 11.55it/s]


dev:  10%|█         | 271/2703 [00:31<03:39, 11.07it/s]


dev:  10%|█         | 273/2703 [00:31<03:37, 11.16it/s]


dev:  10%|█         | 275/2703 [00:31<03:32, 11.43it/s]


dev:  10%|█         | 277/2703 [00:32<03:28, 11.62it/s]


dev:  10%|█         | 279/2703 [00:32<03:27, 11.70it/s]


dev:  10%|█         | 281/2703 [00:32<03:32, 11.37it/s]


dev:  10%|█         | 283/2703 [00:32<03:34, 11.31it/s]


dev:  11%|█         | 285/2703 [00:32<03:29, 11.56it/s]


dev:  11%|█         | 287/2703 [00:32<03:21, 12.01it/s]


dev:  11%|█         | 289/2703 [00:33<03:21, 11.96it/s]


dev:  11%|█         | 291/2703 [00:33<03:20, 12.03it/s]


dev:  11%|█         | 293/2703 [00:33<03:27, 11.64it/s]


dev:  11%|█         | 295/2703 [00:33<03:25, 11.69it/s]


dev:  11%|█         | 297/2703 [00:33<03:25, 11.68it/s]


dev:  11%|█         | 299/2703 [00:34<03:28, 11.54it/s]


dev:  11%|█         | 301/2703 [00:34<03:30, 11.40it/s]


dev:  11%|█         | 303/2703 [00:34<03:23, 11.79it/s]


dev:  11%|█▏        | 305/2703 [00:34<03:27, 11.54it/s]


dev:  11%|█▏        | 307/2703 [00:34<03:24, 11.73it/s]


dev:  11%|█▏        | 309/2703 [00:34<03:27, 11.53it/s]


dev:  12%|█▏        | 311/2703 [00:35<03:33, 11.20it/s]


dev:  12%|█▏        | 313/2703 [00:35<03:24, 11.68it/s]


dev:  12%|█▏        | 315/2703 [00:35<03:26, 11.56it/s]


dev:  12%|█▏        | 317/2703 [00:35<03:18, 12.00it/s]


dev:  12%|█▏        | 319/2703 [00:35<03:31, 11.29it/s]


dev:  12%|█▏        | 321/2703 [00:35<03:39, 10.87it/s]


dev:  12%|█▏        | 323/2703 [00:36<03:31, 11.27it/s]


dev:  12%|█▏        | 325/2703 [00:36<03:30, 11.30it/s]


dev:  12%|█▏        | 327/2703 [00:36<03:21, 11.81it/s]


dev:  12%|█▏        | 329/2703 [00:36<03:13, 12.24it/s]


dev:  12%|█▏        | 331/2703 [00:36<03:11, 12.36it/s]


dev:  12%|█▏        | 333/2703 [00:36<03:06, 12.69it/s]


dev:  12%|█▏        | 335/2703 [00:37<03:03, 12.90it/s]


dev:  12%|█▏        | 337/2703 [00:37<03:08, 12.54it/s]


dev:  13%|█▎        | 339/2703 [00:37<03:17, 11.98it/s]


dev:  13%|█▎        | 341/2703 [00:37<03:09, 12.46it/s]


dev:  13%|█▎        | 343/2703 [00:37<03:06, 12.68it/s]


dev:  13%|█▎        | 345/2703 [00:37<03:10, 12.36it/s]


dev:  13%|█▎        | 347/2703 [00:38<03:14, 12.09it/s]


dev:  13%|█▎        | 349/2703 [00:38<03:09, 12.45it/s]


dev:  13%|█▎        | 351/2703 [00:38<03:13, 12.18it/s]


dev:  13%|█▎        | 353/2703 [00:38<03:09, 12.42it/s]


dev:  13%|█▎        | 355/2703 [00:38<03:10, 12.31it/s]


dev:  13%|█▎        | 357/2703 [00:38<03:10, 12.32it/s]


dev:  13%|█▎        | 359/2703 [00:38<03:06, 12.56it/s]


dev:  13%|█▎        | 361/2703 [00:39<03:15, 11.95it/s]


dev:  13%|█▎        | 363/2703 [00:39<03:10, 12.28it/s]


dev:  14%|█▎        | 365/2703 [00:39<03:13, 12.10it/s]


dev:  14%|█▎        | 367/2703 [00:39<03:05, 12.61it/s]


dev:  14%|█▎        | 369/2703 [00:39<02:57, 13.15it/s]


dev:  14%|█▎        | 371/2703 [00:39<02:57, 13.14it/s]


dev:  14%|█▍        | 373/2703 [00:40<02:58, 13.07it/s]


dev:  14%|█▍        | 375/2703 [00:40<03:00, 12.93it/s]


dev:  14%|█▍        | 377/2703 [00:40<03:03, 12.71it/s]


dev:  14%|█▍        | 379/2703 [00:40<03:00, 12.84it/s]


dev:  14%|█▍        | 381/2703 [00:40<03:05, 12.54it/s]


dev:  14%|█▍        | 383/2703 [00:40<03:10, 12.17it/s]


dev:  14%|█▍        | 385/2703 [00:41<03:04, 12.56it/s]


dev:  14%|█▍        | 387/2703 [00:41<02:58, 12.98it/s]


dev:  14%|█▍        | 389/2703 [00:41<03:02, 12.67it/s]


dev:  14%|█▍        | 391/2703 [00:41<03:08, 12.28it/s]


dev:  15%|█▍        | 393/2703 [00:41<03:05, 12.43it/s]


dev:  15%|█▍        | 395/2703 [00:41<03:09, 12.15it/s]


dev:  15%|█▍        | 397/2703 [00:42<03:06, 12.37it/s]


dev:  15%|█▍        | 399/2703 [00:42<03:00, 12.77it/s]


dev:  15%|█▍        | 401/2703 [00:42<03:04, 12.45it/s]


dev:  15%|█▍        | 403/2703 [00:42<03:08, 12.21it/s]


dev:  15%|█▍        | 405/2703 [00:42<03:06, 12.35it/s]


dev:  15%|█▌        | 407/2703 [00:42<03:02, 12.59it/s]


dev:  15%|█▌        | 409/2703 [00:42<03:04, 12.46it/s]


dev:  15%|█▌        | 411/2703 [00:43<03:05, 12.33it/s]


dev:  15%|█▌        | 413/2703 [00:43<03:00, 12.70it/s]


dev:  15%|█▌        | 415/2703 [00:43<02:56, 12.95it/s]


dev:  15%|█▌        | 417/2703 [00:43<02:53, 13.20it/s]


dev:  16%|█▌        | 419/2703 [00:43<02:58, 12.81it/s]


dev:  16%|█▌        | 421/2703 [00:43<02:58, 12.78it/s]


dev:  16%|█▌        | 423/2703 [00:44<02:58, 12.80it/s]


dev:  16%|█▌        | 425/2703 [00:44<02:55, 12.99it/s]


dev:  16%|█▌        | 427/2703 [00:44<02:50, 13.35it/s]


dev:  16%|█▌        | 429/2703 [00:44<02:45, 13.77it/s]


dev:  16%|█▌        | 431/2703 [00:44<02:45, 13.72it/s]


dev:  16%|█▌        | 433/2703 [00:44<02:53, 13.11it/s]


dev:  16%|█▌        | 435/2703 [00:44<02:48, 13.46it/s]


dev:  16%|█▌        | 437/2703 [00:45<02:47, 13.49it/s]


dev:  16%|█▌        | 439/2703 [00:45<02:49, 13.37it/s]


dev:  16%|█▋        | 441/2703 [00:45<02:48, 13.42it/s]


dev:  16%|█▋        | 443/2703 [00:45<02:44, 13.71it/s]


dev:  16%|█▋        | 445/2703 [00:45<03:02, 12.37it/s]


dev:  17%|█▋        | 447/2703 [00:45<02:54, 12.96it/s]


dev:  17%|█▋        | 449/2703 [00:46<02:50, 13.20it/s]


dev:  17%|█▋        | 451/2703 [00:46<02:48, 13.37it/s]


dev:  17%|█▋        | 453/2703 [00:46<02:43, 13.78it/s]


dev:  17%|█▋        | 455/2703 [00:46<02:53, 12.99it/s]


dev:  17%|█▋        | 457/2703 [00:46<02:57, 12.63it/s]


dev:  17%|█▋        | 459/2703 [00:46<03:00, 12.45it/s]


dev:  17%|█▋        | 461/2703 [00:46<02:50, 13.15it/s]


dev:  17%|█▋        | 463/2703 [00:47<02:51, 13.08it/s]


dev:  17%|█▋        | 465/2703 [00:47<02:50, 13.10it/s]


dev:  17%|█▋        | 467/2703 [00:47<02:52, 12.96it/s]


dev:  17%|█▋        | 469/2703 [00:47<02:50, 13.10it/s]


dev:  17%|█▋        | 471/2703 [00:47<02:43, 13.67it/s]


dev:  17%|█▋        | 473/2703 [00:47<02:54, 12.75it/s]


dev:  18%|█▊        | 475/2703 [00:48<02:49, 13.13it/s]


dev:  18%|█▊        | 477/2703 [00:48<02:48, 13.21it/s]


dev:  18%|█▊        | 479/2703 [00:48<02:47, 13.30it/s]


dev:  18%|█▊        | 481/2703 [00:48<02:52, 12.89it/s]


dev:  18%|█▊        | 483/2703 [00:48<02:45, 13.40it/s]


dev:  18%|█▊        | 485/2703 [00:48<02:44, 13.51it/s]


dev:  18%|█▊        | 487/2703 [00:48<02:45, 13.38it/s]


dev:  18%|█▊        | 489/2703 [00:49<02:46, 13.31it/s]


dev:  18%|█▊        | 491/2703 [00:49<02:47, 13.23it/s]


dev:  18%|█▊        | 493/2703 [00:49<02:45, 13.34it/s]


dev:  18%|█▊        | 495/2703 [00:49<02:42, 13.59it/s]


dev:  18%|█▊        | 497/2703 [00:49<02:36, 14.13it/s]


dev:  18%|█▊        | 499/2703 [00:49<02:38, 13.87it/s]


dev:  19%|█▊        | 501/2703 [00:49<02:41, 13.64it/s]


dev:  19%|█▊        | 503/2703 [00:50<02:42, 13.58it/s]


dev:  19%|█▊        | 505/2703 [00:50<02:42, 13.53it/s]


dev:  19%|█▉        | 507/2703 [00:50<02:36, 14.03it/s]


dev:  19%|█▉        | 509/2703 [00:50<02:37, 13.96it/s]


dev:  19%|█▉        | 511/2703 [00:50<02:42, 13.51it/s]


dev:  19%|█▉        | 513/2703 [00:50<02:42, 13.46it/s]


dev:  19%|█▉        | 515/2703 [00:50<02:44, 13.30it/s]


dev:  19%|█▉        | 517/2703 [00:51<02:32, 14.33it/s]


dev:  19%|█▉        | 519/2703 [00:51<02:36, 13.97it/s]


dev:  19%|█▉        | 521/2703 [00:51<02:35, 14.08it/s]


dev:  19%|█▉        | 523/2703 [00:51<02:26, 14.87it/s]


dev:  19%|█▉        | 525/2703 [00:51<02:29, 14.61it/s]


dev:  19%|█▉        | 527/2703 [00:51<02:27, 14.72it/s]


dev:  20%|█▉        | 529/2703 [00:51<02:33, 14.19it/s]


dev:  20%|█▉        | 531/2703 [00:52<02:31, 14.31it/s]


dev:  20%|█▉        | 533/2703 [00:52<02:30, 14.46it/s]


dev:  20%|█▉        | 535/2703 [00:52<02:27, 14.74it/s]


dev:  20%|█▉        | 537/2703 [00:52<02:28, 14.59it/s]


dev:  20%|█▉        | 539/2703 [00:52<02:31, 14.32it/s]


dev:  20%|██        | 541/2703 [00:52<02:26, 14.73it/s]


dev:  20%|██        | 543/2703 [00:52<02:26, 14.73it/s]


dev:  20%|██        | 545/2703 [00:52<02:23, 15.08it/s]


dev:  20%|██        | 547/2703 [00:53<02:22, 15.10it/s]


dev:  20%|██        | 549/2703 [00:53<02:28, 14.55it/s]


dev:  20%|██        | 551/2703 [00:53<02:26, 14.69it/s]


dev:  20%|██        | 553/2703 [00:53<02:21, 15.15it/s]


dev:  21%|██        | 555/2703 [00:53<02:24, 14.89it/s]


dev:  21%|██        | 557/2703 [00:53<02:32, 14.07it/s]


dev:  21%|██        | 559/2703 [00:53<02:33, 13.92it/s]


dev:  21%|██        | 561/2703 [00:54<02:29, 14.30it/s]


dev:  21%|██        | 563/2703 [00:54<02:35, 13.75it/s]


dev:  21%|██        | 565/2703 [00:54<02:34, 13.86it/s]


dev:  21%|██        | 567/2703 [00:54<02:30, 14.17it/s]


dev:  21%|██        | 569/2703 [00:54<02:33, 13.88it/s]


dev:  21%|██        | 571/2703 [00:54<02:37, 13.56it/s]


dev:  21%|██        | 573/2703 [00:54<02:37, 13.53it/s]


dev:  21%|██▏       | 575/2703 [00:55<02:37, 13.53it/s]


dev:  21%|██▏       | 577/2703 [00:55<02:31, 14.02it/s]


dev:  21%|██▏       | 579/2703 [00:55<02:28, 14.28it/s]


dev:  21%|██▏       | 581/2703 [00:55<02:26, 14.48it/s]


dev:  22%|██▏       | 583/2703 [00:55<02:30, 14.09it/s]


dev:  22%|██▏       | 585/2703 [00:55<02:24, 14.62it/s]


dev:  22%|██▏       | 587/2703 [00:55<02:27, 14.35it/s]


dev:  22%|██▏       | 589/2703 [00:56<02:23, 14.77it/s]


dev:  22%|██▏       | 591/2703 [00:56<02:20, 15.05it/s]


dev:  22%|██▏       | 593/2703 [00:56<02:28, 14.17it/s]


dev:  22%|██▏       | 595/2703 [00:56<02:30, 14.05it/s]


dev:  22%|██▏       | 597/2703 [00:56<02:21, 14.92it/s]


dev:  22%|██▏       | 599/2703 [00:56<02:19, 15.04it/s]


dev:  22%|██▏       | 601/2703 [00:56<02:20, 14.91it/s]


dev:  22%|██▏       | 603/2703 [00:57<02:23, 14.64it/s]


dev:  22%|██▏       | 605/2703 [00:57<02:15, 15.48it/s]


dev:  22%|██▏       | 607/2703 [00:57<02:13, 15.70it/s]


dev:  23%|██▎       | 609/2703 [00:57<02:22, 14.65it/s]


dev:  23%|██▎       | 611/2703 [00:57<02:20, 14.84it/s]


dev:  23%|██▎       | 613/2703 [00:57<02:22, 14.67it/s]


dev:  23%|██▎       | 615/2703 [00:57<02:16, 15.28it/s]


dev:  23%|██▎       | 617/2703 [00:57<02:18, 15.11it/s]


dev:  23%|██▎       | 619/2703 [00:58<02:12, 15.67it/s]


dev:  23%|██▎       | 621/2703 [00:58<02:14, 15.47it/s]


dev:  23%|██▎       | 623/2703 [00:58<02:18, 15.01it/s]


dev:  23%|██▎       | 625/2703 [00:58<02:18, 15.03it/s]


dev:  23%|██▎       | 627/2703 [00:58<02:14, 15.42it/s]


dev:  23%|██▎       | 629/2703 [00:58<02:08, 16.14it/s]


dev:  23%|██▎       | 631/2703 [00:58<02:10, 15.86it/s]


dev:  23%|██▎       | 633/2703 [00:58<02:08, 16.09it/s]


dev:  23%|██▎       | 635/2703 [00:59<02:15, 15.24it/s]


dev:  24%|██▎       | 637/2703 [00:59<02:14, 15.40it/s]


dev:  24%|██▎       | 639/2703 [00:59<02:14, 15.31it/s]


dev:  24%|██▎       | 641/2703 [00:59<02:14, 15.32it/s]


dev:  24%|██▍       | 643/2703 [00:59<02:14, 15.31it/s]


dev:  24%|██▍       | 645/2703 [00:59<02:09, 15.95it/s]


dev:  24%|██▍       | 647/2703 [00:59<02:08, 15.96it/s]


dev:  24%|██▍       | 649/2703 [01:00<02:09, 15.81it/s]


dev:  24%|██▍       | 651/2703 [01:00<02:15, 15.10it/s]


dev:  24%|██▍       | 653/2703 [01:00<02:16, 15.03it/s]


dev:  24%|██▍       | 655/2703 [01:00<02:16, 14.97it/s]


dev:  24%|██▍       | 657/2703 [01:00<02:27, 13.83it/s]


dev:  24%|██▍       | 659/2703 [01:00<02:27, 13.84it/s]


dev:  24%|██▍       | 661/2703 [01:00<02:19, 14.66it/s]


dev:  25%|██▍       | 663/2703 [01:00<02:18, 14.70it/s]


dev:  25%|██▍       | 665/2703 [01:01<02:15, 15.08it/s]


dev:  25%|██▍       | 667/2703 [01:01<02:09, 15.66it/s]


dev:  25%|██▍       | 669/2703 [01:01<02:10, 15.57it/s]


dev:  25%|██▍       | 671/2703 [01:01<02:10, 15.56it/s]


dev:  25%|██▍       | 673/2703 [01:01<02:16, 14.86it/s]


dev:  25%|██▍       | 675/2703 [01:01<02:20, 14.42it/s]


dev:  25%|██▌       | 677/2703 [01:01<02:17, 14.75it/s]


dev:  25%|██▌       | 679/2703 [01:02<02:17, 14.74it/s]


dev:  25%|██▌       | 681/2703 [01:02<02:14, 15.02it/s]


dev:  25%|██▌       | 683/2703 [01:02<02:13, 15.19it/s]


dev:  25%|██▌       | 685/2703 [01:02<02:16, 14.82it/s]


dev:  25%|██▌       | 687/2703 [01:02<02:17, 14.71it/s]


dev:  25%|██▌       | 689/2703 [01:02<02:23, 14.04it/s]


dev:  26%|██▌       | 691/2703 [01:02<02:19, 14.38it/s]


dev:  26%|██▌       | 693/2703 [01:02<02:14, 14.93it/s]


dev:  26%|██▌       | 695/2703 [01:03<02:13, 15.09it/s]


dev:  26%|██▌       | 697/2703 [01:03<02:15, 14.78it/s]


dev:  26%|██▌       | 699/2703 [01:03<02:16, 14.72it/s]


dev:  26%|██▌       | 701/2703 [01:03<02:15, 14.73it/s]


dev:  26%|██▌       | 703/2703 [01:03<02:17, 14.53it/s]


dev:  26%|██▌       | 705/2703 [01:03<02:14, 14.88it/s]


dev:  26%|██▌       | 707/2703 [01:03<02:07, 15.61it/s]


dev:  26%|██▌       | 709/2703 [01:04<02:07, 15.62it/s]


dev:  26%|██▋       | 711/2703 [01:04<02:07, 15.60it/s]


dev:  26%|██▋       | 713/2703 [01:04<02:08, 15.44it/s]


dev:  26%|██▋       | 715/2703 [01:04<02:08, 15.46it/s]


dev:  27%|██▋       | 717/2703 [01:04<02:08, 15.51it/s]


dev:  27%|██▋       | 719/2703 [01:04<02:07, 15.51it/s]


dev:  27%|██▋       | 721/2703 [01:04<02:06, 15.63it/s]


dev:  27%|██▋       | 723/2703 [01:04<02:10, 15.15it/s]


dev:  27%|██▋       | 725/2703 [01:05<02:05, 15.79it/s]


dev:  27%|██▋       | 727/2703 [01:05<01:59, 16.49it/s]


dev:  27%|██▋       | 729/2703 [01:05<02:03, 16.02it/s]


dev:  27%|██▋       | 731/2703 [01:05<02:09, 15.25it/s]


dev:  27%|██▋       | 733/2703 [01:05<02:12, 14.82it/s]


dev:  27%|██▋       | 735/2703 [01:05<02:08, 15.28it/s]


dev:  27%|██▋       | 737/2703 [01:05<02:11, 15.00it/s]


dev:  27%|██▋       | 739/2703 [01:05<02:06, 15.51it/s]


dev:  27%|██▋       | 741/2703 [01:06<02:07, 15.37it/s]


dev:  27%|██▋       | 743/2703 [01:06<02:01, 16.14it/s]


dev:  28%|██▊       | 745/2703 [01:06<02:04, 15.78it/s]


dev:  28%|██▊       | 747/2703 [01:06<02:01, 16.09it/s]


dev:  28%|██▊       | 749/2703 [01:06<02:05, 15.55it/s]


dev:  28%|██▊       | 751/2703 [01:06<02:07, 15.33it/s]


dev:  28%|██▊       | 753/2703 [01:06<02:07, 15.28it/s]


dev:  28%|██▊       | 755/2703 [01:07<02:06, 15.42it/s]


dev:  28%|██▊       | 757/2703 [01:07<02:07, 15.24it/s]


dev:  28%|██▊       | 759/2703 [01:07<02:04, 15.61it/s]


dev:  28%|██▊       | 761/2703 [01:07<02:05, 15.44it/s]


dev:  28%|██▊       | 763/2703 [01:07<02:12, 14.64it/s]


dev:  28%|██▊       | 765/2703 [01:07<02:07, 15.22it/s]


dev:  28%|██▊       | 767/2703 [01:07<02:04, 15.50it/s]


dev:  28%|██▊       | 769/2703 [01:07<02:04, 15.54it/s]


dev:  29%|██▊       | 771/2703 [01:08<02:04, 15.56it/s]


dev:  29%|██▊       | 773/2703 [01:08<02:03, 15.64it/s]


dev:  29%|██▊       | 775/2703 [01:08<02:02, 15.71it/s]


dev:  29%|██▊       | 777/2703 [01:08<02:05, 15.35it/s]


dev:  29%|██▉       | 779/2703 [01:08<02:06, 15.23it/s]


dev:  29%|██▉       | 781/2703 [01:08<02:05, 15.36it/s]


dev:  29%|██▉       | 783/2703 [01:08<02:05, 15.33it/s]


dev:  29%|██▉       | 785/2703 [01:08<02:06, 15.16it/s]


dev:  29%|██▉       | 787/2703 [01:09<02:01, 15.71it/s]


dev:  29%|██▉       | 789/2703 [01:09<01:59, 16.01it/s]


dev:  29%|██▉       | 791/2703 [01:09<01:57, 16.29it/s]


dev:  29%|██▉       | 793/2703 [01:09<02:02, 15.61it/s]


dev:  29%|██▉       | 795/2703 [01:09<01:59, 15.92it/s]


dev:  29%|██▉       | 797/2703 [01:09<01:59, 15.98it/s]


dev:  30%|██▉       | 799/2703 [01:09<01:57, 16.25it/s]


dev:  30%|██▉       | 801/2703 [01:09<01:59, 15.89it/s]


dev:  30%|██▉       | 803/2703 [01:10<01:59, 15.91it/s]


dev:  30%|██▉       | 805/2703 [01:10<02:01, 15.65it/s]


dev:  30%|██▉       | 807/2703 [01:10<01:59, 15.81it/s]


dev:  30%|██▉       | 809/2703 [01:10<01:58, 15.99it/s]


dev:  30%|███       | 811/2703 [01:10<01:56, 16.27it/s]


dev:  30%|███       | 813/2703 [01:10<01:51, 16.91it/s]


dev:  30%|███       | 815/2703 [01:10<01:54, 16.43it/s]


dev:  30%|███       | 817/2703 [01:10<02:00, 15.62it/s]


dev:  30%|███       | 819/2703 [01:11<01:58, 15.90it/s]


dev:  30%|███       | 821/2703 [01:11<01:57, 16.08it/s]


dev:  30%|███       | 823/2703 [01:11<01:56, 16.15it/s]


dev:  31%|███       | 825/2703 [01:11<01:55, 16.29it/s]


dev:  31%|███       | 827/2703 [01:11<01:57, 16.03it/s]


dev:  31%|███       | 829/2703 [01:11<01:58, 15.86it/s]


dev:  31%|███       | 831/2703 [01:11<01:52, 16.61it/s]


dev:  31%|███       | 833/2703 [01:11<01:57, 15.92it/s]


dev:  31%|███       | 835/2703 [01:12<01:55, 16.23it/s]


dev:  31%|███       | 837/2703 [01:12<01:51, 16.67it/s]


dev:  31%|███       | 839/2703 [01:12<01:49, 17.09it/s]


dev:  31%|███       | 841/2703 [01:12<01:52, 16.60it/s]


dev:  31%|███       | 843/2703 [01:12<01:57, 15.79it/s]


dev:  31%|███▏      | 845/2703 [01:12<01:58, 15.65it/s]


dev:  31%|███▏      | 847/2703 [01:12<02:02, 15.12it/s]


dev:  31%|███▏      | 849/2703 [01:12<02:02, 15.15it/s]


dev:  31%|███▏      | 851/2703 [01:13<01:57, 15.70it/s]


dev:  32%|███▏      | 854/2703 [01:13<01:52, 16.38it/s]


dev:  32%|███▏      | 856/2703 [01:13<01:51, 16.54it/s]


dev:  32%|███▏      | 858/2703 [01:13<01:52, 16.36it/s]


dev:  32%|███▏      | 860/2703 [01:13<01:57, 15.66it/s]


dev:  32%|███▏      | 862/2703 [01:13<02:00, 15.33it/s]


dev:  32%|███▏      | 864/2703 [01:13<01:57, 15.64it/s]


dev:  32%|███▏      | 866/2703 [01:14<01:57, 15.68it/s]


dev:  32%|███▏      | 868/2703 [01:14<01:55, 15.83it/s]


dev:  32%|███▏      | 870/2703 [01:14<01:50, 16.62it/s]


dev:  32%|███▏      | 872/2703 [01:14<01:53, 16.17it/s]


dev:  32%|███▏      | 874/2703 [01:14<01:51, 16.35it/s]


dev:  32%|███▏      | 876/2703 [01:14<01:49, 16.74it/s]


dev:  32%|███▏      | 878/2703 [01:14<01:48, 16.86it/s]


dev:  33%|███▎      | 880/2703 [01:14<01:50, 16.54it/s]


dev:  33%|███▎      | 882/2703 [01:14<01:51, 16.31it/s]


dev:  33%|███▎      | 884/2703 [01:15<01:54, 15.93it/s]


dev:  33%|███▎      | 886/2703 [01:15<01:58, 15.31it/s]


dev:  33%|███▎      | 888/2703 [01:15<01:55, 15.75it/s]


dev:  33%|███▎      | 890/2703 [01:15<01:54, 15.87it/s]


dev:  33%|███▎      | 892/2703 [01:15<01:56, 15.48it/s]


dev:  33%|███▎      | 894/2703 [01:15<01:58, 15.27it/s]


dev:  33%|███▎      | 896/2703 [01:15<01:54, 15.72it/s]


dev:  33%|███▎      | 898/2703 [01:16<01:53, 15.93it/s]


dev:  33%|███▎      | 900/2703 [01:16<01:52, 16.05it/s]


dev:  33%|███▎      | 902/2703 [01:16<01:55, 15.63it/s]


dev:  33%|███▎      | 904/2703 [01:16<01:54, 15.72it/s]


dev:  34%|███▎      | 906/2703 [01:16<01:52, 16.01it/s]


dev:  34%|███▎      | 908/2703 [01:16<01:58, 15.21it/s]


dev:  34%|███▎      | 910/2703 [01:16<01:53, 15.86it/s]


dev:  34%|███▎      | 912/2703 [01:16<01:54, 15.67it/s]


dev:  34%|███▍      | 914/2703 [01:17<01:52, 15.87it/s]


dev:  34%|███▍      | 917/2703 [01:17<01:43, 17.25it/s]


dev:  34%|███▍      | 919/2703 [01:17<01:48, 16.45it/s]


dev:  34%|███▍      | 921/2703 [01:17<01:44, 17.02it/s]


dev:  34%|███▍      | 923/2703 [01:17<01:50, 16.09it/s]


dev:  34%|███▍      | 925/2703 [01:17<01:45, 16.78it/s]


dev:  34%|███▍      | 927/2703 [01:17<01:44, 16.97it/s]


dev:  34%|███▍      | 929/2703 [01:17<01:45, 16.76it/s]


dev:  34%|███▍      | 931/2703 [01:18<01:43, 17.14it/s]


dev:  35%|███▍      | 933/2703 [01:18<01:40, 17.60it/s]


dev:  35%|███▍      | 935/2703 [01:18<01:42, 17.24it/s]


dev:  35%|███▍      | 937/2703 [01:18<01:41, 17.32it/s]


dev:  35%|███▍      | 939/2703 [01:18<01:41, 17.42it/s]


dev:  35%|███▍      | 941/2703 [01:18<01:40, 17.52it/s]


dev:  35%|███▍      | 943/2703 [01:18<01:42, 17.22it/s]


dev:  35%|███▍      | 945/2703 [01:18<01:38, 17.82it/s]


dev:  35%|███▌      | 947/2703 [01:18<01:43, 16.94it/s]


dev:  35%|███▌      | 949/2703 [01:19<01:44, 16.86it/s]


dev:  35%|███▌      | 951/2703 [01:19<01:39, 17.56it/s]


dev:  35%|███▌      | 953/2703 [01:19<01:38, 17.73it/s]


dev:  35%|███▌      | 955/2703 [01:19<01:43, 16.85it/s]


dev:  35%|███▌      | 957/2703 [01:19<01:41, 17.14it/s]


dev:  36%|███▌      | 960/2703 [01:19<01:36, 18.06it/s]


dev:  36%|███▌      | 962/2703 [01:19<01:37, 17.93it/s]


dev:  36%|███▌      | 964/2703 [01:19<01:36, 17.96it/s]


dev:  36%|███▌      | 966/2703 [01:19<01:34, 18.30it/s]


dev:  36%|███▌      | 968/2703 [01:20<01:35, 18.24it/s]


dev:  36%|███▌      | 970/2703 [01:20<01:38, 17.57it/s]


dev:  36%|███▌      | 972/2703 [01:20<01:40, 17.16it/s]


dev:  36%|███▌      | 974/2703 [01:20<01:42, 16.83it/s]


dev:  36%|███▌      | 976/2703 [01:20<01:45, 16.39it/s]


dev:  36%|███▌      | 978/2703 [01:20<01:44, 16.47it/s]


dev:  36%|███▋      | 980/2703 [01:20<01:39, 17.34it/s]


dev:  36%|███▋      | 982/2703 [01:20<01:38, 17.39it/s]


dev:  36%|███▋      | 984/2703 [01:21<01:40, 17.13it/s]


dev:  36%|███▋      | 986/2703 [01:21<01:38, 17.51it/s]


dev:  37%|███▋      | 988/2703 [01:21<01:36, 17.82it/s]


dev:  37%|███▋      | 990/2703 [01:21<01:37, 17.52it/s]


dev:  37%|███▋      | 992/2703 [01:21<01:40, 17.10it/s]


dev:  37%|███▋      | 995/2703 [01:21<01:35, 17.83it/s]


dev:  37%|███▋      | 997/2703 [01:21<01:37, 17.59it/s]


dev:  37%|███▋      | 999/2703 [01:21<01:36, 17.73it/s]


dev:  37%|███▋      | 1001/2703 [01:22<01:35, 17.80it/s]


dev:  37%|███▋      | 1003/2703 [01:22<01:40, 16.87it/s]


dev:  37%|███▋      | 1005/2703 [01:22<01:39, 17.00it/s]


dev:  37%|███▋      | 1007/2703 [01:22<01:40, 16.81it/s]


dev:  37%|███▋      | 1009/2703 [01:22<01:38, 17.13it/s]


dev:  37%|███▋      | 1011/2703 [01:22<01:41, 16.74it/s]


dev:  37%|███▋      | 1013/2703 [01:22<01:36, 17.59it/s]


dev:  38%|███▊      | 1015/2703 [01:22<01:39, 16.97it/s]


dev:  38%|███▊      | 1017/2703 [01:22<01:40, 16.77it/s]


dev:  38%|███▊      | 1020/2703 [01:23<01:31, 18.35it/s]


dev:  38%|███▊      | 1022/2703 [01:23<01:32, 18.22it/s]


dev:  38%|███▊      | 1024/2703 [01:23<01:34, 17.71it/s]


dev:  38%|███▊      | 1026/2703 [01:23<01:39, 16.79it/s]


dev:  38%|███▊      | 1028/2703 [01:23<01:37, 17.17it/s]


dev:  38%|███▊      | 1030/2703 [01:23<01:38, 16.95it/s]


dev:  38%|███▊      | 1032/2703 [01:23<01:37, 17.06it/s]


dev:  38%|███▊      | 1034/2703 [01:23<01:35, 17.39it/s]


dev:  38%|███▊      | 1036/2703 [01:24<01:37, 17.05it/s]


dev:  38%|███▊      | 1038/2703 [01:24<01:44, 15.90it/s]


dev:  38%|███▊      | 1040/2703 [01:24<01:41, 16.46it/s]


dev:  39%|███▊      | 1042/2703 [01:24<01:40, 16.57it/s]


dev:  39%|███▊      | 1044/2703 [01:24<01:39, 16.73it/s]


dev:  39%|███▊      | 1046/2703 [01:24<01:37, 17.01it/s]


dev:  39%|███▉      | 1048/2703 [01:24<01:39, 16.60it/s]


dev:  39%|███▉      | 1050/2703 [01:24<01:39, 16.56it/s]


dev:  39%|███▉      | 1052/2703 [01:25<01:36, 17.08it/s]


dev:  39%|███▉      | 1055/2703 [01:25<01:30, 18.30it/s]


dev:  39%|███▉      | 1057/2703 [01:25<01:30, 18.25it/s]


dev:  39%|███▉      | 1060/2703 [01:25<01:28, 18.62it/s]


dev:  39%|███▉      | 1062/2703 [01:25<01:29, 18.36it/s]


dev:  39%|███▉      | 1064/2703 [01:25<01:28, 18.43it/s]


dev:  39%|███▉      | 1066/2703 [01:25<01:31, 17.83it/s]


dev:  40%|███▉      | 1068/2703 [01:25<01:34, 17.22it/s]


dev:  40%|███▉      | 1070/2703 [01:26<01:36, 16.98it/s]


dev:  40%|███▉      | 1072/2703 [01:26<01:32, 17.59it/s]


dev:  40%|███▉      | 1074/2703 [01:26<01:31, 17.78it/s]


dev:  40%|███▉      | 1076/2703 [01:26<01:32, 17.63it/s]


dev:  40%|███▉      | 1078/2703 [01:26<01:31, 17.74it/s]


dev:  40%|███▉      | 1080/2703 [01:26<01:30, 17.95it/s]


dev:  40%|████      | 1082/2703 [01:26<01:30, 17.95it/s]


dev:  40%|████      | 1085/2703 [01:26<01:24, 19.12it/s]


dev:  40%|████      | 1087/2703 [01:26<01:27, 18.44it/s]


dev:  40%|████      | 1089/2703 [01:27<01:26, 18.71it/s]


dev:  40%|████      | 1091/2703 [01:27<01:25, 18.91it/s]


dev:  40%|████      | 1093/2703 [01:27<01:28, 18.21it/s]


dev:  41%|████      | 1095/2703 [01:27<01:27, 18.38it/s]


dev:  41%|████      | 1098/2703 [01:27<01:24, 19.04it/s]


dev:  41%|████      | 1100/2703 [01:27<01:23, 19.16it/s]


dev:  41%|████      | 1102/2703 [01:27<01:26, 18.62it/s]


dev:  41%|████      | 1104/2703 [01:27<01:29, 17.91it/s]


dev:  41%|████      | 1106/2703 [01:27<01:28, 18.14it/s]


dev:  41%|████      | 1108/2703 [01:28<01:31, 17.52it/s]


dev:  41%|████      | 1110/2703 [01:28<01:29, 17.79it/s]


dev:  41%|████      | 1112/2703 [01:28<01:26, 18.35it/s]


dev:  41%|████      | 1114/2703 [01:28<01:27, 18.16it/s]


dev:  41%|████▏     | 1116/2703 [01:28<01:29, 17.64it/s]


dev:  41%|████▏     | 1118/2703 [01:28<01:28, 17.94it/s]


dev:  41%|████▏     | 1120/2703 [01:28<01:31, 17.26it/s]


dev:  42%|████▏     | 1122/2703 [01:28<01:31, 17.29it/s]


dev:  42%|████▏     | 1124/2703 [01:29<01:31, 17.29it/s]


dev:  42%|████▏     | 1126/2703 [01:29<01:34, 16.75it/s]


dev:  42%|████▏     | 1128/2703 [01:29<01:31, 17.30it/s]


dev:  42%|████▏     | 1130/2703 [01:29<01:30, 17.44it/s]


dev:  42%|████▏     | 1132/2703 [01:29<01:32, 17.06it/s]


dev:  42%|████▏     | 1134/2703 [01:29<01:28, 17.70it/s]


dev:  42%|████▏     | 1137/2703 [01:29<01:26, 18.13it/s]


dev:  42%|████▏     | 1139/2703 [01:29<01:25, 18.22it/s]


dev:  42%|████▏     | 1141/2703 [01:29<01:25, 18.29it/s]


dev:  42%|████▏     | 1143/2703 [01:30<01:28, 17.63it/s]


dev:  42%|████▏     | 1145/2703 [01:30<01:27, 17.81it/s]


dev:  42%|████▏     | 1147/2703 [01:30<01:25, 18.13it/s]


dev:  43%|████▎     | 1149/2703 [01:30<01:26, 17.87it/s]


dev:  43%|████▎     | 1151/2703 [01:30<01:32, 16.84it/s]


dev:  43%|████▎     | 1153/2703 [01:30<01:28, 17.48it/s]


dev:  43%|████▎     | 1156/2703 [01:30<01:25, 18.17it/s]


dev:  43%|████▎     | 1158/2703 [01:30<01:23, 18.57it/s]


dev:  43%|████▎     | 1160/2703 [01:31<01:21, 18.94it/s]


dev:  43%|████▎     | 1162/2703 [01:31<01:23, 18.46it/s]


dev:  43%|████▎     | 1165/2703 [01:31<01:22, 18.62it/s]


dev:  43%|████▎     | 1167/2703 [01:31<01:23, 18.36it/s]


dev:  43%|████▎     | 1169/2703 [01:31<01:23, 18.45it/s]


dev:  43%|████▎     | 1171/2703 [01:31<01:22, 18.48it/s]


dev:  43%|████▎     | 1173/2703 [01:31<01:24, 18.05it/s]


dev:  43%|████▎     | 1175/2703 [01:31<01:24, 18.14it/s]


dev:  44%|████▎     | 1177/2703 [01:31<01:24, 18.13it/s]


dev:  44%|████▎     | 1179/2703 [01:32<01:25, 17.73it/s]


dev:  44%|████▎     | 1182/2703 [01:32<01:23, 18.29it/s]


dev:  44%|████▍     | 1184/2703 [01:32<01:25, 17.67it/s]


dev:  44%|████▍     | 1186/2703 [01:32<01:24, 17.98it/s]


dev:  44%|████▍     | 1188/2703 [01:32<01:27, 17.29it/s]


dev:  44%|████▍     | 1190/2703 [01:32<01:27, 17.20it/s]


dev:  44%|████▍     | 1192/2703 [01:32<01:27, 17.17it/s]


dev:  44%|████▍     | 1194/2703 [01:32<01:26, 17.54it/s]


dev:  44%|████▍     | 1197/2703 [01:33<01:23, 17.97it/s]


dev:  44%|████▍     | 1199/2703 [01:33<01:22, 18.31it/s]


dev:  44%|████▍     | 1201/2703 [01:33<01:21, 18.38it/s]


dev:  45%|████▍     | 1203/2703 [01:33<01:21, 18.50it/s]


dev:  45%|████▍     | 1205/2703 [01:33<01:20, 18.51it/s]


dev:  45%|████▍     | 1207/2703 [01:33<01:19, 18.82it/s]


dev:  45%|████▍     | 1209/2703 [01:33<01:18, 19.07it/s]


dev:  45%|████▍     | 1211/2703 [01:33<01:23, 17.82it/s]


dev:  45%|████▍     | 1214/2703 [01:34<01:21, 18.18it/s]


dev:  45%|████▍     | 1216/2703 [01:34<01:24, 17.58it/s]


dev:  45%|████▌     | 1218/2703 [01:34<01:22, 18.01it/s]


dev:  45%|████▌     | 1220/2703 [01:34<01:20, 18.32it/s]


dev:  45%|████▌     | 1223/2703 [01:34<01:18, 18.76it/s]


dev:  45%|████▌     | 1226/2703 [01:34<01:16, 19.19it/s]


dev:  45%|████▌     | 1228/2703 [01:34<01:17, 19.05it/s]


dev:  46%|████▌     | 1230/2703 [01:34<01:19, 18.48it/s]


dev:  46%|████▌     | 1232/2703 [01:34<01:18, 18.71it/s]


dev:  46%|████▌     | 1234/2703 [01:35<01:20, 18.14it/s]


dev:  46%|████▌     | 1236/2703 [01:35<01:21, 17.92it/s]


dev:  46%|████▌     | 1239/2703 [01:35<01:19, 18.42it/s]


dev:  46%|████▌     | 1241/2703 [01:35<01:20, 18.27it/s]


dev:  46%|████▌     | 1243/2703 [01:35<01:19, 18.38it/s]


dev:  46%|████▌     | 1245/2703 [01:35<01:18, 18.47it/s]


dev:  46%|████▌     | 1247/2703 [01:35<01:20, 18.00it/s]


dev:  46%|████▌     | 1250/2703 [01:35<01:18, 18.44it/s]


dev:  46%|████▋     | 1252/2703 [01:36<01:18, 18.49it/s]


dev:  46%|████▋     | 1254/2703 [01:36<01:19, 18.28it/s]


dev:  47%|████▋     | 1257/2703 [01:36<01:15, 19.09it/s]


dev:  47%|████▋     | 1259/2703 [01:36<01:15, 19.08it/s]


dev:  47%|████▋     | 1262/2703 [01:36<01:16, 18.86it/s]


dev:  47%|████▋     | 1264/2703 [01:36<01:16, 18.75it/s]


dev:  47%|████▋     | 1266/2703 [01:36<01:17, 18.60it/s]


dev:  47%|████▋     | 1269/2703 [01:36<01:14, 19.16it/s]


dev:  47%|████▋     | 1271/2703 [01:37<01:15, 19.03it/s]


dev:  47%|████▋     | 1273/2703 [01:37<01:15, 19.06it/s]


dev:  47%|████▋     | 1275/2703 [01:37<01:15, 19.03it/s]


dev:  47%|████▋     | 1277/2703 [01:37<01:15, 18.88it/s]


dev:  47%|████▋     | 1279/2703 [01:37<01:18, 18.13it/s]


dev:  47%|████▋     | 1281/2703 [01:37<01:21, 17.36it/s]


dev:  47%|████▋     | 1283/2703 [01:37<01:23, 17.05it/s]


dev:  48%|████▊     | 1286/2703 [01:37<01:16, 18.46it/s]


dev:  48%|████▊     | 1288/2703 [01:38<01:18, 18.00it/s]


dev:  48%|████▊     | 1290/2703 [01:38<01:16, 18.47it/s]


dev:  48%|████▊     | 1292/2703 [01:38<01:18, 18.06it/s]


dev:  48%|████▊     | 1294/2703 [01:38<01:19, 17.67it/s]


dev:  48%|████▊     | 1296/2703 [01:38<01:17, 18.16it/s]


dev:  48%|████▊     | 1298/2703 [01:38<01:18, 17.92it/s]


dev:  48%|████▊     | 1300/2703 [01:38<01:18, 17.97it/s]


dev:  48%|████▊     | 1302/2703 [01:38<01:20, 17.51it/s]


dev:  48%|████▊     | 1305/2703 [01:38<01:16, 18.16it/s]


dev:  48%|████▊     | 1308/2703 [01:39<01:12, 19.27it/s]


dev:  49%|████▊     | 1311/2703 [01:39<01:09, 20.05it/s]


dev:  49%|████▊     | 1313/2703 [01:39<01:10, 19.63it/s]


dev:  49%|████▊     | 1316/2703 [01:39<01:09, 20.06it/s]


dev:  49%|████▉     | 1318/2703 [01:39<01:09, 20.02it/s]


dev:  49%|████▉     | 1320/2703 [01:39<01:12, 19.06it/s]


dev:  49%|████▉     | 1322/2703 [01:39<01:13, 18.92it/s]


dev:  49%|████▉     | 1324/2703 [01:39<01:14, 18.45it/s]


dev:  49%|████▉     | 1326/2703 [01:40<01:15, 18.31it/s]


dev:  49%|████▉     | 1328/2703 [01:40<01:16, 17.91it/s]


dev:  49%|████▉     | 1330/2703 [01:40<01:16, 17.91it/s]


dev:  49%|████▉     | 1332/2703 [01:40<01:14, 18.39it/s]


dev:  49%|████▉     | 1334/2703 [01:40<01:13, 18.59it/s]


dev:  49%|████▉     | 1337/2703 [01:40<01:14, 18.28it/s]


dev:  50%|████▉     | 1340/2703 [01:40<01:11, 19.13it/s]


dev:  50%|████▉     | 1342/2703 [01:40<01:10, 19.22it/s]


dev:  50%|████▉     | 1345/2703 [01:41<01:10, 19.15it/s]


dev:  50%|████▉     | 1347/2703 [01:41<01:12, 18.64it/s]


dev:  50%|████▉     | 1350/2703 [01:41<01:08, 19.68it/s]


dev:  50%|█████     | 1352/2703 [01:41<01:11, 18.80it/s]


dev:  50%|█████     | 1355/2703 [01:41<01:09, 19.29it/s]


dev:  50%|█████     | 1358/2703 [01:41<01:07, 19.86it/s]


dev:  50%|█████     | 1360/2703 [01:41<01:08, 19.74it/s]


dev:  50%|█████     | 1363/2703 [01:41<01:06, 20.06it/s]


dev:  50%|█████     | 1365/2703 [01:42<01:08, 19.51it/s]


dev:  51%|█████     | 1368/2703 [01:42<01:09, 19.16it/s]


dev:  51%|█████     | 1370/2703 [01:42<01:11, 18.66it/s]


dev:  51%|█████     | 1372/2703 [01:42<01:13, 18.17it/s]


dev:  51%|█████     | 1374/2703 [01:42<01:12, 18.27it/s]


dev:  51%|█████     | 1376/2703 [01:42<01:12, 18.27it/s]


dev:  51%|█████     | 1378/2703 [01:42<01:11, 18.57it/s]


dev:  51%|█████     | 1381/2703 [01:42<01:06, 19.78it/s]


dev:  51%|█████     | 1383/2703 [01:43<01:06, 19.82it/s]


dev:  51%|█████▏    | 1386/2703 [01:43<01:06, 19.68it/s]


dev:  51%|█████▏    | 1388/2703 [01:43<01:08, 19.29it/s]


dev:  51%|█████▏    | 1390/2703 [01:43<01:08, 19.19it/s]


dev:  51%|█████▏    | 1392/2703 [01:43<01:08, 19.13it/s]


dev:  52%|█████▏    | 1394/2703 [01:43<01:08, 19.03it/s]


dev:  52%|█████▏    | 1396/2703 [01:43<01:09, 18.90it/s]


dev:  52%|█████▏    | 1398/2703 [01:43<01:08, 19.04it/s]


dev:  52%|█████▏    | 1400/2703 [01:43<01:09, 18.65it/s]


dev:  52%|█████▏    | 1403/2703 [01:44<01:07, 19.24it/s]


dev:  52%|█████▏    | 1405/2703 [01:44<01:10, 18.51it/s]


dev:  52%|█████▏    | 1408/2703 [01:44<01:08, 18.96it/s]


dev:  52%|█████▏    | 1411/2703 [01:44<01:05, 19.84it/s]


dev:  52%|█████▏    | 1414/2703 [01:44<01:03, 20.24it/s]


dev:  52%|█████▏    | 1417/2703 [01:44<01:02, 20.49it/s]


dev:  53%|█████▎    | 1420/2703 [01:44<01:01, 20.75it/s]


dev:  53%|█████▎    | 1423/2703 [01:45<01:01, 20.89it/s]


dev:  53%|█████▎    | 1426/2703 [01:45<01:01, 20.64it/s]


dev:  53%|█████▎    | 1429/2703 [01:45<01:01, 20.80it/s]


dev:  53%|█████▎    | 1432/2703 [01:45<01:00, 20.88it/s]


dev:  53%|█████▎    | 1435/2703 [01:45<01:02, 20.30it/s]


dev:  53%|█████▎    | 1438/2703 [01:45<01:03, 20.07it/s]


dev:  53%|█████▎    | 1441/2703 [01:45<01:05, 19.33it/s]


dev:  53%|█████▎    | 1443/2703 [01:46<01:05, 19.21it/s]


dev:  53%|█████▎    | 1446/2703 [01:46<01:06, 18.85it/s]


dev:  54%|█████▎    | 1449/2703 [01:46<01:06, 18.93it/s]


dev:  54%|█████▎    | 1452/2703 [01:46<01:03, 19.59it/s]


dev:  54%|█████▍    | 1455/2703 [01:46<01:01, 20.17it/s]


dev:  54%|█████▍    | 1458/2703 [01:46<01:01, 20.38it/s]


dev:  54%|█████▍    | 1461/2703 [01:46<01:01, 20.05it/s]


dev:  54%|█████▍    | 1464/2703 [01:47<01:03, 19.64it/s]


dev:  54%|█████▍    | 1467/2703 [01:47<01:01, 19.94it/s]


dev:  54%|█████▍    | 1470/2703 [01:47<01:00, 20.39it/s]


dev:  54%|█████▍    | 1473/2703 [01:47<01:03, 19.22it/s]


dev:  55%|█████▍    | 1475/2703 [01:47<01:03, 19.19it/s]


dev:  55%|█████▍    | 1477/2703 [01:47<01:03, 19.30it/s]


dev:  55%|█████▍    | 1480/2703 [01:47<01:01, 19.95it/s]


dev:  55%|█████▍    | 1482/2703 [01:48<01:02, 19.39it/s]


dev:  55%|█████▍    | 1485/2703 [01:48<01:03, 19.33it/s]


dev:  55%|█████▌    | 1487/2703 [01:48<01:03, 19.24it/s]


dev:  55%|█████▌    | 1490/2703 [01:48<01:01, 19.71it/s]


dev:  55%|█████▌    | 1493/2703 [01:48<01:00, 19.88it/s]


dev:  55%|█████▌    | 1495/2703 [01:48<01:01, 19.71it/s]


dev:  55%|█████▌    | 1497/2703 [01:48<01:01, 19.51it/s]


dev:  55%|█████▌    | 1500/2703 [01:48<00:58, 20.48it/s]


dev:  56%|█████▌    | 1503/2703 [01:49<00:57, 20.98it/s]


dev:  56%|█████▌    | 1506/2703 [01:49<00:57, 20.99it/s]


dev:  56%|█████▌    | 1509/2703 [01:49<00:55, 21.37it/s]


dev:  56%|█████▌    | 1512/2703 [01:49<00:54, 21.90it/s]


dev:  56%|█████▌    | 1515/2703 [01:49<00:56, 21.21it/s]


dev:  56%|█████▌    | 1518/2703 [01:49<00:57, 20.73it/s]


dev:  56%|█████▋    | 1521/2703 [01:49<00:58, 20.31it/s]


dev:  56%|█████▋    | 1524/2703 [01:50<00:55, 21.10it/s]


dev:  56%|█████▋    | 1527/2703 [01:50<00:57, 20.58it/s]


dev:  57%|█████▋    | 1530/2703 [01:50<00:58, 20.15it/s]


dev:  57%|█████▋    | 1533/2703 [01:50<00:58, 20.15it/s]


dev:  57%|█████▋    | 1536/2703 [01:50<00:57, 20.22it/s]


dev:  57%|█████▋    | 1539/2703 [01:50<00:57, 20.32it/s]


dev:  57%|█████▋    | 1542/2703 [01:50<00:55, 21.02it/s]


dev:  57%|█████▋    | 1545/2703 [01:51<00:54, 21.16it/s]


dev:  57%|█████▋    | 1548/2703 [01:51<00:54, 21.26it/s]


dev:  57%|█████▋    | 1551/2703 [01:51<00:55, 20.67it/s]


dev:  57%|█████▋    | 1554/2703 [01:51<00:54, 21.14it/s]


dev:  58%|█████▊    | 1557/2703 [01:51<00:55, 20.50it/s]


dev:  58%|█████▊    | 1560/2703 [01:51<00:56, 20.36it/s]


dev:  58%|█████▊    | 1563/2703 [01:51<00:54, 20.93it/s]


dev:  58%|█████▊    | 1566/2703 [01:52<00:53, 21.22it/s]


dev:  58%|█████▊    | 1569/2703 [01:52<00:54, 20.63it/s]


dev:  58%|█████▊    | 1572/2703 [01:52<00:55, 20.34it/s]


dev:  58%|█████▊    | 1575/2703 [01:52<00:54, 20.71it/s]


dev:  58%|█████▊    | 1578/2703 [01:52<00:55, 20.40it/s]


dev:  58%|█████▊    | 1581/2703 [01:52<00:53, 20.92it/s]


dev:  59%|█████▊    | 1584/2703 [01:52<00:54, 20.55it/s]


dev:  59%|█████▊    | 1587/2703 [01:53<00:52, 21.26it/s]


dev:  59%|█████▉    | 1590/2703 [01:53<00:54, 20.40it/s]


dev:  59%|█████▉    | 1593/2703 [01:53<00:53, 20.88it/s]


dev:  59%|█████▉    | 1596/2703 [01:53<00:54, 20.45it/s]


dev:  59%|█████▉    | 1599/2703 [01:53<00:52, 21.06it/s]


dev:  59%|█████▉    | 1602/2703 [01:53<00:50, 21.64it/s]


dev:  59%|█████▉    | 1605/2703 [01:53<00:51, 21.30it/s]


dev:  59%|█████▉    | 1608/2703 [01:54<00:53, 20.51it/s]


dev:  60%|█████▉    | 1611/2703 [01:54<00:53, 20.58it/s]


dev:  60%|█████▉    | 1614/2703 [01:54<00:54, 20.11it/s]


dev:  60%|█████▉    | 1617/2703 [01:54<00:54, 19.85it/s]


dev:  60%|█████▉    | 1620/2703 [01:54<00:53, 20.33it/s]


dev:  60%|██████    | 1623/2703 [01:54<00:51, 20.84it/s]


dev:  60%|██████    | 1626/2703 [01:54<00:49, 21.66it/s]


dev:  60%|██████    | 1629/2703 [01:55<00:48, 21.96it/s]


dev:  60%|██████    | 1632/2703 [01:55<00:48, 22.20it/s]


dev:  60%|██████    | 1635/2703 [01:55<00:48, 21.80it/s]


dev:  61%|██████    | 1638/2703 [01:55<00:47, 22.44it/s]


dev:  61%|██████    | 1641/2703 [01:55<00:49, 21.63it/s]


dev:  61%|██████    | 1644/2703 [01:55<00:48, 21.85it/s]


dev:  61%|██████    | 1647/2703 [01:55<00:47, 22.15it/s]


dev:  61%|██████    | 1650/2703 [01:56<00:47, 22.12it/s]


dev:  61%|██████    | 1653/2703 [01:56<00:46, 22.44it/s]


dev:  61%|██████▏   | 1656/2703 [01:56<00:45, 23.15it/s]


dev:  61%|██████▏   | 1659/2703 [01:56<00:46, 22.52it/s]


dev:  61%|██████▏   | 1662/2703 [01:56<00:47, 21.91it/s]


dev:  62%|██████▏   | 1665/2703 [01:56<00:46, 22.10it/s]


dev:  62%|██████▏   | 1668/2703 [01:56<00:46, 22.21it/s]


dev:  62%|██████▏   | 1671/2703 [01:57<00:48, 21.49it/s]


dev:  62%|██████▏   | 1674/2703 [01:57<00:49, 20.77it/s]


dev:  62%|██████▏   | 1677/2703 [01:57<00:50, 20.48it/s]


dev:  62%|██████▏   | 1680/2703 [01:57<00:49, 20.73it/s]


dev:  62%|██████▏   | 1683/2703 [01:57<00:49, 20.75it/s]


dev:  62%|██████▏   | 1686/2703 [01:57<00:47, 21.41it/s]


dev:  62%|██████▏   | 1689/2703 [01:57<00:47, 21.41it/s]


dev:  63%|██████▎   | 1692/2703 [01:58<00:47, 21.08it/s]


dev:  63%|██████▎   | 1695/2703 [01:58<00:46, 21.85it/s]


dev:  63%|██████▎   | 1698/2703 [01:58<00:47, 21.37it/s]


dev:  63%|██████▎   | 1701/2703 [01:58<00:47, 21.25it/s]


dev:  63%|██████▎   | 1704/2703 [01:58<00:48, 20.80it/s]


dev:  63%|██████▎   | 1707/2703 [01:58<00:49, 20.15it/s]


dev:  63%|██████▎   | 1710/2703 [01:58<00:47, 20.98it/s]


dev:  63%|██████▎   | 1713/2703 [01:59<00:47, 20.99it/s]


dev:  63%|██████▎   | 1716/2703 [01:59<00:46, 21.15it/s]


dev:  64%|██████▎   | 1719/2703 [01:59<00:45, 21.44it/s]


dev:  64%|██████▎   | 1722/2703 [01:59<00:44, 21.91it/s]


dev:  64%|██████▍   | 1725/2703 [01:59<00:45, 21.70it/s]


dev:  64%|██████▍   | 1728/2703 [01:59<00:43, 22.20it/s]


dev:  64%|██████▍   | 1731/2703 [01:59<00:42, 22.63it/s]


dev:  64%|██████▍   | 1734/2703 [01:59<00:42, 22.67it/s]


dev:  64%|██████▍   | 1737/2703 [02:00<00:43, 22.15it/s]


dev:  64%|██████▍   | 1740/2703 [02:00<00:43, 22.36it/s]


dev:  64%|██████▍   | 1743/2703 [02:00<00:43, 22.17it/s]


dev:  65%|██████▍   | 1746/2703 [02:00<00:42, 22.50it/s]


dev:  65%|██████▍   | 1749/2703 [02:00<00:43, 22.11it/s]


dev:  65%|██████▍   | 1752/2703 [02:00<00:42, 22.54it/s]


dev:  65%|██████▍   | 1755/2703 [02:00<00:42, 22.24it/s]


dev:  65%|██████▌   | 1758/2703 [02:01<00:42, 22.41it/s]


dev:  65%|██████▌   | 1761/2703 [02:01<00:42, 21.97it/s]


dev:  65%|██████▌   | 1764/2703 [02:01<00:43, 21.80it/s]


dev:  65%|██████▌   | 1767/2703 [02:01<00:43, 21.39it/s]


dev:  65%|██████▌   | 1770/2703 [02:01<00:43, 21.66it/s]


dev:  66%|██████▌   | 1773/2703 [02:01<00:42, 22.12it/s]


dev:  66%|██████▌   | 1776/2703 [02:01<00:41, 22.22it/s]


dev:  66%|██████▌   | 1779/2703 [02:02<00:41, 22.20it/s]


dev:  66%|██████▌   | 1782/2703 [02:02<00:42, 21.74it/s]


dev:  66%|██████▌   | 1785/2703 [02:02<00:44, 20.84it/s]


dev:  66%|██████▌   | 1788/2703 [02:02<00:44, 20.73it/s]


dev:  66%|██████▋   | 1791/2703 [02:02<00:42, 21.36it/s]


dev:  66%|██████▋   | 1794/2703 [02:02<00:44, 20.54it/s]


dev:  66%|██████▋   | 1797/2703 [02:02<00:42, 21.28it/s]


dev:  67%|██████▋   | 1800/2703 [02:03<00:42, 21.29it/s]


dev:  67%|██████▋   | 1803/2703 [02:03<00:40, 21.95it/s]


dev:  67%|██████▋   | 1806/2703 [02:03<00:40, 21.96it/s]


dev:  67%|██████▋   | 1809/2703 [02:03<00:41, 21.74it/s]


dev:  67%|██████▋   | 1812/2703 [02:03<00:40, 21.92it/s]


dev:  67%|██████▋   | 1815/2703 [02:03<00:40, 22.12it/s]


dev:  67%|██████▋   | 1818/2703 [02:03<00:39, 22.69it/s]


dev:  67%|██████▋   | 1821/2703 [02:03<00:40, 21.80it/s]


dev:  67%|██████▋   | 1824/2703 [02:04<00:40, 21.97it/s]


dev:  68%|██████▊   | 1827/2703 [02:04<00:41, 21.27it/s]


dev:  68%|██████▊   | 1830/2703 [02:04<00:40, 21.69it/s]


dev:  68%|██████▊   | 1833/2703 [02:04<00:41, 21.20it/s]


dev:  68%|██████▊   | 1836/2703 [02:04<00:40, 21.40it/s]


dev:  68%|██████▊   | 1839/2703 [02:04<00:40, 21.42it/s]


dev:  68%|██████▊   | 1842/2703 [02:04<00:39, 21.60it/s]


dev:  68%|██████▊   | 1845/2703 [02:05<00:38, 22.16it/s]


dev:  68%|██████▊   | 1848/2703 [02:05<00:40, 21.09it/s]


dev:  68%|██████▊   | 1851/2703 [02:05<00:42, 20.29it/s]


dev:  69%|██████▊   | 1854/2703 [02:05<00:41, 20.62it/s]


dev:  69%|██████▊   | 1857/2703 [02:05<00:40, 20.75it/s]


dev:  69%|██████▉   | 1860/2703 [02:05<00:38, 21.68it/s]


dev:  69%|██████▉   | 1863/2703 [02:05<00:37, 22.28it/s]


dev:  69%|██████▉   | 1866/2703 [02:06<00:37, 22.13it/s]


dev:  69%|██████▉   | 1869/2703 [02:06<00:37, 22.27it/s]


dev:  69%|██████▉   | 1872/2703 [02:06<00:38, 21.59it/s]


dev:  69%|██████▉   | 1875/2703 [02:06<00:38, 21.61it/s]


dev:  69%|██████▉   | 1878/2703 [02:06<00:38, 21.17it/s]


dev:  70%|██████▉   | 1881/2703 [02:06<00:39, 20.76it/s]


dev:  70%|██████▉   | 1884/2703 [02:06<00:39, 20.93it/s]


dev:  70%|██████▉   | 1887/2703 [02:07<00:37, 21.95it/s]


dev:  70%|██████▉   | 1890/2703 [02:07<00:35, 22.78it/s]


dev:  70%|███████   | 1893/2703 [02:07<00:36, 22.02it/s]


dev:  70%|███████   | 1896/2703 [02:07<00:35, 22.65it/s]


dev:  70%|███████   | 1899/2703 [02:07<00:36, 22.30it/s]


dev:  70%|███████   | 1902/2703 [02:07<00:36, 21.85it/s]


dev:  70%|███████   | 1905/2703 [02:07<00:36, 21.71it/s]


dev:  71%|███████   | 1908/2703 [02:07<00:35, 22.24it/s]


dev:  71%|███████   | 1911/2703 [02:08<00:35, 22.37it/s]


dev:  71%|███████   | 1914/2703 [02:08<00:34, 22.59it/s]


dev:  71%|███████   | 1917/2703 [02:08<00:33, 23.29it/s]


dev:  71%|███████   | 1920/2703 [02:08<00:34, 22.93it/s]


dev:  71%|███████   | 1923/2703 [02:08<00:34, 22.75it/s]


dev:  71%|███████▏  | 1926/2703 [02:08<00:33, 23.45it/s]


dev:  71%|███████▏  | 1929/2703 [02:08<00:33, 22.90it/s]


dev:  71%|███████▏  | 1932/2703 [02:09<00:33, 22.87it/s]


dev:  72%|███████▏  | 1935/2703 [02:09<00:34, 22.26it/s]


dev:  72%|███████▏  | 1938/2703 [02:09<00:35, 21.61it/s]


dev:  72%|███████▏  | 1941/2703 [02:09<00:34, 21.79it/s]


dev:  72%|███████▏  | 1944/2703 [02:09<00:35, 21.41it/s]


dev:  72%|███████▏  | 1947/2703 [02:09<00:34, 21.74it/s]


dev:  72%|███████▏  | 1950/2703 [02:09<00:33, 22.25it/s]


dev:  72%|███████▏  | 1953/2703 [02:09<00:33, 22.30it/s]


dev:  72%|███████▏  | 1956/2703 [02:10<00:34, 21.50it/s]


dev:  72%|███████▏  | 1959/2703 [02:10<00:35, 21.05it/s]


dev:  73%|███████▎  | 1962/2703 [02:10<00:34, 21.68it/s]


dev:  73%|███████▎  | 1965/2703 [02:10<00:33, 21.88it/s]


dev:  73%|███████▎  | 1968/2703 [02:10<00:32, 22.80it/s]


dev:  73%|███████▎  | 1971/2703 [02:10<00:31, 23.37it/s]


dev:  73%|███████▎  | 1974/2703 [02:10<00:30, 23.75it/s]


dev:  73%|███████▎  | 1977/2703 [02:11<00:32, 22.65it/s]


dev:  73%|███████▎  | 1980/2703 [02:11<00:31, 23.00it/s]


dev:  73%|███████▎  | 1983/2703 [02:11<00:31, 22.90it/s]


dev:  73%|███████▎  | 1986/2703 [02:11<00:31, 22.62it/s]


dev:  74%|███████▎  | 1989/2703 [02:11<00:32, 22.30it/s]


dev:  74%|███████▎  | 1992/2703 [02:11<00:33, 21.32it/s]


dev:  74%|███████▍  | 1995/2703 [02:11<00:32, 21.95it/s]


dev:  74%|███████▍  | 1998/2703 [02:12<00:32, 21.72it/s]


dev:  74%|███████▍  | 2001/2703 [02:12<00:32, 21.83it/s]


dev:  74%|███████▍  | 2004/2703 [02:12<00:32, 21.68it/s]


dev:  74%|███████▍  | 2007/2703 [02:12<00:31, 22.37it/s]


dev:  74%|███████▍  | 2010/2703 [02:12<00:29, 23.14it/s]


dev:  74%|███████▍  | 2013/2703 [02:12<00:29, 23.30it/s]


dev:  75%|███████▍  | 2016/2703 [02:12<00:29, 23.26it/s]


dev:  75%|███████▍  | 2019/2703 [02:12<00:28, 24.06it/s]


dev:  75%|███████▍  | 2022/2703 [02:13<00:29, 23.14it/s]


dev:  75%|███████▍  | 2025/2703 [02:13<00:28, 23.40it/s]


dev:  75%|███████▌  | 2028/2703 [02:13<00:28, 23.94it/s]


dev:  75%|███████▌  | 2031/2703 [02:13<00:28, 23.99it/s]


dev:  75%|███████▌  | 2034/2703 [02:13<00:30, 21.98it/s]


dev:  75%|███████▌  | 2037/2703 [02:13<00:30, 22.03it/s]


dev:  75%|███████▌  | 2040/2703 [02:13<00:29, 22.59it/s]


dev:  76%|███████▌  | 2043/2703 [02:13<00:28, 22.82it/s]


dev:  76%|███████▌  | 2046/2703 [02:14<00:29, 21.93it/s]


dev:  76%|███████▌  | 2049/2703 [02:14<00:30, 21.73it/s]


dev:  76%|███████▌  | 2052/2703 [02:14<00:28, 22.53it/s]


dev:  76%|███████▌  | 2055/2703 [02:14<00:28, 22.35it/s]


dev:  76%|███████▌  | 2058/2703 [02:14<00:28, 22.32it/s]


dev:  76%|███████▌  | 2061/2703 [02:14<00:30, 21.25it/s]


dev:  76%|███████▋  | 2064/2703 [02:14<00:28, 22.54it/s]


dev:  76%|███████▋  | 2067/2703 [02:15<00:27, 23.18it/s]


dev:  77%|███████▋  | 2070/2703 [02:15<00:27, 23.17it/s]


dev:  77%|███████▋  | 2073/2703 [02:15<00:26, 23.41it/s]


dev:  77%|███████▋  | 2076/2703 [02:15<00:26, 24.08it/s]


dev:  77%|███████▋  | 2079/2703 [02:15<00:25, 24.17it/s]


dev:  77%|███████▋  | 2082/2703 [02:15<00:26, 23.51it/s]


dev:  77%|███████▋  | 2085/2703 [02:15<00:26, 23.49it/s]


dev:  77%|███████▋  | 2088/2703 [02:15<00:26, 23.56it/s]


dev:  77%|███████▋  | 2091/2703 [02:16<00:26, 22.81it/s]


dev:  77%|███████▋  | 2094/2703 [02:16<00:25, 23.73it/s]


dev:  78%|███████▊  | 2097/2703 [02:16<00:26, 23.10it/s]


dev:  78%|███████▊  | 2100/2703 [02:16<00:26, 22.70it/s]


dev:  78%|███████▊  | 2103/2703 [02:16<00:26, 22.94it/s]


dev:  78%|███████▊  | 2106/2703 [02:16<00:26, 22.91it/s]


dev:  78%|███████▊  | 2109/2703 [02:16<00:25, 23.74it/s]


dev:  78%|███████▊  | 2112/2703 [02:16<00:24, 23.91it/s]


dev:  78%|███████▊  | 2115/2703 [02:17<00:24, 23.98it/s]


dev:  78%|███████▊  | 2118/2703 [02:17<00:23, 24.38it/s]


dev:  78%|███████▊  | 2121/2703 [02:17<00:24, 23.44it/s]


dev:  79%|███████▊  | 2124/2703 [02:17<00:24, 23.65it/s]


dev:  79%|███████▊  | 2127/2703 [02:17<00:25, 23.00it/s]


dev:  79%|███████▉  | 2130/2703 [02:17<00:24, 23.10it/s]


dev:  79%|███████▉  | 2133/2703 [02:17<00:24, 23.38it/s]


dev:  79%|███████▉  | 2136/2703 [02:18<00:25, 22.39it/s]


dev:  79%|███████▉  | 2139/2703 [02:18<00:25, 21.99it/s]


dev:  79%|███████▉  | 2142/2703 [02:18<00:25, 22.03it/s]


dev:  79%|███████▉  | 2145/2703 [02:18<00:24, 22.61it/s]


dev:  79%|███████▉  | 2148/2703 [02:18<00:23, 23.20it/s]


dev:  80%|███████▉  | 2151/2703 [02:18<00:23, 23.06it/s]


dev:  80%|███████▉  | 2154/2703 [02:18<00:23, 23.57it/s]


dev:  80%|███████▉  | 2157/2703 [02:18<00:23, 23.63it/s]


dev:  80%|███████▉  | 2160/2703 [02:19<00:23, 22.81it/s]


dev:  80%|████████  | 2163/2703 [02:19<00:23, 23.22it/s]


dev:  80%|████████  | 2166/2703 [02:19<00:23, 22.56it/s]


dev:  80%|████████  | 2169/2703 [02:19<00:24, 22.02it/s]


dev:  80%|████████  | 2172/2703 [02:19<00:25, 21.16it/s]


dev:  80%|████████  | 2175/2703 [02:19<00:23, 22.13it/s]


dev:  81%|████████  | 2178/2703 [02:19<00:23, 22.79it/s]


dev:  81%|████████  | 2181/2703 [02:19<00:22, 23.43it/s]


dev:  81%|████████  | 2184/2703 [02:20<00:21, 24.27it/s]


dev:  81%|████████  | 2187/2703 [02:20<00:21, 23.51it/s]


dev:  81%|████████  | 2190/2703 [02:20<00:21, 23.65it/s]


dev:  81%|████████  | 2193/2703 [02:20<00:22, 22.91it/s]


dev:  81%|████████  | 2196/2703 [02:20<00:21, 23.60it/s]


dev:  81%|████████▏ | 2199/2703 [02:20<00:21, 23.90it/s]


dev:  81%|████████▏ | 2202/2703 [02:20<00:22, 22.54it/s]


dev:  82%|████████▏ | 2205/2703 [02:21<00:21, 22.96it/s]


dev:  82%|████████▏ | 2208/2703 [02:21<00:21, 23.05it/s]


dev:  82%|████████▏ | 2211/2703 [02:21<00:20, 23.88it/s]


dev:  82%|████████▏ | 2214/2703 [02:21<00:20, 24.23it/s]


dev:  82%|████████▏ | 2217/2703 [02:21<00:20, 23.78it/s]


dev:  82%|████████▏ | 2220/2703 [02:21<00:20, 23.53it/s]


dev:  82%|████████▏ | 2223/2703 [02:21<00:20, 22.88it/s]


dev:  82%|████████▏ | 2226/2703 [02:21<00:20, 22.79it/s]


dev:  82%|████████▏ | 2229/2703 [02:22<00:20, 23.32it/s]


dev:  83%|████████▎ | 2232/2703 [02:22<00:19, 23.70it/s]


dev:  83%|████████▎ | 2235/2703 [02:22<00:20, 23.26it/s]


dev:  83%|████████▎ | 2238/2703 [02:22<00:19, 24.10it/s]


dev:  83%|████████▎ | 2241/2703 [02:22<00:19, 24.09it/s]


dev:  83%|████████▎ | 2244/2703 [02:22<00:19, 23.52it/s]


dev:  83%|████████▎ | 2247/2703 [02:22<00:18, 24.15it/s]


dev:  83%|████████▎ | 2250/2703 [02:22<00:18, 23.89it/s]


dev:  83%|████████▎ | 2253/2703 [02:23<00:19, 23.62it/s]


dev:  83%|████████▎ | 2256/2703 [02:23<00:19, 22.56it/s]


dev:  84%|████████▎ | 2259/2703 [02:23<00:19, 23.01it/s]


dev:  84%|████████▎ | 2262/2703 [02:23<00:19, 23.02it/s]


dev:  84%|████████▍ | 2265/2703 [02:23<00:19, 22.75it/s]


dev:  84%|████████▍ | 2268/2703 [02:23<00:18, 23.13it/s]


dev:  84%|████████▍ | 2271/2703 [02:23<00:18, 23.84it/s]


dev:  84%|████████▍ | 2274/2703 [02:23<00:17, 24.91it/s]


dev:  84%|████████▍ | 2277/2703 [02:24<00:16, 25.21it/s]


dev:  84%|████████▍ | 2280/2703 [02:24<00:17, 23.96it/s]


dev:  84%|████████▍ | 2283/2703 [02:24<00:18, 23.07it/s]


dev:  85%|████████▍ | 2286/2703 [02:24<00:18, 22.90it/s]


dev:  85%|████████▍ | 2289/2703 [02:24<00:17, 23.62it/s]


dev:  85%|████████▍ | 2292/2703 [02:24<00:17, 23.29it/s]


dev:  85%|████████▍ | 2295/2703 [02:24<00:17, 23.64it/s]


dev:  85%|████████▌ | 2298/2703 [02:24<00:16, 24.24it/s]


dev:  85%|████████▌ | 2301/2703 [02:25<00:16, 24.21it/s]


dev:  85%|████████▌ | 2304/2703 [02:25<00:16, 23.98it/s]


dev:  85%|████████▌ | 2307/2703 [02:25<00:16, 23.59it/s]


dev:  85%|████████▌ | 2310/2703 [02:25<00:16, 23.60it/s]


dev:  86%|████████▌ | 2313/2703 [02:25<00:16, 23.81it/s]


dev:  86%|████████▌ | 2316/2703 [02:25<00:16, 23.89it/s]


dev:  86%|████████▌ | 2319/2703 [02:25<00:16, 23.05it/s]


dev:  86%|████████▌ | 2322/2703 [02:25<00:16, 23.20it/s]


dev:  86%|████████▌ | 2325/2703 [02:26<00:16, 23.49it/s]


dev:  86%|████████▌ | 2328/2703 [02:26<00:15, 23.92it/s]


dev:  86%|████████▌ | 2331/2703 [02:26<00:15, 23.70it/s]


dev:  86%|████████▋ | 2334/2703 [02:26<00:15, 24.33it/s]


dev:  86%|████████▋ | 2337/2703 [02:26<00:15, 23.90it/s]


dev:  87%|████████▋ | 2340/2703 [02:26<00:14, 24.64it/s]


dev:  87%|████████▋ | 2343/2703 [02:26<00:14, 24.47it/s]


dev:  87%|████████▋ | 2346/2703 [02:26<00:14, 25.02it/s]


dev:  87%|████████▋ | 2349/2703 [02:27<00:14, 24.38it/s]


dev:  87%|████████▋ | 2352/2703 [02:27<00:14, 24.74it/s]


dev:  87%|████████▋ | 2355/2703 [02:27<00:13, 25.30it/s]


dev:  87%|████████▋ | 2358/2703 [02:27<00:13, 25.73it/s]


dev:  87%|████████▋ | 2361/2703 [02:27<00:13, 25.67it/s]


dev:  87%|████████▋ | 2364/2703 [02:27<00:13, 25.90it/s]


dev:  88%|████████▊ | 2367/2703 [02:27<00:13, 25.40it/s]


dev:  88%|████████▊ | 2370/2703 [02:27<00:13, 25.41it/s]


dev:  88%|████████▊ | 2373/2703 [02:28<00:13, 25.18it/s]


dev:  88%|████████▊ | 2376/2703 [02:28<00:12, 25.50it/s]


dev:  88%|████████▊ | 2379/2703 [02:28<00:12, 24.97it/s]


dev:  88%|████████▊ | 2382/2703 [02:28<00:12, 25.19it/s]


dev:  88%|████████▊ | 2385/2703 [02:28<00:12, 25.26it/s]


dev:  88%|████████▊ | 2388/2703 [02:28<00:12, 25.29it/s]


dev:  88%|████████▊ | 2391/2703 [02:28<00:12, 24.98it/s]


dev:  89%|████████▊ | 2394/2703 [02:28<00:12, 25.47it/s]


dev:  89%|████████▊ | 2397/2703 [02:28<00:11, 25.78it/s]


dev:  89%|████████▉ | 2400/2703 [02:29<00:11, 25.78it/s]


dev:  89%|████████▉ | 2403/2703 [02:29<00:11, 26.65it/s]


dev:  89%|████████▉ | 2406/2703 [02:29<00:11, 26.29it/s]


dev:  89%|████████▉ | 2409/2703 [02:29<00:11, 25.28it/s]


dev:  89%|████████▉ | 2412/2703 [02:29<00:11, 25.04it/s]


dev:  89%|████████▉ | 2415/2703 [02:29<00:11, 25.33it/s]


dev:  89%|████████▉ | 2418/2703 [02:29<00:11, 25.52it/s]


dev:  90%|████████▉ | 2421/2703 [02:29<00:10, 26.35it/s]


dev:  90%|████████▉ | 2424/2703 [02:29<00:10, 25.42it/s]


dev:  90%|████████▉ | 2427/2703 [02:30<00:10, 25.57it/s]


dev:  90%|████████▉ | 2430/2703 [02:30<00:10, 26.24it/s]


dev:  90%|█████████ | 2433/2703 [02:30<00:10, 25.99it/s]


dev:  90%|█████████ | 2436/2703 [02:30<00:10, 25.14it/s]


dev:  90%|█████████ | 2439/2703 [02:30<00:10, 25.58it/s]


dev:  90%|█████████ | 2442/2703 [02:30<00:10, 25.28it/s]


dev:  90%|█████████ | 2445/2703 [02:30<00:10, 25.78it/s]


dev:  91%|█████████ | 2448/2703 [02:30<00:09, 25.54it/s]


dev:  91%|█████████ | 2451/2703 [02:31<00:09, 25.43it/s]


dev:  91%|█████████ | 2454/2703 [02:31<00:09, 25.73it/s]


dev:  91%|█████████ | 2457/2703 [02:31<00:10, 24.13it/s]


dev:  91%|█████████ | 2460/2703 [02:31<00:09, 24.50it/s]


dev:  91%|█████████ | 2463/2703 [02:31<00:09, 24.05it/s]


dev:  91%|█████████ | 2466/2703 [02:31<00:09, 24.70it/s]


dev:  91%|█████████▏| 2469/2703 [02:31<00:09, 25.00it/s]


dev:  91%|█████████▏| 2472/2703 [02:31<00:09, 24.00it/s]


dev:  92%|█████████▏| 2475/2703 [02:32<00:09, 24.03it/s]


dev:  92%|█████████▏| 2478/2703 [02:32<00:09, 24.46it/s]


dev:  92%|█████████▏| 2481/2703 [02:32<00:09, 24.18it/s]


dev:  92%|█████████▏| 2484/2703 [02:32<00:08, 25.04it/s]


dev:  92%|█████████▏| 2487/2703 [02:32<00:08, 25.43it/s]


dev:  92%|█████████▏| 2490/2703 [02:32<00:08, 26.09it/s]


dev:  92%|█████████▏| 2493/2703 [02:32<00:08, 25.75it/s]


dev:  92%|█████████▏| 2496/2703 [02:32<00:07, 26.45it/s]


dev:  92%|█████████▏| 2499/2703 [02:32<00:07, 25.77it/s]


dev:  93%|█████████▎| 2502/2703 [02:33<00:07, 25.89it/s]


dev:  93%|█████████▎| 2505/2703 [02:33<00:07, 26.01it/s]


dev:  93%|█████████▎| 2508/2703 [02:33<00:07, 25.89it/s]


dev:  93%|█████████▎| 2511/2703 [02:33<00:07, 25.56it/s]


dev:  93%|█████████▎| 2514/2703 [02:33<00:07, 25.08it/s]


dev:  93%|█████████▎| 2517/2703 [02:33<00:07, 25.23it/s]


dev:  93%|█████████▎| 2520/2703 [02:33<00:07, 26.12it/s]


dev:  93%|█████████▎| 2523/2703 [02:33<00:06, 26.71it/s]


dev:  93%|█████████▎| 2526/2703 [02:34<00:07, 25.04it/s]


dev:  94%|█████████▎| 2529/2703 [02:34<00:06, 25.81it/s]


dev:  94%|█████████▎| 2532/2703 [02:34<00:06, 25.62it/s]


dev:  94%|█████████▍| 2535/2703 [02:34<00:06, 25.67it/s]


dev:  94%|█████████▍| 2538/2703 [02:34<00:06, 25.74it/s]


dev:  94%|█████████▍| 2541/2703 [02:34<00:06, 25.53it/s]


dev:  94%|█████████▍| 2544/2703 [02:34<00:06, 26.32it/s]


dev:  94%|█████████▍| 2547/2703 [02:34<00:05, 26.41it/s]


dev:  94%|█████████▍| 2550/2703 [02:34<00:06, 25.45it/s]


dev:  94%|█████████▍| 2553/2703 [02:35<00:05, 26.19it/s]


dev:  95%|█████████▍| 2557/2703 [02:35<00:05, 27.69it/s]


dev:  95%|█████████▍| 2560/2703 [02:35<00:05, 27.51it/s]


dev:  95%|█████████▍| 2563/2703 [02:35<00:05, 27.22it/s]


dev:  95%|█████████▍| 2566/2703 [02:35<00:05, 26.67it/s]


dev:  95%|█████████▌| 2569/2703 [02:35<00:04, 27.31it/s]


dev:  95%|█████████▌| 2572/2703 [02:35<00:04, 26.96it/s]


dev:  95%|█████████▌| 2576/2703 [02:35<00:04, 28.02it/s]


dev:  95%|█████████▌| 2579/2703 [02:35<00:04, 27.74it/s]


dev:  96%|█████████▌| 2582/2703 [02:36<00:04, 27.44it/s]


dev:  96%|█████████▌| 2586/2703 [02:36<00:04, 28.70it/s]


dev:  96%|█████████▌| 2590/2703 [02:36<00:03, 29.74it/s]


dev:  96%|█████████▌| 2593/2703 [02:36<00:03, 28.71it/s]


dev:  96%|█████████▌| 2597/2703 [02:36<00:03, 29.25it/s]


dev:  96%|█████████▌| 2600/2703 [02:36<00:03, 28.46it/s]


dev:  96%|█████████▋| 2603/2703 [02:36<00:03, 27.06it/s]


dev:  96%|█████████▋| 2606/2703 [02:36<00:03, 25.98it/s]


dev:  97%|█████████▋| 2609/2703 [02:37<00:03, 25.61it/s]


dev:  97%|█████████▋| 2612/2703 [02:37<00:03, 26.43it/s]


dev:  97%|█████████▋| 2615/2703 [02:37<00:03, 25.66it/s]


dev:  97%|█████████▋| 2618/2703 [02:37<00:03, 25.90it/s]


dev:  97%|█████████▋| 2621/2703 [02:37<00:03, 26.13it/s]


dev:  97%|█████████▋| 2624/2703 [02:37<00:02, 26.73it/s]


dev:  97%|█████████▋| 2627/2703 [02:37<00:02, 26.80it/s]


dev:  97%|█████████▋| 2630/2703 [02:37<00:02, 26.88it/s]


dev:  97%|█████████▋| 2633/2703 [02:38<00:02, 25.86it/s]


dev:  98%|█████████▊| 2636/2703 [02:38<00:02, 26.44it/s]


dev:  98%|█████████▊| 2639/2703 [02:38<00:02, 26.90it/s]


dev:  98%|█████████▊| 2642/2703 [02:38<00:02, 27.15it/s]


dev:  98%|█████████▊| 2645/2703 [02:38<00:02, 26.85it/s]


dev:  98%|█████████▊| 2648/2703 [02:38<00:02, 27.08it/s]


dev:  98%|█████████▊| 2651/2703 [02:38<00:01, 27.44it/s]


dev:  98%|█████████▊| 2654/2703 [02:38<00:01, 27.15it/s]


dev:  98%|█████████▊| 2658/2703 [02:38<00:01, 29.07it/s]


dev:  98%|█████████▊| 2661/2703 [02:39<00:01, 28.07it/s]


dev:  99%|█████████▊| 2664/2703 [02:39<00:01, 27.35it/s]


dev:  99%|█████████▊| 2667/2703 [02:39<00:01, 27.20it/s]


dev:  99%|█████████▉| 2670/2703 [02:39<00:01, 27.48it/s]


dev:  99%|█████████▉| 2674/2703 [02:39<00:00, 29.87it/s]


dev:  99%|█████████▉| 2678/2703 [02:39<00:00, 30.75it/s]


dev:  99%|█████████▉| 2682/2703 [02:39<00:00, 28.34it/s]


dev:  99%|█████████▉| 2686/2703 [02:39<00:00, 29.52it/s]


dev:  99%|█████████▉| 2689/2703 [02:39<00:00, 28.61it/s]


dev: 100%|█████████▉| 2693/2703 [02:40<00:00, 30.40it/s]


dev: 100%|█████████▉| 2697/2703 [02:40<00:00, 30.16it/s]


dev: 100%|█████████▉| 2701/2703 [02:40<00:00, 31.12it/s]
dev: 100%|██████████| 2703/2703 [02:40<00:00, 16.84it/s]

                                                             

                                                         

overall:  25%|██▍       | 999/4000 [21:35<1:00:41,  1.21s/it]

train:  28%|██▊       | 999/3515 [21:33<50:53,  1.21s/it]
                                                             

                                                         

overall:  25%|██▍       | 999/4000 [21:35<1:00:41,  1.21s/it]

train:  28%|██▊       | 999/3515 [21:33<50:53,  1.21s/it]
overall:  25%|██▌       | 1000/4000 [21:35<41:33:18, 49.87s/it]

train:  28%|██▊       | 1000/3515 [21:33<34:50:13, 49.87s/it]
overall:  25%|██▌       | 1001/4000 [21:36<29:20:59, 35.23s/it]

train:  28%|██▊       | 1001/3515 [21:34<24:36:12, 35.23s/it]
overall:  25%|██▌       | 1002/4000 [21:37<20:52:08, 25.06s/it]

train:  29%|██▊       | 1002/3515 [21:35<17:29:34, 25.06s/it]
overall:  25%|██▌       | 1003/4000 [21:38<14:54:33, 17.91s/it]

train:  29%|██▊       | 1003/3515 [21:36<12:29:47, 17.91s/it]
overall:  25%|██▌       | 1004/4000 [21:40<10:45:04, 12.92s/it]

train:  29%|██▊       | 1004/3515 [21:38<9:00:38, 12.92s/it] 
overall:  25%|██▌       | 1005/4000 [21:41<7:48:39,  9.39s/it] 

train:  29%|██▊       | 1005/3515 [21:39<6:32:45,  9.39s/it]
overall:  25%|██▌       | 1006/4000 [21:41<5:32:13,  6.66s/it]

train:  29%|██▊       | 1006/3515 [21:39<4:38:24,  6.66s/it]
overall:  25%|██▌       | 1007/4000 [21:42<4:11:22,  5.04s/it]

train:  29%|██▊       | 1007/3515 [21:40<3:30:38,  5.04s/it]
overall:  25%|██▌       | 1008/4000 [21:43<3:14:03,  3.89s/it]

train:  29%|██▊       | 1008/3515 [21:41<2:42:36,  3.89s/it]
overall:  25%|██▌       | 1009/4000 [21:45<2:31:47,  3.04s/it]

train:  29%|██▊       | 1009/3515 [21:43<2:07:10,  3.04s/it]
overall:  25%|██▌       | 1010/4000 [21:46<2:03:07,  2.47s/it]

train:  29%|██▊       | 1010/3515 [21:44<1:43:08,  2.47s/it]
overall:  25%|██▌       | 1011/4000 [21:47<1:44:49,  2.10s/it]

train:  29%|██▉       | 1011/3515 [21:45<1:27:49,  2.10s/it]
overall:  25%|██▌       | 1012/4000 [21:48<1:29:52,  1.80s/it]

train:  29%|██▉       | 1012/3515 [21:46<1:15:17,  1.80s/it]
overall:  25%|██▌       | 1013/4000 [21:49<1:21:53,  1.65s/it]

train:  29%|██▉       | 1013/3515 [21:47<1:08:35,  1.65s/it]
overall:  25%|██▌       | 1014/4000 [21:50<1:11:21,  1.43s/it]

train:  29%|██▉       | 1014/3515 [21:48<59:46,  1.43s/it]  
overall:  25%|██▌       | 1015/4000 [21:52<1:08:54,  1.39s/it]

train:  29%|██▉       | 1015/3515 [21:50<57:42,  1.39s/it]
overall:  25%|██▌       | 1016/4000 [21:53<1:05:21,  1.31s/it]

train:  29%|██▉       | 1016/3515 [21:51<54:44,  1.31s/it]
overall:  25%|██▌       | 1017/4000 [21:54<1:02:46,  1.26s/it]

train:  29%|██▉       | 1017/3515 [21:52<52:34,  1.26s/it]
overall:  25%|██▌       | 1018/4000 [21:55<1:02:45,  1.26s/it]

train:  29%|██▉       | 1018/3515 [21:53<52:33,  1.26s/it]
overall:  25%|██▌       | 1019/4000 [21:56<1:01:54,  1.25s/it]

train:  29%|██▉       | 1019/3515 [21:54<51:50,  1.25s/it]
overall:  26%|██▌       | 1020/4000 [21:57<55:03,  1.11s/it]  

train:  29%|██▉       | 1020/3515 [21:55<46:05,  1.11s/it]
overall:  26%|██▌       | 1021/4000 [21:58<55:42,  1.12s/it]

train:  29%|██▉       | 1021/3515 [21:56<46:38,  1.12s/it]
overall:  26%|██▌       | 1022/4000 [21:59<57:20,  1.16s/it]

train:  29%|██▉       | 1022/3515 [21:57<47:59,  1.16s/it]
overall:  26%|██▌       | 1023/4000 [22:01<58:09,  1.17s/it]

train:  29%|██▉       | 1023/3515 [21:59<48:41,  1.17s/it]
overall:  26%|██▌       | 1024/4000 [22:02<58:50,  1.19s/it]

train:  29%|██▉       | 1024/3515 [22:00<49:15,  1.19s/it]
overall:  26%|██▌       | 1025/4000 [22:03<1:00:00,  1.21s/it]

train:  29%|██▉       | 1025/3515 [22:01<50:13,  1.21s/it]
overall:  26%|██▌       | 1026/4000 [22:04<58:53,  1.19s/it]  

train:  29%|██▉       | 1026/3515 [22:02<49:16,  1.19s/it]
overall:  26%|██▌       | 1027/4000 [22:05<58:18,  1.18s/it]

train:  29%|██▉       | 1027/3515 [22:03<48:47,  1.18s/it]
overall:  26%|██▌       | 1028/4000 [22:07<57:54,  1.17s/it]

train:  29%|██▉       | 1028/3515 [22:05<48:27,  1.17s/it]
overall:  26%|██▌       | 1029/4000 [22:08<57:06,  1.15s/it]

train:  29%|██▉       | 1029/3515 [22:06<47:46,  1.15s/it]
overall:  26%|██▌       | 1030/4000 [22:09<57:48,  1.17s/it]

train:  29%|██▉       | 1030/3515 [22:07<48:21,  1.17s/it]
overall:  26%|██▌       | 1031/4000 [22:10<58:34,  1.18s/it]

train:  29%|██▉       | 1031/3515 [22:08<49:00,  1.18s/it]
overall:  26%|██▌       | 1032/4000 [22:11<1:00:13,  1.22s/it]

train:  29%|██▉       | 1032/3515 [22:09<50:22,  1.22s/it]
overall:  26%|██▌       | 1033/4000 [22:12<56:07,  1.13s/it]  

train:  29%|██▉       | 1033/3515 [22:10<46:56,  1.13s/it]
overall:  26%|██▌       | 1034/4000 [22:14<56:20,  1.14s/it]

train:  29%|██▉       | 1034/3515 [22:12<47:07,  1.14s/it]
overall:  26%|██▌       | 1035/4000 [22:15<57:19,  1.16s/it]

train:  29%|██▉       | 1035/3515 [22:13<47:56,  1.16s/it]
overall:  26%|██▌       | 1036/4000 [22:15<45:42,  1.08it/s]

train:  29%|██▉       | 1036/3515 [22:13<38:13,  1.08it/s]
overall:  26%|██▌       | 1037/4000 [22:16<50:00,  1.01s/it]

train:  30%|██▉       | 1037/3515 [22:14<41:49,  1.01s/it]
overall:  26%|██▌       | 1038/4000 [22:17<51:42,  1.05s/it]

train:  30%|██▉       | 1038/3515 [22:15<43:14,  1.05s/it]
overall:  26%|██▌       | 1039/4000 [22:19<53:46,  1.09s/it]

train:  30%|██▉       | 1039/3515 [22:17<44:58,  1.09s/it]
overall:  26%|██▌       | 1040/4000 [22:20<56:32,  1.15s/it]

train:  30%|██▉       | 1040/3515 [22:18<47:16,  1.15s/it]
overall:  26%|██▌       | 1041/4000 [22:21<58:30,  1.19s/it]

train:  30%|██▉       | 1041/3515 [22:19<48:55,  1.19s/it]
overall:  26%|██▌       | 1042/4000 [22:22<59:50,  1.21s/it]

train:  30%|██▉       | 1042/3515 [22:20<50:02,  1.21s/it]
overall:  26%|██▌       | 1043/4000 [22:24<1:00:51,  1.24s/it]

train:  30%|██▉       | 1043/3515 [22:22<50:53,  1.24s/it]
overall:  26%|██▌       | 1044/4000 [22:25<1:03:18,  1.28s/it]

train:  30%|██▉       | 1044/3515 [22:23<52:55,  1.28s/it]
overall:  26%|██▌       | 1045/4000 [22:26<1:01:27,  1.25s/it]

train:  30%|██▉       | 1045/3515 [22:24<51:22,  1.25s/it]
overall:  26%|██▌       | 1046/4000 [22:28<1:00:56,  1.24s/it]

train:  30%|██▉       | 1046/3515 [22:26<50:55,  1.24s/it]
overall:  26%|██▌       | 1047/4000 [22:28<48:15,  1.02it/s]  

train:  30%|██▉       | 1047/3515 [22:26<40:19,  1.02it/s]
overall:  26%|██▌       | 1048/4000 [22:29<52:33,  1.07s/it]

train:  30%|██▉       | 1048/3515 [22:27<43:55,  1.07s/it]
overall:  26%|██▌       | 1049/4000 [22:30<42:25,  1.16it/s]

train:  30%|██▉       | 1049/3515 [22:28<35:26,  1.16it/s]
overall:  26%|██▋       | 1050/4000 [22:30<41:04,  1.20it/s]

train:  30%|██▉       | 1050/3515 [22:28<34:19,  1.20it/s]
overall:  26%|██▋       | 1051/4000 [22:31<45:39,  1.08it/s]

train:  30%|██▉       | 1051/3515 [22:30<38:08,  1.08it/s]
overall:  26%|██▋       | 1052/4000 [22:33<50:49,  1.03s/it]

train:  30%|██▉       | 1052/3515 [22:31<42:28,  1.03s/it]
overall:  26%|██▋       | 1053/4000 [22:34<52:30,  1.07s/it]

train:  30%|██▉       | 1053/3515 [22:32<43:52,  1.07s/it]
overall:  26%|██▋       | 1054/4000 [22:35<54:29,  1.11s/it]

train:  30%|██▉       | 1054/3515 [22:33<45:31,  1.11s/it]
overall:  26%|██▋       | 1055/4000 [22:36<54:50,  1.12s/it]

train:  30%|███       | 1055/3515 [22:34<45:48,  1.12s/it]
overall:  26%|██▋       | 1056/4000 [22:37<55:14,  1.13s/it]

train:  30%|███       | 1056/3515 [22:35<46:08,  1.13s/it]
overall:  26%|██▋       | 1057/4000 [22:38<52:55,  1.08s/it]

train:  30%|███       | 1057/3515 [22:36<44:12,  1.08s/it]
overall:  26%|██▋       | 1058/4000 [22:40<55:03,  1.12s/it]

train:  30%|███       | 1058/3515 [22:38<45:58,  1.12s/it]
overall:  26%|██▋       | 1059/4000 [22:41<56:36,  1.15s/it]

train:  30%|███       | 1059/3515 [22:39<47:16,  1.15s/it]
overall:  26%|██▋       | 1060/4000 [22:42<57:19,  1.17s/it]

train:  30%|███       | 1060/3515 [22:40<47:52,  1.17s/it]
overall:  27%|██▋       | 1061/4000 [22:43<58:01,  1.18s/it]

train:  30%|███       | 1061/3515 [22:41<48:27,  1.18s/it]
overall:  27%|██▋       | 1062/4000 [22:44<56:12,  1.15s/it]

train:  30%|███       | 1062/3515 [22:42<46:56,  1.15s/it]
overall:  27%|██▋       | 1063/4000 [22:46<56:53,  1.16s/it]

train:  30%|███       | 1063/3515 [22:44<47:29,  1.16s/it]
overall:  27%|██▋       | 1064/4000 [22:47<57:49,  1.18s/it]

train:  30%|███       | 1064/3515 [22:45<48:16,  1.18s/it]
overall:  27%|██▋       | 1065/4000 [22:47<44:04,  1.11it/s]

train:  30%|███       | 1065/3515 [22:45<36:47,  1.11it/s]
overall:  27%|██▋       | 1066/4000 [22:48<49:04,  1.00s/it]

train:  30%|███       | 1066/3515 [22:46<40:57,  1.00s/it]
overall:  27%|██▋       | 1067/4000 [22:49<50:16,  1.03s/it]

train:  30%|███       | 1067/3515 [22:47<41:58,  1.03s/it]
overall:  27%|██▋       | 1068/4000 [22:51<55:50,  1.14s/it]

train:  30%|███       | 1068/3515 [22:49<46:36,  1.14s/it]
overall:  27%|██▋       | 1069/4000 [22:52<56:59,  1.17s/it]

train:  30%|███       | 1069/3515 [22:50<47:33,  1.17s/it]
overall:  27%|██▋       | 1070/4000 [22:53<56:31,  1.16s/it]

train:  30%|███       | 1070/3515 [22:51<47:09,  1.16s/it]
overall:  27%|██▋       | 1071/4000 [22:54<57:36,  1.18s/it]

train:  30%|███       | 1071/3515 [22:52<48:04,  1.18s/it]
overall:  27%|██▋       | 1072/4000 [22:55<48:57,  1.00s/it]

train:  30%|███       | 1072/3515 [22:53<40:50,  1.00s/it]
overall:  27%|██▋       | 1073/4000 [22:56<49:37,  1.02s/it]

train:  31%|███       | 1073/3515 [22:54<41:23,  1.02s/it]
overall:  27%|██▋       | 1074/4000 [22:57<52:38,  1.08s/it]

train:  31%|███       | 1074/3515 [22:55<43:55,  1.08s/it]
overall:  27%|██▋       | 1075/4000 [22:58<55:16,  1.13s/it]

train:  31%|███       | 1075/3515 [22:56<46:06,  1.13s/it]
overall:  27%|██▋       | 1076/4000 [23:00<57:13,  1.17s/it]

train:  31%|███       | 1076/3515 [22:58<47:44,  1.17s/it]
overall:  27%|██▋       | 1077/4000 [23:01<57:19,  1.18s/it]

train:  31%|███       | 1077/3515 [22:59<47:49,  1.18s/it]
overall:  27%|██▋       | 1078/4000 [23:02<55:52,  1.15s/it]

train:  31%|███       | 1078/3515 [23:00<46:36,  1.15s/it]
overall:  27%|██▋       | 1079/4000 [23:03<55:26,  1.14s/it]

train:  31%|███       | 1079/3515 [23:01<46:14,  1.14s/it]
overall:  27%|██▋       | 1080/4000 [23:04<56:49,  1.17s/it]

train:  31%|███       | 1080/3515 [23:02<47:23,  1.17s/it]
overall:  27%|██▋       | 1081/4000 [23:05<56:48,  1.17s/it]

train:  31%|███       | 1081/3515 [23:04<47:22,  1.17s/it]
overall:  27%|██▋       | 1082/4000 [23:06<45:59,  1.06it/s]

train:  31%|███       | 1082/3515 [23:04<38:20,  1.06it/s]
overall:  27%|██▋       | 1083/4000 [23:07<49:29,  1.02s/it]

train:  31%|███       | 1083/3515 [23:05<41:16,  1.02s/it]
overall:  27%|██▋       | 1084/4000 [23:08<52:41,  1.08s/it]

train:  31%|███       | 1084/3515 [23:06<43:55,  1.08s/it]
overall:  27%|██▋       | 1085/4000 [23:10<54:59,  1.13s/it]

train:  31%|███       | 1085/3515 [23:08<45:50,  1.13s/it]
overall:  27%|██▋       | 1086/4000 [23:11<56:00,  1.15s/it]

train:  31%|███       | 1086/3515 [23:09<46:41,  1.15s/it]
overall:  27%|██▋       | 1087/4000 [23:12<56:59,  1.17s/it]

train:  31%|███       | 1087/3515 [23:10<47:30,  1.17s/it]
overall:  27%|██▋       | 1088/4000 [23:13<57:54,  1.19s/it]

train:  31%|███       | 1088/3515 [23:11<48:15,  1.19s/it]
overall:  27%|██▋       | 1089/4000 [23:14<58:00,  1.20s/it]

train:  31%|███       | 1089/3515 [23:12<48:20,  1.20s/it]
overall:  27%|██▋       | 1090/4000 [23:16<58:19,  1.20s/it]

train:  31%|███       | 1090/3515 [23:14<48:36,  1.20s/it]
overall:  27%|██▋       | 1091/4000 [23:17<58:49,  1.21s/it]

train:  31%|███       | 1091/3515 [23:15<49:01,  1.21s/it]
overall:  27%|██▋       | 1092/4000 [23:18<1:00:48,  1.25s/it]

train:  31%|███       | 1092/3515 [23:16<50:40,  1.25s/it]
overall:  27%|██▋       | 1093/4000 [23:20<1:01:21,  1.27s/it]

train:  31%|███       | 1093/3515 [23:18<51:06,  1.27s/it]
overall:  27%|██▋       | 1094/4000 [23:20<48:59,  1.01s/it]  

train:  31%|███       | 1094/3515 [23:18<40:48,  1.01s/it]
overall:  27%|██▋       | 1095/4000 [23:21<51:36,  1.07s/it]

train:  31%|███       | 1095/3515 [23:19<42:59,  1.07s/it]
overall:  27%|██▋       | 1096/4000 [23:22<52:52,  1.09s/it]

train:  31%|███       | 1096/3515 [23:20<44:02,  1.09s/it]
overall:  27%|██▋       | 1097/4000 [23:24<54:12,  1.12s/it]

train:  31%|███       | 1097/3515 [23:22<45:09,  1.12s/it]
overall:  27%|██▋       | 1098/4000 [23:25<56:28,  1.17s/it]

train:  31%|███       | 1098/3515 [23:23<47:02,  1.17s/it]
overall:  27%|██▋       | 1099/4000 [23:26<56:23,  1.17s/it]

train:  31%|███▏      | 1099/3515 [23:24<46:57,  1.17s/it]
overall:  28%|██▊       | 1100/4000 [23:27<58:11,  1.20s/it]

train:  31%|███▏      | 1100/3515 [23:25<48:27,  1.20s/it]
overall:  28%|██▊       | 1101/4000 [23:29<59:31,  1.23s/it]

train:  31%|███▏      | 1101/3515 [23:27<49:33,  1.23s/it]
overall:  28%|██▊       | 1102/4000 [23:30<1:00:20,  1.25s/it]

train:  31%|███▏      | 1102/3515 [23:28<50:14,  1.25s/it]
overall:  28%|██▊       | 1103/4000 [23:31<1:00:19,  1.25s/it]

train:  31%|███▏      | 1103/3515 [23:29<50:13,  1.25s/it]
overall:  28%|██▊       | 1104/4000 [23:32<57:50,  1.20s/it]  

train:  31%|███▏      | 1104/3515 [23:30<48:09,  1.20s/it]
overall:  28%|██▊       | 1105/4000 [23:33<59:03,  1.22s/it]

train:  31%|███▏      | 1105/3515 [23:31<49:09,  1.22s/it]
overall:  28%|██▊       | 1106/4000 [23:35<59:05,  1.23s/it]

train:  31%|███▏      | 1106/3515 [23:33<49:11,  1.23s/it]
overall:  28%|██▊       | 1107/4000 [23:36<56:49,  1.18s/it]

train:  31%|███▏      | 1107/3515 [23:34<47:18,  1.18s/it]
overall:  28%|██▊       | 1108/4000 [23:37<57:37,  1.20s/it]

train:  32%|███▏      | 1108/3515 [23:35<47:57,  1.20s/it]
overall:  28%|██▊       | 1109/4000 [23:38<58:30,  1.21s/it]

train:  32%|███▏      | 1109/3515 [23:36<48:41,  1.21s/it]
overall:  28%|██▊       | 1110/4000 [23:39<58:40,  1.22s/it]

train:  32%|███▏      | 1110/3515 [23:37<48:49,  1.22s/it]
overall:  28%|██▊       | 1111/4000 [23:41<57:54,  1.20s/it]

train:  32%|███▏      | 1111/3515 [23:39<48:10,  1.20s/it]
overall:  28%|██▊       | 1112/4000 [23:42<57:41,  1.20s/it]

train:  32%|███▏      | 1112/3515 [23:40<47:59,  1.20s/it]
overall:  28%|██▊       | 1113/4000 [23:42<49:42,  1.03s/it]

train:  32%|███▏      | 1113/3515 [23:40<41:21,  1.03s/it]
overall:  28%|██▊       | 1114/4000 [23:44<53:42,  1.12s/it]

train:  32%|███▏      | 1114/3515 [23:42<44:40,  1.12s/it]
overall:  28%|██▊       | 1115/4000 [23:45<54:58,  1.14s/it]

train:  32%|███▏      | 1115/3515 [23:43<45:44,  1.14s/it]
overall:  28%|██▊       | 1116/4000 [23:47<1:01:13,  1.27s/it]

train:  32%|███▏      | 1116/3515 [23:45<50:55,  1.27s/it]
overall:  28%|██▊       | 1117/4000 [23:48<1:01:14,  1.27s/it]

train:  32%|███▏      | 1117/3515 [23:46<50:56,  1.27s/it]
overall:  28%|██▊       | 1118/4000 [23:49<1:00:54,  1.27s/it]

train:  32%|███▏      | 1118/3515 [23:47<50:39,  1.27s/it]
overall:  28%|██▊       | 1119/4000 [23:50<1:01:14,  1.28s/it]

train:  32%|███▏      | 1119/3515 [23:48<50:56,  1.28s/it]
overall:  28%|██▊       | 1120/4000 [23:52<1:00:15,  1.26s/it]

train:  32%|███▏      | 1120/3515 [23:50<50:06,  1.26s/it]
overall:  28%|██▊       | 1121/4000 [23:53<59:52,  1.25s/it]  

train:  32%|███▏      | 1121/3515 [23:51<49:47,  1.25s/it]
overall:  28%|██▊       | 1122/4000 [23:54<1:00:14,  1.26s/it]

train:  32%|███▏      | 1122/3515 [23:52<50:05,  1.26s/it]
overall:  28%|██▊       | 1123/4000 [23:55<58:41,  1.22s/it]  

train:  32%|███▏      | 1123/3515 [23:53<48:48,  1.22s/it]
overall:  28%|██▊       | 1124/4000 [23:57<59:39,  1.24s/it]

train:  32%|███▏      | 1124/3515 [23:55<49:35,  1.24s/it]
overall:  28%|██▊       | 1125/4000 [23:58<58:17,  1.22s/it]

train:  32%|███▏      | 1125/3515 [23:56<48:27,  1.22s/it]
overall:  28%|██▊       | 1126/4000 [23:59<58:25,  1.22s/it]

train:  32%|███▏      | 1126/3515 [23:57<48:33,  1.22s/it]
overall:  28%|██▊       | 1127/4000 [24:00<58:38,  1.22s/it]

train:  32%|███▏      | 1127/3515 [23:58<48:44,  1.22s/it]
overall:  28%|██▊       | 1128/4000 [24:01<58:04,  1.21s/it]

train:  32%|███▏      | 1128/3515 [23:59<48:16,  1.21s/it]
overall:  28%|██▊       | 1129/4000 [24:03<57:46,  1.21s/it]

train:  32%|███▏      | 1129/3515 [24:01<48:01,  1.21s/it]
overall:  28%|██▊       | 1130/4000 [24:04<56:00,  1.17s/it]

train:  32%|███▏      | 1130/3515 [24:02<46:32,  1.17s/it]
overall:  28%|██▊       | 1131/4000 [24:05<56:40,  1.19s/it]

train:  32%|███▏      | 1131/3515 [24:03<47:05,  1.19s/it]
overall:  28%|██▊       | 1132/4000 [24:06<55:26,  1.16s/it]

train:  32%|███▏      | 1132/3515 [24:04<46:03,  1.16s/it]
overall:  28%|██▊       | 1133/4000 [24:07<57:36,  1.21s/it]

train:  32%|███▏      | 1133/3515 [24:05<47:51,  1.21s/it]
overall:  28%|██▊       | 1134/4000 [24:08<53:14,  1.11s/it]

train:  32%|███▏      | 1134/3515 [24:06<44:13,  1.11s/it]
overall:  28%|██▊       | 1135/4000 [24:09<52:07,  1.09s/it]

train:  32%|███▏      | 1135/3515 [24:07<43:18,  1.09s/it]
overall:  28%|██▊       | 1136/4000 [24:10<47:21,  1.01it/s]

train:  32%|███▏      | 1136/3515 [24:08<39:19,  1.01it/s]
overall:  28%|██▊       | 1137/4000 [24:11<50:48,  1.06s/it]

train:  32%|███▏      | 1137/3515 [24:09<42:12,  1.06s/it]
overall:  28%|██▊       | 1138/4000 [24:12<51:57,  1.09s/it]

train:  32%|███▏      | 1138/3515 [24:10<43:09,  1.09s/it]
overall:  28%|██▊       | 1139/4000 [24:13<51:44,  1.09s/it]

train:  32%|███▏      | 1139/3515 [24:11<42:58,  1.09s/it]
overall:  28%|██▊       | 1140/4000 [24:15<1:00:07,  1.26s/it]

train:  32%|███▏      | 1140/3515 [24:13<49:55,  1.26s/it]
overall:  29%|██▊       | 1141/4000 [24:16<59:35,  1.25s/it]  

train:  32%|███▏      | 1141/3515 [24:14<49:28,  1.25s/it]
overall:  29%|██▊       | 1142/4000 [24:17<57:42,  1.21s/it]

train:  32%|███▏      | 1142/3515 [24:15<47:55,  1.21s/it]
overall:  29%|██▊       | 1143/4000 [24:18<54:05,  1.14s/it]

train:  33%|███▎      | 1143/3515 [24:16<44:54,  1.14s/it]
overall:  29%|██▊       | 1144/4000 [24:20<55:20,  1.16s/it]

train:  33%|███▎      | 1144/3515 [24:18<45:56,  1.16s/it]
overall:  29%|██▊       | 1145/4000 [24:21<57:05,  1.20s/it]

train:  33%|███▎      | 1145/3515 [24:19<47:23,  1.20s/it]
overall:  29%|██▊       | 1146/4000 [24:22<58:12,  1.22s/it]

train:  33%|███▎      | 1146/3515 [24:20<48:19,  1.22s/it]
overall:  29%|██▊       | 1147/4000 [24:23<58:04,  1.22s/it]

train:  33%|███▎      | 1147/3515 [24:21<48:12,  1.22s/it]
overall:  29%|██▊       | 1148/4000 [24:24<55:11,  1.16s/it]

train:  33%|███▎      | 1148/3515 [24:22<45:48,  1.16s/it]
overall:  29%|██▊       | 1149/4000 [24:26<56:53,  1.20s/it]

train:  33%|███▎      | 1149/3515 [24:24<47:12,  1.20s/it]
overall:  29%|██▉       | 1150/4000 [24:26<46:20,  1.03it/s]

train:  33%|███▎      | 1150/3515 [24:24<38:27,  1.03it/s]
overall:  29%|██▉       | 1151/4000 [24:27<49:22,  1.04s/it]

train:  33%|███▎      | 1151/3515 [24:25<40:58,  1.04s/it]
overall:  29%|██▉       | 1152/4000 [24:28<50:58,  1.07s/it]

train:  33%|███▎      | 1152/3515 [24:27<42:17,  1.07s/it]
overall:  29%|██▉       | 1153/4000 [24:29<39:58,  1.19it/s]

train:  33%|███▎      | 1153/3515 [24:27<33:09,  1.19it/s]
overall:  29%|██▉       | 1154/4000 [24:30<44:57,  1.06it/s]

train:  33%|███▎      | 1154/3515 [24:28<37:17,  1.06it/s]
overall:  29%|██▉       | 1155/4000 [24:31<48:25,  1.02s/it]

train:  33%|███▎      | 1155/3515 [24:29<40:09,  1.02s/it]
overall:  29%|██▉       | 1156/4000 [24:32<50:34,  1.07s/it]

train:  33%|███▎      | 1156/3515 [24:30<41:57,  1.07s/it]
overall:  29%|██▉       | 1157/4000 [24:34<53:13,  1.12s/it]

train:  33%|███▎      | 1157/3515 [24:32<44:09,  1.12s/it]
overall:  29%|██▉       | 1158/4000 [24:34<44:55,  1.05it/s]

train:  33%|███▎      | 1158/3515 [24:32<37:15,  1.05it/s]
overall:  29%|██▉       | 1159/4000 [24:35<48:55,  1.03s/it]

train:  33%|███▎      | 1159/3515 [24:33<40:34,  1.03s/it]
overall:  29%|██▉       | 1160/4000 [24:37<51:21,  1.09s/it]

train:  33%|███▎      | 1160/3515 [24:35<42:35,  1.09s/it]
overall:  29%|██▉       | 1161/4000 [24:38<53:14,  1.13s/it]

train:  33%|███▎      | 1161/3515 [24:36<44:08,  1.13s/it]
overall:  29%|██▉       | 1162/4000 [24:39<54:35,  1.15s/it]

train:  33%|███▎      | 1162/3515 [24:37<45:16,  1.15s/it]
overall:  29%|██▉       | 1163/4000 [24:40<54:25,  1.15s/it]

train:  33%|███▎      | 1163/3515 [24:38<45:07,  1.15s/it]
overall:  29%|██▉       | 1164/4000 [24:42<1:01:03,  1.29s/it]

train:  33%|███▎      | 1164/3515 [24:40<50:37,  1.29s/it]
overall:  29%|██▉       | 1165/4000 [24:42<48:42,  1.03s/it]  

train:  33%|███▎      | 1165/3515 [24:40<40:22,  1.03s/it]
overall:  29%|██▉       | 1166/4000 [24:43<51:38,  1.09s/it]

train:  33%|███▎      | 1166/3515 [24:41<42:48,  1.09s/it]
overall:  29%|██▉       | 1167/4000 [24:44<46:48,  1.01it/s]

train:  33%|███▎      | 1167/3515 [24:42<38:47,  1.01it/s]
overall:  29%|██▉       | 1168/4000 [24:45<47:16,  1.00s/it]

train:  33%|███▎      | 1168/3515 [24:43<39:10,  1.00s/it]
overall:  29%|██▉       | 1169/4000 [24:46<50:35,  1.07s/it]

train:  33%|███▎      | 1169/3515 [24:44<41:55,  1.07s/it]
overall:  29%|██▉       | 1170/4000 [24:48<53:38,  1.14s/it]

train:  33%|███▎      | 1170/3515 [24:46<44:27,  1.14s/it]
overall:  29%|██▉       | 1171/4000 [24:49<53:52,  1.14s/it]

train:  33%|███▎      | 1171/3515 [24:47<44:38,  1.14s/it]
overall:  29%|██▉       | 1172/4000 [24:50<46:43,  1.01it/s]

train:  33%|███▎      | 1172/3515 [24:48<38:43,  1.01it/s]
overall:  29%|██▉       | 1173/4000 [24:51<50:59,  1.08s/it]

train:  33%|███▎      | 1173/3515 [24:49<42:14,  1.08s/it]
overall:  29%|██▉       | 1174/4000 [24:52<52:08,  1.11s/it]

train:  33%|███▎      | 1174/3515 [24:50<43:11,  1.11s/it]
overall:  29%|██▉       | 1175/4000 [24:53<53:37,  1.14s/it]

train:  33%|███▎      | 1175/3515 [24:51<44:25,  1.14s/it]
overall:  29%|██▉       | 1176/4000 [24:54<42:17,  1.11it/s]

train:  33%|███▎      | 1176/3515 [24:52<35:01,  1.11it/s]
overall:  29%|██▉       | 1177/4000 [24:55<47:06,  1.00s/it]

train:  33%|███▎      | 1177/3515 [24:53<39:00,  1.00s/it]
overall:  29%|██▉       | 1178/4000 [24:56<51:07,  1.09s/it]

train:  34%|███▎      | 1178/3515 [24:54<42:20,  1.09s/it]
overall:  29%|██▉       | 1179/4000 [24:57<41:38,  1.13it/s]

train:  34%|███▎      | 1179/3515 [24:55<34:28,  1.13it/s]
overall:  30%|██▉       | 1180/4000 [24:57<36:38,  1.28it/s]

train:  34%|███▎      | 1180/3515 [24:55<30:20,  1.28it/s]
overall:  30%|██▉       | 1181/4000 [24:58<35:09,  1.34it/s]

train:  34%|███▎      | 1181/3515 [24:56<29:06,  1.34it/s]
overall:  30%|██▉       | 1182/4000 [24:59<39:46,  1.18it/s]

train:  34%|███▎      | 1182/3515 [24:57<32:56,  1.18it/s]
overall:  30%|██▉       | 1183/4000 [24:59<36:27,  1.29it/s]

train:  34%|███▎      | 1183/3515 [24:57<30:10,  1.29it/s]
overall:  30%|██▉       | 1184/4000 [25:01<43:44,  1.07it/s]

train:  34%|███▎      | 1184/3515 [24:59<36:12,  1.07it/s]
overall:  30%|██▉       | 1185/4000 [25:02<47:55,  1.02s/it]

train:  34%|███▎      | 1185/3515 [25:00<39:40,  1.02s/it]
overall:  30%|██▉       | 1186/4000 [25:03<49:44,  1.06s/it]

train:  34%|███▎      | 1186/3515 [25:01<41:10,  1.06s/it]
overall:  30%|██▉       | 1187/4000 [25:04<51:47,  1.10s/it]

train:  34%|███▍      | 1187/3515 [25:02<42:51,  1.10s/it]
overall:  30%|██▉       | 1188/4000 [25:06<57:10,  1.22s/it]

train:  34%|███▍      | 1188/3515 [25:04<47:19,  1.22s/it]
overall:  30%|██▉       | 1189/4000 [25:07<57:17,  1.22s/it]

train:  34%|███▍      | 1189/3515 [25:05<47:24,  1.22s/it]
overall:  30%|██▉       | 1190/4000 [25:08<57:22,  1.22s/it]

train:  34%|███▍      | 1190/3515 [25:06<47:27,  1.22s/it]
overall:  30%|██▉       | 1191/4000 [25:08<43:24,  1.08it/s]

train:  34%|███▍      | 1191/3515 [25:06<35:55,  1.08it/s]
overall:  30%|██▉       | 1192/4000 [25:10<47:33,  1.02s/it]

train:  34%|███▍      | 1192/3515 [25:08<39:20,  1.02s/it]
overall:  30%|██▉       | 1193/4000 [25:11<49:58,  1.07s/it]

train:  34%|███▍      | 1193/3515 [25:09<41:20,  1.07s/it]
overall:  30%|██▉       | 1194/4000 [25:12<51:41,  1.11s/it]

train:  34%|███▍      | 1194/3515 [25:10<42:45,  1.11s/it]
overall:  30%|██▉       | 1195/4000 [25:13<50:21,  1.08s/it]

train:  34%|███▍      | 1195/3515 [25:11<41:39,  1.08s/it]
overall:  30%|██▉       | 1196/4000 [25:14<51:41,  1.11s/it]

train:  34%|███▍      | 1196/3515 [25:12<42:44,  1.11s/it]
overall:  30%|██▉       | 1197/4000 [25:15<46:48,  1.00s/it]

train:  34%|███▍      | 1197/3515 [25:13<38:42,  1.00s/it]
overall:  30%|██▉       | 1198/4000 [25:16<46:23,  1.01it/s]

train:  34%|███▍      | 1198/3515 [25:14<38:21,  1.01it/s]
overall:  30%|██▉       | 1199/4000 [25:17<49:45,  1.07s/it]

train:  34%|███▍      | 1199/3515 [25:15<41:08,  1.07s/it]
overall:  30%|███       | 1200/4000 [25:18<51:10,  1.10s/it]

train:  34%|███▍      | 1200/3515 [25:16<42:18,  1.10s/it]
overall:  30%|███       | 1201/4000 [25:19<49:16,  1.06s/it]

train:  34%|███▍      | 1201/3515 [25:17<40:43,  1.06s/it]
overall:  30%|███       | 1202/4000 [25:21<50:35,  1.08s/it]

train:  34%|███▍      | 1202/3515 [25:19<41:49,  1.08s/it]
overall:  30%|███       | 1203/4000 [25:21<44:25,  1.05it/s]

train:  34%|███▍      | 1203/3515 [25:19<36:43,  1.05it/s]
overall:  30%|███       | 1204/4000 [25:22<48:21,  1.04s/it]

train:  34%|███▍      | 1204/3515 [25:20<39:58,  1.04s/it]
overall:  30%|███       | 1205/4000 [25:24<50:37,  1.09s/it]

train:  34%|███▍      | 1205/3515 [25:22<41:50,  1.09s/it]
overall:  30%|███       | 1206/4000 [25:25<51:19,  1.10s/it]

train:  34%|███▍      | 1206/3515 [25:23<42:24,  1.10s/it]
overall:  30%|███       | 1207/4000 [25:26<53:22,  1.15s/it]

train:  34%|███▍      | 1207/3515 [25:24<44:06,  1.15s/it]
overall:  30%|███       | 1208/4000 [25:27<54:23,  1.17s/it]

train:  34%|███▍      | 1208/3515 [25:25<44:56,  1.17s/it]
overall:  30%|███       | 1209/4000 [25:28<55:06,  1.18s/it]

train:  34%|███▍      | 1209/3515 [25:26<45:32,  1.18s/it]
overall:  30%|███       | 1210/4000 [25:30<55:16,  1.19s/it]

train:  34%|███▍      | 1210/3515 [25:28<45:40,  1.19s/it]
overall:  30%|███       | 1211/4000 [25:30<47:55,  1.03s/it]

train:  34%|███▍      | 1211/3515 [25:28<39:35,  1.03s/it]
overall:  30%|███       | 1212/4000 [25:32<54:30,  1.17s/it]

train:  34%|███▍      | 1212/3515 [25:30<45:01,  1.17s/it]
overall:  30%|███       | 1213/4000 [25:33<53:44,  1.16s/it]

train:  35%|███▍      | 1213/3515 [25:31<44:23,  1.16s/it]
overall:  30%|███       | 1214/4000 [25:34<53:27,  1.15s/it]

train:  35%|███▍      | 1214/3515 [25:32<44:08,  1.15s/it]
overall:  30%|███       | 1215/4000 [25:34<41:32,  1.12it/s]

train:  35%|███▍      | 1215/3515 [25:32<34:18,  1.12it/s]
overall:  30%|███       | 1216/4000 [25:36<47:01,  1.01s/it]

train:  35%|███▍      | 1216/3515 [25:34<38:49,  1.01s/it]
overall:  30%|███       | 1217/4000 [25:37<50:15,  1.08s/it]

train:  35%|███▍      | 1217/3515 [25:35<41:30,  1.08s/it]
overall:  30%|███       | 1218/4000 [25:38<52:10,  1.13s/it]

train:  35%|███▍      | 1218/3515 [25:36<43:04,  1.13s/it]
overall:  30%|███       | 1219/4000 [25:39<54:32,  1.18s/it]

train:  35%|███▍      | 1219/3515 [25:37<45:02,  1.18s/it]
overall:  30%|███       | 1220/4000 [25:41<55:31,  1.20s/it]

train:  35%|███▍      | 1220/3515 [25:39<45:50,  1.20s/it]
overall:  31%|███       | 1221/4000 [25:41<47:17,  1.02s/it]

train:  35%|███▍      | 1221/3515 [25:39<39:02,  1.02s/it]
overall:  31%|███       | 1222/4000 [25:43<50:34,  1.09s/it]

train:  35%|███▍      | 1222/3515 [25:41<41:44,  1.09s/it]
overall:  31%|███       | 1223/4000 [25:44<52:43,  1.14s/it]

train:  35%|███▍      | 1223/3515 [25:42<43:30,  1.14s/it]
overall:  31%|███       | 1224/4000 [25:45<54:14,  1.17s/it]

train:  35%|███▍      | 1224/3515 [25:43<44:45,  1.17s/it]
overall:  31%|███       | 1225/4000 [25:46<54:35,  1.18s/it]

train:  35%|███▍      | 1225/3515 [25:44<45:02,  1.18s/it]
overall:  31%|███       | 1226/4000 [25:48<56:14,  1.22s/it]

train:  35%|███▍      | 1226/3515 [25:46<46:24,  1.22s/it]
overall:  31%|███       | 1227/4000 [25:49<56:20,  1.22s/it]

train:  35%|███▍      | 1227/3515 [25:47<46:29,  1.22s/it]
overall:  31%|███       | 1228/4000 [25:50<57:13,  1.24s/it]

train:  35%|███▍      | 1228/3515 [25:48<47:12,  1.24s/it]
overall:  31%|███       | 1229/4000 [25:51<54:38,  1.18s/it]

train:  35%|███▍      | 1229/3515 [25:49<45:04,  1.18s/it]
overall:  31%|███       | 1230/4000 [25:52<55:06,  1.19s/it]

train:  35%|███▍      | 1230/3515 [25:50<45:27,  1.19s/it]
overall:  31%|███       | 1231/4000 [25:54<56:23,  1.22s/it]

train:  35%|███▌      | 1231/3515 [25:52<46:31,  1.22s/it]
overall:  31%|███       | 1232/4000 [25:55<57:10,  1.24s/it]

train:  35%|███▌      | 1232/3515 [25:53<47:09,  1.24s/it]
overall:  31%|███       | 1233/4000 [25:55<43:57,  1.05it/s]

train:  35%|███▌      | 1233/3515 [25:53<36:15,  1.05it/s]
overall:  31%|███       | 1234/4000 [25:56<47:42,  1.03s/it]

train:  35%|███▌      | 1234/3515 [25:54<39:20,  1.03s/it]
overall:  31%|███       | 1235/4000 [25:58<50:25,  1.09s/it]

train:  35%|███▌      | 1235/3515 [25:56<41:34,  1.09s/it]
overall:  31%|███       | 1236/4000 [25:59<57:12,  1.24s/it]

train:  35%|███▌      | 1236/3515 [25:57<47:09,  1.24s/it]
overall:  31%|███       | 1237/4000 [26:00<55:43,  1.21s/it]

train:  35%|███▌      | 1237/3515 [25:58<45:56,  1.21s/it]
overall:  31%|███       | 1238/4000 [26:01<52:09,  1.13s/it]

train:  35%|███▌      | 1238/3515 [25:59<43:00,  1.13s/it]
overall:  31%|███       | 1239/4000 [26:02<52:21,  1.14s/it]

train:  35%|███▌      | 1239/3515 [26:00<43:09,  1.14s/it]
overall:  31%|███       | 1240/4000 [26:04<52:46,  1.15s/it]

train:  35%|███▌      | 1240/3515 [26:02<43:30,  1.15s/it]
overall:  31%|███       | 1241/4000 [26:05<53:41,  1.17s/it]

train:  35%|███▌      | 1241/3515 [26:03<44:15,  1.17s/it]
overall:  31%|███       | 1242/4000 [26:06<54:14,  1.18s/it]

train:  35%|███▌      | 1242/3515 [26:04<44:42,  1.18s/it]
overall:  31%|███       | 1243/4000 [26:07<54:37,  1.19s/it]

train:  35%|███▌      | 1243/3515 [26:05<45:00,  1.19s/it]
overall:  31%|███       | 1244/4000 [26:08<54:44,  1.19s/it]

train:  35%|███▌      | 1244/3515 [26:06<45:06,  1.19s/it]
overall:  31%|███       | 1245/4000 [26:09<45:57,  1.00s/it]

train:  35%|███▌      | 1245/3515 [26:07<37:51,  1.00s/it]
overall:  31%|███       | 1246/4000 [26:10<47:57,  1.04s/it]

train:  35%|███▌      | 1246/3515 [26:08<39:30,  1.04s/it]
overall:  31%|███       | 1247/4000 [26:11<50:23,  1.10s/it]

train:  35%|███▌      | 1247/3515 [26:09<41:30,  1.10s/it]
overall:  31%|███       | 1248/4000 [26:13<52:03,  1.14s/it]

train:  36%|███▌      | 1248/3515 [26:11<42:53,  1.14s/it]
overall:  31%|███       | 1249/4000 [26:14<53:57,  1.18s/it]

train:  36%|███▌      | 1249/3515 [26:12<44:26,  1.18s/it]
overall:  31%|███▏      | 1250/4000 [26:15<54:44,  1.19s/it]

train:  36%|███▌      | 1250/3515 [26:13<45:05,  1.19s/it]
overall:  31%|███▏      | 1251/4000 [26:16<51:36,  1.13s/it]

train:  36%|███▌      | 1251/3515 [26:14<42:30,  1.13s/it]
overall:  31%|███▏      | 1252/4000 [26:17<51:48,  1.13s/it]

train:  36%|███▌      | 1252/3515 [26:15<42:39,  1.13s/it]
overall:  31%|███▏      | 1253/4000 [26:18<53:30,  1.17s/it]

train:  36%|███▌      | 1253/3515 [26:16<44:04,  1.17s/it]
overall:  31%|███▏      | 1254/4000 [26:20<55:09,  1.21s/it]

train:  36%|███▌      | 1254/3515 [26:18<45:24,  1.21s/it]
overall:  31%|███▏      | 1255/4000 [26:21<54:11,  1.18s/it]

train:  36%|███▌      | 1255/3515 [26:19<44:37,  1.18s/it]
overall:  31%|███▏      | 1256/4000 [26:22<53:48,  1.18s/it]

train:  36%|███▌      | 1256/3515 [26:20<44:18,  1.18s/it]
overall:  31%|███▏      | 1257/4000 [26:23<52:31,  1.15s/it]

train:  36%|███▌      | 1257/3515 [26:21<43:14,  1.15s/it]
overall:  31%|███▏      | 1258/4000 [26:24<52:19,  1.15s/it]

train:  36%|███▌      | 1258/3515 [26:22<43:04,  1.15s/it]
overall:  31%|███▏      | 1259/4000 [26:26<54:19,  1.19s/it]

train:  36%|███▌      | 1259/3515 [26:24<44:43,  1.19s/it]
overall:  32%|███▏      | 1260/4000 [26:27<1:00:45,  1.33s/it]

train:  36%|███▌      | 1260/3515 [26:25<50:00,  1.33s/it]
overall:  32%|███▏      | 1261/4000 [26:28<55:39,  1.22s/it]  

train:  36%|███▌      | 1261/3515 [26:26<45:48,  1.22s/it]
overall:  32%|███▏      | 1262/4000 [26:29<55:07,  1.21s/it]

train:  36%|███▌      | 1262/3515 [26:27<45:21,  1.21s/it]
overall:  32%|███▏      | 1263/4000 [26:31<55:21,  1.21s/it]

train:  36%|███▌      | 1263/3515 [26:29<45:33,  1.21s/it]
overall:  32%|███▏      | 1264/4000 [26:32<51:49,  1.14s/it]

train:  36%|███▌      | 1264/3515 [26:30<42:38,  1.14s/it]
overall:  32%|███▏      | 1265/4000 [26:33<52:58,  1.16s/it]

train:  36%|███▌      | 1265/3515 [26:31<43:34,  1.16s/it]
overall:  32%|███▏      | 1266/4000 [26:34<53:42,  1.18s/it]

train:  36%|███▌      | 1266/3515 [26:32<44:10,  1.18s/it]
overall:  32%|███▏      | 1267/4000 [26:35<54:31,  1.20s/it]

train:  36%|███▌      | 1267/3515 [26:33<44:51,  1.20s/it]
overall:  32%|███▏      | 1268/4000 [26:36<54:28,  1.20s/it]

train:  36%|███▌      | 1268/3515 [26:34<44:47,  1.20s/it]
overall:  32%|███▏      | 1269/4000 [26:38<55:49,  1.23s/it]

train:  36%|███▌      | 1269/3515 [26:36<45:54,  1.23s/it]
overall:  32%|███▏      | 1270/4000 [26:39<56:26,  1.24s/it]

train:  36%|███▌      | 1270/3515 [26:37<46:24,  1.24s/it]
overall:  32%|███▏      | 1271/4000 [26:40<56:18,  1.24s/it]

train:  36%|███▌      | 1271/3515 [26:38<46:18,  1.24s/it]
overall:  32%|███▏      | 1272/4000 [26:41<55:53,  1.23s/it]

train:  36%|███▌      | 1272/3515 [26:39<45:57,  1.23s/it]
overall:  32%|███▏      | 1273/4000 [26:43<55:43,  1.23s/it]

train:  36%|███▌      | 1273/3515 [26:41<45:48,  1.23s/it]
overall:  32%|███▏      | 1274/4000 [26:44<51:41,  1.14s/it]

train:  36%|███▌      | 1274/3515 [26:42<42:29,  1.14s/it]
overall:  32%|███▏      | 1275/4000 [26:45<52:48,  1.16s/it]

train:  36%|███▋      | 1275/3515 [26:43<43:24,  1.16s/it]
overall:  32%|███▏      | 1276/4000 [26:46<52:07,  1.15s/it]

train:  36%|███▋      | 1276/3515 [26:44<42:50,  1.15s/it]
overall:  32%|███▏      | 1277/4000 [26:47<53:21,  1.18s/it]

train:  36%|███▋      | 1277/3515 [26:45<43:51,  1.18s/it]
overall:  32%|███▏      | 1278/4000 [26:48<43:19,  1.05it/s]

train:  36%|███▋      | 1278/3515 [26:46<35:35,  1.05it/s]
overall:  32%|███▏      | 1279/4000 [26:49<45:48,  1.01s/it]

train:  36%|███▋      | 1279/3515 [26:47<37:38,  1.01s/it]
overall:  32%|███▏      | 1280/4000 [26:50<47:48,  1.05s/it]

train:  36%|███▋      | 1280/3515 [26:48<39:17,  1.05s/it]
overall:  32%|███▏      | 1281/4000 [26:51<51:06,  1.13s/it]

train:  36%|███▋      | 1281/3515 [26:49<41:59,  1.13s/it]
overall:  32%|███▏      | 1282/4000 [26:52<53:03,  1.17s/it]

train:  36%|███▋      | 1282/3515 [26:50<43:35,  1.17s/it]
overall:  32%|███▏      | 1283/4000 [26:54<53:35,  1.18s/it]

train:  37%|███▋      | 1283/3515 [26:52<44:01,  1.18s/it]
overall:  32%|███▏      | 1284/4000 [26:55<50:37,  1.12s/it]

train:  37%|███▋      | 1284/3515 [26:53<41:35,  1.12s/it]
overall:  32%|███▏      | 1285/4000 [26:56<53:00,  1.17s/it]

train:  37%|███▋      | 1285/3515 [26:54<43:32,  1.17s/it]
overall:  32%|███▏      | 1286/4000 [26:57<46:02,  1.02s/it]

train:  37%|███▋      | 1286/3515 [26:55<37:48,  1.02s/it]
overall:  32%|███▏      | 1287/4000 [26:58<49:49,  1.10s/it]

train:  37%|███▋      | 1287/3515 [26:56<40:55,  1.10s/it]
overall:  32%|███▏      | 1288/4000 [26:59<52:22,  1.16s/it]

train:  37%|███▋      | 1288/3515 [26:57<43:00,  1.16s/it]
overall:  32%|███▏      | 1289/4000 [27:00<53:15,  1.18s/it]

train:  37%|███▋      | 1289/3515 [26:58<43:44,  1.18s/it]
overall:  32%|███▏      | 1290/4000 [27:02<54:08,  1.20s/it]

train:  37%|███▋      | 1290/3515 [27:00<44:26,  1.20s/it]
overall:  32%|███▏      | 1291/4000 [27:03<55:25,  1.23s/it]

train:  37%|███▋      | 1291/3515 [27:01<45:29,  1.23s/it]
overall:  32%|███▏      | 1292/4000 [27:04<53:33,  1.19s/it]

train:  37%|███▋      | 1292/3515 [27:02<43:57,  1.19s/it]
overall:  32%|███▏      | 1293/4000 [27:05<54:54,  1.22s/it]

train:  37%|███▋      | 1293/3515 [27:03<45:04,  1.22s/it]
overall:  32%|███▏      | 1294/4000 [27:07<55:09,  1.22s/it]

train:  37%|███▋      | 1294/3515 [27:05<45:16,  1.22s/it]
overall:  32%|███▏      | 1295/4000 [27:08<55:19,  1.23s/it]

train:  37%|███▋      | 1295/3515 [27:06<45:23,  1.23s/it]
overall:  32%|███▏      | 1296/4000 [27:09<55:04,  1.22s/it]

train:  37%|███▋      | 1296/3515 [27:07<45:12,  1.22s/it]
overall:  32%|███▏      | 1297/4000 [27:10<54:58,  1.22s/it]

train:  37%|███▋      | 1297/3515 [27:08<45:06,  1.22s/it]
overall:  32%|███▏      | 1298/4000 [27:11<52:23,  1.16s/it]

train:  37%|███▋      | 1298/3515 [27:09<42:59,  1.16s/it]
overall:  32%|███▏      | 1299/4000 [27:12<48:40,  1.08s/it]

train:  37%|███▋      | 1299/3515 [27:10<39:56,  1.08s/it]
overall:  32%|███▎      | 1300/4000 [27:13<50:58,  1.13s/it]

train:  37%|███▋      | 1300/3515 [27:11<41:49,  1.13s/it]
overall:  33%|███▎      | 1301/4000 [27:15<53:30,  1.19s/it]

train:  37%|███▋      | 1301/3515 [27:13<43:53,  1.19s/it]
overall:  33%|███▎      | 1302/4000 [27:16<50:22,  1.12s/it]

train:  37%|███▋      | 1302/3515 [27:14<41:19,  1.12s/it]
overall:  33%|███▎      | 1303/4000 [27:16<43:49,  1.03it/s]

train:  37%|███▋      | 1303/3515 [27:14<35:56,  1.03it/s]
overall:  33%|███▎      | 1304/4000 [27:17<46:20,  1.03s/it]

train:  37%|███▋      | 1304/3515 [27:15<38:00,  1.03s/it]
overall:  33%|███▎      | 1305/4000 [27:18<36:31,  1.23it/s]

train:  37%|███▋      | 1305/3515 [27:16<29:57,  1.23it/s]
overall:  33%|███▎      | 1306/4000 [27:19<39:40,  1.13it/s]

train:  37%|███▋      | 1306/3515 [27:17<32:32,  1.13it/s]
overall:  33%|███▎      | 1307/4000 [27:20<38:15,  1.17it/s]

train:  37%|███▋      | 1307/3515 [27:18<31:22,  1.17it/s]
overall:  33%|███▎      | 1308/4000 [27:21<49:41,  1.11s/it]

train:  37%|███▋      | 1308/3515 [27:19<40:44,  1.11s/it]
overall:  33%|███▎      | 1309/4000 [27:23<51:23,  1.15s/it]

train:  37%|███▋      | 1309/3515 [27:21<42:07,  1.15s/it]
overall:  33%|███▎      | 1310/4000 [27:24<51:34,  1.15s/it]

train:  37%|███▋      | 1310/3515 [27:22<42:16,  1.15s/it]
overall:  33%|███▎      | 1311/4000 [27:25<52:08,  1.16s/it]

train:  37%|███▋      | 1311/3515 [27:23<42:43,  1.16s/it]
overall:  33%|███▎      | 1312/4000 [27:26<53:41,  1.20s/it]

train:  37%|███▋      | 1312/3515 [27:24<44:00,  1.20s/it]
overall:  33%|███▎      | 1313/4000 [27:27<53:35,  1.20s/it]

train:  37%|███▋      | 1313/3515 [27:25<43:55,  1.20s/it]
overall:  33%|███▎      | 1314/4000 [27:28<43:04,  1.04it/s]

train:  37%|███▋      | 1314/3515 [27:26<35:17,  1.04it/s]
overall:  33%|███▎      | 1315/4000 [27:29<47:24,  1.06s/it]

train:  37%|███▋      | 1315/3515 [27:27<38:50,  1.06s/it]
overall:  33%|███▎      | 1316/4000 [27:30<50:29,  1.13s/it]

train:  37%|███▋      | 1316/3515 [27:28<41:22,  1.13s/it]
overall:  33%|███▎      | 1317/4000 [27:31<48:33,  1.09s/it]

train:  37%|███▋      | 1317/3515 [27:29<39:46,  1.09s/it]
overall:  33%|███▎      | 1318/4000 [27:33<50:31,  1.13s/it]

train:  37%|███▋      | 1318/3515 [27:31<41:23,  1.13s/it]
overall:  33%|███▎      | 1319/4000 [27:34<52:49,  1.18s/it]

train:  38%|███▊      | 1319/3515 [27:32<43:16,  1.18s/it]
overall:  33%|███▎      | 1320/4000 [27:35<53:34,  1.20s/it]

train:  38%|███▊      | 1320/3515 [27:33<43:52,  1.20s/it]
overall:  33%|███▎      | 1321/4000 [27:36<54:37,  1.22s/it]

train:  38%|███▊      | 1321/3515 [27:34<44:44,  1.22s/it]
overall:  33%|███▎      | 1322/4000 [27:37<46:50,  1.05s/it]

train:  38%|███▊      | 1322/3515 [27:35<38:21,  1.05s/it]
overall:  33%|███▎      | 1323/4000 [27:38<46:32,  1.04s/it]

train:  38%|███▊      | 1323/3515 [27:36<38:06,  1.04s/it]
overall:  33%|███▎      | 1324/4000 [27:39<48:19,  1.08s/it]

train:  38%|███▊      | 1324/3515 [27:37<39:34,  1.08s/it]
overall:  33%|███▎      | 1325/4000 [27:40<49:02,  1.10s/it]

train:  38%|███▊      | 1325/3515 [27:38<40:09,  1.10s/it]
overall:  33%|███▎      | 1326/4000 [27:42<50:38,  1.14s/it]

train:  38%|███▊      | 1326/3515 [27:40<41:27,  1.14s/it]
overall:  33%|███▎      | 1327/4000 [27:43<50:32,  1.13s/it]

train:  38%|███▊      | 1327/3515 [27:41<41:22,  1.13s/it]
overall:  33%|███▎      | 1328/4000 [27:44<51:29,  1.16s/it]

train:  38%|███▊      | 1328/3515 [27:42<42:08,  1.16s/it]
overall:  33%|███▎      | 1329/4000 [27:44<41:41,  1.07it/s]

train:  38%|███▊      | 1329/3515 [27:42<34:07,  1.07it/s]
overall:  33%|███▎      | 1330/4000 [27:46<46:12,  1.04s/it]

train:  38%|███▊      | 1330/3515 [27:44<37:49,  1.04s/it]
overall:  33%|███▎      | 1331/4000 [27:47<49:47,  1.12s/it]

train:  38%|███▊      | 1331/3515 [27:45<40:44,  1.12s/it]
overall:  33%|███▎      | 1332/4000 [27:48<54:42,  1.23s/it]

train:  38%|███▊      | 1332/3515 [27:46<44:46,  1.23s/it]
overall:  33%|███▎      | 1333/4000 [27:50<55:36,  1.25s/it]

train:  38%|███▊      | 1333/3515 [27:48<45:29,  1.25s/it]
overall:  33%|███▎      | 1334/4000 [27:51<52:59,  1.19s/it]

train:  38%|███▊      | 1334/3515 [27:49<43:21,  1.19s/it]
overall:  33%|███▎      | 1335/4000 [27:52<52:04,  1.17s/it]

train:  38%|███▊      | 1335/3515 [27:50<42:36,  1.17s/it]
overall:  33%|███▎      | 1336/4000 [27:53<53:28,  1.20s/it]

train:  38%|███▊      | 1336/3515 [27:51<43:44,  1.20s/it]
overall:  33%|███▎      | 1337/4000 [27:53<41:11,  1.08it/s]

train:  38%|███▊      | 1337/3515 [27:52<33:41,  1.08it/s]
overall:  33%|███▎      | 1338/4000 [27:54<41:12,  1.08it/s]

train:  38%|███▊      | 1338/3515 [27:52<33:42,  1.08it/s]
overall:  33%|███▎      | 1339/4000 [27:56<45:11,  1.02s/it]

train:  38%|███▊      | 1339/3515 [27:54<36:57,  1.02s/it]
overall:  34%|███▎      | 1340/4000 [27:57<43:11,  1.03it/s]

train:  38%|███▊      | 1340/3515 [27:55<35:19,  1.03it/s]
overall:  34%|███▎      | 1341/4000 [27:58<47:21,  1.07s/it]

train:  38%|███▊      | 1341/3515 [27:56<38:43,  1.07s/it]
overall:  34%|███▎      | 1342/4000 [27:59<44:33,  1.01s/it]

train:  38%|███▊      | 1342/3515 [27:57<36:25,  1.01s/it]
overall:  34%|███▎      | 1343/4000 [28:00<48:02,  1.08s/it]

train:  38%|███▊      | 1343/3515 [27:58<39:16,  1.08s/it]
overall:  34%|███▎      | 1344/4000 [28:01<49:59,  1.13s/it]

train:  38%|███▊      | 1344/3515 [27:59<40:51,  1.13s/it]
overall:  34%|███▎      | 1345/4000 [28:02<50:34,  1.14s/it]

train:  38%|███▊      | 1345/3515 [28:00<41:19,  1.14s/it]
overall:  34%|███▎      | 1346/4000 [28:03<41:35,  1.06it/s]

train:  38%|███▊      | 1346/3515 [28:01<33:59,  1.06it/s]
overall:  34%|███▎      | 1347/4000 [28:04<46:06,  1.04s/it]

train:  38%|███▊      | 1347/3515 [28:02<37:40,  1.04s/it]
overall:  34%|███▎      | 1348/4000 [28:05<47:00,  1.06s/it]

train:  38%|███▊      | 1348/3515 [28:03<38:24,  1.06s/it]
overall:  34%|███▎      | 1349/4000 [28:06<49:40,  1.12s/it]

train:  38%|███▊      | 1349/3515 [28:04<40:35,  1.12s/it]
overall:  34%|███▍      | 1350/4000 [28:08<51:21,  1.16s/it]

train:  38%|███▊      | 1350/3515 [28:06<41:57,  1.16s/it]
overall:  34%|███▍      | 1351/4000 [28:09<47:33,  1.08s/it]

train:  38%|███▊      | 1351/3515 [28:07<38:51,  1.08s/it]
overall:  34%|███▍      | 1352/4000 [28:10<47:26,  1.07s/it]

train:  38%|███▊      | 1352/3515 [28:08<38:45,  1.07s/it]
overall:  34%|███▍      | 1353/4000 [28:11<48:58,  1.11s/it]

train:  38%|███▊      | 1353/3515 [28:09<39:59,  1.11s/it]
overall:  34%|███▍      | 1354/4000 [28:12<46:57,  1.06s/it]

train:  39%|███▊      | 1354/3515 [28:10<38:20,  1.06s/it]
overall:  34%|███▍      | 1355/4000 [28:13<44:11,  1.00s/it]

train:  39%|███▊      | 1355/3515 [28:11<36:05,  1.00s/it]
overall:  34%|███▍      | 1356/4000 [28:14<47:51,  1.09s/it]

train:  39%|███▊      | 1356/3515 [28:12<39:04,  1.09s/it]
overall:  34%|███▍      | 1357/4000 [28:15<50:07,  1.14s/it]

train:  39%|███▊      | 1357/3515 [28:13<40:55,  1.14s/it]
overall:  34%|███▍      | 1358/4000 [28:17<52:10,  1.19s/it]

train:  39%|███▊      | 1358/3515 [28:15<42:36,  1.19s/it]
overall:  34%|███▍      | 1359/4000 [28:18<52:48,  1.20s/it]

train:  39%|███▊      | 1359/3515 [28:16<43:06,  1.20s/it]
overall:  34%|███▍      | 1360/4000 [28:19<54:18,  1.23s/it]

train:  39%|███▊      | 1360/3515 [28:17<44:19,  1.23s/it]
overall:  34%|███▍      | 1361/4000 [28:20<51:24,  1.17s/it]

train:  39%|███▊      | 1361/3515 [28:18<41:58,  1.17s/it]
overall:  34%|███▍      | 1362/4000 [28:21<52:17,  1.19s/it]

train:  39%|███▊      | 1362/3515 [28:19<42:40,  1.19s/it]
overall:  34%|███▍      | 1363/4000 [28:23<52:52,  1.20s/it]

train:  39%|███▉      | 1363/3515 [28:21<43:08,  1.20s/it]
overall:  34%|███▍      | 1364/4000 [28:24<52:09,  1.19s/it]

train:  39%|███▉      | 1364/3515 [28:22<42:33,  1.19s/it]
overall:  34%|███▍      | 1365/4000 [28:25<53:27,  1.22s/it]

train:  39%|███▉      | 1365/3515 [28:23<43:37,  1.22s/it]
overall:  34%|███▍      | 1366/4000 [28:26<53:17,  1.21s/it]

train:  39%|███▉      | 1366/3515 [28:24<43:29,  1.21s/it]
overall:  34%|███▍      | 1367/4000 [28:27<52:29,  1.20s/it]

train:  39%|███▉      | 1367/3515 [28:25<42:49,  1.20s/it]
overall:  34%|███▍      | 1368/4000 [28:28<43:52,  1.00s/it]

train:  39%|███▉      | 1368/3515 [28:26<35:47,  1.00s/it]
overall:  34%|███▍      | 1369/4000 [28:29<39:02,  1.12it/s]

train:  39%|███▉      | 1369/3515 [28:27<31:51,  1.12it/s]
overall:  34%|███▍      | 1370/4000 [28:30<44:22,  1.01s/it]

train:  39%|███▉      | 1370/3515 [28:28<36:11,  1.01s/it]
overall:  34%|███▍      | 1371/4000 [28:30<38:45,  1.13it/s]

train:  39%|███▉      | 1371/3515 [28:28<31:36,  1.13it/s]
overall:  34%|███▍      | 1372/4000 [28:32<46:01,  1.05s/it]

train:  39%|███▉      | 1372/3515 [28:30<37:32,  1.05s/it]
overall:  34%|███▍      | 1373/4000 [28:33<49:03,  1.12s/it]

train:  39%|███▉      | 1373/3515 [28:31<39:59,  1.12s/it]
overall:  34%|███▍      | 1374/4000 [28:33<37:28,  1.17it/s]

train:  39%|███▉      | 1374/3515 [28:31<30:32,  1.17it/s]
overall:  34%|███▍      | 1375/4000 [28:35<41:03,  1.07it/s]

train:  39%|███▉      | 1375/3515 [28:33<33:28,  1.07it/s]
overall:  34%|███▍      | 1376/4000 [28:36<43:32,  1.00it/s]

train:  39%|███▉      | 1376/3515 [28:34<35:29,  1.00it/s]
overall:  34%|███▍      | 1377/4000 [28:37<47:19,  1.08s/it]

train:  39%|███▉      | 1377/3515 [28:35<38:34,  1.08s/it]
overall:  34%|███▍      | 1378/4000 [28:38<49:56,  1.14s/it]

train:  39%|███▉      | 1378/3515 [28:36<40:42,  1.14s/it]
overall:  34%|███▍      | 1379/4000 [28:39<42:41,  1.02it/s]

train:  39%|███▉      | 1379/3515 [28:37<34:47,  1.02it/s]
overall:  34%|███▍      | 1380/4000 [28:40<47:21,  1.08s/it]

train:  39%|███▉      | 1380/3515 [28:38<38:35,  1.08s/it]
overall:  35%|███▍      | 1381/4000 [28:41<49:27,  1.13s/it]

train:  39%|███▉      | 1381/3515 [28:39<40:17,  1.13s/it]
overall:  35%|███▍      | 1382/4000 [28:43<50:14,  1.15s/it]

train:  39%|███▉      | 1382/3515 [28:41<40:56,  1.15s/it]
overall:  35%|███▍      | 1383/4000 [28:43<43:50,  1.01s/it]

train:  39%|███▉      | 1383/3515 [28:41<35:42,  1.01s/it]
overall:  35%|███▍      | 1384/4000 [28:45<47:25,  1.09s/it]

train:  39%|███▉      | 1384/3515 [28:43<38:38,  1.09s/it]
overall:  35%|███▍      | 1385/4000 [28:46<47:59,  1.10s/it]

train:  39%|███▉      | 1385/3515 [28:44<39:05,  1.10s/it]
overall:  35%|███▍      | 1386/4000 [28:47<50:30,  1.16s/it]

train:  39%|███▉      | 1386/3515 [28:45<41:08,  1.16s/it]
overall:  35%|███▍      | 1387/4000 [28:47<41:22,  1.05it/s]

train:  39%|███▉      | 1387/3515 [28:45<33:41,  1.05it/s]
overall:  35%|███▍      | 1388/4000 [28:49<44:59,  1.03s/it]

train:  39%|███▉      | 1388/3515 [28:47<36:38,  1.03s/it]
overall:  35%|███▍      | 1389/4000 [28:50<47:40,  1.10s/it]

train:  40%|███▉      | 1389/3515 [28:48<38:49,  1.10s/it]
overall:  35%|███▍      | 1390/4000 [28:51<50:14,  1.16s/it]

train:  40%|███▉      | 1390/3515 [28:49<40:54,  1.16s/it]
overall:  35%|███▍      | 1391/4000 [28:52<50:04,  1.15s/it]

train:  40%|███▉      | 1391/3515 [28:50<40:45,  1.15s/it]
overall:  35%|███▍      | 1392/4000 [28:53<50:04,  1.15s/it]

train:  40%|███▉      | 1392/3515 [28:51<40:45,  1.15s/it]
overall:  35%|███▍      | 1393/4000 [28:55<52:03,  1.20s/it]

train:  40%|███▉      | 1393/3515 [28:53<42:22,  1.20s/it]
overall:  35%|███▍      | 1394/4000 [28:56<52:31,  1.21s/it]

train:  40%|███▉      | 1394/3515 [28:54<42:45,  1.21s/it]
overall:  35%|███▍      | 1395/4000 [28:57<49:29,  1.14s/it]

train:  40%|███▉      | 1395/3515 [28:55<40:16,  1.14s/it]
overall:  35%|███▍      | 1396/4000 [28:58<53:16,  1.23s/it]

train:  40%|███▉      | 1396/3515 [28:56<43:21,  1.23s/it]
overall:  35%|███▍      | 1397/4000 [29:00<53:32,  1.23s/it]

train:  40%|███▉      | 1397/3515 [28:58<43:34,  1.23s/it]
overall:  35%|███▍      | 1398/4000 [29:01<52:53,  1.22s/it]

train:  40%|███▉      | 1398/3515 [28:59<43:01,  1.22s/it]
overall:  35%|███▍      | 1399/4000 [29:02<52:47,  1.22s/it]

train:  40%|███▉      | 1399/3515 [29:00<42:57,  1.22s/it]
overall:  35%|███▌      | 1400/4000 [29:03<53:12,  1.23s/it]

train:  40%|███▉      | 1400/3515 [29:01<43:17,  1.23s/it]
overall:  35%|███▌      | 1401/4000 [29:05<53:54,  1.24s/it]

train:  40%|███▉      | 1401/3515 [29:03<43:51,  1.24s/it]
overall:  35%|███▌      | 1402/4000 [29:06<54:17,  1.25s/it]

train:  40%|███▉      | 1402/3515 [29:04<44:09,  1.25s/it]
overall:  35%|███▌      | 1403/4000 [29:07<54:38,  1.26s/it]

train:  40%|███▉      | 1403/3515 [29:05<44:26,  1.26s/it]
overall:  35%|███▌      | 1404/4000 [29:09<55:46,  1.29s/it]

train:  40%|███▉      | 1404/3515 [29:07<45:21,  1.29s/it]
overall:  35%|███▌      | 1405/4000 [29:10<53:17,  1.23s/it]

train:  40%|███▉      | 1405/3515 [29:08<43:19,  1.23s/it]
overall:  35%|███▌      | 1406/4000 [29:11<53:07,  1.23s/it]

train:  40%|████      | 1406/3515 [29:09<43:11,  1.23s/it]
overall:  35%|███▌      | 1407/4000 [29:12<52:46,  1.22s/it]

train:  40%|████      | 1407/3515 [29:10<42:54,  1.22s/it]
overall:  35%|███▌      | 1408/4000 [29:13<52:57,  1.23s/it]

train:  40%|████      | 1408/3515 [29:11<43:02,  1.23s/it]
overall:  35%|███▌      | 1409/4000 [29:14<52:29,  1.22s/it]

train:  40%|████      | 1409/3515 [29:12<42:39,  1.22s/it]
overall:  35%|███▌      | 1410/4000 [29:16<52:06,  1.21s/it]

train:  40%|████      | 1410/3515 [29:14<42:20,  1.21s/it]
overall:  35%|███▌      | 1411/4000 [29:17<53:12,  1.23s/it]

train:  40%|████      | 1411/3515 [29:15<43:14,  1.23s/it]
overall:  35%|███▌      | 1412/4000 [29:18<53:09,  1.23s/it]

train:  40%|████      | 1412/3515 [29:16<43:12,  1.23s/it]
overall:  35%|███▌      | 1413/4000 [29:19<51:51,  1.20s/it]

train:  40%|████      | 1413/3515 [29:17<42:08,  1.20s/it]
overall:  35%|███▌      | 1414/4000 [29:20<47:32,  1.10s/it]

train:  40%|████      | 1414/3515 [29:18<38:37,  1.10s/it]
overall:  35%|███▌      | 1415/4000 [29:21<49:28,  1.15s/it]

train:  40%|████      | 1415/3515 [29:19<40:11,  1.15s/it]
overall:  35%|███▌      | 1416/4000 [29:23<50:36,  1.18s/it]

train:  40%|████      | 1416/3515 [29:21<41:06,  1.18s/it]
overall:  35%|███▌      | 1417/4000 [29:24<46:36,  1.08s/it]

train:  40%|████      | 1417/3515 [29:22<37:51,  1.08s/it]
overall:  35%|███▌      | 1418/4000 [29:25<46:26,  1.08s/it]

train:  40%|████      | 1418/3515 [29:23<37:43,  1.08s/it]
overall:  35%|███▌      | 1419/4000 [29:26<47:23,  1.10s/it]

train:  40%|████      | 1419/3515 [29:24<38:28,  1.10s/it]
overall:  36%|███▌      | 1420/4000 [29:27<49:41,  1.16s/it]

train:  40%|████      | 1420/3515 [29:25<40:20,  1.16s/it]
overall:  36%|███▌      | 1421/4000 [29:28<51:36,  1.20s/it]

train:  40%|████      | 1421/3515 [29:26<41:54,  1.20s/it]
overall:  36%|███▌      | 1422/4000 [29:30<51:55,  1.21s/it]

train:  40%|████      | 1422/3515 [29:28<42:09,  1.21s/it]
overall:  36%|███▌      | 1423/4000 [29:31<52:05,  1.21s/it]

train:  40%|████      | 1423/3515 [29:29<42:17,  1.21s/it]
overall:  36%|███▌      | 1424/4000 [29:32<52:17,  1.22s/it]

train:  41%|████      | 1424/3515 [29:30<42:26,  1.22s/it]
overall:  36%|███▌      | 1425/4000 [29:33<52:52,  1.23s/it]

train:  41%|████      | 1425/3515 [29:31<42:54,  1.23s/it]
overall:  36%|███▌      | 1426/4000 [29:35<53:25,  1.25s/it]

train:  41%|████      | 1426/3515 [29:33<43:21,  1.25s/it]
overall:  36%|███▌      | 1427/4000 [29:36<53:06,  1.24s/it]

train:  41%|████      | 1427/3515 [29:34<43:06,  1.24s/it]
overall:  36%|███▌      | 1428/4000 [29:37<55:35,  1.30s/it]

train:  41%|████      | 1428/3515 [29:35<45:06,  1.30s/it]
overall:  36%|███▌      | 1429/4000 [29:38<51:55,  1.21s/it]

train:  41%|████      | 1429/3515 [29:36<42:07,  1.21s/it]
overall:  36%|███▌      | 1430/4000 [29:39<52:14,  1.22s/it]

train:  41%|████      | 1430/3515 [29:37<42:22,  1.22s/it]
overall:  36%|███▌      | 1431/4000 [29:41<51:39,  1.21s/it]

train:  41%|████      | 1431/3515 [29:39<41:54,  1.21s/it]
overall:  36%|███▌      | 1432/4000 [29:42<51:05,  1.19s/it]

train:  41%|████      | 1432/3515 [29:40<41:26,  1.19s/it]
overall:  36%|███▌      | 1433/4000 [29:43<50:11,  1.17s/it]

train:  41%|████      | 1433/3515 [29:41<40:42,  1.17s/it]
overall:  36%|███▌      | 1434/4000 [29:44<50:00,  1.17s/it]

train:  41%|████      | 1434/3515 [29:42<40:33,  1.17s/it]
overall:  36%|███▌      | 1435/4000 [29:45<49:44,  1.16s/it]

train:  41%|████      | 1435/3515 [29:43<40:20,  1.16s/it]
overall:  36%|███▌      | 1436/4000 [29:46<48:30,  1.14s/it]

train:  41%|████      | 1436/3515 [29:44<39:19,  1.14s/it]
overall:  36%|███▌      | 1437/4000 [29:48<49:15,  1.15s/it]

train:  41%|████      | 1437/3515 [29:46<39:55,  1.15s/it]
overall:  36%|███▌      | 1438/4000 [29:49<49:42,  1.16s/it]

train:  41%|████      | 1438/3515 [29:47<40:18,  1.16s/it]
overall:  36%|███▌      | 1439/4000 [29:50<50:20,  1.18s/it]

train:  41%|████      | 1439/3515 [29:48<40:48,  1.18s/it]
overall:  36%|███▌      | 1440/4000 [29:51<50:19,  1.18s/it]

train:  41%|████      | 1440/3515 [29:49<40:47,  1.18s/it]
overall:  36%|███▌      | 1441/4000 [29:52<50:05,  1.17s/it]

train:  41%|████      | 1441/3515 [29:50<40:35,  1.17s/it]
overall:  36%|███▌      | 1442/4000 [29:53<49:31,  1.16s/it]

train:  41%|████      | 1442/3515 [29:51<40:07,  1.16s/it]
overall:  36%|███▌      | 1443/4000 [29:55<50:29,  1.18s/it]

train:  41%|████      | 1443/3515 [29:53<40:55,  1.18s/it]
overall:  36%|███▌      | 1444/4000 [29:56<52:42,  1.24s/it]

train:  41%|████      | 1444/3515 [29:54<42:42,  1.24s/it]
overall:  36%|███▌      | 1445/4000 [29:57<53:08,  1.25s/it]

train:  41%|████      | 1445/3515 [29:55<43:03,  1.25s/it]
overall:  36%|███▌      | 1446/4000 [29:59<53:29,  1.26s/it]

train:  41%|████      | 1446/3515 [29:57<43:20,  1.26s/it]
overall:  36%|███▌      | 1447/4000 [30:00<53:50,  1.27s/it]

train:  41%|████      | 1447/3515 [29:58<43:37,  1.27s/it]
overall:  36%|███▌      | 1448/4000 [30:01<52:01,  1.22s/it]

train:  41%|████      | 1448/3515 [29:59<42:08,  1.22s/it]
overall:  36%|███▌      | 1449/4000 [30:02<52:08,  1.23s/it]

train:  41%|████      | 1449/3515 [30:00<42:13,  1.23s/it]
overall:  36%|███▋      | 1450/4000 [30:03<51:57,  1.22s/it]

train:  41%|████▏     | 1450/3515 [30:01<42:04,  1.22s/it]
overall:  36%|███▋      | 1451/4000 [30:05<52:52,  1.24s/it]

train:  41%|████▏     | 1451/3515 [30:03<42:48,  1.24s/it]
overall:  36%|███▋      | 1452/4000 [30:06<53:45,  1.27s/it]

train:  41%|████▏     | 1452/3515 [30:04<43:31,  1.27s/it]
overall:  36%|███▋      | 1453/4000 [30:07<51:41,  1.22s/it]

train:  41%|████▏     | 1453/3515 [30:05<41:51,  1.22s/it]
overall:  36%|███▋      | 1454/4000 [30:08<49:51,  1.17s/it]

train:  41%|████▏     | 1454/3515 [30:06<40:21,  1.17s/it]
overall:  36%|███▋      | 1455/4000 [30:09<51:11,  1.21s/it]

train:  41%|████▏     | 1455/3515 [30:07<41:26,  1.21s/it]
overall:  36%|███▋      | 1456/4000 [30:11<51:10,  1.21s/it]

train:  41%|████▏     | 1456/3515 [30:09<41:25,  1.21s/it]
overall:  36%|███▋      | 1457/4000 [30:12<50:16,  1.19s/it]

train:  41%|████▏     | 1457/3515 [30:10<40:41,  1.19s/it]
overall:  36%|███▋      | 1458/4000 [30:13<50:33,  1.19s/it]

train:  41%|████▏     | 1458/3515 [30:11<40:54,  1.19s/it]
overall:  36%|███▋      | 1459/4000 [30:14<51:31,  1.22s/it]

train:  42%|████▏     | 1459/3515 [30:12<41:41,  1.22s/it]
overall:  36%|███▋      | 1460/4000 [30:16<51:46,  1.22s/it]

train:  42%|████▏     | 1460/3515 [30:14<41:53,  1.22s/it]
overall:  37%|███▋      | 1461/4000 [30:17<50:39,  1.20s/it]

train:  42%|████▏     | 1461/3515 [30:15<40:59,  1.20s/it]
overall:  37%|███▋      | 1462/4000 [30:18<49:19,  1.17s/it]

train:  42%|████▏     | 1462/3515 [30:16<39:54,  1.17s/it]
overall:  37%|███▋      | 1463/4000 [30:19<48:55,  1.16s/it]

train:  42%|████▏     | 1463/3515 [30:17<39:34,  1.16s/it]
overall:  37%|███▋      | 1464/4000 [30:20<50:00,  1.18s/it]

train:  42%|████▏     | 1464/3515 [30:18<40:26,  1.18s/it]
overall:  37%|███▋      | 1465/4000 [30:21<49:24,  1.17s/it]

train:  42%|████▏     | 1465/3515 [30:19<39:57,  1.17s/it]
overall:  37%|███▋      | 1466/4000 [30:22<49:16,  1.17s/it]

train:  42%|████▏     | 1466/3515 [30:20<39:50,  1.17s/it]
overall:  37%|███▋      | 1467/4000 [30:24<50:31,  1.20s/it]

train:  42%|████▏     | 1467/3515 [30:22<40:50,  1.20s/it]
overall:  37%|███▋      | 1468/4000 [30:25<53:56,  1.28s/it]

train:  42%|████▏     | 1468/3515 [30:23<43:36,  1.28s/it]
overall:  37%|███▋      | 1469/4000 [30:26<52:15,  1.24s/it]

train:  42%|████▏     | 1469/3515 [30:24<42:14,  1.24s/it]
overall:  37%|███▋      | 1470/4000 [30:27<50:47,  1.20s/it]

train:  42%|████▏     | 1470/3515 [30:25<41:03,  1.20s/it]
overall:  37%|███▋      | 1471/4000 [30:29<51:42,  1.23s/it]

train:  42%|████▏     | 1471/3515 [30:27<41:47,  1.23s/it]
overall:  37%|███▋      | 1472/4000 [30:30<52:29,  1.25s/it]

train:  42%|████▏     | 1472/3515 [30:28<42:25,  1.25s/it]
overall:  37%|███▋      | 1473/4000 [30:31<51:01,  1.21s/it]

train:  42%|████▏     | 1473/3515 [30:29<41:14,  1.21s/it]
overall:  37%|███▋      | 1474/4000 [30:32<51:14,  1.22s/it]

train:  42%|████▏     | 1474/3515 [30:30<41:24,  1.22s/it]
overall:  37%|███▋      | 1475/4000 [30:33<49:47,  1.18s/it]

train:  42%|████▏     | 1475/3515 [30:31<40:13,  1.18s/it]
overall:  37%|███▋      | 1476/4000 [30:34<41:16,  1.02it/s]

train:  42%|████▏     | 1476/3515 [30:32<33:20,  1.02it/s]
overall:  37%|███▋      | 1477/4000 [30:35<45:07,  1.07s/it]

train:  42%|████▏     | 1477/3515 [30:33<36:26,  1.07s/it]
overall:  37%|███▋      | 1478/4000 [30:36<46:04,  1.10s/it]

train:  42%|████▏     | 1478/3515 [30:34<37:12,  1.10s/it]
overall:  37%|███▋      | 1479/4000 [30:38<47:14,  1.12s/it]

train:  42%|████▏     | 1479/3515 [30:36<38:09,  1.12s/it]
overall:  37%|███▋      | 1480/4000 [30:38<39:21,  1.07it/s]

train:  42%|████▏     | 1480/3515 [30:36<31:47,  1.07it/s]
overall:  37%|███▋      | 1481/4000 [30:39<41:01,  1.02it/s]

train:  42%|████▏     | 1481/3515 [30:37<33:07,  1.02it/s]
overall:  37%|███▋      | 1482/4000 [30:40<44:49,  1.07s/it]

train:  42%|████▏     | 1482/3515 [30:38<36:11,  1.07s/it]
overall:  37%|███▋      | 1483/4000 [30:42<47:38,  1.14s/it]

train:  42%|████▏     | 1483/3515 [30:40<38:27,  1.14s/it]
overall:  37%|███▋      | 1484/4000 [30:43<44:13,  1.05s/it]

train:  42%|████▏     | 1484/3515 [30:41<35:41,  1.05s/it]
overall:  37%|███▋      | 1485/4000 [30:43<34:10,  1.23it/s]

train:  42%|████▏     | 1485/3515 [30:41<27:34,  1.23it/s]
overall:  37%|███▋      | 1486/4000 [30:44<39:05,  1.07it/s]

train:  42%|████▏     | 1486/3515 [30:42<31:32,  1.07it/s]
overall:  37%|███▋      | 1487/4000 [30:45<42:30,  1.02s/it]

train:  42%|████▏     | 1487/3515 [30:43<34:18,  1.02s/it]
overall:  37%|███▋      | 1488/4000 [30:46<43:14,  1.03s/it]

train:  42%|████▏     | 1488/3515 [30:44<34:53,  1.03s/it]
overall:  37%|███▋      | 1489/4000 [30:47<36:01,  1.16it/s]

train:  42%|████▏     | 1489/3515 [30:45<29:03,  1.16it/s]
overall:  37%|███▋      | 1490/4000 [30:48<41:32,  1.01it/s]

train:  42%|████▏     | 1490/3515 [30:46<33:31,  1.01it/s]
overall:  37%|███▋      | 1491/4000 [30:49<44:24,  1.06s/it]

train:  42%|████▏     | 1491/3515 [30:47<35:49,  1.06s/it]
overall:  37%|███▋      | 1492/4000 [30:50<40:47,  1.02it/s]

train:  42%|████▏     | 1492/3515 [30:48<32:54,  1.02it/s]
overall:  37%|███▋      | 1493/4000 [30:51<44:00,  1.05s/it]

train:  42%|████▏     | 1493/3515 [30:49<35:29,  1.05s/it]
overall:  37%|███▋      | 1494/4000 [30:53<46:56,  1.12s/it]

train:  43%|████▎     | 1494/3515 [30:51<37:51,  1.12s/it]
overall:  37%|███▋      | 1495/4000 [30:53<40:59,  1.02it/s]

train:  43%|████▎     | 1495/3515 [30:51<33:02,  1.02it/s]
overall:  37%|███▋      | 1496/4000 [30:54<43:24,  1.04s/it]

train:  43%|████▎     | 1496/3515 [30:52<34:59,  1.04s/it]
overall:  37%|███▋      | 1497/4000 [30:55<35:37,  1.17it/s]

train:  43%|████▎     | 1497/3515 [30:53<28:43,  1.17it/s]
overall:  37%|███▋      | 1498/4000 [30:56<40:20,  1.03it/s]

train:  43%|████▎     | 1498/3515 [30:54<32:31,  1.03it/s]
overall:  37%|███▋      | 1499/4000 [30:57<39:23,  1.06it/s]

train:  43%|████▎     | 1499/3515 [30:55<31:44,  1.06it/s]
overall:  38%|███▊      | 1500/4000 [30:58<43:28,  1.04s/it]

train:  43%|████▎     | 1500/3515 [30:56<35:02,  1.04s/it]
overall:  38%|███▊      | 1501/4000 [30:59<44:06,  1.06s/it]

train:  43%|████▎     | 1501/3515 [30:57<35:32,  1.06s/it]
overall:  38%|███▊      | 1502/4000 [31:01<46:51,  1.13s/it]

train:  43%|████▎     | 1502/3515 [30:59<37:45,  1.13s/it]
overall:  38%|███▊      | 1503/4000 [31:02<47:56,  1.15s/it]

train:  43%|████▎     | 1503/3515 [31:00<38:37,  1.15s/it]
overall:  38%|███▊      | 1504/4000 [31:03<50:03,  1.20s/it]

train:  43%|████▎     | 1504/3515 [31:01<40:19,  1.20s/it]
overall:  38%|███▊      | 1505/4000 [31:04<50:17,  1.21s/it]

train:  43%|████▎     | 1505/3515 [31:02<40:30,  1.21s/it]
overall:  38%|███▊      | 1506/4000 [31:06<50:35,  1.22s/it]

train:  43%|████▎     | 1506/3515 [31:04<40:45,  1.22s/it]
overall:  38%|███▊      | 1507/4000 [31:07<46:27,  1.12s/it]

train:  43%|████▎     | 1507/3515 [31:05<37:24,  1.12s/it]
overall:  38%|███▊      | 1508/4000 [31:08<47:33,  1.15s/it]

train:  43%|████▎     | 1508/3515 [31:06<38:18,  1.15s/it]
overall:  38%|███▊      | 1509/4000 [31:09<49:15,  1.19s/it]

train:  43%|████▎     | 1509/3515 [31:07<39:40,  1.19s/it]
overall:  38%|███▊      | 1510/4000 [31:10<49:48,  1.20s/it]

train:  43%|████▎     | 1510/3515 [31:08<40:06,  1.20s/it]
overall:  38%|███▊      | 1511/4000 [31:12<50:14,  1.21s/it]

train:  43%|████▎     | 1511/3515 [31:10<40:27,  1.21s/it]
overall:  38%|███▊      | 1512/4000 [31:13<50:15,  1.21s/it]

train:  43%|████▎     | 1512/3515 [31:11<40:27,  1.21s/it]
overall:  38%|███▊      | 1513/4000 [31:14<44:39,  1.08s/it]

train:  43%|████▎     | 1513/3515 [31:12<35:56,  1.08s/it]
overall:  38%|███▊      | 1514/4000 [31:14<40:41,  1.02it/s]

train:  43%|████▎     | 1514/3515 [31:12<32:45,  1.02it/s]
overall:  38%|███▊      | 1515/4000 [31:15<43:49,  1.06s/it]

train:  43%|████▎     | 1515/3515 [31:14<35:16,  1.06s/it]
overall:  38%|███▊      | 1516/4000 [31:17<46:17,  1.12s/it]

train:  43%|████▎     | 1516/3515 [31:15<37:15,  1.12s/it]
overall:  38%|███▊      | 1517/4000 [31:18<47:23,  1.15s/it]

train:  43%|████▎     | 1517/3515 [31:16<38:08,  1.15s/it]
overall:  38%|███▊      | 1518/4000 [31:19<48:00,  1.16s/it]

train:  43%|████▎     | 1518/3515 [31:17<38:37,  1.16s/it]
overall:  38%|███▊      | 1519/4000 [31:20<38:15,  1.08it/s]

train:  43%|████▎     | 1519/3515 [31:18<30:46,  1.08it/s]
overall:  38%|███▊      | 1520/4000 [31:21<42:46,  1.04s/it]

train:  43%|████▎     | 1520/3515 [31:19<34:24,  1.04s/it]
overall:  38%|███▊      | 1521/4000 [31:22<45:40,  1.11s/it]

train:  43%|████▎     | 1521/3515 [31:20<36:44,  1.11s/it]
overall:  38%|███▊      | 1522/4000 [31:23<46:22,  1.12s/it]

train:  43%|████▎     | 1522/3515 [31:21<37:17,  1.12s/it]
overall:  38%|███▊      | 1523/4000 [31:24<45:47,  1.11s/it]

train:  43%|████▎     | 1523/3515 [31:22<36:49,  1.11s/it]
overall:  38%|███▊      | 1524/4000 [31:26<49:36,  1.20s/it]

train:  43%|████▎     | 1524/3515 [31:24<39:53,  1.20s/it]
overall:  38%|███▊      | 1525/4000 [31:27<49:29,  1.20s/it]

train:  43%|████▎     | 1525/3515 [31:25<39:47,  1.20s/it]
overall:  38%|███▊      | 1526/4000 [31:28<50:24,  1.22s/it]

train:  43%|████▎     | 1526/3515 [31:26<40:31,  1.22s/it]
overall:  38%|███▊      | 1527/4000 [31:29<50:36,  1.23s/it]

train:  43%|████▎     | 1527/3515 [31:27<40:40,  1.23s/it]
overall:  38%|███▊      | 1528/4000 [31:31<50:51,  1.23s/it]

train:  43%|████▎     | 1528/3515 [31:29<40:52,  1.23s/it]
overall:  38%|███▊      | 1529/4000 [31:31<40:47,  1.01it/s]

train:  43%|████▎     | 1529/3515 [31:29<32:47,  1.01it/s]
overall:  38%|███▊      | 1530/4000 [31:31<32:16,  1.28it/s]

train:  44%|████▎     | 1530/3515 [31:29<25:56,  1.28it/s]
overall:  38%|███▊      | 1531/4000 [31:33<38:38,  1.07it/s]

train:  44%|████▎     | 1531/3515 [31:31<31:02,  1.07it/s]
overall:  38%|███▊      | 1532/4000 [31:34<39:19,  1.05it/s]

train:  44%|████▎     | 1532/3515 [31:32<31:35,  1.05it/s]
overall:  38%|███▊      | 1533/4000 [31:35<41:55,  1.02s/it]

train:  44%|████▎     | 1533/3515 [31:33<33:40,  1.02s/it]
overall:  38%|███▊      | 1534/4000 [31:36<44:24,  1.08s/it]

train:  44%|████▎     | 1534/3515 [31:34<35:40,  1.08s/it]
overall:  38%|███▊      | 1535/4000 [31:37<46:22,  1.13s/it]

train:  44%|████▎     | 1535/3515 [31:35<37:14,  1.13s/it]
overall:  38%|███▊      | 1536/4000 [31:38<35:20,  1.16it/s]

train:  44%|████▎     | 1536/3515 [31:36<28:23,  1.16it/s]
overall:  38%|███▊      | 1537/4000 [31:39<39:59,  1.03it/s]

train:  44%|████▎     | 1537/3515 [31:37<32:06,  1.03it/s]
overall:  38%|███▊      | 1538/4000 [31:40<42:16,  1.03s/it]

train:  44%|████▍     | 1538/3515 [31:38<33:56,  1.03s/it]
overall:  38%|███▊      | 1539/4000 [31:41<44:31,  1.09s/it]

train:  44%|████▍     | 1539/3515 [31:39<35:44,  1.09s/it]
overall:  38%|███▊      | 1540/4000 [31:42<37:55,  1.08it/s]

train:  44%|████▍     | 1540/3515 [31:40<30:26,  1.08it/s]
overall:  39%|███▊      | 1541/4000 [31:43<42:33,  1.04s/it]

train:  44%|████▍     | 1541/3515 [31:41<34:09,  1.04s/it]
overall:  39%|███▊      | 1542/4000 [31:44<45:09,  1.10s/it]

train:  44%|████▍     | 1542/3515 [31:42<36:14,  1.10s/it]
overall:  39%|███▊      | 1543/4000 [31:45<45:11,  1.10s/it]

train:  44%|████▍     | 1543/3515 [31:43<36:16,  1.10s/it]
overall:  39%|███▊      | 1544/4000 [31:47<47:20,  1.16s/it]

train:  44%|████▍     | 1544/3515 [31:45<37:59,  1.16s/it]
overall:  39%|███▊      | 1545/4000 [31:48<48:29,  1.19s/it]

train:  44%|████▍     | 1545/3515 [31:46<38:54,  1.19s/it]
overall:  39%|███▊      | 1546/4000 [31:49<41:53,  1.02s/it]

train:  44%|████▍     | 1546/3515 [31:47<33:36,  1.02s/it]
overall:  39%|███▊      | 1547/4000 [31:50<44:44,  1.09s/it]

train:  44%|████▍     | 1547/3515 [31:48<35:53,  1.09s/it]
overall:  39%|███▊      | 1548/4000 [31:51<45:28,  1.11s/it]

train:  44%|████▍     | 1548/3515 [31:49<36:28,  1.11s/it]
overall:  39%|███▊      | 1549/4000 [31:52<44:56,  1.10s/it]

train:  44%|████▍     | 1549/3515 [31:50<36:03,  1.10s/it]
overall:  39%|███▉      | 1550/4000 [31:53<46:17,  1.13s/it]

train:  44%|████▍     | 1550/3515 [31:51<37:07,  1.13s/it]
overall:  39%|███▉      | 1551/4000 [31:54<46:37,  1.14s/it]

train:  44%|████▍     | 1551/3515 [31:52<37:23,  1.14s/it]
overall:  39%|███▉      | 1552/4000 [31:56<47:56,  1.18s/it]

train:  44%|████▍     | 1552/3515 [31:54<38:26,  1.18s/it]
overall:  39%|███▉      | 1553/4000 [31:57<48:38,  1.19s/it]

train:  44%|████▍     | 1553/3515 [31:55<38:59,  1.19s/it]
overall:  39%|███▉      | 1554/4000 [31:58<49:49,  1.22s/it]

train:  44%|████▍     | 1554/3515 [31:56<39:56,  1.22s/it]
overall:  39%|███▉      | 1555/4000 [31:59<49:49,  1.22s/it]

train:  44%|████▍     | 1555/3515 [31:57<39:56,  1.22s/it]
overall:  39%|███▉      | 1556/4000 [32:01<48:46,  1.20s/it]

train:  44%|████▍     | 1556/3515 [31:59<39:05,  1.20s/it]
overall:  39%|███▉      | 1557/4000 [32:02<45:29,  1.12s/it]

train:  44%|████▍     | 1557/3515 [32:00<36:27,  1.12s/it]
overall:  39%|███▉      | 1558/4000 [32:03<46:11,  1.13s/it]

train:  44%|████▍     | 1558/3515 [32:01<37:01,  1.13s/it]
overall:  39%|███▉      | 1559/4000 [32:04<46:53,  1.15s/it]

train:  44%|████▍     | 1559/3515 [32:02<37:34,  1.15s/it]
overall:  39%|███▉      | 1560/4000 [32:04<38:03,  1.07it/s]

train:  44%|████▍     | 1560/3515 [32:02<30:29,  1.07it/s]
overall:  39%|███▉      | 1561/4000 [32:06<41:52,  1.03s/it]

train:  44%|████▍     | 1561/3515 [32:04<33:32,  1.03s/it]
overall:  39%|███▉      | 1562/4000 [32:07<44:52,  1.10s/it]

train:  44%|████▍     | 1562/3515 [32:05<35:56,  1.10s/it]
overall:  39%|███▉      | 1563/4000 [32:08<46:03,  1.13s/it]

train:  44%|████▍     | 1563/3515 [32:06<36:53,  1.13s/it]
overall:  39%|███▉      | 1564/4000 [32:09<47:11,  1.16s/it]

train:  44%|████▍     | 1564/3515 [32:07<37:47,  1.16s/it]
overall:  39%|███▉      | 1565/4000 [32:11<48:35,  1.20s/it]

train:  45%|████▍     | 1565/3515 [32:09<38:54,  1.20s/it]
overall:  39%|███▉      | 1566/4000 [32:12<48:29,  1.20s/it]

train:  45%|████▍     | 1566/3515 [32:10<38:49,  1.20s/it]
overall:  39%|███▉      | 1567/4000 [32:13<48:33,  1.20s/it]

train:  45%|████▍     | 1567/3515 [32:11<38:52,  1.20s/it]
overall:  39%|███▉      | 1568/4000 [32:14<49:39,  1.22s/it]

train:  45%|████▍     | 1568/3515 [32:12<39:44,  1.22s/it]
overall:  39%|███▉      | 1569/4000 [32:15<49:28,  1.22s/it]

train:  45%|████▍     | 1569/3515 [32:13<39:36,  1.22s/it]
overall:  39%|███▉      | 1570/4000 [32:17<50:14,  1.24s/it]

train:  45%|████▍     | 1570/3515 [32:15<40:12,  1.24s/it]
overall:  39%|███▉      | 1571/4000 [32:18<49:57,  1.23s/it]

train:  45%|████▍     | 1571/3515 [32:16<39:58,  1.23s/it]
overall:  39%|███▉      | 1572/4000 [32:19<51:29,  1.27s/it]

train:  45%|████▍     | 1572/3515 [32:17<41:12,  1.27s/it]
overall:  39%|███▉      | 1573/4000 [32:21<51:12,  1.27s/it]

train:  45%|████▍     | 1573/3515 [32:19<40:58,  1.27s/it]
overall:  39%|███▉      | 1574/4000 [32:22<50:43,  1.25s/it]

train:  45%|████▍     | 1574/3515 [32:20<40:34,  1.25s/it]
overall:  39%|███▉      | 1575/4000 [32:23<50:26,  1.25s/it]

train:  45%|████▍     | 1575/3515 [32:21<40:21,  1.25s/it]
overall:  39%|███▉      | 1576/4000 [32:24<51:19,  1.27s/it]

train:  45%|████▍     | 1576/3515 [32:22<41:03,  1.27s/it]
overall:  39%|███▉      | 1577/4000 [32:26<51:00,  1.26s/it]

train:  45%|████▍     | 1577/3515 [32:24<40:48,  1.26s/it]
overall:  39%|███▉      | 1578/4000 [32:27<48:30,  1.20s/it]

train:  45%|████▍     | 1578/3515 [32:25<38:47,  1.20s/it]
overall:  39%|███▉      | 1579/4000 [32:28<47:31,  1.18s/it]

train:  45%|████▍     | 1579/3515 [32:26<38:00,  1.18s/it]
overall:  40%|███▉      | 1580/4000 [32:28<38:37,  1.04it/s]

train:  45%|████▍     | 1580/3515 [32:26<30:52,  1.04it/s]
overall:  40%|███▉      | 1581/4000 [32:30<42:35,  1.06s/it]

train:  45%|████▍     | 1581/3515 [32:28<34:03,  1.06s/it]
overall:  40%|███▉      | 1582/4000 [32:31<43:10,  1.07s/it]

train:  45%|████▌     | 1582/3515 [32:29<34:31,  1.07s/it]
overall:  40%|███▉      | 1583/4000 [32:32<40:56,  1.02s/it]

train:  45%|████▌     | 1583/3515 [32:30<32:43,  1.02s/it]
overall:  40%|███▉      | 1584/4000 [32:33<42:31,  1.06s/it]

train:  45%|████▌     | 1584/3515 [32:31<33:59,  1.06s/it]
overall:  40%|███▉      | 1585/4000 [32:34<41:11,  1.02s/it]

train:  45%|████▌     | 1585/3515 [32:32<32:54,  1.02s/it]
overall:  40%|███▉      | 1586/4000 [32:35<42:47,  1.06s/it]

train:  45%|████▌     | 1586/3515 [32:33<34:11,  1.06s/it]
overall:  40%|███▉      | 1587/4000 [32:36<42:53,  1.07s/it]

train:  45%|████▌     | 1587/3515 [32:34<34:16,  1.07s/it]
overall:  40%|███▉      | 1588/4000 [32:37<46:10,  1.15s/it]

train:  45%|████▌     | 1588/3515 [32:35<36:53,  1.15s/it]
overall:  40%|███▉      | 1589/4000 [32:38<47:09,  1.17s/it]

train:  45%|████▌     | 1589/3515 [32:36<37:40,  1.17s/it]
overall:  40%|███▉      | 1590/4000 [32:39<37:32,  1.07it/s]

train:  45%|████▌     | 1590/3515 [32:37<29:59,  1.07it/s]
overall:  40%|███▉      | 1591/4000 [32:40<40:29,  1.01s/it]

train:  45%|████▌     | 1591/3515 [32:38<32:20,  1.01s/it]
overall:  40%|███▉      | 1592/4000 [32:41<43:02,  1.07s/it]

train:  45%|████▌     | 1592/3515 [32:39<34:22,  1.07s/it]
overall:  40%|███▉      | 1593/4000 [32:42<45:39,  1.14s/it]

train:  45%|████▌     | 1593/3515 [32:41<36:27,  1.14s/it]
overall:  40%|███▉      | 1594/4000 [32:44<45:30,  1.13s/it]

train:  45%|████▌     | 1594/3515 [32:42<36:19,  1.13s/it]
overall:  40%|███▉      | 1595/4000 [32:45<46:26,  1.16s/it]

train:  45%|████▌     | 1595/3515 [32:43<37:04,  1.16s/it]
overall:  40%|███▉      | 1596/4000 [32:46<49:09,  1.23s/it]

train:  45%|████▌     | 1596/3515 [32:44<39:14,  1.23s/it]
overall:  40%|███▉      | 1597/4000 [32:47<49:23,  1.23s/it]

train:  45%|████▌     | 1597/3515 [32:45<39:25,  1.23s/it]
overall:  40%|███▉      | 1598/4000 [32:49<48:59,  1.22s/it]

train:  45%|████▌     | 1598/3515 [32:47<39:05,  1.22s/it]
overall:  40%|███▉      | 1599/4000 [32:50<49:03,  1.23s/it]

train:  45%|████▌     | 1599/3515 [32:48<39:08,  1.23s/it]
overall:  40%|████      | 1600/4000 [32:51<50:43,  1.27s/it]

train:  46%|████▌     | 1600/3515 [32:49<40:28,  1.27s/it]
overall:  40%|████      | 1601/4000 [32:53<50:28,  1.26s/it]

train:  46%|████▌     | 1601/3515 [32:51<40:15,  1.26s/it]
overall:  40%|████      | 1602/4000 [32:54<49:27,  1.24s/it]

train:  46%|████▌     | 1602/3515 [32:52<39:27,  1.24s/it]
overall:  40%|████      | 1603/4000 [32:55<48:19,  1.21s/it]

train:  46%|████▌     | 1603/3515 [32:53<38:32,  1.21s/it]
overall:  40%|████      | 1604/4000 [32:56<49:11,  1.23s/it]

train:  46%|████▌     | 1604/3515 [32:54<39:13,  1.23s/it]
overall:  40%|████      | 1605/4000 [32:57<49:50,  1.25s/it]

train:  46%|████▌     | 1605/3515 [32:55<39:44,  1.25s/it]
overall:  40%|████      | 1606/4000 [32:59<49:37,  1.24s/it]

train:  46%|████▌     | 1606/3515 [32:57<39:34,  1.24s/it]
overall:  40%|████      | 1607/4000 [33:00<48:39,  1.22s/it]

train:  46%|████▌     | 1607/3515 [32:58<38:47,  1.22s/it]
overall:  40%|████      | 1608/4000 [33:01<48:49,  1.22s/it]

train:  46%|████▌     | 1608/3515 [32:59<38:55,  1.22s/it]
overall:  40%|████      | 1609/4000 [33:02<48:59,  1.23s/it]

train:  46%|████▌     | 1609/3515 [33:00<39:02,  1.23s/it]
overall:  40%|████      | 1610/4000 [33:04<48:49,  1.23s/it]

train:  46%|████▌     | 1610/3515 [33:02<38:54,  1.23s/it]
overall:  40%|████      | 1611/4000 [33:05<49:44,  1.25s/it]

train:  46%|████▌     | 1611/3515 [33:03<39:38,  1.25s/it]
overall:  40%|████      | 1612/4000 [33:06<51:46,  1.30s/it]

train:  46%|████▌     | 1612/3515 [33:04<41:15,  1.30s/it]
overall:  40%|████      | 1613/4000 [33:07<51:04,  1.28s/it]

train:  46%|████▌     | 1613/3515 [33:05<40:42,  1.28s/it]
overall:  40%|████      | 1614/4000 [33:09<49:20,  1.24s/it]

train:  46%|████▌     | 1614/3515 [33:07<39:18,  1.24s/it]
overall:  40%|████      | 1615/4000 [33:10<49:05,  1.23s/it]

train:  46%|████▌     | 1615/3515 [33:08<39:06,  1.23s/it]
overall:  40%|████      | 1616/4000 [33:10<40:52,  1.03s/it]

train:  46%|████▌     | 1616/3515 [33:08<32:33,  1.03s/it]
overall:  40%|████      | 1617/4000 [33:12<43:12,  1.09s/it]

train:  46%|████▌     | 1617/3515 [33:10<34:24,  1.09s/it]
overall:  40%|████      | 1618/4000 [33:13<41:32,  1.05s/it]

train:  46%|████▌     | 1618/3515 [33:11<33:05,  1.05s/it]
overall:  40%|████      | 1619/4000 [33:14<43:27,  1.10s/it]

train:  46%|████▌     | 1619/3515 [33:12<34:36,  1.10s/it]
overall:  40%|████      | 1620/4000 [33:15<46:16,  1.17s/it]

train:  46%|████▌     | 1620/3515 [33:13<36:50,  1.17s/it]
overall:  41%|████      | 1621/4000 [33:16<47:00,  1.19s/it]

train:  46%|████▌     | 1621/3515 [33:14<37:25,  1.19s/it]
overall:  41%|████      | 1622/4000 [33:17<39:23,  1.01it/s]

train:  46%|████▌     | 1622/3515 [33:15<31:21,  1.01it/s]
overall:  41%|████      | 1623/4000 [33:18<42:15,  1.07s/it]

train:  46%|████▌     | 1623/3515 [33:16<33:37,  1.07s/it]
overall:  41%|████      | 1624/4000 [33:19<43:56,  1.11s/it]

train:  46%|████▌     | 1624/3515 [33:17<34:58,  1.11s/it]
overall:  41%|████      | 1625/4000 [33:21<45:54,  1.16s/it]

train:  46%|████▌     | 1625/3515 [33:19<36:31,  1.16s/it]
overall:  41%|████      | 1626/4000 [33:22<47:19,  1.20s/it]

train:  46%|████▋     | 1626/3515 [33:20<37:39,  1.20s/it]
overall:  41%|████      | 1627/4000 [33:23<47:47,  1.21s/it]

train:  46%|████▋     | 1627/3515 [33:21<38:01,  1.21s/it]
overall:  41%|████      | 1628/4000 [33:24<42:42,  1.08s/it]

train:  46%|████▋     | 1628/3515 [33:22<33:58,  1.08s/it]
overall:  41%|████      | 1629/4000 [33:25<44:58,  1.14s/it]

train:  46%|████▋     | 1629/3515 [33:23<35:46,  1.14s/it]
overall:  41%|████      | 1630/4000 [33:26<46:16,  1.17s/it]

train:  46%|████▋     | 1630/3515 [33:24<36:48,  1.17s/it]
overall:  41%|████      | 1631/4000 [33:28<45:52,  1.16s/it]

train:  46%|████▋     | 1631/3515 [33:26<36:28,  1.16s/it]
overall:  41%|████      | 1632/4000 [33:29<45:49,  1.16s/it]

train:  46%|████▋     | 1632/3515 [33:27<36:26,  1.16s/it]
overall:  41%|████      | 1633/4000 [33:30<47:20,  1.20s/it]

train:  46%|████▋     | 1633/3515 [33:28<37:38,  1.20s/it]
overall:  41%|████      | 1634/4000 [33:31<47:44,  1.21s/it]

train:  46%|████▋     | 1634/3515 [33:29<37:57,  1.21s/it]
overall:  41%|████      | 1635/4000 [33:32<47:53,  1.22s/it]

train:  47%|████▋     | 1635/3515 [33:30<38:04,  1.22s/it]
overall:  41%|████      | 1636/4000 [33:34<48:50,  1.24s/it]

train:  47%|████▋     | 1636/3515 [33:32<38:49,  1.24s/it]
overall:  41%|████      | 1637/4000 [33:35<45:13,  1.15s/it]

train:  47%|████▋     | 1637/3515 [33:33<35:56,  1.15s/it]
overall:  41%|████      | 1638/4000 [33:36<44:19,  1.13s/it]

train:  47%|████▋     | 1638/3515 [33:34<35:13,  1.13s/it]
overall:  41%|████      | 1639/4000 [33:37<45:24,  1.15s/it]

train:  47%|████▋     | 1639/3515 [33:35<36:04,  1.15s/it]
overall:  41%|████      | 1640/4000 [33:38<47:08,  1.20s/it]

train:  47%|████▋     | 1640/3515 [33:36<37:27,  1.20s/it]
overall:  41%|████      | 1641/4000 [33:39<46:40,  1.19s/it]

train:  47%|████▋     | 1641/3515 [33:37<37:04,  1.19s/it]
overall:  41%|████      | 1642/4000 [33:40<44:38,  1.14s/it]

train:  47%|████▋     | 1642/3515 [33:38<35:27,  1.14s/it]
overall:  41%|████      | 1643/4000 [33:41<38:48,  1.01it/s]

train:  47%|████▋     | 1643/3515 [33:39<30:49,  1.01it/s]
overall:  41%|████      | 1644/4000 [33:42<42:46,  1.09s/it]

train:  47%|████▋     | 1644/3515 [33:40<33:58,  1.09s/it]
overall:  41%|████      | 1645/4000 [33:44<44:28,  1.13s/it]

train:  47%|████▋     | 1645/3515 [33:42<35:19,  1.13s/it]
overall:  41%|████      | 1646/4000 [33:44<37:43,  1.04it/s]

train:  47%|████▋     | 1646/3515 [33:42<29:56,  1.04it/s]
overall:  41%|████      | 1647/4000 [33:45<32:04,  1.22it/s]

train:  47%|████▋     | 1647/3515 [33:43<25:27,  1.22it/s]
overall:  41%|████      | 1648/4000 [33:45<26:43,  1.47it/s]

train:  47%|████▋     | 1648/3515 [33:43<21:12,  1.47it/s]
overall:  41%|████      | 1649/4000 [33:46<33:12,  1.18it/s]

train:  47%|████▋     | 1649/3515 [33:44<26:21,  1.18it/s]
overall:  41%|████▏     | 1650/4000 [33:47<29:05,  1.35it/s]

train:  47%|████▋     | 1650/3515 [33:45<23:05,  1.35it/s]
overall:  41%|████▏     | 1651/4000 [33:48<32:54,  1.19it/s]

train:  47%|████▋     | 1651/3515 [33:46<26:06,  1.19it/s]
overall:  41%|████▏     | 1652/4000 [33:49<37:30,  1.04it/s]

train:  47%|████▋     | 1652/3515 [33:47<29:45,  1.04it/s]
overall:  41%|████▏     | 1653/4000 [33:50<41:15,  1.05s/it]

train:  47%|████▋     | 1653/3515 [33:48<32:44,  1.05s/it]
overall:  41%|████▏     | 1654/4000 [33:51<36:40,  1.07it/s]

train:  47%|████▋     | 1654/3515 [33:49<29:05,  1.07it/s]
overall:  41%|████▏     | 1655/4000 [33:52<40:48,  1.04s/it]

train:  47%|████▋     | 1655/3515 [33:50<32:22,  1.04s/it]
overall:  41%|████▏     | 1656/4000 [33:54<42:56,  1.10s/it]

train:  47%|████▋     | 1656/3515 [33:52<34:03,  1.10s/it]
overall:  41%|████▏     | 1657/4000 [33:55<44:15,  1.13s/it]

train:  47%|████▋     | 1657/3515 [33:53<35:06,  1.13s/it]
overall:  41%|████▏     | 1658/4000 [33:56<46:01,  1.18s/it]

train:  47%|████▋     | 1658/3515 [33:54<36:29,  1.18s/it]
overall:  41%|████▏     | 1659/4000 [33:57<46:08,  1.18s/it]

train:  47%|████▋     | 1659/3515 [33:55<36:34,  1.18s/it]
overall:  42%|████▏     | 1660/4000 [33:58<45:18,  1.16s/it]

train:  47%|████▋     | 1660/3515 [33:56<35:55,  1.16s/it]
overall:  42%|████▏     | 1661/4000 [34:00<46:36,  1.20s/it]

train:  47%|████▋     | 1661/3515 [33:58<36:56,  1.20s/it]
overall:  42%|████▏     | 1662/4000 [34:01<46:50,  1.20s/it]

train:  47%|████▋     | 1662/3515 [33:59<37:07,  1.20s/it]
overall:  42%|████▏     | 1663/4000 [34:02<46:58,  1.21s/it]

train:  47%|████▋     | 1663/3515 [34:00<37:13,  1.21s/it]
overall:  42%|████▏     | 1664/4000 [34:03<47:59,  1.23s/it]

train:  47%|████▋     | 1664/3515 [34:01<38:01,  1.23s/it]
overall:  42%|████▏     | 1665/4000 [34:05<47:57,  1.23s/it]

train:  47%|████▋     | 1665/3515 [34:03<38:00,  1.23s/it]
overall:  42%|████▏     | 1666/4000 [34:06<48:31,  1.25s/it]

train:  47%|████▋     | 1666/3515 [34:04<38:26,  1.25s/it]
overall:  42%|████▏     | 1667/4000 [34:07<48:17,  1.24s/it]

train:  47%|████▋     | 1667/3515 [34:05<38:15,  1.24s/it]
overall:  42%|████▏     | 1668/4000 [34:09<49:48,  1.28s/it]

train:  47%|████▋     | 1668/3515 [34:07<39:27,  1.28s/it]
overall:  42%|████▏     | 1669/4000 [34:10<49:11,  1.27s/it]

train:  47%|████▋     | 1669/3515 [34:08<38:57,  1.27s/it]
overall:  42%|████▏     | 1670/4000 [34:11<48:31,  1.25s/it]

train:  48%|████▊     | 1670/3515 [34:09<38:25,  1.25s/it]
overall:  42%|████▏     | 1671/4000 [34:12<44:53,  1.16s/it]

train:  48%|████▊     | 1671/3515 [34:10<35:32,  1.16s/it]
overall:  42%|████▏     | 1672/4000 [34:13<45:58,  1.18s/it]

train:  48%|████▊     | 1672/3515 [34:11<36:23,  1.18s/it]
overall:  42%|████▏     | 1673/4000 [34:14<46:07,  1.19s/it]

train:  48%|████▊     | 1673/3515 [34:12<36:30,  1.19s/it]
overall:  42%|████▏     | 1674/4000 [34:16<47:22,  1.22s/it]

train:  48%|████▊     | 1674/3515 [34:14<37:29,  1.22s/it]
overall:  42%|████▏     | 1675/4000 [34:17<45:35,  1.18s/it]

train:  48%|████▊     | 1675/3515 [34:15<36:05,  1.18s/it]
overall:  42%|████▏     | 1676/4000 [34:18<45:32,  1.18s/it]

train:  48%|████▊     | 1676/3515 [34:16<36:02,  1.18s/it]
overall:  42%|████▏     | 1677/4000 [34:19<44:41,  1.15s/it]

train:  48%|████▊     | 1677/3515 [34:17<35:21,  1.15s/it]
overall:  42%|████▏     | 1678/4000 [34:20<45:39,  1.18s/it]

train:  48%|████▊     | 1678/3515 [34:18<36:07,  1.18s/it]
overall:  42%|████▏     | 1679/4000 [34:21<44:48,  1.16s/it]

train:  48%|████▊     | 1679/3515 [34:19<35:26,  1.16s/it]
overall:  42%|████▏     | 1680/4000 [34:23<45:00,  1.16s/it]

train:  48%|████▊     | 1680/3515 [34:21<35:35,  1.16s/it]
overall:  42%|████▏     | 1681/4000 [34:23<42:41,  1.10s/it]

train:  48%|████▊     | 1681/3515 [34:21<33:46,  1.10s/it]
overall:  42%|████▏     | 1682/4000 [34:25<43:37,  1.13s/it]

train:  48%|████▊     | 1682/3515 [34:23<34:29,  1.13s/it]
overall:  42%|████▏     | 1683/4000 [34:26<45:25,  1.18s/it]

train:  48%|████▊     | 1683/3515 [34:24<35:55,  1.18s/it]
overall:  42%|████▏     | 1684/4000 [34:27<49:12,  1.28s/it]

train:  48%|████▊     | 1684/3515 [34:25<38:54,  1.28s/it]
overall:  42%|████▏     | 1685/4000 [34:29<46:39,  1.21s/it]

train:  48%|████▊     | 1685/3515 [34:27<36:53,  1.21s/it]
overall:  42%|████▏     | 1686/4000 [34:30<46:25,  1.20s/it]

train:  48%|████▊     | 1686/3515 [34:28<36:41,  1.20s/it]
overall:  42%|████▏     | 1687/4000 [34:31<46:08,  1.20s/it]

train:  48%|████▊     | 1687/3515 [34:29<36:28,  1.20s/it]
overall:  42%|████▏     | 1688/4000 [34:32<47:05,  1.22s/it]

train:  48%|████▊     | 1688/3515 [34:30<37:12,  1.22s/it]
overall:  42%|████▏     | 1689/4000 [34:33<45:59,  1.19s/it]

train:  48%|████▊     | 1689/3515 [34:31<36:20,  1.19s/it]
overall:  42%|████▏     | 1690/4000 [34:35<47:04,  1.22s/it]

train:  48%|████▊     | 1690/3515 [34:33<37:11,  1.22s/it]
overall:  42%|████▏     | 1691/4000 [34:35<36:18,  1.06it/s]

train:  48%|████▊     | 1691/3515 [34:33<28:40,  1.06it/s]
overall:  42%|████▏     | 1692/4000 [34:36<39:49,  1.04s/it]

train:  48%|████▊     | 1692/3515 [34:34<31:27,  1.04s/it]
overall:  42%|████▏     | 1693/4000 [34:37<40:15,  1.05s/it]

train:  48%|████▊     | 1693/3515 [34:35<31:47,  1.05s/it]
overall:  42%|████▏     | 1694/4000 [34:38<35:33,  1.08it/s]

train:  48%|████▊     | 1694/3515 [34:36<28:04,  1.08it/s]
overall:  42%|████▏     | 1695/4000 [34:39<38:54,  1.01s/it]

train:  48%|████▊     | 1695/3515 [34:37<30:43,  1.01s/it]
overall:  42%|████▏     | 1696/4000 [34:40<40:59,  1.07s/it]

train:  48%|████▊     | 1696/3515 [34:38<32:21,  1.07s/it]
overall:  42%|████▏     | 1697/4000 [34:41<42:02,  1.10s/it]

train:  48%|████▊     | 1697/3515 [34:39<33:11,  1.10s/it]
overall:  42%|████▏     | 1698/4000 [34:43<43:14,  1.13s/it]

train:  48%|████▊     | 1698/3515 [34:41<34:07,  1.13s/it]
overall:  42%|████▏     | 1699/4000 [34:44<45:07,  1.18s/it]

train:  48%|████▊     | 1699/3515 [34:42<35:36,  1.18s/it]
overall:  42%|████▎     | 1700/4000 [34:45<45:51,  1.20s/it]

train:  48%|████▊     | 1700/3515 [34:43<36:11,  1.20s/it]
overall:  43%|████▎     | 1701/4000 [34:46<47:05,  1.23s/it]

train:  48%|████▊     | 1701/3515 [34:44<37:09,  1.23s/it]
overall:  43%|████▎     | 1702/4000 [34:48<47:50,  1.25s/it]

train:  48%|████▊     | 1702/3515 [34:46<37:44,  1.25s/it]
overall:  43%|████▎     | 1703/4000 [34:49<47:24,  1.24s/it]

train:  48%|████▊     | 1703/3515 [34:47<37:23,  1.24s/it]
overall:  43%|████▎     | 1704/4000 [34:50<46:22,  1.21s/it]

train:  48%|████▊     | 1704/3515 [34:48<36:35,  1.21s/it]
overall:  43%|████▎     | 1705/4000 [34:51<46:33,  1.22s/it]

train:  49%|████▊     | 1705/3515 [34:49<36:43,  1.22s/it]
overall:  43%|████▎     | 1706/4000 [34:53<46:25,  1.21s/it]

train:  49%|████▊     | 1706/3515 [34:51<36:36,  1.21s/it]
overall:  43%|████▎     | 1707/4000 [34:54<43:37,  1.14s/it]

train:  49%|████▊     | 1707/3515 [34:52<34:24,  1.14s/it]
overall:  43%|████▎     | 1708/4000 [34:54<37:36,  1.02it/s]

train:  49%|████▊     | 1708/3515 [34:52<29:38,  1.02it/s]
overall:  43%|████▎     | 1709/4000 [34:55<40:14,  1.05s/it]

train:  49%|████▊     | 1709/3515 [34:53<31:43,  1.05s/it]
overall:  43%|████▎     | 1710/4000 [34:57<42:11,  1.11s/it]

train:  49%|████▊     | 1710/3515 [34:55<33:15,  1.11s/it]
overall:  43%|████▎     | 1711/4000 [34:58<42:28,  1.11s/it]

train:  49%|████▊     | 1711/3515 [34:56<33:28,  1.11s/it]
overall:  43%|████▎     | 1712/4000 [34:59<42:45,  1.12s/it]

train:  49%|████▊     | 1712/3515 [34:57<33:41,  1.12s/it]
overall:  43%|████▎     | 1713/4000 [35:00<43:19,  1.14s/it]

train:  49%|████▊     | 1713/3515 [34:58<34:08,  1.14s/it]
overall:  43%|████▎     | 1714/4000 [35:01<43:45,  1.15s/it]

train:  49%|████▉     | 1714/3515 [34:59<34:28,  1.15s/it]
overall:  43%|████▎     | 1715/4000 [35:01<33:17,  1.14it/s]

train:  49%|████▉     | 1715/3515 [34:59<26:13,  1.14it/s]
overall:  43%|████▎     | 1716/4000 [35:03<39:38,  1.04s/it]

train:  49%|████▉     | 1716/3515 [35:01<31:13,  1.04s/it]
overall:  43%|████▎     | 1717/4000 [35:04<41:57,  1.10s/it]

train:  49%|████▉     | 1717/3515 [35:02<33:02,  1.10s/it]
overall:  43%|████▎     | 1718/4000 [35:05<42:19,  1.11s/it]

train:  49%|████▉     | 1718/3515 [35:03<33:19,  1.11s/it]
overall:  43%|████▎     | 1719/4000 [35:06<43:29,  1.14s/it]

train:  49%|████▉     | 1719/3515 [35:04<34:14,  1.14s/it]
overall:  43%|████▎     | 1720/4000 [35:08<45:37,  1.20s/it]

train:  49%|████▉     | 1720/3515 [35:06<35:55,  1.20s/it]
overall:  43%|████▎     | 1721/4000 [35:09<45:59,  1.21s/it]

train:  49%|████▉     | 1721/3515 [35:07<36:12,  1.21s/it]
overall:  43%|████▎     | 1722/4000 [35:10<46:16,  1.22s/it]

train:  49%|████▉     | 1722/3515 [35:08<36:25,  1.22s/it]
overall:  43%|████▎     | 1723/4000 [35:12<46:27,  1.22s/it]

train:  49%|████▉     | 1723/3515 [35:10<36:33,  1.22s/it]
overall:  43%|████▎     | 1724/4000 [35:13<46:35,  1.23s/it]

train:  49%|████▉     | 1724/3515 [35:11<36:39,  1.23s/it]
overall:  43%|████▎     | 1725/4000 [35:14<47:20,  1.25s/it]

train:  49%|████▉     | 1725/3515 [35:12<37:14,  1.25s/it]
overall:  43%|████▎     | 1726/4000 [35:15<47:46,  1.26s/it]

train:  49%|████▉     | 1726/3515 [35:13<37:35,  1.26s/it]
overall:  43%|████▎     | 1727/4000 [35:17<47:26,  1.25s/it]

train:  49%|████▉     | 1727/3515 [35:15<37:19,  1.25s/it]
overall:  43%|████▎     | 1728/4000 [35:17<35:50,  1.06it/s]

train:  49%|████▉     | 1728/3515 [35:15<28:11,  1.06it/s]
overall:  43%|████▎     | 1729/4000 [35:18<38:59,  1.03s/it]

train:  49%|████▉     | 1729/3515 [35:16<30:40,  1.03s/it]
overall:  43%|████▎     | 1730/4000 [35:19<41:18,  1.09s/it]

train:  49%|████▉     | 1730/3515 [35:17<32:28,  1.09s/it]
overall:  43%|████▎     | 1731/4000 [35:20<42:39,  1.13s/it]

train:  49%|████▉     | 1731/3515 [35:18<33:32,  1.13s/it]
overall:  43%|████▎     | 1732/4000 [35:22<45:02,  1.19s/it]

train:  49%|████▉     | 1732/3515 [35:20<35:24,  1.19s/it]
overall:  43%|████▎     | 1733/4000 [35:23<46:08,  1.22s/it]

train:  49%|████▉     | 1733/3515 [35:21<36:15,  1.22s/it]
overall:  43%|████▎     | 1734/4000 [35:24<45:47,  1.21s/it]

train:  49%|████▉     | 1734/3515 [35:22<35:59,  1.21s/it]
overall:  43%|████▎     | 1735/4000 [35:26<45:52,  1.22s/it]

train:  49%|████▉     | 1735/3515 [35:24<36:03,  1.22s/it]
overall:  43%|████▎     | 1736/4000 [35:27<45:47,  1.21s/it]

train:  49%|████▉     | 1736/3515 [35:25<35:59,  1.21s/it]
overall:  43%|████▎     | 1737/4000 [35:28<45:55,  1.22s/it]

train:  49%|████▉     | 1737/3515 [35:26<36:04,  1.22s/it]
overall:  43%|████▎     | 1738/4000 [35:29<42:53,  1.14s/it]

train:  49%|████▉     | 1738/3515 [35:27<33:41,  1.14s/it]
overall:  43%|████▎     | 1739/4000 [35:30<43:46,  1.16s/it]

train:  49%|████▉     | 1739/3515 [35:28<34:23,  1.16s/it]
overall:  44%|████▎     | 1740/4000 [35:31<45:29,  1.21s/it]

train:  50%|████▉     | 1740/3515 [35:29<35:43,  1.21s/it]
overall:  44%|████▎     | 1741/4000 [35:33<44:29,  1.18s/it]

train:  50%|████▉     | 1741/3515 [35:31<34:56,  1.18s/it]
overall:  44%|████▎     | 1742/4000 [35:34<45:08,  1.20s/it]

train:  50%|████▉     | 1742/3515 [35:32<35:26,  1.20s/it]
overall:  44%|████▎     | 1743/4000 [35:35<43:30,  1.16s/it]

train:  50%|████▉     | 1743/3515 [35:33<34:09,  1.16s/it]
overall:  44%|████▎     | 1744/4000 [35:36<43:51,  1.17s/it]

train:  50%|████▉     | 1744/3515 [35:34<34:25,  1.17s/it]
overall:  44%|████▎     | 1745/4000 [35:37<43:28,  1.16s/it]

train:  50%|████▉     | 1745/3515 [35:35<34:07,  1.16s/it]
overall:  44%|████▎     | 1746/4000 [35:38<39:18,  1.05s/it]

train:  50%|████▉     | 1746/3515 [35:36<30:51,  1.05s/it]
overall:  44%|████▎     | 1747/4000 [35:39<40:00,  1.07s/it]

train:  50%|████▉     | 1747/3515 [35:37<31:23,  1.07s/it]
overall:  44%|████▎     | 1748/4000 [35:40<40:05,  1.07s/it]

train:  50%|████▉     | 1748/3515 [35:38<31:27,  1.07s/it]
overall:  44%|████▎     | 1749/4000 [35:41<37:29,  1.00it/s]

train:  50%|████▉     | 1749/3515 [35:39<29:24,  1.00it/s]
overall:  44%|████▍     | 1750/4000 [35:42<39:26,  1.05s/it]

train:  50%|████▉     | 1750/3515 [35:40<30:56,  1.05s/it]
overall:  44%|████▍     | 1751/4000 [35:43<42:07,  1.12s/it]

train:  50%|████▉     | 1751/3515 [35:41<33:02,  1.12s/it]
overall:  44%|████▍     | 1752/4000 [35:45<42:36,  1.14s/it]

train:  50%|████▉     | 1752/3515 [35:43<33:25,  1.14s/it]
overall:  44%|████▍     | 1753/4000 [35:46<44:12,  1.18s/it]

train:  50%|████▉     | 1753/3515 [35:44<34:39,  1.18s/it]
overall:  44%|████▍     | 1754/4000 [35:47<45:22,  1.21s/it]

train:  50%|████▉     | 1754/3515 [35:45<35:34,  1.21s/it]
overall:  44%|████▍     | 1755/4000 [35:48<46:08,  1.23s/it]

train:  50%|████▉     | 1755/3515 [35:46<36:10,  1.23s/it]
overall:  44%|████▍     | 1756/4000 [35:49<37:32,  1.00s/it]

train:  50%|████▉     | 1756/3515 [35:47<29:25,  1.00s/it]
overall:  44%|████▍     | 1757/4000 [35:50<40:52,  1.09s/it]

train:  50%|████▉     | 1757/3515 [35:48<32:02,  1.09s/it]
overall:  44%|████▍     | 1758/4000 [35:52<43:02,  1.15s/it]

train:  50%|█████     | 1758/3515 [35:50<33:43,  1.15s/it]
overall:  44%|████▍     | 1759/4000 [35:53<44:32,  1.19s/it]

train:  50%|█████     | 1759/3515 [35:51<34:53,  1.19s/it]
overall:  44%|████▍     | 1760/4000 [35:54<45:11,  1.21s/it]

train:  50%|█████     | 1760/3515 [35:52<35:24,  1.21s/it]
overall:  44%|████▍     | 1761/4000 [35:55<46:00,  1.23s/it]

train:  50%|█████     | 1761/3515 [35:53<36:03,  1.23s/it]
overall:  44%|████▍     | 1762/4000 [35:57<45:49,  1.23s/it]

train:  50%|█████     | 1762/3515 [35:55<35:53,  1.23s/it]
overall:  44%|████▍     | 1763/4000 [35:58<45:56,  1.23s/it]

train:  50%|█████     | 1763/3515 [35:56<35:59,  1.23s/it]
overall:  44%|████▍     | 1764/4000 [35:59<47:56,  1.29s/it]

train:  50%|█████     | 1764/3515 [35:57<37:32,  1.29s/it]
overall:  44%|████▍     | 1765/4000 [36:00<47:20,  1.27s/it]

train:  50%|█████     | 1765/3515 [35:58<37:03,  1.27s/it]
overall:  44%|████▍     | 1766/4000 [36:01<43:03,  1.16s/it]

train:  50%|█████     | 1766/3515 [35:59<33:42,  1.16s/it]
overall:  44%|████▍     | 1767/4000 [36:03<43:48,  1.18s/it]

train:  50%|█████     | 1767/3515 [36:01<34:17,  1.18s/it]
overall:  44%|████▍     | 1768/4000 [36:04<45:07,  1.21s/it]

train:  50%|█████     | 1768/3515 [36:02<35:19,  1.21s/it]
overall:  44%|████▍     | 1769/4000 [36:05<44:14,  1.19s/it]

train:  50%|█████     | 1769/3515 [36:03<34:37,  1.19s/it]
overall:  44%|████▍     | 1770/4000 [36:05<35:38,  1.04it/s]

train:  50%|█████     | 1770/3515 [36:03<27:53,  1.04it/s]
overall:  44%|████▍     | 1771/4000 [36:07<39:07,  1.05s/it]

train:  50%|█████     | 1771/3515 [36:05<30:36,  1.05s/it]
overall:  44%|████▍     | 1772/4000 [36:08<41:04,  1.11s/it]

train:  50%|█████     | 1772/3515 [36:06<32:07,  1.11s/it]
overall:  44%|████▍     | 1773/4000 [36:09<42:38,  1.15s/it]

train:  50%|█████     | 1773/3515 [36:07<33:21,  1.15s/it]
overall:  44%|████▍     | 1774/4000 [36:10<42:48,  1.15s/it]

train:  50%|█████     | 1774/3515 [36:08<33:28,  1.15s/it]
overall:  44%|████▍     | 1775/4000 [36:12<43:42,  1.18s/it]

train:  50%|█████     | 1775/3515 [36:10<34:10,  1.18s/it]
overall:  44%|████▍     | 1776/4000 [36:12<33:49,  1.10it/s]

train:  51%|█████     | 1776/3515 [36:10<26:26,  1.10it/s]
overall:  44%|████▍     | 1777/4000 [36:13<36:11,  1.02it/s]

train:  51%|█████     | 1777/3515 [36:11<28:17,  1.02it/s]
overall:  44%|████▍     | 1778/4000 [36:14<39:33,  1.07s/it]

train:  51%|█████     | 1778/3515 [36:12<30:55,  1.07s/it]
overall:  44%|████▍     | 1779/4000 [36:15<39:46,  1.07s/it]

train:  51%|█████     | 1779/3515 [36:13<31:05,  1.07s/it]
overall:  44%|████▍     | 1780/4000 [36:17<42:40,  1.15s/it]

train:  51%|█████     | 1780/3515 [36:15<33:21,  1.15s/it]
overall:  45%|████▍     | 1781/4000 [36:18<40:40,  1.10s/it]

train:  51%|█████     | 1781/3515 [36:16<31:47,  1.10s/it]
overall:  45%|████▍     | 1782/4000 [36:19<41:59,  1.14s/it]

train:  51%|█████     | 1782/3515 [36:17<32:48,  1.14s/it]
overall:  45%|████▍     | 1783/4000 [36:20<42:09,  1.14s/it]

train:  51%|█████     | 1783/3515 [36:18<32:56,  1.14s/it]
overall:  45%|████▍     | 1784/4000 [36:21<39:02,  1.06s/it]

train:  51%|█████     | 1784/3515 [36:19<30:29,  1.06s/it]
overall:  45%|████▍     | 1785/4000 [36:22<40:04,  1.09s/it]

train:  51%|█████     | 1785/3515 [36:20<31:18,  1.09s/it]
overall:  45%|████▍     | 1786/4000 [36:23<42:05,  1.14s/it]

train:  51%|█████     | 1786/3515 [36:21<32:52,  1.14s/it]
overall:  45%|████▍     | 1787/4000 [36:25<43:15,  1.17s/it]

train:  51%|█████     | 1787/3515 [36:23<33:46,  1.17s/it]
overall:  45%|████▍     | 1788/4000 [36:26<45:51,  1.24s/it]

train:  51%|█████     | 1788/3515 [36:24<35:48,  1.24s/it]
overall:  45%|████▍     | 1789/4000 [36:27<39:13,  1.06s/it]

train:  51%|█████     | 1789/3515 [36:25<30:37,  1.06s/it]
overall:  45%|████▍     | 1790/4000 [36:28<41:11,  1.12s/it]

train:  51%|█████     | 1790/3515 [36:26<32:08,  1.12s/it]
overall:  45%|████▍     | 1791/4000 [36:29<41:37,  1.13s/it]

train:  51%|█████     | 1791/3515 [36:27<32:29,  1.13s/it]
overall:  45%|████▍     | 1792/4000 [36:30<43:28,  1.18s/it]

train:  51%|█████     | 1792/3515 [36:28<33:55,  1.18s/it]
overall:  45%|████▍     | 1793/4000 [36:32<43:59,  1.20s/it]

train:  51%|█████     | 1793/3515 [36:30<34:19,  1.20s/it]
overall:  45%|████▍     | 1794/4000 [36:33<43:05,  1.17s/it]

train:  51%|█████     | 1794/3515 [36:31<33:36,  1.17s/it]
overall:  45%|████▍     | 1795/4000 [36:34<42:25,  1.15s/it]

train:  51%|█████     | 1795/3515 [36:32<33:05,  1.15s/it]
overall:  45%|████▍     | 1796/4000 [36:35<42:50,  1.17s/it]

train:  51%|█████     | 1796/3515 [36:33<33:24,  1.17s/it]
overall:  45%|████▍     | 1797/4000 [36:36<40:36,  1.11s/it]

train:  51%|█████     | 1797/3515 [36:34<31:40,  1.11s/it]
overall:  45%|████▍     | 1798/4000 [36:37<42:39,  1.16s/it]

train:  51%|█████     | 1798/3515 [36:35<33:16,  1.16s/it]
overall:  45%|████▍     | 1799/4000 [36:38<42:31,  1.16s/it]

train:  51%|█████     | 1799/3515 [36:36<33:09,  1.16s/it]
overall:  45%|████▌     | 1800/4000 [36:39<41:40,  1.14s/it]

train:  51%|█████     | 1800/3515 [36:38<32:29,  1.14s/it]
overall:  45%|████▌     | 1801/4000 [36:40<32:14,  1.14it/s]

train:  51%|█████     | 1801/3515 [36:38<25:07,  1.14it/s]
overall:  45%|████▌     | 1802/4000 [36:41<32:03,  1.14it/s]

train:  51%|█████▏    | 1802/3515 [36:39<24:59,  1.14it/s]
overall:  45%|████▌     | 1803/4000 [36:42<36:32,  1.00it/s]

train:  51%|█████▏    | 1803/3515 [36:40<28:28,  1.00it/s]
overall:  45%|████▌     | 1804/4000 [36:43<40:50,  1.12s/it]

train:  51%|█████▏    | 1804/3515 [36:41<31:49,  1.12s/it]
overall:  45%|████▌     | 1805/4000 [36:45<42:36,  1.16s/it]

train:  51%|█████▏    | 1805/3515 [36:43<33:11,  1.16s/it]
overall:  45%|████▌     | 1806/4000 [36:46<41:06,  1.12s/it]

train:  51%|█████▏    | 1806/3515 [36:44<32:01,  1.12s/it]
overall:  45%|████▌     | 1807/4000 [36:47<41:32,  1.14s/it]

train:  51%|█████▏    | 1807/3515 [36:45<32:21,  1.14s/it]
overall:  45%|████▌     | 1808/4000 [36:48<41:26,  1.13s/it]

train:  51%|█████▏    | 1808/3515 [36:46<32:16,  1.13s/it]
overall:  45%|████▌     | 1809/4000 [36:49<42:55,  1.18s/it]

train:  51%|█████▏    | 1809/3515 [36:47<33:25,  1.18s/it]
overall:  45%|████▌     | 1810/4000 [36:50<42:42,  1.17s/it]

train:  51%|█████▏    | 1810/3515 [36:48<33:14,  1.17s/it]
overall:  45%|████▌     | 1811/4000 [36:51<41:55,  1.15s/it]

train:  52%|█████▏    | 1811/3515 [36:49<32:37,  1.15s/it]
overall:  45%|████▌     | 1812/4000 [36:53<43:49,  1.20s/it]

train:  52%|█████▏    | 1812/3515 [36:51<34:06,  1.20s/it]
overall:  45%|████▌     | 1813/4000 [36:54<44:03,  1.21s/it]

train:  52%|█████▏    | 1813/3515 [36:52<34:17,  1.21s/it]
overall:  45%|████▌     | 1814/4000 [36:55<44:53,  1.23s/it]

train:  52%|█████▏    | 1814/3515 [36:53<34:56,  1.23s/it]
overall:  45%|████▌     | 1815/4000 [36:57<45:00,  1.24s/it]

train:  52%|█████▏    | 1815/3515 [36:55<35:00,  1.24s/it]
overall:  45%|████▌     | 1816/4000 [36:58<46:25,  1.28s/it]

train:  52%|█████▏    | 1816/3515 [36:56<36:06,  1.28s/it]
overall:  45%|████▌     | 1817/4000 [36:59<42:11,  1.16s/it]

train:  52%|█████▏    | 1817/3515 [36:57<32:49,  1.16s/it]
overall:  45%|████▌     | 1818/4000 [37:00<43:09,  1.19s/it]

train:  52%|█████▏    | 1818/3515 [36:58<33:33,  1.19s/it]
overall:  45%|████▌     | 1819/4000 [37:01<42:08,  1.16s/it]

train:  52%|█████▏    | 1819/3515 [36:59<32:45,  1.16s/it]
overall:  46%|████▌     | 1820/4000 [37:02<42:33,  1.17s/it]

train:  52%|█████▏    | 1820/3515 [37:00<33:05,  1.17s/it]
overall:  46%|████▌     | 1821/4000 [37:03<41:38,  1.15s/it]

train:  52%|█████▏    | 1821/3515 [37:01<32:21,  1.15s/it]
overall:  46%|████▌     | 1822/4000 [37:05<42:12,  1.16s/it]

train:  52%|█████▏    | 1822/3515 [37:03<32:48,  1.16s/it]
overall:  46%|████▌     | 1823/4000 [37:06<42:45,  1.18s/it]

train:  52%|█████▏    | 1823/3515 [37:04<33:13,  1.18s/it]
overall:  46%|████▌     | 1824/4000 [37:07<42:33,  1.17s/it]

train:  52%|█████▏    | 1824/3515 [37:05<33:04,  1.17s/it]
overall:  46%|████▌     | 1825/4000 [37:08<43:05,  1.19s/it]

train:  52%|█████▏    | 1825/3515 [37:06<33:29,  1.19s/it]
overall:  46%|████▌     | 1826/4000 [37:09<43:32,  1.20s/it]

train:  52%|█████▏    | 1826/3515 [37:07<33:49,  1.20s/it]
overall:  46%|████▌     | 1827/4000 [37:11<43:45,  1.21s/it]

train:  52%|█████▏    | 1827/3515 [37:09<33:59,  1.21s/it]
overall:  46%|████▌     | 1828/4000 [37:11<34:13,  1.06it/s]

train:  52%|█████▏    | 1828/3515 [37:09<26:35,  1.06it/s]
overall:  46%|████▌     | 1829/4000 [37:12<37:10,  1.03s/it]

train:  52%|█████▏    | 1829/3515 [37:10<28:52,  1.03s/it]
overall:  46%|████▌     | 1830/4000 [37:13<38:34,  1.07s/it]

train:  52%|█████▏    | 1830/3515 [37:11<29:57,  1.07s/it]
overall:  46%|████▌     | 1831/4000 [37:15<39:50,  1.10s/it]

train:  52%|█████▏    | 1831/3515 [37:13<30:55,  1.10s/it]
overall:  46%|████▌     | 1832/4000 [37:15<32:21,  1.12it/s]

train:  52%|█████▏    | 1832/3515 [37:13<25:06,  1.12it/s]
overall:  46%|████▌     | 1833/4000 [37:16<29:45,  1.21it/s]

train:  52%|█████▏    | 1833/3515 [37:14<23:05,  1.21it/s]
overall:  46%|████▌     | 1834/4000 [37:17<33:06,  1.09it/s]

train:  52%|█████▏    | 1834/3515 [37:15<25:41,  1.09it/s]
overall:  46%|████▌     | 1835/4000 [37:18<36:39,  1.02s/it]

train:  52%|█████▏    | 1835/3515 [37:16<28:26,  1.02s/it]
overall:  46%|████▌     | 1836/4000 [37:19<39:25,  1.09s/it]

train:  52%|█████▏    | 1836/3515 [37:17<30:34,  1.09s/it]
overall:  46%|████▌     | 1837/4000 [37:20<40:05,  1.11s/it]

train:  52%|█████▏    | 1837/3515 [37:18<31:05,  1.11s/it]
overall:  46%|████▌     | 1838/4000 [37:22<41:16,  1.15s/it]

train:  52%|█████▏    | 1838/3515 [37:20<32:00,  1.15s/it]
overall:  46%|████▌     | 1839/4000 [37:23<42:57,  1.19s/it]

train:  52%|█████▏    | 1839/3515 [37:21<33:19,  1.19s/it]
overall:  46%|████▌     | 1840/4000 [37:24<44:32,  1.24s/it]

train:  52%|█████▏    | 1840/3515 [37:22<34:32,  1.24s/it]
overall:  46%|████▌     | 1841/4000 [37:25<43:11,  1.20s/it]

train:  52%|█████▏    | 1841/3515 [37:23<33:29,  1.20s/it]
overall:  46%|████▌     | 1842/4000 [37:27<42:16,  1.18s/it]

train:  52%|█████▏    | 1842/3515 [37:25<32:46,  1.18s/it]
overall:  46%|████▌     | 1843/4000 [37:28<42:11,  1.17s/it]

train:  52%|█████▏    | 1843/3515 [37:26<32:42,  1.17s/it]
overall:  46%|████▌     | 1844/4000 [37:29<43:21,  1.21s/it]

train:  52%|█████▏    | 1844/3515 [37:27<33:36,  1.21s/it]
overall:  46%|████▌     | 1845/4000 [37:30<44:25,  1.24s/it]

train:  52%|█████▏    | 1845/3515 [37:28<34:25,  1.24s/it]
overall:  46%|████▌     | 1846/4000 [37:31<41:23,  1.15s/it]

train:  53%|█████▎    | 1846/3515 [37:29<32:04,  1.15s/it]
overall:  46%|████▌     | 1847/4000 [37:32<42:10,  1.18s/it]

train:  53%|█████▎    | 1847/3515 [37:31<32:40,  1.18s/it]
overall:  46%|████▌     | 1848/4000 [37:34<42:29,  1.18s/it]

train:  53%|█████▎    | 1848/3515 [37:32<32:54,  1.18s/it]
overall:  46%|████▌     | 1849/4000 [37:35<42:05,  1.17s/it]

train:  53%|█████▎    | 1849/3515 [37:33<32:35,  1.17s/it]
overall:  46%|████▋     | 1850/4000 [37:36<43:04,  1.20s/it]

train:  53%|█████▎    | 1850/3515 [37:34<33:21,  1.20s/it]
overall:  46%|████▋     | 1851/4000 [37:37<43:20,  1.21s/it]

train:  53%|█████▎    | 1851/3515 [37:35<33:33,  1.21s/it]
overall:  46%|████▋     | 1852/4000 [37:39<45:14,  1.26s/it]

train:  53%|█████▎    | 1852/3515 [37:37<35:01,  1.26s/it]
overall:  46%|████▋     | 1853/4000 [37:40<45:35,  1.27s/it]

train:  53%|█████▎    | 1853/3515 [37:38<35:17,  1.27s/it]
overall:  46%|████▋     | 1854/4000 [37:41<45:08,  1.26s/it]

train:  53%|█████▎    | 1854/3515 [37:39<34:56,  1.26s/it]
overall:  46%|████▋     | 1855/4000 [37:43<45:22,  1.27s/it]

train:  53%|█████▎    | 1855/3515 [37:41<35:07,  1.27s/it]
overall:  46%|████▋     | 1856/4000 [37:43<36:16,  1.02s/it]

train:  53%|█████▎    | 1856/3515 [37:41<28:04,  1.02s/it]
overall:  46%|████▋     | 1857/4000 [37:44<37:35,  1.05s/it]

train:  53%|█████▎    | 1857/3515 [37:42<29:04,  1.05s/it]
overall:  46%|████▋     | 1858/4000 [37:45<39:07,  1.10s/it]

train:  53%|█████▎    | 1858/3515 [37:43<30:16,  1.10s/it]
overall:  46%|████▋     | 1859/4000 [37:46<29:58,  1.19it/s]

train:  53%|█████▎    | 1859/3515 [37:44<23:11,  1.19it/s]
overall:  46%|████▋     | 1860/4000 [37:47<36:06,  1.01s/it]

train:  53%|█████▎    | 1860/3515 [37:45<27:55,  1.01s/it]
overall:  47%|████▋     | 1861/4000 [37:48<37:56,  1.06s/it]

train:  53%|█████▎    | 1861/3515 [37:46<29:20,  1.06s/it]
overall:  47%|████▋     | 1862/4000 [37:49<40:12,  1.13s/it]

train:  53%|█████▎    | 1862/3515 [37:47<31:04,  1.13s/it]
overall:  47%|████▋     | 1863/4000 [37:51<41:24,  1.16s/it]

train:  53%|█████▎    | 1863/3515 [37:49<32:00,  1.16s/it]
overall:  47%|████▋     | 1864/4000 [37:52<42:45,  1.20s/it]

train:  53%|█████▎    | 1864/3515 [37:50<33:02,  1.20s/it]
overall:  47%|████▋     | 1865/4000 [37:53<43:04,  1.21s/it]

train:  53%|█████▎    | 1865/3515 [37:51<33:17,  1.21s/it]
overall:  47%|████▋     | 1866/4000 [37:54<42:38,  1.20s/it]

train:  53%|█████▎    | 1866/3515 [37:52<32:57,  1.20s/it]
overall:  47%|████▋     | 1867/4000 [37:56<43:37,  1.23s/it]

train:  53%|█████▎    | 1867/3515 [37:54<33:42,  1.23s/it]
overall:  47%|████▋     | 1868/4000 [37:57<42:59,  1.21s/it]

train:  53%|█████▎    | 1868/3515 [37:55<33:12,  1.21s/it]
overall:  47%|████▋     | 1869/4000 [37:58<43:18,  1.22s/it]

train:  53%|█████▎    | 1869/3515 [37:56<33:27,  1.22s/it]
overall:  47%|████▋     | 1870/4000 [37:58<32:46,  1.08it/s]

train:  53%|█████▎    | 1870/3515 [37:56<25:18,  1.08it/s]
overall:  47%|████▋     | 1871/4000 [38:00<35:57,  1.01s/it]

train:  53%|█████▎    | 1871/3515 [37:58<27:45,  1.01s/it]
overall:  47%|████▋     | 1872/4000 [38:01<35:27,  1.00it/s]

train:  53%|█████▎    | 1872/3515 [37:59<27:22,  1.00it/s]
overall:  47%|████▋     | 1873/4000 [38:02<37:49,  1.07s/it]

train:  53%|█████▎    | 1873/3515 [38:00<29:12,  1.07s/it]
overall:  47%|████▋     | 1874/4000 [38:03<38:42,  1.09s/it]

train:  53%|█████▎    | 1874/3515 [38:01<29:52,  1.09s/it]
overall:  47%|████▋     | 1875/4000 [38:04<40:30,  1.14s/it]

train:  53%|█████▎    | 1875/3515 [38:02<31:15,  1.14s/it]
overall:  47%|████▋     | 1876/4000 [38:05<42:10,  1.19s/it]

train:  53%|█████▎    | 1876/3515 [38:03<32:32,  1.19s/it]
overall:  47%|████▋     | 1877/4000 [38:06<39:21,  1.11s/it]

train:  53%|█████▎    | 1877/3515 [38:04<30:21,  1.11s/it]
overall:  47%|████▋     | 1878/4000 [38:08<41:10,  1.16s/it]

train:  53%|█████▎    | 1878/3515 [38:06<31:45,  1.16s/it]
overall:  47%|████▋     | 1879/4000 [38:09<41:06,  1.16s/it]

train:  53%|█████▎    | 1879/3515 [38:07<31:42,  1.16s/it]
overall:  47%|████▋     | 1880/4000 [38:10<41:22,  1.17s/it]

train:  53%|█████▎    | 1880/3515 [38:08<31:54,  1.17s/it]
overall:  47%|████▋     | 1881/4000 [38:11<42:34,  1.21s/it]

train:  54%|█████▎    | 1881/3515 [38:09<32:50,  1.21s/it]
overall:  47%|████▋     | 1882/4000 [38:12<42:01,  1.19s/it]

train:  54%|█████▎    | 1882/3515 [38:10<32:23,  1.19s/it]
overall:  47%|████▋     | 1883/4000 [38:14<42:18,  1.20s/it]

train:  54%|█████▎    | 1883/3515 [38:12<32:37,  1.20s/it]
overall:  47%|████▋     | 1884/4000 [38:15<43:05,  1.22s/it]

train:  54%|█████▎    | 1884/3515 [38:13<33:12,  1.22s/it]
overall:  47%|████▋     | 1885/4000 [38:16<42:32,  1.21s/it]

train:  54%|█████▎    | 1885/3515 [38:14<32:47,  1.21s/it]
overall:  47%|████▋     | 1886/4000 [38:17<41:29,  1.18s/it]

train:  54%|█████▎    | 1886/3515 [38:15<31:58,  1.18s/it]
overall:  47%|████▋     | 1887/4000 [38:19<42:34,  1.21s/it]

train:  54%|█████▎    | 1887/3515 [38:17<32:47,  1.21s/it]
overall:  47%|████▋     | 1888/4000 [38:19<39:26,  1.12s/it]

train:  54%|█████▎    | 1888/3515 [38:17<30:23,  1.12s/it]
overall:  47%|████▋     | 1889/4000 [38:21<39:17,  1.12s/it]

train:  54%|█████▎    | 1889/3515 [38:19<30:16,  1.12s/it]
overall:  47%|████▋     | 1890/4000 [38:22<41:08,  1.17s/it]

train:  54%|█████▍    | 1890/3515 [38:20<31:41,  1.17s/it]
overall:  47%|████▋     | 1891/4000 [38:23<41:54,  1.19s/it]

train:  54%|█████▍    | 1891/3515 [38:21<32:16,  1.19s/it]
overall:  47%|████▋     | 1892/4000 [38:24<42:51,  1.22s/it]

train:  54%|█████▍    | 1892/3515 [38:22<33:00,  1.22s/it]
overall:  47%|████▋     | 1893/4000 [38:25<41:56,  1.19s/it]

train:  54%|█████▍    | 1893/3515 [38:23<32:17,  1.19s/it]
overall:  47%|████▋     | 1894/4000 [38:27<43:00,  1.23s/it]

train:  54%|█████▍    | 1894/3515 [38:25<33:06,  1.23s/it]
overall:  47%|████▋     | 1895/4000 [38:28<43:01,  1.23s/it]

train:  54%|█████▍    | 1895/3515 [38:26<33:06,  1.23s/it]
overall:  47%|████▋     | 1896/4000 [38:28<33:04,  1.06it/s]

train:  54%|█████▍    | 1896/3515 [38:26<25:27,  1.06it/s]
overall:  47%|████▋     | 1897/4000 [38:29<35:19,  1.01s/it]

train:  54%|█████▍    | 1897/3515 [38:27<27:10,  1.01s/it]
overall:  47%|████▋     | 1898/4000 [38:31<37:44,  1.08s/it]

train:  54%|█████▍    | 1898/3515 [38:29<29:01,  1.08s/it]
overall:  47%|████▋     | 1899/4000 [38:31<30:49,  1.14it/s]

train:  54%|█████▍    | 1899/3515 [38:29<23:42,  1.14it/s]
overall:  48%|████▊     | 1900/4000 [38:32<35:57,  1.03s/it]

train:  54%|█████▍    | 1900/3515 [38:30<27:39,  1.03s/it]
overall:  48%|████▊     | 1901/4000 [38:34<38:41,  1.11s/it]

train:  54%|█████▍    | 1901/3515 [38:32<29:45,  1.11s/it]
overall:  48%|████▊     | 1902/4000 [38:35<40:39,  1.16s/it]

train:  54%|█████▍    | 1902/3515 [38:33<31:15,  1.16s/it]
overall:  48%|████▊     | 1903/4000 [38:36<41:56,  1.20s/it]

train:  54%|█████▍    | 1903/3515 [38:34<32:14,  1.20s/it]
overall:  48%|████▊     | 1904/4000 [38:38<42:23,  1.21s/it]

train:  54%|█████▍    | 1904/3515 [38:36<32:35,  1.21s/it]
overall:  48%|████▊     | 1905/4000 [38:39<42:39,  1.22s/it]

train:  54%|█████▍    | 1905/3515 [38:37<32:46,  1.22s/it]
overall:  48%|████▊     | 1906/4000 [38:40<42:34,  1.22s/it]

train:  54%|█████▍    | 1906/3515 [38:38<32:42,  1.22s/it]
overall:  48%|████▊     | 1907/4000 [38:41<42:28,  1.22s/it]

train:  54%|█████▍    | 1907/3515 [38:39<32:38,  1.22s/it]
overall:  48%|████▊     | 1908/4000 [38:42<36:50,  1.06s/it]

train:  54%|█████▍    | 1908/3515 [38:40<28:18,  1.06s/it]
overall:  48%|████▊     | 1909/4000 [38:43<38:50,  1.11s/it]

train:  54%|█████▍    | 1909/3515 [38:41<29:49,  1.11s/it]
overall:  48%|████▊     | 1910/4000 [38:44<40:37,  1.17s/it]

train:  54%|█████▍    | 1910/3515 [38:42<31:11,  1.17s/it]
overall:  48%|████▊     | 1911/4000 [38:45<34:03,  1.02it/s]

train:  54%|█████▍    | 1911/3515 [38:43<26:09,  1.02it/s]
overall:  48%|████▊     | 1912/4000 [38:46<36:42,  1.05s/it]

train:  54%|█████▍    | 1912/3515 [38:44<28:10,  1.05s/it]
overall:  48%|████▊     | 1913/4000 [38:47<37:45,  1.09s/it]

train:  54%|█████▍    | 1913/3515 [38:45<28:58,  1.09s/it]
overall:  48%|████▊     | 1914/4000 [38:48<36:29,  1.05s/it]

train:  54%|█████▍    | 1914/3515 [38:46<28:00,  1.05s/it]
overall:  48%|████▊     | 1915/4000 [38:49<35:36,  1.02s/it]

train:  54%|█████▍    | 1915/3515 [38:47<27:19,  1.02s/it]
overall:  48%|████▊     | 1916/4000 [38:50<28:01,  1.24it/s]

train:  55%|█████▍    | 1916/3515 [38:48<21:30,  1.24it/s]
overall:  48%|████▊     | 1917/4000 [38:51<33:10,  1.05it/s]

train:  55%|█████▍    | 1917/3515 [38:49<25:27,  1.05it/s]
overall:  48%|████▊     | 1918/4000 [38:52<35:57,  1.04s/it]

train:  55%|█████▍    | 1918/3515 [38:50<27:35,  1.04s/it]
overall:  48%|████▊     | 1919/4000 [38:53<37:28,  1.08s/it]

train:  55%|█████▍    | 1919/3515 [38:51<28:44,  1.08s/it]
overall:  48%|████▊     | 1920/4000 [38:55<38:44,  1.12s/it]

train:  55%|█████▍    | 1920/3515 [38:53<29:42,  1.12s/it]
overall:  48%|████▊     | 1921/4000 [38:56<39:46,  1.15s/it]

train:  55%|█████▍    | 1921/3515 [38:54<30:29,  1.15s/it]
overall:  48%|████▊     | 1922/4000 [38:57<39:05,  1.13s/it]

train:  55%|█████▍    | 1922/3515 [38:55<29:58,  1.13s/it]
overall:  48%|████▊     | 1923/4000 [38:58<40:40,  1.17s/it]

train:  55%|█████▍    | 1923/3515 [38:56<31:10,  1.17s/it]
overall:  48%|████▊     | 1924/4000 [38:59<41:48,  1.21s/it]

train:  55%|█████▍    | 1924/3515 [38:57<32:02,  1.21s/it]
overall:  48%|████▊     | 1925/4000 [39:01<42:35,  1.23s/it]

train:  55%|█████▍    | 1925/3515 [38:59<32:38,  1.23s/it]
overall:  48%|████▊     | 1926/4000 [39:02<42:53,  1.24s/it]

train:  55%|█████▍    | 1926/3515 [39:00<32:51,  1.24s/it]
overall:  48%|████▊     | 1927/4000 [39:02<33:00,  1.05it/s]

train:  55%|█████▍    | 1927/3515 [39:00<25:17,  1.05it/s]
overall:  48%|████▊     | 1928/4000 [39:04<36:01,  1.04s/it]

train:  55%|█████▍    | 1928/3515 [39:02<27:35,  1.04s/it]
overall:  48%|████▊     | 1929/4000 [39:05<37:10,  1.08s/it]

train:  55%|█████▍    | 1929/3515 [39:03<28:28,  1.08s/it]
overall:  48%|████▊     | 1930/4000 [39:06<38:29,  1.12s/it]

train:  55%|█████▍    | 1930/3515 [39:04<29:28,  1.12s/it]
overall:  48%|████▊     | 1931/4000 [39:07<39:01,  1.13s/it]

train:  55%|█████▍    | 1931/3515 [39:05<29:52,  1.13s/it]
overall:  48%|████▊     | 1932/4000 [39:08<41:14,  1.20s/it]

train:  55%|█████▍    | 1932/3515 [39:06<31:33,  1.20s/it]
overall:  48%|████▊     | 1933/4000 [39:10<40:28,  1.17s/it]

train:  55%|█████▍    | 1933/3515 [39:08<30:58,  1.17s/it]
overall:  48%|████▊     | 1934/4000 [39:11<40:50,  1.19s/it]

train:  55%|█████▌    | 1934/3515 [39:09<31:14,  1.19s/it]
overall:  48%|████▊     | 1935/4000 [39:12<41:57,  1.22s/it]

train:  55%|█████▌    | 1935/3515 [39:10<32:05,  1.22s/it]
overall:  48%|████▊     | 1936/4000 [39:13<42:56,  1.25s/it]

train:  55%|█████▌    | 1936/3515 [39:11<32:51,  1.25s/it]
overall:  48%|████▊     | 1937/4000 [39:15<42:26,  1.23s/it]

train:  55%|█████▌    | 1937/3515 [39:13<32:28,  1.23s/it]
overall:  48%|████▊     | 1938/4000 [39:16<42:18,  1.23s/it]

train:  55%|█████▌    | 1938/3515 [39:14<32:21,  1.23s/it]
overall:  48%|████▊     | 1939/4000 [39:17<42:03,  1.22s/it]

train:  55%|█████▌    | 1939/3515 [39:15<32:09,  1.22s/it]
overall:  48%|████▊     | 1940/4000 [39:18<40:38,  1.18s/it]

train:  55%|█████▌    | 1940/3515 [39:16<31:04,  1.18s/it]
overall:  49%|████▊     | 1941/4000 [39:19<41:40,  1.21s/it]

train:  55%|█████▌    | 1941/3515 [39:17<31:51,  1.21s/it]
overall:  49%|████▊     | 1942/4000 [39:21<41:51,  1.22s/it]

train:  55%|█████▌    | 1942/3515 [39:19<31:59,  1.22s/it]
overall:  49%|████▊     | 1943/4000 [39:22<41:42,  1.22s/it]

train:  55%|█████▌    | 1943/3515 [39:20<31:52,  1.22s/it]
overall:  49%|████▊     | 1944/4000 [39:23<40:59,  1.20s/it]

train:  55%|█████▌    | 1944/3515 [39:21<31:19,  1.20s/it]
overall:  49%|████▊     | 1945/4000 [39:24<41:13,  1.20s/it]

train:  55%|█████▌    | 1945/3515 [39:22<31:29,  1.20s/it]
overall:  49%|████▊     | 1946/4000 [39:25<41:38,  1.22s/it]

train:  55%|█████▌    | 1946/3515 [39:23<31:48,  1.22s/it]
overall:  49%|████▊     | 1947/4000 [39:27<41:54,  1.22s/it]

train:  55%|█████▌    | 1947/3515 [39:25<32:00,  1.22s/it]
overall:  49%|████▊     | 1948/4000 [39:28<39:16,  1.15s/it]

train:  55%|█████▌    | 1948/3515 [39:26<29:59,  1.15s/it]
overall:  49%|████▊     | 1949/4000 [39:29<39:11,  1.15s/it]

train:  55%|█████▌    | 1949/3515 [39:27<29:55,  1.15s/it]
overall:  49%|████▉     | 1950/4000 [39:30<40:34,  1.19s/it]

train:  55%|█████▌    | 1950/3515 [39:28<30:58,  1.19s/it]
overall:  49%|████▉     | 1951/4000 [39:31<40:57,  1.20s/it]

train:  56%|█████▌    | 1951/3515 [39:29<31:15,  1.20s/it]
overall:  49%|████▉     | 1952/4000 [39:32<38:32,  1.13s/it]

train:  56%|█████▌    | 1952/3515 [39:30<29:24,  1.13s/it]
overall:  49%|████▉     | 1953/4000 [39:34<40:10,  1.18s/it]

train:  56%|█████▌    | 1953/3515 [39:32<30:39,  1.18s/it]
overall:  49%|████▉     | 1954/4000 [39:35<40:41,  1.19s/it]

train:  56%|█████▌    | 1954/3515 [39:33<31:02,  1.19s/it]
overall:  49%|████▉     | 1955/4000 [39:36<39:56,  1.17s/it]

train:  56%|█████▌    | 1955/3515 [39:34<30:28,  1.17s/it]
overall:  49%|████▉     | 1956/4000 [39:37<40:46,  1.20s/it]

train:  56%|█████▌    | 1956/3515 [39:35<31:06,  1.20s/it]
overall:  49%|████▉     | 1957/4000 [39:38<40:38,  1.19s/it]

train:  56%|█████▌    | 1957/3515 [39:36<30:59,  1.19s/it]
overall:  49%|████▉     | 1958/4000 [39:40<40:36,  1.19s/it]

train:  56%|█████▌    | 1958/3515 [39:38<30:57,  1.19s/it]
overall:  49%|████▉     | 1959/4000 [39:41<40:54,  1.20s/it]

train:  56%|█████▌    | 1959/3515 [39:39<31:11,  1.20s/it]
overall:  49%|████▉     | 1960/4000 [39:42<42:12,  1.24s/it]

train:  56%|█████▌    | 1960/3515 [39:40<32:10,  1.24s/it]
overall:  49%|████▉     | 1961/4000 [39:43<42:40,  1.26s/it]

train:  56%|█████▌    | 1961/3515 [39:41<32:31,  1.26s/it]
overall:  49%|████▉     | 1962/4000 [39:45<42:30,  1.25s/it]

train:  56%|█████▌    | 1962/3515 [39:43<32:23,  1.25s/it]
overall:  49%|████▉     | 1963/4000 [39:46<41:27,  1.22s/it]

train:  56%|█████▌    | 1963/3515 [39:44<31:34,  1.22s/it]
overall:  49%|████▉     | 1964/4000 [39:47<41:37,  1.23s/it]

train:  56%|█████▌    | 1964/3515 [39:45<31:42,  1.23s/it]
overall:  49%|████▉     | 1965/4000 [39:48<39:31,  1.17s/it]

train:  56%|█████▌    | 1965/3515 [39:46<30:06,  1.17s/it]
overall:  49%|████▉     | 1966/4000 [39:49<40:19,  1.19s/it]

train:  56%|█████▌    | 1966/3515 [39:47<30:42,  1.19s/it]
overall:  49%|████▉     | 1967/4000 [39:50<39:42,  1.17s/it]

train:  56%|█████▌    | 1967/3515 [39:48<30:13,  1.17s/it]
overall:  49%|████▉     | 1968/4000 [39:51<32:59,  1.03it/s]

train:  56%|█████▌    | 1968/3515 [39:49<25:07,  1.03it/s]
overall:  49%|████▉     | 1969/4000 [39:52<34:54,  1.03s/it]

train:  56%|█████▌    | 1969/3515 [39:50<26:34,  1.03s/it]
overall:  49%|████▉     | 1970/4000 [39:53<36:53,  1.09s/it]

train:  56%|█████▌    | 1970/3515 [39:51<28:04,  1.09s/it]
overall:  49%|████▉     | 1971/4000 [39:54<37:50,  1.12s/it]

train:  56%|█████▌    | 1971/3515 [39:52<28:48,  1.12s/it]
overall:  49%|████▉     | 1972/4000 [39:56<39:38,  1.17s/it]

train:  56%|█████▌    | 1972/3515 [39:54<30:09,  1.17s/it]
overall:  49%|████▉     | 1973/4000 [39:57<40:40,  1.20s/it]

train:  56%|█████▌    | 1973/3515 [39:55<30:56,  1.20s/it]
overall:  49%|████▉     | 1974/4000 [39:58<40:46,  1.21s/it]

train:  56%|█████▌    | 1974/3515 [39:56<31:00,  1.21s/it]
overall:  49%|████▉     | 1975/4000 [39:59<32:55,  1.03it/s]

train:  56%|█████▌    | 1975/3515 [39:57<25:02,  1.03it/s]
overall:  49%|████▉     | 1976/4000 [40:00<35:29,  1.05s/it]

train:  56%|█████▌    | 1976/3515 [39:58<26:59,  1.05s/it]
overall:  49%|████▉     | 1977/4000 [40:01<37:19,  1.11s/it]

train:  56%|█████▌    | 1977/3515 [39:59<28:22,  1.11s/it]
overall:  49%|████▉     | 1978/4000 [40:02<37:56,  1.13s/it]

train:  56%|█████▋    | 1978/3515 [40:00<28:50,  1.13s/it]
overall:  49%|████▉     | 1979/4000 [40:04<38:56,  1.16s/it]

train:  56%|█████▋    | 1979/3515 [40:02<29:35,  1.16s/it]
overall:  50%|████▉     | 1980/4000 [40:05<40:10,  1.19s/it]

train:  56%|█████▋    | 1980/3515 [40:03<30:31,  1.19s/it]
overall:  50%|████▉     | 1981/4000 [40:06<38:54,  1.16s/it]

train:  56%|█████▋    | 1981/3515 [40:04<29:33,  1.16s/it]
overall:  50%|████▉     | 1982/4000 [40:07<39:39,  1.18s/it]

train:  56%|█████▋    | 1982/3515 [40:05<30:07,  1.18s/it]
overall:  50%|████▉     | 1983/4000 [40:08<40:50,  1.21s/it]

train:  56%|█████▋    | 1983/3515 [40:06<31:01,  1.21s/it]
overall:  50%|████▉     | 1984/4000 [40:10<42:15,  1.26s/it]

train:  56%|█████▋    | 1984/3515 [40:08<32:05,  1.26s/it]
overall:  50%|████▉     | 1985/4000 [40:11<41:52,  1.25s/it]

train:  56%|█████▋    | 1985/3515 [40:09<31:47,  1.25s/it]
overall:  50%|████▉     | 1986/4000 [40:12<41:39,  1.24s/it]

train:  57%|█████▋    | 1986/3515 [40:10<31:37,  1.24s/it]
overall:  50%|████▉     | 1987/4000 [40:13<41:26,  1.24s/it]

train:  57%|█████▋    | 1987/3515 [40:11<31:27,  1.24s/it]
overall:  50%|████▉     | 1988/4000 [40:15<40:30,  1.21s/it]

train:  57%|█████▋    | 1988/3515 [40:13<30:44,  1.21s/it]
overall:  50%|████▉     | 1989/4000 [40:16<41:11,  1.23s/it]

train:  57%|█████▋    | 1989/3515 [40:14<31:15,  1.23s/it]
overall:  50%|████▉     | 1990/4000 [40:17<40:40,  1.21s/it]

train:  57%|█████▋    | 1990/3515 [40:15<30:51,  1.21s/it]
overall:  50%|████▉     | 1991/4000 [40:18<40:33,  1.21s/it]

train:  57%|█████▋    | 1991/3515 [40:16<30:46,  1.21s/it]
overall:  50%|████▉     | 1992/4000 [40:20<40:51,  1.22s/it]

train:  57%|█████▋    | 1992/3515 [40:18<30:59,  1.22s/it]
overall:  50%|████▉     | 1993/4000 [40:21<41:25,  1.24s/it]

train:  57%|█████▋    | 1993/3515 [40:19<31:24,  1.24s/it]
overall:  50%|████▉     | 1994/4000 [40:22<39:18,  1.18s/it]

train:  57%|█████▋    | 1994/3515 [40:20<29:48,  1.18s/it]
overall:  50%|████▉     | 1995/4000 [40:23<39:02,  1.17s/it]

train:  57%|█████▋    | 1995/3515 [40:21<29:36,  1.17s/it]
overall:  50%|████▉     | 1996/4000 [40:24<40:07,  1.20s/it]

train:  57%|█████▋    | 1996/3515 [40:22<30:24,  1.20s/it]
overall:  50%|████▉     | 1997/4000 [40:26<40:57,  1.23s/it]

train:  57%|█████▋    | 1997/3515 [40:24<31:02,  1.23s/it]
overall:  50%|████▉     | 1998/4000 [40:27<41:09,  1.23s/it]

train:  57%|█████▋    | 1998/3515 [40:25<31:11,  1.23s/it]
overall:  50%|████▉     | 1999/4000 [40:28<40:38,  1.22s/it]

train:  57%|█████▋    | 1999/3515 [40:26<30:47,  1.22s/it]dev loss: 7.654358386993408
dev per: 0.759942767950052
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 7.290765285491943
train per: 0.8228743961352657
train loss: 6.890618801116943
train per: 0.8002153221267954
train loss: 6.812835693359375
train per: 0.8020572916666666
train loss: 8.214064598083496
train per: 0.8375934814153365
train loss: 7.254885196685791
train per: 0.7607196257174552
train loss: 6.627985954284668
train per: 0.7675704483378856
train loss: 5.911017417907715
train per: 0.7380005889281508
train loss: 5.962721824645996
train per: 0.7515524653680803
train loss: 5.812718868255615
train per: 0.7455755266572793
train loss: 10.582601547241211
train per: 0.8609205066312278
train loss: 7.6076531410217285
train per: 0.7333830066031192
train loss: 8.255728721618652
train per: 0.8165705948479992
train loss: 8.825750350952148
train per: 0.7678065369355753
train loss: 9.448568344116211
train per: 0.7964208503483066
train loss: 8.301168441772461
train per: 0.7635035124403825
train loss: 7.266474723815918
train per: 0.7579058508446642
train loss: 6.94637393951416
train per: 0.8348874867385113
train loss: 7.627478122711182
train per: 0.7287736446278898
train loss: 7.213850975036621
train per: 0.7343359056072059
train loss: 7.822785377502441
train per: 0.7693402141410244
train loss: 6.379884719848633
train per: 0.7955797136152483
train loss: 4.67334508895874
train per: 0.7042602963067981
train loss: 4.36495304107666
train per: 0.7301473146966709
train loss: 3.969270706176758
train per: 0.6955065087849416
train loss: 7.809948921203613
train per: 0.8892396660077302
train loss: 6.236152648925781
train per: 0.7767540920838518
train loss: 8.971795082092285
train per: 0.8522007514761138
train loss: 9.8251953125
train per: 0.8214357530665595
train loss: 6.759751796722412
train per: 0.7099995377005224
train loss: 5.792275428771973
train per: 0.7328575070099413
train loss: 5.862176418304443
train per: 0.7472229191852375
train loss: 7.525402069091797
train per: 0.7784368870087207
train loss: 7.889117240905762
train per: 0.7775389575497045
train loss: 6.916093349456787
train per: 0.732087576831621
train loss: 6.5255584716796875
train per: 0.7142894238009919
train loss: 5.326747894287109
train per: 0.7005422381431411
train loss: 7.648801326751709
train per: 0.825592885375494
train loss: 5.195339202880859
train per: 0.6980279993978624
train loss: 5.224585056304932
train per: 0.7622179769303316
train loss: 6.172128677368164
train per: 0.7551345564987926
train loss: 6.740406036376953
train per: 0.7560674517936943
train loss: 8.048009872436523
train per: 0.7727925793360724
train loss: 7.9045586585998535
train per: 0.7586577920128116
train loss: 7.758753776550293
train per: 0.7439116183076363
train loss: 5.798215389251709
train per: 0.736348442138349
train loss: 7.9168195724487305
train per: 0.8195987055016182
train loss: 8.842901229858398
train per: 0.8201704813035697
train loss: 6.854808807373047
train per: 0.7372656693807991
train loss: 6.267882347106934
train per: 0.7566797470569122
train loss: 5.283267021179199
train per: 0.706088966439303
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  22%|██▏       | 588/2703 [00:00<00:00, 5879.09it/s]


word -> phonemes:  44%|████▍     | 1184/2703 [00:00<00:00, 5921.33it/s]


word -> phonemes:  66%|██████▌   | 1777/2703 [00:00<00:00, 5642.92it/s]


word -> phonemes:  87%|████████▋ | 2353/2703 [00:00<00:00, 5687.64it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5734.44it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<1:05:59,  1.47s/it]


dev:   0%|          | 2/2703 [00:01<33:02,  1.36it/s]  


dev:   0%|          | 3/2703 [00:01<22:25,  2.01it/s]


dev:   0%|          | 4/2703 [00:02<17:20,  2.59it/s]


dev:   0%|          | 5/2703 [00:02<14:50,  3.03it/s]


dev:   0%|          | 6/2703 [00:02<13:07,  3.42it/s]


dev:   0%|          | 7/2703 [00:02<11:57,  3.76it/s]


dev:   0%|          | 8/2703 [00:02<10:59,  4.09it/s]


dev:   0%|          | 9/2703 [00:03<10:36,  4.23it/s]


dev:   0%|          | 10/2703 [00:03<10:05,  4.45it/s]


dev:   0%|          | 11/2703 [00:03<09:15,  4.84it/s]


dev:   0%|          | 12/2703 [00:03<09:22,  4.78it/s]


dev:   0%|          | 13/2703 [00:03<08:48,  5.09it/s]


dev:   1%|          | 14/2703 [00:04<08:19,  5.38it/s]


dev:   1%|          | 15/2703 [00:04<08:20,  5.37it/s]


dev:   1%|          | 16/2703 [00:04<07:52,  5.68it/s]


dev:   1%|          | 17/2703 [00:04<07:53,  5.67it/s]


dev:   1%|          | 18/2703 [00:04<07:57,  5.62it/s]


dev:   1%|          | 19/2703 [00:04<08:06,  5.52it/s]


dev:   1%|          | 20/2703 [00:05<07:42,  5.80it/s]


dev:   1%|          | 21/2703 [00:05<07:31,  5.94it/s]


dev:   1%|          | 22/2703 [00:05<07:53,  5.66it/s]


dev:   1%|          | 23/2703 [00:05<07:47,  5.73it/s]


dev:   1%|          | 24/2703 [00:05<07:30,  5.94it/s]


dev:   1%|          | 25/2703 [00:06<07:43,  5.78it/s]


dev:   1%|          | 26/2703 [00:06<07:59,  5.58it/s]


dev:   1%|          | 27/2703 [00:06<07:46,  5.74it/s]


dev:   1%|          | 28/2703 [00:06<08:06,  5.50it/s]


dev:   1%|          | 29/2703 [00:06<07:59,  5.57it/s]


dev:   1%|          | 30/2703 [00:06<07:27,  5.97it/s]


dev:   1%|          | 31/2703 [00:07<07:23,  6.02it/s]


dev:   1%|          | 32/2703 [00:07<07:04,  6.29it/s]


dev:   1%|          | 33/2703 [00:07<07:08,  6.22it/s]


dev:   1%|▏         | 34/2703 [00:07<06:52,  6.47it/s]


dev:   1%|▏         | 35/2703 [00:07<06:30,  6.84it/s]


dev:   1%|▏         | 36/2703 [00:07<06:46,  6.56it/s]


dev:   1%|▏         | 37/2703 [00:07<06:46,  6.56it/s]


dev:   1%|▏         | 38/2703 [00:08<06:46,  6.56it/s]


dev:   1%|▏         | 39/2703 [00:08<06:35,  6.73it/s]


dev:   1%|▏         | 40/2703 [00:08<06:22,  6.96it/s]


dev:   2%|▏         | 41/2703 [00:08<06:18,  7.03it/s]


dev:   2%|▏         | 42/2703 [00:08<06:19,  7.02it/s]


dev:   2%|▏         | 43/2703 [00:08<06:11,  7.16it/s]


dev:   2%|▏         | 44/2703 [00:08<05:56,  7.45it/s]


dev:   2%|▏         | 45/2703 [00:09<05:58,  7.42it/s]


dev:   2%|▏         | 46/2703 [00:09<05:43,  7.74it/s]


dev:   2%|▏         | 47/2703 [00:09<05:44,  7.71it/s]


dev:   2%|▏         | 48/2703 [00:09<05:50,  7.57it/s]


dev:   2%|▏         | 49/2703 [00:09<06:02,  7.32it/s]


dev:   2%|▏         | 50/2703 [00:09<05:53,  7.51it/s]


dev:   2%|▏         | 51/2703 [00:09<05:47,  7.63it/s]


dev:   2%|▏         | 52/2703 [00:09<06:29,  6.81it/s]


dev:   2%|▏         | 53/2703 [00:10<06:22,  6.93it/s]


dev:   2%|▏         | 54/2703 [00:10<06:12,  7.11it/s]


dev:   2%|▏         | 55/2703 [00:10<05:42,  7.73it/s]


dev:   2%|▏         | 56/2703 [00:10<05:21,  8.23it/s]


dev:   2%|▏         | 57/2703 [00:10<05:29,  8.03it/s]


dev:   2%|▏         | 58/2703 [00:10<05:37,  7.83it/s]


dev:   2%|▏         | 59/2703 [00:10<05:40,  7.76it/s]


dev:   2%|▏         | 60/2703 [00:10<05:20,  8.25it/s]


dev:   2%|▏         | 61/2703 [00:11<05:19,  8.26it/s]


dev:   2%|▏         | 62/2703 [00:11<05:05,  8.66it/s]


dev:   2%|▏         | 63/2703 [00:11<05:02,  8.72it/s]


dev:   2%|▏         | 64/2703 [00:11<05:19,  8.25it/s]


dev:   2%|▏         | 65/2703 [00:11<05:22,  8.17it/s]


dev:   2%|▏         | 66/2703 [00:11<05:29,  8.00it/s]


dev:   2%|▏         | 67/2703 [00:11<05:19,  8.26it/s]


dev:   3%|▎         | 68/2703 [00:11<05:20,  8.23it/s]


dev:   3%|▎         | 69/2703 [00:12<05:13,  8.41it/s]


dev:   3%|▎         | 70/2703 [00:12<05:29,  8.00it/s]


dev:   3%|▎         | 71/2703 [00:12<05:21,  8.19it/s]


dev:   3%|▎         | 72/2703 [00:12<05:43,  7.67it/s]


dev:   3%|▎         | 73/2703 [00:12<05:35,  7.84it/s]


dev:   3%|▎         | 74/2703 [00:12<05:21,  8.17it/s]


dev:   3%|▎         | 75/2703 [00:12<05:08,  8.51it/s]


dev:   3%|▎         | 76/2703 [00:12<05:10,  8.47it/s]


dev:   3%|▎         | 77/2703 [00:13<05:24,  8.09it/s]


dev:   3%|▎         | 79/2703 [00:13<05:01,  8.70it/s]


dev:   3%|▎         | 80/2703 [00:13<04:56,  8.85it/s]


dev:   3%|▎         | 81/2703 [00:13<04:55,  8.87it/s]


dev:   3%|▎         | 82/2703 [00:13<04:59,  8.76it/s]


dev:   3%|▎         | 83/2703 [00:13<05:02,  8.65it/s]


dev:   3%|▎         | 84/2703 [00:13<05:10,  8.44it/s]


dev:   3%|▎         | 85/2703 [00:14<05:54,  7.39it/s]


dev:   3%|▎         | 86/2703 [00:14<05:34,  7.82it/s]


dev:   3%|▎         | 87/2703 [00:14<05:19,  8.20it/s]


dev:   3%|▎         | 88/2703 [00:14<05:16,  8.26it/s]


dev:   3%|▎         | 89/2703 [00:14<05:52,  7.42it/s]


dev:   3%|▎         | 90/2703 [00:14<05:32,  7.86it/s]


dev:   3%|▎         | 91/2703 [00:14<05:42,  7.62it/s]


dev:   3%|▎         | 92/2703 [00:14<05:38,  7.72it/s]


dev:   3%|▎         | 93/2703 [00:15<05:29,  7.93it/s]


dev:   3%|▎         | 94/2703 [00:15<05:19,  8.16it/s]


dev:   4%|▎         | 95/2703 [00:15<05:19,  8.17it/s]


dev:   4%|▎         | 96/2703 [00:15<05:24,  8.04it/s]


dev:   4%|▎         | 97/2703 [00:15<05:09,  8.42it/s]


dev:   4%|▎         | 98/2703 [00:15<05:09,  8.41it/s]


dev:   4%|▎         | 99/2703 [00:15<05:02,  8.61it/s]


dev:   4%|▎         | 100/2703 [00:15<04:56,  8.77it/s]


dev:   4%|▎         | 101/2703 [00:15<05:00,  8.66it/s]


dev:   4%|▍         | 102/2703 [00:16<05:07,  8.46it/s]


dev:   4%|▍         | 103/2703 [00:16<05:11,  8.34it/s]


dev:   4%|▍         | 104/2703 [00:16<05:11,  8.33it/s]


dev:   4%|▍         | 105/2703 [00:16<05:17,  8.17it/s]


dev:   4%|▍         | 106/2703 [00:16<05:00,  8.63it/s]


dev:   4%|▍         | 107/2703 [00:16<04:55,  8.80it/s]


dev:   4%|▍         | 108/2703 [00:16<05:02,  8.58it/s]


dev:   4%|▍         | 109/2703 [00:16<05:06,  8.45it/s]


dev:   4%|▍         | 110/2703 [00:16<04:53,  8.85it/s]


dev:   4%|▍         | 111/2703 [00:17<05:09,  8.39it/s]


dev:   4%|▍         | 112/2703 [00:17<05:16,  8.19it/s]


dev:   4%|▍         | 113/2703 [00:17<05:05,  8.48it/s]


dev:   4%|▍         | 114/2703 [00:17<04:52,  8.85it/s]


dev:   4%|▍         | 115/2703 [00:17<04:44,  9.11it/s]


dev:   4%|▍         | 116/2703 [00:17<05:09,  8.36it/s]


dev:   4%|▍         | 117/2703 [00:17<05:44,  7.50it/s]


dev:   4%|▍         | 118/2703 [00:17<05:22,  8.01it/s]


dev:   4%|▍         | 119/2703 [00:18<05:18,  8.12it/s]


dev:   4%|▍         | 121/2703 [00:18<04:53,  8.79it/s]


dev:   5%|▍         | 122/2703 [00:18<04:47,  8.99it/s]


dev:   5%|▍         | 123/2703 [00:18<04:40,  9.19it/s]


dev:   5%|▍         | 124/2703 [00:18<04:57,  8.68it/s]


dev:   5%|▍         | 125/2703 [00:18<05:03,  8.50it/s]


dev:   5%|▍         | 127/2703 [00:18<04:44,  9.05it/s]


dev:   5%|▍         | 128/2703 [00:19<04:40,  9.20it/s]


dev:   5%|▍         | 130/2703 [00:19<04:18,  9.95it/s]


dev:   5%|▍         | 131/2703 [00:19<04:36,  9.31it/s]


dev:   5%|▍         | 132/2703 [00:19<04:44,  9.05it/s]


dev:   5%|▍         | 133/2703 [00:19<04:45,  8.99it/s]


dev:   5%|▍         | 134/2703 [00:19<04:50,  8.85it/s]


dev:   5%|▍         | 135/2703 [00:19<04:49,  8.88it/s]


dev:   5%|▌         | 137/2703 [00:20<04:37,  9.26it/s]


dev:   5%|▌         | 139/2703 [00:20<04:31,  9.45it/s]


dev:   5%|▌         | 140/2703 [00:20<04:30,  9.49it/s]


dev:   5%|▌         | 142/2703 [00:20<04:33,  9.36it/s]


dev:   5%|▌         | 143/2703 [00:20<04:56,  8.64it/s]


dev:   5%|▌         | 144/2703 [00:20<04:52,  8.74it/s]


dev:   5%|▌         | 145/2703 [00:20<04:48,  8.88it/s]


dev:   5%|▌         | 146/2703 [00:21<04:47,  8.91it/s]


dev:   5%|▌         | 148/2703 [00:21<04:53,  8.72it/s]


dev:   6%|▌         | 149/2703 [00:21<05:00,  8.51it/s]


dev:   6%|▌         | 150/2703 [00:21<05:05,  8.35it/s]


dev:   6%|▌         | 152/2703 [00:21<04:51,  8.76it/s]


dev:   6%|▌         | 153/2703 [00:21<04:43,  8.98it/s]


dev:   6%|▌         | 155/2703 [00:22<04:44,  8.94it/s]


dev:   6%|▌         | 156/2703 [00:22<04:39,  9.10it/s]


dev:   6%|▌         | 157/2703 [00:22<04:36,  9.22it/s]


dev:   6%|▌         | 158/2703 [00:22<04:47,  8.86it/s]


dev:   6%|▌         | 159/2703 [00:22<04:38,  9.12it/s]


dev:   6%|▌         | 160/2703 [00:22<04:35,  9.25it/s]


dev:   6%|▌         | 161/2703 [00:22<04:57,  8.55it/s]


dev:   6%|▌         | 162/2703 [00:22<04:52,  8.70it/s]


dev:   6%|▌         | 164/2703 [00:23<04:36,  9.18it/s]


dev:   6%|▌         | 165/2703 [00:23<04:34,  9.24it/s]


dev:   6%|▌         | 167/2703 [00:23<04:37,  9.13it/s]


dev:   6%|▌         | 168/2703 [00:23<04:36,  9.16it/s]


dev:   6%|▋         | 170/2703 [00:23<04:18,  9.79it/s]


dev:   6%|▋         | 172/2703 [00:23<04:09, 10.14it/s]


dev:   6%|▋         | 174/2703 [00:24<04:16,  9.85it/s]


dev:   6%|▋         | 175/2703 [00:24<04:24,  9.54it/s]


dev:   7%|▋         | 177/2703 [00:24<04:11, 10.04it/s]


dev:   7%|▋         | 179/2703 [00:24<04:08, 10.16it/s]


dev:   7%|▋         | 181/2703 [00:24<04:19,  9.72it/s]


dev:   7%|▋         | 182/2703 [00:24<04:25,  9.49it/s]


dev:   7%|▋         | 184/2703 [00:25<04:12,  9.97it/s]


dev:   7%|▋         | 185/2703 [00:25<04:13,  9.91it/s]


dev:   7%|▋         | 187/2703 [00:25<04:13,  9.93it/s]


dev:   7%|▋         | 189/2703 [00:25<04:15,  9.85it/s]


dev:   7%|▋         | 190/2703 [00:25<04:15,  9.84it/s]


dev:   7%|▋         | 192/2703 [00:25<04:10, 10.02it/s]


dev:   7%|▋         | 194/2703 [00:26<04:04, 10.27it/s]


dev:   7%|▋         | 196/2703 [00:26<04:00, 10.44it/s]


dev:   7%|▋         | 198/2703 [00:26<04:03, 10.30it/s]


dev:   7%|▋         | 200/2703 [00:26<04:03, 10.29it/s]


dev:   7%|▋         | 202/2703 [00:26<04:03, 10.29it/s]


dev:   8%|▊         | 204/2703 [00:27<04:07, 10.08it/s]


dev:   8%|▊         | 206/2703 [00:27<04:14,  9.79it/s]


dev:   8%|▊         | 208/2703 [00:27<04:05, 10.16it/s]


dev:   8%|▊         | 210/2703 [00:27<04:03, 10.22it/s]


dev:   8%|▊         | 212/2703 [00:27<04:06, 10.11it/s]


dev:   8%|▊         | 214/2703 [00:28<04:08, 10.04it/s]


dev:   8%|▊         | 216/2703 [00:28<04:01, 10.29it/s]


dev:   8%|▊         | 218/2703 [00:28<03:57, 10.47it/s]


dev:   8%|▊         | 220/2703 [00:28<03:47, 10.91it/s]


dev:   8%|▊         | 222/2703 [00:28<03:56, 10.48it/s]


dev:   8%|▊         | 224/2703 [00:29<04:06, 10.05it/s]


dev:   8%|▊         | 226/2703 [00:29<04:03, 10.17it/s]


dev:   8%|▊         | 228/2703 [00:29<03:55, 10.52it/s]


dev:   9%|▊         | 230/2703 [00:29<03:48, 10.83it/s]


dev:   9%|▊         | 232/2703 [00:29<03:58, 10.34it/s]


dev:   9%|▊         | 234/2703 [00:29<04:02, 10.20it/s]


dev:   9%|▊         | 236/2703 [00:30<03:57, 10.37it/s]


dev:   9%|▉         | 238/2703 [00:30<03:59, 10.27it/s]


dev:   9%|▉         | 240/2703 [00:30<04:00, 10.23it/s]


dev:   9%|▉         | 242/2703 [00:30<04:07,  9.96it/s]


dev:   9%|▉         | 244/2703 [00:30<04:02, 10.13it/s]


dev:   9%|▉         | 246/2703 [00:31<04:00, 10.23it/s]


dev:   9%|▉         | 248/2703 [00:31<03:58, 10.31it/s]


dev:   9%|▉         | 250/2703 [00:31<03:50, 10.65it/s]


dev:   9%|▉         | 252/2703 [00:31<03:50, 10.64it/s]


dev:   9%|▉         | 254/2703 [00:31<03:54, 10.47it/s]


dev:   9%|▉         | 256/2703 [00:32<03:50, 10.63it/s]


dev:  10%|▉         | 258/2703 [00:32<03:46, 10.77it/s]


dev:  10%|▉         | 260/2703 [00:32<03:46, 10.76it/s]


dev:  10%|▉         | 262/2703 [00:32<03:50, 10.61it/s]


dev:  10%|▉         | 264/2703 [00:32<03:49, 10.63it/s]


dev:  10%|▉         | 266/2703 [00:33<03:50, 10.55it/s]


dev:  10%|▉         | 268/2703 [00:33<03:42, 10.94it/s]


dev:  10%|▉         | 270/2703 [00:33<03:43, 10.91it/s]


dev:  10%|█         | 272/2703 [00:33<03:42, 10.93it/s]


dev:  10%|█         | 274/2703 [00:33<03:40, 11.02it/s]


dev:  10%|█         | 276/2703 [00:33<03:36, 11.18it/s]


dev:  10%|█         | 278/2703 [00:34<03:31, 11.45it/s]


dev:  10%|█         | 280/2703 [00:34<03:38, 11.10it/s]


dev:  10%|█         | 282/2703 [00:34<03:40, 10.99it/s]


dev:  11%|█         | 284/2703 [00:34<03:40, 10.96it/s]


dev:  11%|█         | 286/2703 [00:34<03:30, 11.47it/s]


dev:  11%|█         | 288/2703 [00:34<03:25, 11.78it/s]


dev:  11%|█         | 290/2703 [00:35<03:29, 11.54it/s]


dev:  11%|█         | 292/2703 [00:35<03:28, 11.58it/s]


dev:  11%|█         | 294/2703 [00:35<03:33, 11.31it/s]


dev:  11%|█         | 296/2703 [00:35<03:26, 11.64it/s]


dev:  11%|█         | 298/2703 [00:35<03:26, 11.65it/s]


dev:  11%|█         | 300/2703 [00:36<03:28, 11.50it/s]


dev:  11%|█         | 302/2703 [00:36<03:26, 11.60it/s]


dev:  11%|█         | 304/2703 [00:36<03:26, 11.62it/s]


dev:  11%|█▏        | 306/2703 [00:36<03:29, 11.45it/s]


dev:  11%|█▏        | 308/2703 [00:36<03:29, 11.46it/s]


dev:  11%|█▏        | 310/2703 [00:36<03:29, 11.43it/s]


dev:  12%|█▏        | 312/2703 [00:37<03:33, 11.21it/s]


dev:  12%|█▏        | 314/2703 [00:37<03:31, 11.31it/s]


dev:  12%|█▏        | 316/2703 [00:37<03:21, 11.87it/s]


dev:  12%|█▏        | 318/2703 [00:37<03:33, 11.19it/s]


dev:  12%|█▏        | 320/2703 [00:37<03:36, 11.01it/s]


dev:  12%|█▏        | 322/2703 [00:37<03:36, 10.98it/s]


dev:  12%|█▏        | 324/2703 [00:38<03:37, 10.92it/s]


dev:  12%|█▏        | 326/2703 [00:38<03:28, 11.41it/s]


dev:  12%|█▏        | 328/2703 [00:38<03:20, 11.82it/s]


dev:  12%|█▏        | 330/2703 [00:38<03:20, 11.81it/s]


dev:  12%|█▏        | 332/2703 [00:38<03:17, 12.00it/s]


dev:  12%|█▏        | 334/2703 [00:38<03:13, 12.22it/s]


dev:  12%|█▏        | 336/2703 [00:39<03:12, 12.28it/s]


dev:  13%|█▎        | 338/2703 [00:39<03:05, 12.77it/s]


dev:  13%|█▎        | 340/2703 [00:39<03:17, 11.98it/s]


dev:  13%|█▎        | 342/2703 [00:39<03:12, 12.29it/s]


dev:  13%|█▎        | 344/2703 [00:39<03:17, 11.95it/s]


dev:  13%|█▎        | 346/2703 [00:39<03:19, 11.79it/s]


dev:  13%|█▎        | 348/2703 [00:40<03:22, 11.64it/s]


dev:  13%|█▎        | 350/2703 [00:40<03:22, 11.61it/s]


dev:  13%|█▎        | 352/2703 [00:40<03:12, 12.19it/s]


dev:  13%|█▎        | 354/2703 [00:40<03:18, 11.81it/s]


dev:  13%|█▎        | 356/2703 [00:40<03:12, 12.19it/s]


dev:  13%|█▎        | 358/2703 [00:40<03:13, 12.09it/s]


dev:  13%|█▎        | 360/2703 [00:41<03:14, 12.02it/s]


dev:  13%|█▎        | 362/2703 [00:41<03:28, 11.21it/s]


dev:  13%|█▎        | 364/2703 [00:41<03:23, 11.47it/s]


dev:  14%|█▎        | 366/2703 [00:41<03:13, 12.05it/s]


dev:  14%|█▎        | 368/2703 [00:41<03:05, 12.59it/s]


dev:  14%|█▎        | 370/2703 [00:41<02:56, 13.18it/s]


dev:  14%|█▍        | 372/2703 [00:42<02:55, 13.28it/s]


dev:  14%|█▍        | 374/2703 [00:42<03:01, 12.85it/s]


dev:  14%|█▍        | 376/2703 [00:42<03:08, 12.37it/s]


dev:  14%|█▍        | 378/2703 [00:42<03:05, 12.53it/s]


dev:  14%|█▍        | 380/2703 [00:42<03:06, 12.49it/s]


dev:  14%|█▍        | 382/2703 [00:42<03:12, 12.07it/s]


dev:  14%|█▍        | 384/2703 [00:43<03:07, 12.35it/s]


dev:  14%|█▍        | 386/2703 [00:43<03:03, 12.61it/s]


dev:  14%|█▍        | 388/2703 [00:43<03:08, 12.30it/s]


dev:  14%|█▍        | 390/2703 [00:43<03:17, 11.71it/s]


dev:  15%|█▍        | 392/2703 [00:43<03:12, 11.97it/s]


dev:  15%|█▍        | 394/2703 [00:43<03:13, 11.93it/s]


dev:  15%|█▍        | 396/2703 [00:44<03:15, 11.82it/s]


dev:  15%|█▍        | 398/2703 [00:44<03:09, 12.18it/s]


dev:  15%|█▍        | 400/2703 [00:44<03:02, 12.60it/s]


dev:  15%|█▍        | 402/2703 [00:44<03:15, 11.78it/s]


dev:  15%|█▍        | 404/2703 [00:44<03:10, 12.10it/s]


dev:  15%|█▌        | 406/2703 [00:44<03:02, 12.56it/s]


dev:  15%|█▌        | 408/2703 [00:44<02:57, 12.95it/s]


dev:  15%|█▌        | 410/2703 [00:45<03:04, 12.45it/s]


dev:  15%|█▌        | 412/2703 [00:45<03:03, 12.48it/s]


dev:  15%|█▌        | 414/2703 [00:45<03:02, 12.53it/s]


dev:  15%|█▌        | 416/2703 [00:45<03:00, 12.66it/s]


dev:  15%|█▌        | 418/2703 [00:45<03:01, 12.61it/s]


dev:  16%|█▌        | 420/2703 [00:45<03:06, 12.22it/s]


dev:  16%|█▌        | 422/2703 [00:46<03:05, 12.29it/s]


dev:  16%|█▌        | 424/2703 [00:46<03:03, 12.44it/s]


dev:  16%|█▌        | 426/2703 [00:46<03:02, 12.45it/s]


dev:  16%|█▌        | 428/2703 [00:46<02:52, 13.19it/s]


dev:  16%|█▌        | 430/2703 [00:46<02:51, 13.29it/s]


dev:  16%|█▌        | 432/2703 [00:46<02:51, 13.24it/s]


dev:  16%|█▌        | 434/2703 [00:47<02:54, 12.99it/s]


dev:  16%|█▌        | 436/2703 [00:47<02:59, 12.62it/s]


dev:  16%|█▌        | 438/2703 [00:47<03:02, 12.40it/s]


dev:  16%|█▋        | 440/2703 [00:47<02:58, 12.68it/s]


dev:  16%|█▋        | 442/2703 [00:47<02:50, 13.27it/s]


dev:  16%|█▋        | 444/2703 [00:47<02:53, 13.05it/s]


dev:  17%|█▋        | 446/2703 [00:48<03:01, 12.43it/s]


dev:  17%|█▋        | 448/2703 [00:48<02:50, 13.19it/s]


dev:  17%|█▋        | 450/2703 [00:48<02:52, 13.04it/s]


dev:  17%|█▋        | 452/2703 [00:48<02:51, 13.12it/s]


dev:  17%|█▋        | 454/2703 [00:48<02:57, 12.70it/s]


dev:  17%|█▋        | 456/2703 [00:48<03:03, 12.23it/s]


dev:  17%|█▋        | 458/2703 [00:48<03:08, 11.89it/s]


dev:  17%|█▋        | 460/2703 [00:49<02:57, 12.62it/s]


dev:  17%|█▋        | 462/2703 [00:49<02:53, 12.92it/s]


dev:  17%|█▋        | 464/2703 [00:49<02:49, 13.19it/s]


dev:  17%|█▋        | 466/2703 [00:49<03:01, 12.31it/s]


dev:  17%|█▋        | 468/2703 [00:49<02:54, 12.82it/s]


dev:  17%|█▋        | 470/2703 [00:49<02:53, 12.84it/s]


dev:  17%|█▋        | 472/2703 [00:50<02:50, 13.12it/s]


dev:  18%|█▊        | 474/2703 [00:50<03:03, 12.17it/s]


dev:  18%|█▊        | 476/2703 [00:50<02:58, 12.49it/s]


dev:  18%|█▊        | 478/2703 [00:50<02:51, 12.97it/s]


dev:  18%|█▊        | 480/2703 [00:50<02:50, 13.03it/s]


dev:  18%|█▊        | 482/2703 [00:50<02:53, 12.76it/s]


dev:  18%|█▊        | 484/2703 [00:50<02:48, 13.14it/s]


dev:  18%|█▊        | 486/2703 [00:51<02:47, 13.23it/s]


dev:  18%|█▊        | 488/2703 [00:51<02:48, 13.17it/s]


dev:  18%|█▊        | 490/2703 [00:51<02:52, 12.80it/s]


dev:  18%|█▊        | 492/2703 [00:51<02:53, 12.72it/s]


dev:  18%|█▊        | 494/2703 [00:51<02:51, 12.86it/s]


dev:  18%|█▊        | 496/2703 [00:51<02:45, 13.38it/s]


dev:  18%|█▊        | 498/2703 [00:52<02:38, 13.89it/s]


dev:  18%|█▊        | 500/2703 [00:52<02:43, 13.48it/s]


dev:  19%|█▊        | 502/2703 [00:52<02:45, 13.29it/s]


dev:  19%|█▊        | 504/2703 [00:52<02:43, 13.43it/s]


dev:  19%|█▊        | 506/2703 [00:52<02:39, 13.75it/s]


dev:  19%|█▉        | 508/2703 [00:52<02:42, 13.53it/s]


dev:  19%|█▉        | 510/2703 [00:52<02:42, 13.52it/s]


dev:  19%|█▉        | 512/2703 [00:53<02:38, 13.81it/s]


dev:  19%|█▉        | 514/2703 [00:53<02:35, 14.09it/s]


dev:  19%|█▉        | 516/2703 [00:53<02:32, 14.34it/s]


dev:  19%|█▉        | 518/2703 [00:53<02:32, 14.34it/s]


dev:  19%|█▉        | 520/2703 [00:53<02:32, 14.29it/s]


dev:  19%|█▉        | 522/2703 [00:53<02:28, 14.70it/s]


dev:  19%|█▉        | 524/2703 [00:53<02:33, 14.21it/s]


dev:  19%|█▉        | 526/2703 [00:54<02:29, 14.56it/s]


dev:  20%|█▉        | 528/2703 [00:54<02:29, 14.58it/s]


dev:  20%|█▉        | 530/2703 [00:54<02:31, 14.31it/s]


dev:  20%|█▉        | 532/2703 [00:54<02:32, 14.28it/s]


dev:  20%|█▉        | 534/2703 [00:54<02:31, 14.33it/s]


dev:  20%|█▉        | 536/2703 [00:54<02:27, 14.68it/s]


dev:  20%|█▉        | 538/2703 [00:54<02:33, 14.11it/s]


dev:  20%|█▉        | 540/2703 [00:55<02:40, 13.45it/s]


dev:  20%|██        | 542/2703 [00:55<02:41, 13.35it/s]


dev:  20%|██        | 544/2703 [00:55<02:39, 13.56it/s]


dev:  20%|██        | 546/2703 [00:55<02:30, 14.36it/s]


dev:  20%|██        | 548/2703 [00:55<02:29, 14.39it/s]


dev:  20%|██        | 550/2703 [00:55<02:31, 14.19it/s]


dev:  20%|██        | 552/2703 [00:55<02:23, 14.95it/s]


dev:  20%|██        | 554/2703 [00:55<02:27, 14.57it/s]


dev:  21%|██        | 556/2703 [00:56<02:24, 14.83it/s]


dev:  21%|██        | 558/2703 [00:56<02:34, 13.88it/s]


dev:  21%|██        | 560/2703 [00:56<02:35, 13.81it/s]


dev:  21%|██        | 562/2703 [00:56<02:33, 13.91it/s]


dev:  21%|██        | 564/2703 [00:56<02:37, 13.61it/s]


dev:  21%|██        | 566/2703 [00:56<02:34, 13.81it/s]


dev:  21%|██        | 568/2703 [00:56<02:34, 13.80it/s]


dev:  21%|██        | 570/2703 [00:57<02:40, 13.33it/s]


dev:  21%|██        | 572/2703 [00:57<02:44, 12.92it/s]


dev:  21%|██        | 574/2703 [00:57<02:40, 13.23it/s]


dev:  21%|██▏       | 576/2703 [00:57<02:39, 13.33it/s]


dev:  21%|██▏       | 578/2703 [00:57<02:39, 13.34it/s]


dev:  21%|██▏       | 580/2703 [00:57<02:31, 14.03it/s]


dev:  22%|██▏       | 582/2703 [00:58<02:34, 13.75it/s]


dev:  22%|██▏       | 584/2703 [00:58<02:33, 13.81it/s]


dev:  22%|██▏       | 586/2703 [00:58<02:32, 13.91it/s]


dev:  22%|██▏       | 588/2703 [00:58<02:33, 13.75it/s]


dev:  22%|██▏       | 590/2703 [00:58<02:25, 14.49it/s]


dev:  22%|██▏       | 592/2703 [00:58<02:29, 14.13it/s]


dev:  22%|██▏       | 594/2703 [00:58<02:35, 13.58it/s]


dev:  22%|██▏       | 596/2703 [00:59<02:32, 13.81it/s]


dev:  22%|██▏       | 598/2703 [00:59<02:26, 14.38it/s]


dev:  22%|██▏       | 600/2703 [00:59<02:25, 14.49it/s]


dev:  22%|██▏       | 602/2703 [00:59<02:33, 13.68it/s]


dev:  22%|██▏       | 604/2703 [00:59<02:23, 14.67it/s]


dev:  22%|██▏       | 606/2703 [00:59<02:19, 15.07it/s]


dev:  22%|██▏       | 608/2703 [00:59<02:26, 14.32it/s]


dev:  23%|██▎       | 610/2703 [01:00<02:27, 14.14it/s]


dev:  23%|██▎       | 612/2703 [01:00<02:35, 13.48it/s]


dev:  23%|██▎       | 614/2703 [01:00<02:30, 13.91it/s]


dev:  23%|██▎       | 616/2703 [01:00<02:26, 14.22it/s]


dev:  23%|██▎       | 618/2703 [01:00<02:26, 14.20it/s]


dev:  23%|██▎       | 620/2703 [01:00<02:20, 14.88it/s]


dev:  23%|██▎       | 622/2703 [01:00<02:24, 14.41it/s]


dev:  23%|██▎       | 624/2703 [01:00<02:23, 14.44it/s]


dev:  23%|██▎       | 626/2703 [01:01<02:19, 14.91it/s]


dev:  23%|██▎       | 628/2703 [01:01<02:12, 15.63it/s]


dev:  23%|██▎       | 630/2703 [01:01<02:09, 16.02it/s]


dev:  23%|██▎       | 632/2703 [01:01<02:11, 15.70it/s]


dev:  23%|██▎       | 634/2703 [01:01<02:12, 15.60it/s]


dev:  24%|██▎       | 636/2703 [01:01<02:12, 15.59it/s]


dev:  24%|██▎       | 638/2703 [01:01<02:13, 15.42it/s]


dev:  24%|██▎       | 640/2703 [01:02<02:14, 15.31it/s]


dev:  24%|██▍       | 642/2703 [01:02<02:16, 15.06it/s]


dev:  24%|██▍       | 644/2703 [01:02<02:14, 15.34it/s]


dev:  24%|██▍       | 646/2703 [01:02<02:08, 15.95it/s]


dev:  24%|██▍       | 648/2703 [01:02<02:13, 15.38it/s]


dev:  24%|██▍       | 650/2703 [01:02<02:16, 15.05it/s]


dev:  24%|██▍       | 652/2703 [01:02<02:14, 15.20it/s]


dev:  24%|██▍       | 654/2703 [01:02<02:16, 15.05it/s]


dev:  24%|██▍       | 656/2703 [01:03<02:26, 13.96it/s]


dev:  24%|██▍       | 658/2703 [01:03<02:37, 13.02it/s]


dev:  24%|██▍       | 660/2703 [01:03<02:27, 13.81it/s]


dev:  24%|██▍       | 662/2703 [01:03<02:22, 14.29it/s]


dev:  25%|██▍       | 664/2703 [01:03<02:19, 14.58it/s]


dev:  25%|██▍       | 666/2703 [01:03<02:16, 14.97it/s]


dev:  25%|██▍       | 668/2703 [01:03<02:12, 15.40it/s]


dev:  25%|██▍       | 670/2703 [01:04<02:10, 15.63it/s]


dev:  25%|██▍       | 672/2703 [01:04<02:10, 15.62it/s]


dev:  25%|██▍       | 674/2703 [01:04<02:20, 14.41it/s]


dev:  25%|██▌       | 676/2703 [01:04<02:22, 14.20it/s]


dev:  25%|██▌       | 678/2703 [01:04<02:25, 13.93it/s]


dev:  25%|██▌       | 680/2703 [01:04<02:22, 14.16it/s]


dev:  25%|██▌       | 682/2703 [01:04<02:20, 14.41it/s]


dev:  25%|██▌       | 684/2703 [01:05<02:21, 14.30it/s]


dev:  25%|██▌       | 686/2703 [01:05<02:21, 14.30it/s]


dev:  25%|██▌       | 688/2703 [01:05<02:24, 13.90it/s]


dev:  26%|██▌       | 690/2703 [01:05<02:28, 13.52it/s]


dev:  26%|██▌       | 692/2703 [01:05<02:18, 14.51it/s]


dev:  26%|██▌       | 694/2703 [01:05<02:13, 15.01it/s]


dev:  26%|██▌       | 696/2703 [01:05<02:16, 14.75it/s]


dev:  26%|██▌       | 698/2703 [01:06<02:23, 14.00it/s]


dev:  26%|██▌       | 700/2703 [01:06<02:19, 14.32it/s]


dev:  26%|██▌       | 702/2703 [01:06<02:15, 14.82it/s]


dev:  26%|██▌       | 704/2703 [01:06<02:18, 14.48it/s]


dev:  26%|██▌       | 706/2703 [01:06<02:12, 15.12it/s]


dev:  26%|██▌       | 708/2703 [01:06<02:06, 15.80it/s]


dev:  26%|██▋       | 710/2703 [01:06<02:04, 15.95it/s]


dev:  26%|██▋       | 712/2703 [01:06<02:09, 15.34it/s]


dev:  26%|██▋       | 714/2703 [01:07<02:09, 15.34it/s]


dev:  26%|██▋       | 716/2703 [01:07<02:06, 15.71it/s]


dev:  27%|██▋       | 718/2703 [01:07<02:14, 14.73it/s]


dev:  27%|██▋       | 720/2703 [01:07<02:12, 15.01it/s]


dev:  27%|██▋       | 722/2703 [01:07<02:17, 14.45it/s]


dev:  27%|██▋       | 724/2703 [01:07<02:13, 14.83it/s]


dev:  27%|██▋       | 726/2703 [01:07<02:05, 15.70it/s]


dev:  27%|██▋       | 728/2703 [01:07<02:09, 15.23it/s]


dev:  27%|██▋       | 730/2703 [01:08<02:07, 15.45it/s]


dev:  27%|██▋       | 732/2703 [01:08<02:14, 14.71it/s]


dev:  27%|██▋       | 734/2703 [01:08<02:15, 14.51it/s]


dev:  27%|██▋       | 736/2703 [01:08<02:14, 14.63it/s]


dev:  27%|██▋       | 738/2703 [01:08<02:14, 14.57it/s]


dev:  27%|██▋       | 740/2703 [01:08<02:12, 14.82it/s]


dev:  27%|██▋       | 742/2703 [01:08<02:05, 15.62it/s]


dev:  28%|██▊       | 744/2703 [01:09<02:03, 15.92it/s]


dev:  28%|██▊       | 746/2703 [01:09<02:01, 16.12it/s]


dev:  28%|██▊       | 748/2703 [01:09<02:03, 15.77it/s]


dev:  28%|██▊       | 750/2703 [01:09<02:07, 15.31it/s]


dev:  28%|██▊       | 752/2703 [01:09<02:05, 15.58it/s]


dev:  28%|██▊       | 754/2703 [01:09<02:08, 15.13it/s]


dev:  28%|██▊       | 756/2703 [01:09<02:03, 15.76it/s]


dev:  28%|██▊       | 758/2703 [01:09<02:08, 15.19it/s]


dev:  28%|██▊       | 760/2703 [01:10<02:06, 15.41it/s]


dev:  28%|██▊       | 762/2703 [01:10<02:12, 14.61it/s]


dev:  28%|██▊       | 764/2703 [01:10<02:13, 14.57it/s]


dev:  28%|██▊       | 766/2703 [01:10<02:14, 14.45it/s]


dev:  28%|██▊       | 768/2703 [01:10<02:11, 14.71it/s]


dev:  28%|██▊       | 770/2703 [01:10<02:09, 14.94it/s]


dev:  29%|██▊       | 772/2703 [01:10<02:05, 15.36it/s]


dev:  29%|██▊       | 774/2703 [01:10<02:01, 15.81it/s]


dev:  29%|██▊       | 776/2703 [01:11<02:05, 15.36it/s]


dev:  29%|██▉       | 778/2703 [01:11<02:13, 14.39it/s]


dev:  29%|██▉       | 780/2703 [01:11<02:08, 14.98it/s]


dev:  29%|██▉       | 782/2703 [01:11<02:11, 14.64it/s]


dev:  29%|██▉       | 784/2703 [01:11<02:10, 14.74it/s]


dev:  29%|██▉       | 786/2703 [01:11<02:09, 14.76it/s]


dev:  29%|██▉       | 788/2703 [01:11<02:07, 15.03it/s]


dev:  29%|██▉       | 790/2703 [01:12<01:57, 16.22it/s]


dev:  29%|██▉       | 792/2703 [01:12<01:59, 16.01it/s]


dev:  29%|██▉       | 794/2703 [01:12<02:02, 15.56it/s]


dev:  29%|██▉       | 796/2703 [01:12<01:58, 16.04it/s]


dev:  30%|██▉       | 798/2703 [01:12<02:04, 15.30it/s]


dev:  30%|██▉       | 800/2703 [01:12<02:04, 15.29it/s]


dev:  30%|██▉       | 802/2703 [01:12<02:02, 15.55it/s]


dev:  30%|██▉       | 804/2703 [01:12<01:59, 15.94it/s]


dev:  30%|██▉       | 806/2703 [01:13<02:06, 15.03it/s]


dev:  30%|██▉       | 808/2703 [01:13<01:58, 15.96it/s]


dev:  30%|██▉       | 810/2703 [01:13<02:01, 15.56it/s]


dev:  30%|███       | 812/2703 [01:13<02:02, 15.50it/s]


dev:  30%|███       | 814/2703 [01:13<01:58, 15.93it/s]


dev:  30%|███       | 816/2703 [01:13<02:03, 15.31it/s]


dev:  30%|███       | 818/2703 [01:13<02:04, 15.20it/s]


dev:  30%|███       | 820/2703 [01:13<02:02, 15.32it/s]


dev:  30%|███       | 822/2703 [01:14<01:59, 15.79it/s]


dev:  30%|███       | 824/2703 [01:14<01:56, 16.11it/s]


dev:  31%|███       | 826/2703 [01:14<01:55, 16.28it/s]


dev:  31%|███       | 828/2703 [01:14<01:58, 15.81it/s]


dev:  31%|███       | 830/2703 [01:14<01:53, 16.53it/s]


dev:  31%|███       | 832/2703 [01:14<01:56, 16.07it/s]


dev:  31%|███       | 834/2703 [01:14<01:55, 16.22it/s]


dev:  31%|███       | 836/2703 [01:14<01:54, 16.35it/s]


dev:  31%|███       | 838/2703 [01:15<01:50, 16.84it/s]


dev:  31%|███       | 840/2703 [01:15<01:51, 16.70it/s]


dev:  31%|███       | 842/2703 [01:15<01:55, 16.05it/s]


dev:  31%|███       | 844/2703 [01:15<01:59, 15.51it/s]


dev:  31%|███▏      | 846/2703 [01:15<02:02, 15.19it/s]


dev:  31%|███▏      | 848/2703 [01:15<02:03, 15.00it/s]


dev:  31%|███▏      | 850/2703 [01:15<01:56, 15.92it/s]


dev:  32%|███▏      | 852/2703 [01:15<01:54, 16.23it/s]


dev:  32%|███▏      | 854/2703 [01:16<01:56, 15.90it/s]


dev:  32%|███▏      | 856/2703 [01:16<01:56, 15.79it/s]


dev:  32%|███▏      | 858/2703 [01:16<01:55, 15.93it/s]


dev:  32%|███▏      | 860/2703 [01:16<01:58, 15.50it/s]


dev:  32%|███▏      | 862/2703 [01:16<01:57, 15.65it/s]


dev:  32%|███▏      | 864/2703 [01:16<01:59, 15.36it/s]


dev:  32%|███▏      | 866/2703 [01:16<02:01, 15.13it/s]


dev:  32%|███▏      | 868/2703 [01:17<01:56, 15.71it/s]


dev:  32%|███▏      | 870/2703 [01:17<01:52, 16.29it/s]


dev:  32%|███▏      | 872/2703 [01:17<01:58, 15.50it/s]


dev:  32%|███▏      | 874/2703 [01:17<01:53, 16.06it/s]


dev:  32%|███▏      | 876/2703 [01:17<01:54, 16.02it/s]


dev:  32%|███▏      | 878/2703 [01:17<01:54, 15.97it/s]


dev:  33%|███▎      | 880/2703 [01:17<01:57, 15.54it/s]


dev:  33%|███▎      | 882/2703 [01:17<01:58, 15.43it/s]


dev:  33%|███▎      | 884/2703 [01:18<01:56, 15.55it/s]


dev:  33%|███▎      | 886/2703 [01:18<01:59, 15.22it/s]


dev:  33%|███▎      | 888/2703 [01:18<01:57, 15.41it/s]


dev:  33%|███▎      | 890/2703 [01:18<01:55, 15.64it/s]


dev:  33%|███▎      | 892/2703 [01:18<02:02, 14.73it/s]


dev:  33%|███▎      | 894/2703 [01:18<02:09, 14.00it/s]


dev:  33%|███▎      | 896/2703 [01:18<02:04, 14.48it/s]


dev:  33%|███▎      | 898/2703 [01:18<02:03, 14.67it/s]


dev:  33%|███▎      | 900/2703 [01:19<02:02, 14.72it/s]


dev:  33%|███▎      | 902/2703 [01:19<02:10, 13.84it/s]


dev:  33%|███▎      | 904/2703 [01:19<02:03, 14.53it/s]


dev:  34%|███▎      | 906/2703 [01:19<02:01, 14.75it/s]


dev:  34%|███▎      | 908/2703 [01:19<02:05, 14.27it/s]


dev:  34%|███▎      | 910/2703 [01:19<02:01, 14.80it/s]


dev:  34%|███▎      | 912/2703 [01:19<02:02, 14.64it/s]


dev:  34%|███▍      | 914/2703 [01:20<02:02, 14.61it/s]


dev:  34%|███▍      | 916/2703 [01:20<01:54, 15.55it/s]


dev:  34%|███▍      | 918/2703 [01:20<01:55, 15.47it/s]


dev:  34%|███▍      | 920/2703 [01:20<01:49, 16.22it/s]


dev:  34%|███▍      | 922/2703 [01:20<01:51, 15.92it/s]


dev:  34%|███▍      | 924/2703 [01:20<01:52, 15.81it/s]


dev:  34%|███▍      | 926/2703 [01:20<01:52, 15.82it/s]


dev:  34%|███▍      | 928/2703 [01:20<01:50, 16.09it/s]


dev:  34%|███▍      | 930/2703 [01:21<01:52, 15.77it/s]


dev:  34%|███▍      | 932/2703 [01:21<01:51, 15.84it/s]


dev:  35%|███▍      | 934/2703 [01:21<01:51, 15.82it/s]


dev:  35%|███▍      | 936/2703 [01:21<01:53, 15.56it/s]


dev:  35%|███▍      | 938/2703 [01:21<01:48, 16.32it/s]


dev:  35%|███▍      | 940/2703 [01:21<01:46, 16.51it/s]


dev:  35%|███▍      | 942/2703 [01:21<01:43, 16.94it/s]


dev:  35%|███▍      | 944/2703 [01:21<01:45, 16.67it/s]


dev:  35%|███▍      | 946/2703 [01:22<01:47, 16.36it/s]


dev:  35%|███▌      | 948/2703 [01:22<01:53, 15.48it/s]


dev:  35%|███▌      | 950/2703 [01:22<01:52, 15.58it/s]


dev:  35%|███▌      | 952/2703 [01:22<01:46, 16.37it/s]


dev:  35%|███▌      | 954/2703 [01:22<01:48, 16.18it/s]


dev:  35%|███▌      | 956/2703 [01:22<01:45, 16.56it/s]


dev:  35%|███▌      | 958/2703 [01:22<01:40, 17.39it/s]


dev:  36%|███▌      | 961/2703 [01:22<01:33, 18.55it/s]


dev:  36%|███▌      | 963/2703 [01:23<01:35, 18.24it/s]


dev:  36%|███▌      | 965/2703 [01:23<01:35, 18.15it/s]


dev:  36%|███▌      | 967/2703 [01:23<01:33, 18.56it/s]


dev:  36%|███▌      | 969/2703 [01:23<01:37, 17.72it/s]


dev:  36%|███▌      | 971/2703 [01:23<01:43, 16.77it/s]


dev:  36%|███▌      | 973/2703 [01:23<01:43, 16.63it/s]


dev:  36%|███▌      | 975/2703 [01:23<01:46, 16.25it/s]


dev:  36%|███▌      | 977/2703 [01:23<01:52, 15.34it/s]


dev:  36%|███▋      | 980/2703 [01:24<01:43, 16.68it/s]


dev:  36%|███▋      | 982/2703 [01:24<01:41, 16.89it/s]


dev:  36%|███▋      | 984/2703 [01:24<01:43, 16.58it/s]


dev:  36%|███▋      | 986/2703 [01:24<01:41, 16.93it/s]


dev:  37%|███▋      | 988/2703 [01:24<01:41, 16.85it/s]


dev:  37%|███▋      | 990/2703 [01:24<01:45, 16.29it/s]


dev:  37%|███▋      | 992/2703 [01:24<01:46, 16.08it/s]


dev:  37%|███▋      | 994/2703 [01:24<01:40, 17.04it/s]


dev:  37%|███▋      | 996/2703 [01:25<01:45, 16.14it/s]


dev:  37%|███▋      | 998/2703 [01:25<01:44, 16.33it/s]


dev:  37%|███▋      | 1000/2703 [01:25<01:43, 16.53it/s]


dev:  37%|███▋      | 1002/2703 [01:25<01:44, 16.31it/s]


dev:  37%|███▋      | 1004/2703 [01:25<01:45, 16.09it/s]


dev:  37%|███▋      | 1006/2703 [01:25<01:42, 16.57it/s]


dev:  37%|███▋      | 1008/2703 [01:25<01:41, 16.72it/s]


dev:  37%|███▋      | 1010/2703 [01:25<01:40, 16.82it/s]


dev:  37%|███▋      | 1012/2703 [01:26<01:42, 16.52it/s]


dev:  38%|███▊      | 1014/2703 [01:26<01:42, 16.51it/s]


dev:  38%|███▊      | 1016/2703 [01:26<01:49, 15.41it/s]


dev:  38%|███▊      | 1018/2703 [01:26<01:42, 16.41it/s]


dev:  38%|███▊      | 1021/2703 [01:26<01:39, 16.83it/s]


dev:  38%|███▊      | 1023/2703 [01:26<01:42, 16.33it/s]


dev:  38%|███▊      | 1025/2703 [01:26<01:43, 16.16it/s]


dev:  38%|███▊      | 1027/2703 [01:26<01:41, 16.58it/s]


dev:  38%|███▊      | 1029/2703 [01:27<01:41, 16.47it/s]


dev:  38%|███▊      | 1031/2703 [01:27<01:38, 16.93it/s]


dev:  38%|███▊      | 1033/2703 [01:27<01:37, 17.07it/s]


dev:  38%|███▊      | 1035/2703 [01:27<01:42, 16.30it/s]


dev:  38%|███▊      | 1037/2703 [01:27<01:44, 15.96it/s]


dev:  38%|███▊      | 1039/2703 [01:27<01:47, 15.42it/s]


dev:  39%|███▊      | 1041/2703 [01:27<01:43, 16.00it/s]


dev:  39%|███▊      | 1043/2703 [01:27<01:47, 15.43it/s]


dev:  39%|███▊      | 1045/2703 [01:28<01:41, 16.35it/s]


dev:  39%|███▊      | 1047/2703 [01:28<01:39, 16.60it/s]


dev:  39%|███▉      | 1049/2703 [01:28<01:36, 17.20it/s]


dev:  39%|███▉      | 1051/2703 [01:28<01:38, 16.84it/s]


dev:  39%|███▉      | 1053/2703 [01:28<01:36, 17.05it/s]


dev:  39%|███▉      | 1055/2703 [01:28<01:36, 17.16it/s]


dev:  39%|███▉      | 1057/2703 [01:28<01:37, 16.96it/s]


dev:  39%|███▉      | 1060/2703 [01:28<01:34, 17.43it/s]


dev:  39%|███▉      | 1062/2703 [01:29<01:35, 17.20it/s]


dev:  39%|███▉      | 1064/2703 [01:29<01:33, 17.59it/s]


dev:  39%|███▉      | 1066/2703 [01:29<01:35, 17.17it/s]


dev:  40%|███▉      | 1068/2703 [01:29<01:34, 17.24it/s]


dev:  40%|███▉      | 1070/2703 [01:29<01:36, 16.86it/s]


dev:  40%|███▉      | 1072/2703 [01:29<01:33, 17.44it/s]


dev:  40%|███▉      | 1074/2703 [01:29<01:33, 17.37it/s]


dev:  40%|███▉      | 1076/2703 [01:29<01:41, 15.97it/s]


dev:  40%|███▉      | 1078/2703 [01:29<01:39, 16.32it/s]


dev:  40%|███▉      | 1080/2703 [01:30<01:39, 16.39it/s]


dev:  40%|████      | 1082/2703 [01:30<01:37, 16.65it/s]


dev:  40%|████      | 1085/2703 [01:30<01:31, 17.73it/s]


dev:  40%|████      | 1087/2703 [01:30<01:33, 17.21it/s]


dev:  40%|████      | 1089/2703 [01:30<01:31, 17.69it/s]


dev:  40%|████      | 1091/2703 [01:30<01:30, 17.86it/s]


dev:  40%|████      | 1093/2703 [01:30<01:30, 17.74it/s]


dev:  41%|████      | 1095/2703 [01:30<01:30, 17.68it/s]


dev:  41%|████      | 1097/2703 [01:31<01:27, 18.30it/s]


dev:  41%|████      | 1099/2703 [01:31<01:30, 17.81it/s]


dev:  41%|████      | 1101/2703 [01:31<01:27, 18.33it/s]


dev:  41%|████      | 1103/2703 [01:31<01:37, 16.42it/s]


dev:  41%|████      | 1105/2703 [01:31<01:34, 16.83it/s]


dev:  41%|████      | 1107/2703 [01:31<01:36, 16.55it/s]


dev:  41%|████      | 1109/2703 [01:31<01:34, 16.88it/s]


dev:  41%|████      | 1111/2703 [01:31<01:30, 17.53it/s]


dev:  41%|████      | 1114/2703 [01:32<01:28, 17.96it/s]


dev:  41%|████▏     | 1116/2703 [01:32<01:29, 17.76it/s]


dev:  41%|████▏     | 1118/2703 [01:32<01:31, 17.38it/s]


dev:  41%|████▏     | 1120/2703 [01:32<01:35, 16.51it/s]


dev:  42%|████▏     | 1122/2703 [01:32<01:34, 16.74it/s]


dev:  42%|████▏     | 1124/2703 [01:32<01:34, 16.76it/s]


dev:  42%|████▏     | 1126/2703 [01:32<01:39, 15.83it/s]


dev:  42%|████▏     | 1128/2703 [01:32<01:36, 16.29it/s]


dev:  42%|████▏     | 1130/2703 [01:33<01:35, 16.45it/s]


dev:  42%|████▏     | 1132/2703 [01:33<01:34, 16.64it/s]


dev:  42%|████▏     | 1134/2703 [01:33<01:29, 17.47it/s]


dev:  42%|████▏     | 1137/2703 [01:33<01:28, 17.74it/s]


dev:  42%|████▏     | 1139/2703 [01:33<01:27, 17.87it/s]


dev:  42%|████▏     | 1141/2703 [01:33<01:27, 17.77it/s]


dev:  42%|████▏     | 1143/2703 [01:33<01:28, 17.54it/s]


dev:  42%|████▏     | 1145/2703 [01:33<01:31, 17.07it/s]


dev:  42%|████▏     | 1147/2703 [01:33<01:29, 17.47it/s]


dev:  43%|████▎     | 1149/2703 [01:34<01:30, 17.23it/s]


dev:  43%|████▎     | 1151/2703 [01:34<01:34, 16.37it/s]


dev:  43%|████▎     | 1153/2703 [01:34<01:30, 17.15it/s]


dev:  43%|████▎     | 1155/2703 [01:34<01:26, 17.88it/s]


dev:  43%|████▎     | 1157/2703 [01:34<01:26, 17.84it/s]


dev:  43%|████▎     | 1159/2703 [01:34<01:25, 18.15it/s]


dev:  43%|████▎     | 1162/2703 [01:34<01:24, 18.26it/s]


dev:  43%|████▎     | 1164/2703 [01:34<01:22, 18.55it/s]


dev:  43%|████▎     | 1166/2703 [01:35<01:27, 17.59it/s]


dev:  43%|████▎     | 1168/2703 [01:35<01:33, 16.47it/s]


dev:  43%|████▎     | 1170/2703 [01:35<01:29, 17.06it/s]


dev:  43%|████▎     | 1172/2703 [01:35<01:28, 17.36it/s]


dev:  43%|████▎     | 1174/2703 [01:35<01:28, 17.29it/s]


dev:  44%|████▎     | 1176/2703 [01:35<01:27, 17.43it/s]


dev:  44%|████▎     | 1178/2703 [01:35<01:25, 17.75it/s]


dev:  44%|████▎     | 1180/2703 [01:35<01:29, 17.03it/s]


dev:  44%|████▎     | 1182/2703 [01:35<01:26, 17.57it/s]


dev:  44%|████▍     | 1184/2703 [01:36<01:25, 17.72it/s]


dev:  44%|████▍     | 1186/2703 [01:36<01:24, 17.95it/s]


dev:  44%|████▍     | 1188/2703 [01:36<01:27, 17.30it/s]


dev:  44%|████▍     | 1190/2703 [01:36<01:28, 17.12it/s]


dev:  44%|████▍     | 1192/2703 [01:36<01:32, 16.41it/s]


dev:  44%|████▍     | 1194/2703 [01:36<01:30, 16.61it/s]


dev:  44%|████▍     | 1196/2703 [01:36<01:26, 17.41it/s]


dev:  44%|████▍     | 1198/2703 [01:36<01:29, 16.90it/s]


dev:  44%|████▍     | 1200/2703 [01:37<01:26, 17.28it/s]


dev:  44%|████▍     | 1202/2703 [01:37<01:26, 17.36it/s]


dev:  45%|████▍     | 1205/2703 [01:37<01:21, 18.40it/s]


dev:  45%|████▍     | 1207/2703 [01:37<01:20, 18.53it/s]


dev:  45%|████▍     | 1209/2703 [01:37<01:20, 18.46it/s]


dev:  45%|████▍     | 1211/2703 [01:37<01:23, 17.89it/s]


dev:  45%|████▍     | 1214/2703 [01:37<01:23, 17.80it/s]


dev:  45%|████▍     | 1216/2703 [01:37<01:27, 16.99it/s]


dev:  45%|████▌     | 1218/2703 [01:38<01:26, 17.26it/s]


dev:  45%|████▌     | 1220/2703 [01:38<01:24, 17.59it/s]


dev:  45%|████▌     | 1222/2703 [01:38<01:22, 18.04it/s]


dev:  45%|████▌     | 1224/2703 [01:38<01:20, 18.42it/s]


dev:  45%|████▌     | 1226/2703 [01:38<01:20, 18.31it/s]


dev:  45%|████▌     | 1228/2703 [01:38<01:22, 17.97it/s]


dev:  46%|████▌     | 1230/2703 [01:38<01:23, 17.66it/s]


dev:  46%|████▌     | 1232/2703 [01:38<01:21, 17.95it/s]


dev:  46%|████▌     | 1234/2703 [01:38<01:23, 17.58it/s]


dev:  46%|████▌     | 1236/2703 [01:39<01:25, 17.08it/s]


dev:  46%|████▌     | 1238/2703 [01:39<01:23, 17.59it/s]


dev:  46%|████▌     | 1240/2703 [01:39<01:25, 17.17it/s]


dev:  46%|████▌     | 1242/2703 [01:39<01:24, 17.26it/s]


dev:  46%|████▌     | 1244/2703 [01:39<01:26, 16.87it/s]


dev:  46%|████▌     | 1246/2703 [01:39<01:23, 17.45it/s]


dev:  46%|████▌     | 1248/2703 [01:39<01:20, 18.05it/s]


dev:  46%|████▌     | 1250/2703 [01:39<01:18, 18.49it/s]


dev:  46%|████▋     | 1252/2703 [01:39<01:20, 18.05it/s]


dev:  46%|████▋     | 1254/2703 [01:40<01:24, 17.17it/s]


dev:  47%|████▋     | 1257/2703 [01:40<01:18, 18.31it/s]


dev:  47%|████▋     | 1260/2703 [01:40<01:16, 18.88it/s]


dev:  47%|████▋     | 1262/2703 [01:40<01:19, 18.04it/s]


dev:  47%|████▋     | 1264/2703 [01:40<01:21, 17.71it/s]


dev:  47%|████▋     | 1266/2703 [01:40<01:22, 17.44it/s]


dev:  47%|████▋     | 1268/2703 [01:40<01:20, 17.84it/s]


dev:  47%|████▋     | 1270/2703 [01:40<01:18, 18.31it/s]


dev:  47%|████▋     | 1272/2703 [01:41<01:21, 17.55it/s]


dev:  47%|████▋     | 1274/2703 [01:41<01:20, 17.68it/s]


dev:  47%|████▋     | 1277/2703 [01:41<01:16, 18.61it/s]


dev:  47%|████▋     | 1279/2703 [01:41<01:16, 18.58it/s]


dev:  47%|████▋     | 1281/2703 [01:41<01:20, 17.66it/s]


dev:  47%|████▋     | 1283/2703 [01:41<01:23, 16.94it/s]


dev:  48%|████▊     | 1286/2703 [01:41<01:19, 17.90it/s]


dev:  48%|████▊     | 1288/2703 [01:41<01:23, 17.00it/s]


dev:  48%|████▊     | 1290/2703 [01:42<01:21, 17.36it/s]


dev:  48%|████▊     | 1292/2703 [01:42<01:22, 17.16it/s]


dev:  48%|████▊     | 1294/2703 [01:42<01:22, 17.08it/s]


dev:  48%|████▊     | 1296/2703 [01:42<01:20, 17.45it/s]


dev:  48%|████▊     | 1298/2703 [01:42<01:20, 17.41it/s]


dev:  48%|████▊     | 1301/2703 [01:42<01:19, 17.72it/s]


dev:  48%|████▊     | 1303/2703 [01:42<01:19, 17.67it/s]


dev:  48%|████▊     | 1305/2703 [01:42<01:16, 18.19it/s]


dev:  48%|████▊     | 1308/2703 [01:43<01:12, 19.12it/s]


dev:  48%|████▊     | 1310/2703 [01:43<01:12, 19.18it/s]


dev:  49%|████▊     | 1312/2703 [01:43<01:13, 19.00it/s]


dev:  49%|████▊     | 1315/2703 [01:43<01:10, 19.64it/s]


dev:  49%|████▉     | 1318/2703 [01:43<01:09, 19.86it/s]


dev:  49%|████▉     | 1320/2703 [01:43<01:10, 19.53it/s]


dev:  49%|████▉     | 1323/2703 [01:43<01:11, 19.28it/s]


dev:  49%|████▉     | 1325/2703 [01:43<01:10, 19.45it/s]


dev:  49%|████▉     | 1327/2703 [01:44<01:15, 18.27it/s]


dev:  49%|████▉     | 1329/2703 [01:44<01:18, 17.47it/s]


dev:  49%|████▉     | 1331/2703 [01:44<01:18, 17.53it/s]


dev:  49%|████▉     | 1333/2703 [01:44<01:15, 18.06it/s]


dev:  49%|████▉     | 1335/2703 [01:44<01:15, 18.02it/s]


dev:  49%|████▉     | 1337/2703 [01:44<01:16, 17.89it/s]


dev:  50%|████▉     | 1340/2703 [01:44<01:11, 18.99it/s]


dev:  50%|████▉     | 1342/2703 [01:44<01:11, 19.07it/s]


dev:  50%|████▉     | 1345/2703 [01:45<01:10, 19.22it/s]


dev:  50%|████▉     | 1347/2703 [01:45<01:12, 18.82it/s]


dev:  50%|████▉     | 1350/2703 [01:45<01:08, 19.62it/s]


dev:  50%|█████     | 1352/2703 [01:45<01:11, 18.80it/s]


dev:  50%|█████     | 1355/2703 [01:45<01:10, 19.17it/s]


dev:  50%|█████     | 1358/2703 [01:45<01:07, 19.95it/s]


dev:  50%|█████     | 1360/2703 [01:45<01:09, 19.25it/s]


dev:  50%|█████     | 1363/2703 [01:45<01:07, 19.72it/s]


dev:  50%|█████     | 1365/2703 [01:46<01:09, 19.33it/s]


dev:  51%|█████     | 1368/2703 [01:46<01:10, 18.98it/s]


dev:  51%|█████     | 1370/2703 [01:46<01:12, 18.45it/s]


dev:  51%|█████     | 1372/2703 [01:46<01:13, 18.06it/s]


dev:  51%|█████     | 1374/2703 [01:46<01:13, 18.07it/s]


dev:  51%|█████     | 1376/2703 [01:46<01:12, 18.18it/s]


dev:  51%|█████     | 1378/2703 [01:46<01:14, 17.70it/s]


dev:  51%|█████     | 1381/2703 [01:46<01:09, 19.01it/s]


dev:  51%|█████     | 1383/2703 [01:47<01:09, 19.11it/s]


dev:  51%|█████▏    | 1386/2703 [01:47<01:09, 18.89it/s]


dev:  51%|█████▏    | 1388/2703 [01:47<01:09, 18.81it/s]


dev:  51%|█████▏    | 1391/2703 [01:47<01:08, 19.28it/s]


dev:  52%|█████▏    | 1394/2703 [01:47<01:06, 19.74it/s]


dev:  52%|█████▏    | 1397/2703 [01:47<01:04, 20.25it/s]


dev:  52%|█████▏    | 1400/2703 [01:47<01:07, 19.27it/s]


dev:  52%|█████▏    | 1402/2703 [01:48<01:09, 18.83it/s]


dev:  52%|█████▏    | 1405/2703 [01:48<01:08, 18.81it/s]


dev:  52%|█████▏    | 1407/2703 [01:48<01:08, 19.05it/s]


dev:  52%|█████▏    | 1410/2703 [01:48<01:05, 19.61it/s]


dev:  52%|█████▏    | 1413/2703 [01:48<01:04, 20.13it/s]


dev:  52%|█████▏    | 1416/2703 [01:48<01:02, 20.54it/s]


dev:  52%|█████▏    | 1419/2703 [01:48<01:02, 20.70it/s]


dev:  53%|█████▎    | 1422/2703 [01:49<01:01, 20.79it/s]


dev:  53%|█████▎    | 1425/2703 [01:49<01:02, 20.31it/s]


dev:  53%|█████▎    | 1428/2703 [01:49<01:04, 19.81it/s]


dev:  53%|█████▎    | 1431/2703 [01:49<01:02, 20.27it/s]


dev:  53%|█████▎    | 1434/2703 [01:49<01:04, 19.61it/s]


dev:  53%|█████▎    | 1436/2703 [01:49<01:05, 19.48it/s]


dev:  53%|█████▎    | 1439/2703 [01:49<01:05, 19.37it/s]


dev:  53%|█████▎    | 1441/2703 [01:50<01:07, 18.74it/s]


dev:  53%|█████▎    | 1443/2703 [01:50<01:07, 18.55it/s]


dev:  53%|█████▎    | 1445/2703 [01:50<01:08, 18.35it/s]


dev:  54%|█████▎    | 1447/2703 [01:50<01:09, 18.18it/s]


dev:  54%|█████▎    | 1449/2703 [01:50<01:08, 18.26it/s]


dev:  54%|█████▎    | 1451/2703 [01:50<01:07, 18.59it/s]


dev:  54%|█████▍    | 1454/2703 [01:50<01:04, 19.26it/s]


dev:  54%|█████▍    | 1457/2703 [01:50<01:02, 20.04it/s]


dev:  54%|█████▍    | 1460/2703 [01:50<01:01, 20.36it/s]


dev:  54%|█████▍    | 1463/2703 [01:51<01:00, 20.37it/s]


dev:  54%|█████▍    | 1466/2703 [01:51<01:02, 19.87it/s]


dev:  54%|█████▍    | 1468/2703 [01:51<01:04, 19.22it/s]


dev:  54%|█████▍    | 1471/2703 [01:51<01:04, 19.03it/s]


dev:  54%|█████▍    | 1473/2703 [01:51<01:04, 19.01it/s]


dev:  55%|█████▍    | 1475/2703 [01:51<01:06, 18.36it/s]


dev:  55%|█████▍    | 1477/2703 [01:51<01:06, 18.57it/s]


dev:  55%|█████▍    | 1480/2703 [01:52<01:04, 19.08it/s]


dev:  55%|█████▍    | 1482/2703 [01:52<01:06, 18.38it/s]


dev:  55%|█████▍    | 1485/2703 [01:52<01:04, 18.75it/s]


dev:  55%|█████▌    | 1487/2703 [01:52<01:04, 18.86it/s]


dev:  55%|█████▌    | 1490/2703 [01:52<01:01, 19.64it/s]


dev:  55%|█████▌    | 1493/2703 [01:52<01:01, 19.65it/s]


dev:  55%|█████▌    | 1495/2703 [01:52<01:02, 19.38it/s]


dev:  55%|█████▌    | 1497/2703 [01:52<01:02, 19.32it/s]


dev:  55%|█████▌    | 1500/2703 [01:53<00:59, 20.36it/s]


dev:  56%|█████▌    | 1503/2703 [01:53<00:57, 20.99it/s]


dev:  56%|█████▌    | 1506/2703 [01:53<00:58, 20.54it/s]


dev:  56%|█████▌    | 1509/2703 [01:53<00:56, 21.01it/s]


dev:  56%|█████▌    | 1512/2703 [01:53<00:55, 21.40it/s]


dev:  56%|█████▌    | 1515/2703 [01:53<00:58, 20.48it/s]


dev:  56%|█████▌    | 1518/2703 [01:53<00:59, 19.92it/s]


dev:  56%|█████▋    | 1521/2703 [01:54<01:00, 19.70it/s]


dev:  56%|█████▋    | 1524/2703 [01:54<00:57, 20.49it/s]


dev:  56%|█████▋    | 1527/2703 [01:54<00:58, 20.12it/s]


dev:  57%|█████▋    | 1530/2703 [01:54<00:59, 19.60it/s]


dev:  57%|█████▋    | 1533/2703 [01:54<00:57, 20.53it/s]


dev:  57%|█████▋    | 1536/2703 [01:54<00:56, 20.58it/s]


dev:  57%|█████▋    | 1539/2703 [01:54<00:57, 20.08it/s]


dev:  57%|█████▋    | 1542/2703 [01:55<00:57, 20.30it/s]


dev:  57%|█████▋    | 1545/2703 [01:55<00:56, 20.46it/s]


dev:  57%|█████▋    | 1548/2703 [01:55<00:55, 20.85it/s]


dev:  57%|█████▋    | 1551/2703 [01:55<00:57, 20.11it/s]


dev:  57%|█████▋    | 1554/2703 [01:55<00:56, 20.39it/s]


dev:  58%|█████▊    | 1557/2703 [01:55<00:57, 19.95it/s]


dev:  58%|█████▊    | 1560/2703 [01:56<00:58, 19.64it/s]


dev:  58%|█████▊    | 1563/2703 [01:56<00:54, 20.73it/s]


dev:  58%|█████▊    | 1566/2703 [01:56<00:54, 20.75it/s]


dev:  58%|█████▊    | 1569/2703 [01:56<00:56, 20.21it/s]


dev:  58%|█████▊    | 1572/2703 [01:56<00:56, 19.97it/s]


dev:  58%|█████▊    | 1575/2703 [01:56<00:54, 20.63it/s]


dev:  58%|█████▊    | 1578/2703 [01:56<00:56, 19.80it/s]


dev:  58%|█████▊    | 1581/2703 [01:57<00:54, 20.48it/s]


dev:  59%|█████▊    | 1584/2703 [01:57<00:56, 19.90it/s]


dev:  59%|█████▊    | 1587/2703 [01:57<00:54, 20.63it/s]


dev:  59%|█████▉    | 1590/2703 [01:57<00:55, 20.03it/s]


dev:  59%|█████▉    | 1593/2703 [01:57<00:53, 20.62it/s]


dev:  59%|█████▉    | 1596/2703 [01:57<00:55, 19.93it/s]


dev:  59%|█████▉    | 1599/2703 [01:57<00:53, 20.46it/s]


dev:  59%|█████▉    | 1602/2703 [01:58<00:52, 21.06it/s]


dev:  59%|█████▉    | 1605/2703 [01:58<00:52, 21.02it/s]


dev:  59%|█████▉    | 1608/2703 [01:58<00:55, 19.60it/s]


dev:  60%|█████▉    | 1610/2703 [01:58<00:55, 19.57it/s]


dev:  60%|█████▉    | 1613/2703 [01:58<00:54, 20.15it/s]


dev:  60%|█████▉    | 1616/2703 [01:58<00:53, 20.46it/s]


dev:  60%|█████▉    | 1619/2703 [01:58<00:53, 20.14it/s]


dev:  60%|██████    | 1622/2703 [01:59<00:53, 20.29it/s]


dev:  60%|██████    | 1625/2703 [01:59<00:52, 20.40it/s]


dev:  60%|██████    | 1628/2703 [01:59<00:51, 20.96it/s]


dev:  60%|██████    | 1631/2703 [01:59<00:51, 20.77it/s]


dev:  60%|██████    | 1634/2703 [01:59<00:50, 21.26it/s]


dev:  61%|██████    | 1637/2703 [01:59<00:48, 21.97it/s]


dev:  61%|██████    | 1640/2703 [01:59<00:48, 21.70it/s]


dev:  61%|██████    | 1643/2703 [02:00<00:50, 21.18it/s]


dev:  61%|██████    | 1646/2703 [02:00<00:48, 21.84it/s]


dev:  61%|██████    | 1649/2703 [02:00<00:48, 21.66it/s]


dev:  61%|██████    | 1652/2703 [02:00<00:47, 22.06it/s]


dev:  61%|██████    | 1655/2703 [02:00<00:46, 22.45it/s]


dev:  61%|██████▏   | 1658/2703 [02:00<00:48, 21.69it/s]


dev:  61%|██████▏   | 1661/2703 [02:00<00:48, 21.36it/s]


dev:  62%|██████▏   | 1664/2703 [02:01<00:49, 20.93it/s]


dev:  62%|██████▏   | 1667/2703 [02:01<00:48, 21.28it/s]


dev:  62%|██████▏   | 1670/2703 [02:01<00:47, 21.69it/s]


dev:  62%|██████▏   | 1673/2703 [02:01<00:48, 21.05it/s]


dev:  62%|██████▏   | 1676/2703 [02:01<00:51, 19.95it/s]


dev:  62%|██████▏   | 1679/2703 [02:01<00:51, 19.98it/s]


dev:  62%|██████▏   | 1682/2703 [02:01<00:50, 20.28it/s]


dev:  62%|██████▏   | 1685/2703 [02:02<00:48, 20.82it/s]


dev:  62%|██████▏   | 1688/2703 [02:02<00:49, 20.53it/s]


dev:  63%|██████▎   | 1691/2703 [02:02<00:50, 20.17it/s]


dev:  63%|██████▎   | 1694/2703 [02:02<00:47, 21.44it/s]


dev:  63%|██████▎   | 1697/2703 [02:02<00:49, 20.25it/s]


dev:  63%|██████▎   | 1700/2703 [02:02<00:48, 20.60it/s]


dev:  63%|██████▎   | 1703/2703 [02:02<00:49, 20.03it/s]


dev:  63%|██████▎   | 1706/2703 [02:03<00:50, 19.92it/s]


dev:  63%|██████▎   | 1709/2703 [02:03<00:49, 20.07it/s]


dev:  63%|██████▎   | 1712/2703 [02:03<00:48, 20.41it/s]


dev:  63%|██████▎   | 1715/2703 [02:03<00:48, 20.55it/s]


dev:  64%|██████▎   | 1718/2703 [02:03<00:46, 21.10it/s]


dev:  64%|██████▎   | 1721/2703 [02:03<00:46, 21.29it/s]


dev:  64%|██████▍   | 1724/2703 [02:03<00:45, 21.35it/s]


dev:  64%|██████▍   | 1727/2703 [02:04<00:44, 21.94it/s]


dev:  64%|██████▍   | 1730/2703 [02:04<00:43, 22.53it/s]


dev:  64%|██████▍   | 1733/2703 [02:04<00:42, 22.56it/s]


dev:  64%|██████▍   | 1736/2703 [02:04<00:44, 21.67it/s]


dev:  64%|██████▍   | 1739/2703 [02:04<00:44, 21.45it/s]


dev:  64%|██████▍   | 1742/2703 [02:04<00:44, 21.55it/s]


dev:  65%|██████▍   | 1745/2703 [02:04<00:44, 21.37it/s]


dev:  65%|██████▍   | 1748/2703 [02:05<00:45, 21.22it/s]


dev:  65%|██████▍   | 1751/2703 [02:05<00:43, 21.74it/s]


dev:  65%|██████▍   | 1754/2703 [02:05<00:43, 21.95it/s]


dev:  65%|██████▌   | 1757/2703 [02:05<00:42, 22.19it/s]


dev:  65%|██████▌   | 1760/2703 [02:05<00:42, 22.16it/s]


dev:  65%|██████▌   | 1763/2703 [02:05<00:42, 21.92it/s]


dev:  65%|██████▌   | 1766/2703 [02:05<00:42, 21.99it/s]


dev:  65%|██████▌   | 1769/2703 [02:05<00:44, 21.02it/s]


dev:  66%|██████▌   | 1772/2703 [02:06<00:43, 21.44it/s]


dev:  66%|██████▌   | 1775/2703 [02:06<00:42, 21.83it/s]


dev:  66%|██████▌   | 1778/2703 [02:06<00:41, 22.08it/s]


dev:  66%|██████▌   | 1781/2703 [02:06<00:41, 22.23it/s]


dev:  66%|██████▌   | 1784/2703 [02:06<00:43, 21.32it/s]


dev:  66%|██████▌   | 1787/2703 [02:06<00:43, 21.30it/s]


dev:  66%|██████▌   | 1790/2703 [02:06<00:42, 21.64it/s]


dev:  66%|██████▋   | 1793/2703 [02:07<00:44, 20.47it/s]


dev:  66%|██████▋   | 1796/2703 [02:07<00:43, 20.64it/s]


dev:  67%|██████▋   | 1799/2703 [02:07<00:43, 20.82it/s]


dev:  67%|██████▋   | 1802/2703 [02:07<00:41, 21.81it/s]


dev:  67%|██████▋   | 1805/2703 [02:07<00:40, 22.00it/s]


dev:  67%|██████▋   | 1808/2703 [02:07<00:41, 21.81it/s]


dev:  67%|██████▋   | 1811/2703 [02:07<00:40, 22.20it/s]


dev:  67%|██████▋   | 1814/2703 [02:08<00:39, 22.50it/s]


dev:  67%|██████▋   | 1817/2703 [02:08<00:38, 22.77it/s]


dev:  67%|██████▋   | 1820/2703 [02:08<00:40, 21.64it/s]


dev:  67%|██████▋   | 1823/2703 [02:08<00:40, 21.52it/s]


dev:  68%|██████▊   | 1826/2703 [02:08<00:40, 21.80it/s]


dev:  68%|██████▊   | 1829/2703 [02:08<00:40, 21.50it/s]


dev:  68%|██████▊   | 1832/2703 [02:08<00:39, 22.16it/s]


dev:  68%|██████▊   | 1835/2703 [02:09<00:40, 21.19it/s]


dev:  68%|██████▊   | 1838/2703 [02:09<00:40, 21.49it/s]


dev:  68%|██████▊   | 1841/2703 [02:09<00:40, 21.51it/s]


dev:  68%|██████▊   | 1844/2703 [02:09<00:39, 21.76it/s]


dev:  68%|██████▊   | 1847/2703 [02:09<00:41, 20.80it/s]


dev:  68%|██████▊   | 1850/2703 [02:09<00:41, 20.50it/s]


dev:  69%|██████▊   | 1853/2703 [02:09<00:39, 21.56it/s]


dev:  69%|██████▊   | 1856/2703 [02:10<00:40, 20.90it/s]


dev:  69%|██████▉   | 1859/2703 [02:10<00:38, 21.70it/s]


dev:  69%|██████▉   | 1862/2703 [02:10<00:37, 22.32it/s]


dev:  69%|██████▉   | 1865/2703 [02:10<00:37, 22.52it/s]


dev:  69%|██████▉   | 1868/2703 [02:10<00:37, 22.07it/s]


dev:  69%|██████▉   | 1871/2703 [02:10<00:39, 20.92it/s]


dev:  69%|██████▉   | 1874/2703 [02:10<00:40, 20.45it/s]


dev:  69%|██████▉   | 1877/2703 [02:10<00:38, 21.26it/s]


dev:  70%|██████▉   | 1880/2703 [02:11<00:39, 20.90it/s]


dev:  70%|██████▉   | 1883/2703 [02:11<00:38, 21.54it/s]


dev:  70%|██████▉   | 1886/2703 [02:11<00:38, 21.19it/s]


dev:  70%|██████▉   | 1889/2703 [02:11<00:36, 22.21it/s]


dev:  70%|██████▉   | 1892/2703 [02:11<00:36, 22.01it/s]


dev:  70%|███████   | 1895/2703 [02:11<00:36, 21.89it/s]


dev:  70%|███████   | 1898/2703 [02:11<00:35, 22.50it/s]


dev:  70%|███████   | 1901/2703 [02:12<00:37, 21.60it/s]


dev:  70%|███████   | 1904/2703 [02:12<00:36, 21.93it/s]


dev:  71%|███████   | 1907/2703 [02:12<00:35, 22.42it/s]


dev:  71%|███████   | 1910/2703 [02:12<00:35, 22.38it/s]


dev:  71%|███████   | 1913/2703 [02:12<00:35, 22.30it/s]


dev:  71%|███████   | 1916/2703 [02:12<00:34, 23.08it/s]


dev:  71%|███████   | 1919/2703 [02:12<00:33, 23.57it/s]


dev:  71%|███████   | 1922/2703 [02:13<00:36, 21.23it/s]


dev:  71%|███████   | 1925/2703 [02:13<00:34, 22.32it/s]


dev:  71%|███████▏  | 1928/2703 [02:13<00:34, 22.21it/s]


dev:  71%|███████▏  | 1931/2703 [02:13<00:35, 22.02it/s]


dev:  72%|███████▏  | 1934/2703 [02:13<00:34, 22.20it/s]


dev:  72%|███████▏  | 1937/2703 [02:13<00:35, 21.69it/s]


dev:  72%|███████▏  | 1940/2703 [02:13<00:35, 21.47it/s]


dev:  72%|███████▏  | 1943/2703 [02:13<00:35, 21.53it/s]


dev:  72%|███████▏  | 1946/2703 [02:14<00:33, 22.30it/s]


dev:  72%|███████▏  | 1949/2703 [02:14<00:33, 22.20it/s]


dev:  72%|███████▏  | 1952/2703 [02:14<00:32, 22.91it/s]


dev:  72%|███████▏  | 1955/2703 [02:14<00:32, 23.15it/s]


dev:  72%|███████▏  | 1958/2703 [02:14<00:33, 22.30it/s]


dev:  73%|███████▎  | 1961/2703 [02:14<00:33, 22.36it/s]


dev:  73%|███████▎  | 1964/2703 [02:14<00:33, 22.18it/s]


dev:  73%|███████▎  | 1967/2703 [02:15<00:31, 23.10it/s]


dev:  73%|███████▎  | 1970/2703 [02:15<00:31, 23.47it/s]


dev:  73%|███████▎  | 1973/2703 [02:15<00:29, 24.36it/s]


dev:  73%|███████▎  | 1976/2703 [02:15<00:31, 23.36it/s]


dev:  73%|███████▎  | 1979/2703 [02:15<00:31, 23.29it/s]


dev:  73%|███████▎  | 1982/2703 [02:15<00:31, 23.01it/s]


dev:  73%|███████▎  | 1985/2703 [02:15<00:31, 23.02it/s]


dev:  74%|███████▎  | 1988/2703 [02:15<00:32, 21.97it/s]


dev:  74%|███████▎  | 1991/2703 [02:16<00:33, 20.95it/s]


dev:  74%|███████▍  | 1994/2703 [02:16<00:33, 21.40it/s]


dev:  74%|███████▍  | 1997/2703 [02:16<00:32, 22.04it/s]


dev:  74%|███████▍  | 2000/2703 [02:16<00:32, 21.82it/s]


dev:  74%|███████▍  | 2003/2703 [02:16<00:32, 21.86it/s]


dev:  74%|███████▍  | 2006/2703 [02:16<00:30, 22.57it/s]


dev:  74%|███████▍  | 2009/2703 [02:16<00:29, 23.20it/s]


dev:  74%|███████▍  | 2012/2703 [02:17<00:29, 23.33it/s]


dev:  75%|███████▍  | 2015/2703 [02:17<00:28, 24.36it/s]


dev:  75%|███████▍  | 2018/2703 [02:17<00:28, 24.12it/s]


dev:  75%|███████▍  | 2021/2703 [02:17<00:28, 24.04it/s]


dev:  75%|███████▍  | 2024/2703 [02:17<00:28, 23.56it/s]


dev:  75%|███████▍  | 2027/2703 [02:17<00:28, 23.91it/s]


dev:  75%|███████▌  | 2030/2703 [02:17<00:27, 24.29it/s]


dev:  75%|███████▌  | 2033/2703 [02:17<00:27, 24.25it/s]


dev:  75%|███████▌  | 2036/2703 [02:18<00:30, 21.76it/s]


dev:  75%|███████▌  | 2039/2703 [02:18<00:29, 22.18it/s]


dev:  76%|███████▌  | 2042/2703 [02:18<00:29, 22.42it/s]


dev:  76%|███████▌  | 2045/2703 [02:18<00:30, 21.88it/s]


dev:  76%|███████▌  | 2048/2703 [02:18<00:30, 21.80it/s]


dev:  76%|███████▌  | 2051/2703 [02:18<00:28, 22.63it/s]


dev:  76%|███████▌  | 2054/2703 [02:18<00:28, 22.43it/s]


dev:  76%|███████▌  | 2057/2703 [02:18<00:28, 22.40it/s]


dev:  76%|███████▌  | 2060/2703 [02:19<00:30, 21.13it/s]


dev:  76%|███████▋  | 2063/2703 [02:19<00:29, 22.06it/s]


dev:  76%|███████▋  | 2066/2703 [02:19<00:27, 22.95it/s]


dev:  77%|███████▋  | 2069/2703 [02:19<00:28, 22.46it/s]


dev:  77%|███████▋  | 2072/2703 [02:19<00:27, 22.99it/s]


dev:  77%|███████▋  | 2075/2703 [02:19<00:26, 23.43it/s]


dev:  77%|███████▋  | 2078/2703 [02:19<00:26, 23.51it/s]


dev:  77%|███████▋  | 2081/2703 [02:20<00:27, 22.70it/s]


dev:  77%|███████▋  | 2084/2703 [02:20<00:26, 23.03it/s]


dev:  77%|███████▋  | 2087/2703 [02:20<00:27, 22.73it/s]


dev:  77%|███████▋  | 2090/2703 [02:20<00:27, 22.70it/s]


dev:  77%|███████▋  | 2093/2703 [02:20<00:27, 21.95it/s]


dev:  78%|███████▊  | 2096/2703 [02:20<00:27, 22.10it/s]


dev:  78%|███████▊  | 2099/2703 [02:20<00:27, 21.84it/s]


dev:  78%|███████▊  | 2102/2703 [02:20<00:26, 22.72it/s]


dev:  78%|███████▊  | 2105/2703 [02:21<00:25, 23.24it/s]


dev:  78%|███████▊  | 2108/2703 [02:21<00:24, 24.18it/s]


dev:  78%|███████▊  | 2111/2703 [02:21<00:24, 24.15it/s]


dev:  78%|███████▊  | 2114/2703 [02:21<00:24, 23.94it/s]


dev:  78%|███████▊  | 2117/2703 [02:21<00:24, 23.81it/s]


dev:  78%|███████▊  | 2120/2703 [02:21<00:25, 22.81it/s]


dev:  79%|███████▊  | 2123/2703 [02:21<00:25, 22.90it/s]


dev:  79%|███████▊  | 2126/2703 [02:21<00:25, 22.79it/s]


dev:  79%|███████▉  | 2129/2703 [02:22<00:25, 22.66it/s]


dev:  79%|███████▉  | 2132/2703 [02:22<00:24, 23.37it/s]


dev:  79%|███████▉  | 2135/2703 [02:22<00:24, 23.11it/s]


dev:  79%|███████▉  | 2138/2703 [02:22<00:25, 22.05it/s]


dev:  79%|███████▉  | 2141/2703 [02:22<00:25, 22.44it/s]


dev:  79%|███████▉  | 2144/2703 [02:22<00:24, 22.52it/s]


dev:  79%|███████▉  | 2147/2703 [02:22<00:23, 23.44it/s]


dev:  80%|███████▉  | 2150/2703 [02:23<00:24, 22.35it/s]


dev:  80%|███████▉  | 2153/2703 [02:23<00:23, 22.94it/s]


dev:  80%|███████▉  | 2156/2703 [02:23<00:23, 23.02it/s]


dev:  80%|███████▉  | 2159/2703 [02:23<00:23, 23.21it/s]


dev:  80%|███████▉  | 2162/2703 [02:23<00:23, 23.46it/s]


dev:  80%|████████  | 2165/2703 [02:23<00:23, 23.09it/s]


dev:  80%|████████  | 2168/2703 [02:23<00:23, 22.40it/s]


dev:  80%|████████  | 2171/2703 [02:24<00:25, 21.05it/s]


dev:  80%|████████  | 2174/2703 [02:24<00:24, 21.69it/s]


dev:  81%|████████  | 2177/2703 [02:24<00:23, 22.38it/s]


dev:  81%|████████  | 2180/2703 [02:24<00:22, 23.11it/s]


dev:  81%|████████  | 2183/2703 [02:24<00:21, 23.69it/s]


dev:  81%|████████  | 2186/2703 [02:24<00:22, 23.12it/s]


dev:  81%|████████  | 2189/2703 [02:24<00:22, 23.01it/s]


dev:  81%|████████  | 2192/2703 [02:24<00:22, 23.16it/s]


dev:  81%|████████  | 2195/2703 [02:25<00:21, 23.89it/s]


dev:  81%|████████▏ | 2198/2703 [02:25<00:21, 23.60it/s]


dev:  81%|████████▏ | 2201/2703 [02:25<00:22, 21.94it/s]


dev:  82%|████████▏ | 2204/2703 [02:25<00:22, 22.54it/s]


dev:  82%|████████▏ | 2207/2703 [02:25<00:21, 22.57it/s]


dev:  82%|████████▏ | 2210/2703 [02:25<00:21, 23.10it/s]


dev:  82%|████████▏ | 2213/2703 [02:25<00:20, 24.08it/s]


dev:  82%|████████▏ | 2216/2703 [02:25<00:20, 23.41it/s]


dev:  82%|████████▏ | 2219/2703 [02:26<00:21, 23.03it/s]


dev:  82%|████████▏ | 2222/2703 [02:26<00:20, 23.44it/s]


dev:  82%|████████▏ | 2225/2703 [02:26<00:20, 23.06it/s]


dev:  82%|████████▏ | 2228/2703 [02:26<00:20, 22.87it/s]


dev:  83%|████████▎ | 2231/2703 [02:26<00:20, 22.95it/s]


dev:  83%|████████▎ | 2234/2703 [02:26<00:20, 23.05it/s]


dev:  83%|████████▎ | 2237/2703 [02:26<00:19, 24.26it/s]


dev:  83%|████████▎ | 2240/2703 [02:26<00:19, 24.24it/s]


dev:  83%|████████▎ | 2243/2703 [02:27<00:19, 23.84it/s]


dev:  83%|████████▎ | 2246/2703 [02:27<00:19, 22.93it/s]


dev:  83%|████████▎ | 2249/2703 [02:27<00:18, 24.00it/s]


dev:  83%|████████▎ | 2252/2703 [02:27<00:19, 23.47it/s]


dev:  83%|████████▎ | 2255/2703 [02:27<00:19, 23.50it/s]


dev:  84%|████████▎ | 2258/2703 [02:27<00:19, 23.20it/s]


dev:  84%|████████▎ | 2261/2703 [02:27<00:18, 23.80it/s]


dev:  84%|████████▍ | 2264/2703 [02:27<00:19, 22.86it/s]


dev:  84%|████████▍ | 2267/2703 [02:28<00:18, 23.58it/s]


dev:  84%|████████▍ | 2270/2703 [02:28<00:18, 23.92it/s]


dev:  84%|████████▍ | 2273/2703 [02:28<00:17, 24.69it/s]


dev:  84%|████████▍ | 2276/2703 [02:28<00:17, 24.37it/s]


dev:  84%|████████▍ | 2279/2703 [02:28<00:17, 24.18it/s]


dev:  84%|████████▍ | 2282/2703 [02:28<00:17, 24.20it/s]


dev:  85%|████████▍ | 2285/2703 [02:28<00:18, 22.99it/s]


dev:  85%|████████▍ | 2288/2703 [02:28<00:17, 23.50it/s]


dev:  85%|████████▍ | 2291/2703 [02:29<00:17, 23.35it/s]


dev:  85%|████████▍ | 2294/2703 [02:29<00:17, 23.83it/s]


dev:  85%|████████▍ | 2297/2703 [02:29<00:16, 24.38it/s]


dev:  85%|████████▌ | 2300/2703 [02:29<00:16, 23.74it/s]


dev:  85%|████████▌ | 2303/2703 [02:29<00:16, 23.98it/s]


dev:  85%|████████▌ | 2306/2703 [02:29<00:16, 24.41it/s]


dev:  85%|████████▌ | 2309/2703 [02:29<00:16, 23.61it/s]


dev:  86%|████████▌ | 2312/2703 [02:29<00:16, 24.01it/s]


dev:  86%|████████▌ | 2315/2703 [02:30<00:16, 24.24it/s]


dev:  86%|████████▌ | 2318/2703 [02:30<00:16, 23.91it/s]


dev:  86%|████████▌ | 2321/2703 [02:30<00:15, 24.02it/s]


dev:  86%|████████▌ | 2324/2703 [02:30<00:16, 23.60it/s]


dev:  86%|████████▌ | 2327/2703 [02:30<00:15, 24.26it/s]


dev:  86%|████████▌ | 2330/2703 [02:30<00:15, 23.77it/s]


dev:  86%|████████▋ | 2333/2703 [02:30<00:15, 23.42it/s]


dev:  86%|████████▋ | 2336/2703 [02:30<00:15, 23.96it/s]


dev:  87%|████████▋ | 2339/2703 [02:31<00:15, 23.83it/s]


dev:  87%|████████▋ | 2342/2703 [02:31<00:14, 24.57it/s]


dev:  87%|████████▋ | 2345/2703 [02:31<00:14, 25.27it/s]


dev:  87%|████████▋ | 2348/2703 [02:31<00:14, 24.95it/s]


dev:  87%|████████▋ | 2351/2703 [02:31<00:13, 25.38it/s]


dev:  87%|████████▋ | 2354/2703 [02:31<00:13, 25.75it/s]


dev:  87%|████████▋ | 2357/2703 [02:31<00:13, 25.40it/s]


dev:  87%|████████▋ | 2360/2703 [02:31<00:13, 26.10it/s]


dev:  87%|████████▋ | 2363/2703 [02:32<00:13, 25.90it/s]


dev:  88%|████████▊ | 2366/2703 [02:32<00:13, 25.43it/s]


dev:  88%|████████▊ | 2369/2703 [02:32<00:12, 25.85it/s]


dev:  88%|████████▊ | 2372/2703 [02:32<00:12, 25.58it/s]


dev:  88%|████████▊ | 2375/2703 [02:32<00:13, 24.29it/s]


dev:  88%|████████▊ | 2378/2703 [02:32<00:13, 24.89it/s]


dev:  88%|████████▊ | 2381/2703 [02:32<00:12, 25.28it/s]


dev:  88%|████████▊ | 2384/2703 [02:32<00:12, 25.52it/s]


dev:  88%|████████▊ | 2387/2703 [02:32<00:12, 25.06it/s]


dev:  88%|████████▊ | 2390/2703 [02:33<00:12, 24.48it/s]


dev:  89%|████████▊ | 2393/2703 [02:33<00:12, 24.68it/s]


dev:  89%|████████▊ | 2396/2703 [02:33<00:12, 25.16it/s]


dev:  89%|████████▉ | 2399/2703 [02:33<00:12, 25.32it/s]


dev:  89%|████████▉ | 2402/2703 [02:33<00:11, 25.63it/s]


dev:  89%|████████▉ | 2405/2703 [02:33<00:11, 25.16it/s]


dev:  89%|████████▉ | 2408/2703 [02:33<00:11, 25.68it/s]


dev:  89%|████████▉ | 2411/2703 [02:33<00:11, 26.23it/s]


dev:  89%|████████▉ | 2414/2703 [02:34<00:11, 24.81it/s]


dev:  89%|████████▉ | 2417/2703 [02:34<00:11, 25.50it/s]


dev:  90%|████████▉ | 2420/2703 [02:34<00:11, 25.20it/s]


dev:  90%|████████▉ | 2423/2703 [02:34<00:11, 25.19it/s]


dev:  90%|████████▉ | 2426/2703 [02:34<00:11, 24.41it/s]


dev:  90%|████████▉ | 2429/2703 [02:34<00:10, 25.37it/s]


dev:  90%|████████▉ | 2432/2703 [02:34<00:10, 25.53it/s]


dev:  90%|█████████ | 2435/2703 [02:34<00:11, 24.10it/s]


dev:  90%|█████████ | 2438/2703 [02:35<00:10, 24.51it/s]


dev:  90%|█████████ | 2441/2703 [02:35<00:10, 25.26it/s]


dev:  90%|█████████ | 2444/2703 [02:35<00:10, 25.71it/s]


dev:  91%|█████████ | 2447/2703 [02:35<00:10, 25.46it/s]


dev:  91%|█████████ | 2450/2703 [02:35<00:09, 25.65it/s]


dev:  91%|█████████ | 2453/2703 [02:35<00:09, 26.06it/s]


dev:  91%|█████████ | 2456/2703 [02:35<00:09, 24.71it/s]


dev:  91%|█████████ | 2459/2703 [02:35<00:09, 25.19it/s]


dev:  91%|█████████ | 2462/2703 [02:35<00:09, 24.38it/s]


dev:  91%|█████████ | 2465/2703 [02:36<00:09, 25.43it/s]


dev:  91%|█████████▏| 2468/2703 [02:36<00:09, 25.41it/s]


dev:  91%|█████████▏| 2471/2703 [02:36<00:09, 23.95it/s]


dev:  92%|█████████▏| 2474/2703 [02:36<00:09, 23.69it/s]


dev:  92%|█████████▏| 2477/2703 [02:36<00:09, 23.51it/s]


dev:  92%|█████████▏| 2480/2703 [02:36<00:09, 23.65it/s]


dev:  92%|█████████▏| 2483/2703 [02:36<00:09, 24.33it/s]


dev:  92%|█████████▏| 2486/2703 [02:36<00:08, 25.23it/s]


dev:  92%|█████████▏| 2489/2703 [02:37<00:08, 25.27it/s]


dev:  92%|█████████▏| 2492/2703 [02:37<00:08, 26.11it/s]


dev:  92%|█████████▏| 2495/2703 [02:37<00:07, 26.37it/s]


dev:  92%|█████████▏| 2498/2703 [02:37<00:07, 25.66it/s]


dev:  93%|█████████▎| 2501/2703 [02:37<00:08, 24.91it/s]


dev:  93%|█████████▎| 2504/2703 [02:37<00:07, 25.19it/s]


dev:  93%|█████████▎| 2507/2703 [02:37<00:07, 25.65it/s]


dev:  93%|█████████▎| 2510/2703 [02:37<00:07, 24.42it/s]


dev:  93%|█████████▎| 2513/2703 [02:38<00:07, 24.92it/s]


dev:  93%|█████████▎| 2516/2703 [02:38<00:07, 24.05it/s]


dev:  93%|█████████▎| 2519/2703 [02:38<00:07, 25.24it/s]


dev:  93%|█████████▎| 2522/2703 [02:38<00:06, 26.32it/s]


dev:  93%|█████████▎| 2525/2703 [02:38<00:06, 25.80it/s]


dev:  94%|█████████▎| 2528/2703 [02:38<00:06, 25.73it/s]


dev:  94%|█████████▎| 2531/2703 [02:38<00:06, 26.56it/s]


dev:  94%|█████████▎| 2534/2703 [02:38<00:06, 25.18it/s]


dev:  94%|█████████▍| 2537/2703 [02:38<00:06, 25.55it/s]


dev:  94%|█████████▍| 2540/2703 [02:39<00:06, 24.60it/s]


dev:  94%|█████████▍| 2543/2703 [02:39<00:06, 25.47it/s]


dev:  94%|█████████▍| 2546/2703 [02:39<00:06, 25.04it/s]


dev:  94%|█████████▍| 2549/2703 [02:39<00:06, 24.91it/s]


dev:  94%|█████████▍| 2552/2703 [02:39<00:05, 25.76it/s]


dev:  95%|█████████▍| 2555/2703 [02:39<00:05, 26.21it/s]


dev:  95%|█████████▍| 2559/2703 [02:39<00:05, 27.92it/s]


dev:  95%|█████████▍| 2562/2703 [02:39<00:05, 27.70it/s]


dev:  95%|█████████▍| 2565/2703 [02:39<00:04, 28.09it/s]


dev:  95%|█████████▌| 2568/2703 [02:40<00:04, 27.87it/s]


dev:  95%|█████████▌| 2571/2703 [02:40<00:04, 27.78it/s]


dev:  95%|█████████▌| 2575/2703 [02:40<00:04, 28.52it/s]


dev:  95%|█████████▌| 2578/2703 [02:40<00:04, 28.01it/s]


dev:  95%|█████████▌| 2581/2703 [02:40<00:04, 27.22it/s]


dev:  96%|█████████▌| 2585/2703 [02:40<00:04, 28.45it/s]


dev:  96%|█████████▌| 2589/2703 [02:40<00:03, 29.25it/s]


dev:  96%|█████████▌| 2592/2703 [02:40<00:03, 29.24it/s]


dev:  96%|█████████▌| 2595/2703 [02:41<00:03, 28.43it/s]


dev:  96%|█████████▌| 2599/2703 [02:41<00:03, 29.58it/s]


dev:  96%|█████████▋| 2602/2703 [02:41<00:03, 27.69it/s]


dev:  96%|█████████▋| 2605/2703 [02:41<00:03, 26.69it/s]


dev:  96%|█████████▋| 2608/2703 [02:41<00:03, 26.00it/s]


dev:  97%|█████████▋| 2611/2703 [02:41<00:03, 27.03it/s]


dev:  97%|█████████▋| 2614/2703 [02:41<00:03, 25.38it/s]


dev:  97%|█████████▋| 2617/2703 [02:41<00:03, 25.89it/s]


dev:  97%|█████████▋| 2620/2703 [02:42<00:03, 26.31it/s]


dev:  97%|█████████▋| 2623/2703 [02:42<00:03, 26.58it/s]


dev:  97%|█████████▋| 2627/2703 [02:42<00:02, 27.92it/s]


dev:  97%|█████████▋| 2631/2703 [02:42<00:02, 29.19it/s]


dev:  97%|█████████▋| 2634/2703 [02:42<00:02, 27.87it/s]


dev:  98%|█████████▊| 2637/2703 [02:42<00:02, 28.29it/s]


dev:  98%|█████████▊| 2640/2703 [02:42<00:02, 26.90it/s]


dev:  98%|█████████▊| 2643/2703 [02:42<00:02, 27.05it/s]


dev:  98%|█████████▊| 2646/2703 [02:42<00:02, 26.00it/s]


dev:  98%|█████████▊| 2649/2703 [02:43<00:02, 25.92it/s]


dev:  98%|█████████▊| 2652/2703 [02:43<00:02, 24.35it/s]


dev:  98%|█████████▊| 2655/2703 [02:43<00:01, 24.84it/s]


dev:  98%|█████████▊| 2659/2703 [02:43<00:01, 27.30it/s]


dev:  98%|█████████▊| 2662/2703 [02:43<00:01, 27.12it/s]


dev:  99%|█████████▊| 2665/2703 [02:43<00:01, 27.66it/s]


dev:  99%|█████████▊| 2668/2703 [02:43<00:01, 27.63it/s]


dev:  99%|█████████▉| 2672/2703 [02:43<00:01, 28.86it/s]


dev:  99%|█████████▉| 2676/2703 [02:44<00:00, 30.57it/s]


dev:  99%|█████████▉| 2680/2703 [02:44<00:00, 29.75it/s]


dev:  99%|█████████▉| 2684/2703 [02:44<00:00, 30.50it/s]


dev:  99%|█████████▉| 2688/2703 [02:44<00:00, 28.35it/s]


dev: 100%|█████████▉| 2692/2703 [02:44<00:00, 30.44it/s]


dev: 100%|█████████▉| 2696/2703 [02:44<00:00, 31.09it/s]


dev: 100%|█████████▉| 2700/2703 [02:44<00:00, 31.46it/s]
dev: 100%|██████████| 2703/2703 [02:45<00:00, 16.36it/s]

                                                            

                                                          

overall:  50%|████▉     | 1999/4000 [43:16<40:38,  1.22s/it]

train:  57%|█████▋    | 1999/3515 [43:14<30:47,  1.22s/it]
                                                            

                                                          

overall:  50%|████▉     | 1999/4000 [43:16<40:38,  1.22s/it]

train:  57%|█████▋    | 1999/3515 [43:14<30:47,  1.22s/it]
overall:  50%|█████     | 2000/4000 [43:16<28:31:10, 51.34s/it]

train:  57%|█████▋    | 2000/3515 [43:14<21:36:12, 51.34s/it]
overall:  50%|█████     | 2001/4000 [43:17<20:03:32, 36.12s/it]

train:  57%|█████▋    | 2001/3515 [43:15<15:11:32, 36.12s/it]
overall:  50%|█████     | 2002/4000 [43:18<14:14:45, 25.67s/it]

train:  57%|█████▋    | 2002/3515 [43:16<10:47:16, 25.67s/it]
overall:  50%|█████     | 2003/4000 [43:19<10:10:34, 18.34s/it]

train:  57%|█████▋    | 2003/3515 [43:17<7:42:17, 18.34s/it] 
overall:  50%|█████     | 2004/4000 [43:21<7:20:43, 13.25s/it] 

train:  57%|█████▋    | 2004/3515 [43:19<5:33:37, 13.25s/it]
overall:  50%|█████     | 2005/4000 [43:22<5:19:52,  9.62s/it]

train:  57%|█████▋    | 2005/3515 [43:20<4:02:06,  9.62s/it]
overall:  50%|█████     | 2006/4000 [43:23<3:55:17,  7.08s/it]

train:  57%|█████▋    | 2006/3515 [43:21<2:58:03,  7.08s/it]
overall:  50%|█████     | 2007/4000 [43:24<2:57:17,  5.34s/it]

train:  57%|█████▋    | 2007/3515 [43:22<2:14:09,  5.34s/it]
overall:  50%|█████     | 2008/4000 [43:25<2:14:13,  4.04s/it]

train:  57%|█████▋    | 2008/3515 [43:23<1:41:32,  4.04s/it]
overall:  50%|█████     | 2009/4000 [43:26<1:44:29,  3.15s/it]

train:  57%|█████▋    | 2009/3515 [43:24<1:19:01,  3.15s/it]
overall:  50%|█████     | 2010/4000 [43:28<1:25:44,  2.59s/it]

train:  57%|█████▋    | 2010/3515 [43:26<1:04:50,  2.59s/it]
overall:  50%|█████     | 2011/4000 [43:29<1:12:43,  2.19s/it]

train:  57%|█████▋    | 2011/3515 [43:27<54:59,  2.19s/it]  
overall:  50%|█████     | 2012/4000 [43:30<1:03:30,  1.92s/it]

train:  57%|█████▋    | 2012/3515 [43:28<48:01,  1.92s/it]
overall:  50%|█████     | 2013/4000 [43:31<49:27,  1.49s/it]  

train:  57%|█████▋    | 2013/3515 [43:29<37:22,  1.49s/it]
overall:  50%|█████     | 2014/4000 [43:32<47:15,  1.43s/it]

train:  57%|█████▋    | 2014/3515 [43:30<35:42,  1.43s/it]
overall:  50%|█████     | 2015/4000 [43:33<45:06,  1.36s/it]

train:  57%|█████▋    | 2015/3515 [43:31<34:04,  1.36s/it]
overall:  50%|█████     | 2016/4000 [43:34<40:15,  1.22s/it]

train:  57%|█████▋    | 2016/3515 [43:32<30:24,  1.22s/it]
overall:  50%|█████     | 2017/4000 [43:35<40:47,  1.23s/it]

train:  57%|█████▋    | 2017/3515 [43:33<30:49,  1.23s/it]
overall:  50%|█████     | 2018/4000 [43:37<40:40,  1.23s/it]

train:  57%|█████▋    | 2018/3515 [43:35<30:42,  1.23s/it]
overall:  50%|█████     | 2019/4000 [43:38<40:29,  1.23s/it]

train:  57%|█████▋    | 2019/3515 [43:36<30:34,  1.23s/it]
overall:  50%|█████     | 2020/4000 [43:39<41:22,  1.25s/it]

train:  57%|█████▋    | 2020/3515 [43:37<31:14,  1.25s/it]
overall:  51%|█████     | 2021/4000 [43:40<40:24,  1.23s/it]

train:  57%|█████▋    | 2021/3515 [43:38<30:30,  1.23s/it]
overall:  51%|█████     | 2022/4000 [43:41<39:35,  1.20s/it]

train:  58%|█████▊    | 2022/3515 [43:39<29:53,  1.20s/it]
overall:  51%|█████     | 2023/4000 [43:43<39:07,  1.19s/it]

train:  58%|█████▊    | 2023/3515 [43:41<29:31,  1.19s/it]
overall:  51%|█████     | 2024/4000 [43:44<39:29,  1.20s/it]

train:  58%|█████▊    | 2024/3515 [43:42<29:48,  1.20s/it]
overall:  51%|█████     | 2025/4000 [43:45<39:39,  1.21s/it]

train:  58%|█████▊    | 2025/3515 [43:43<29:55,  1.21s/it]
overall:  51%|█████     | 2026/4000 [43:46<40:21,  1.23s/it]

train:  58%|█████▊    | 2026/3515 [43:44<30:26,  1.23s/it]
overall:  51%|█████     | 2027/4000 [43:47<35:35,  1.08s/it]

train:  58%|█████▊    | 2027/3515 [43:45<26:50,  1.08s/it]
overall:  51%|█████     | 2028/4000 [43:48<34:36,  1.05s/it]

train:  58%|█████▊    | 2028/3515 [43:46<26:05,  1.05s/it]
overall:  51%|█████     | 2029/4000 [43:49<35:03,  1.07s/it]

train:  58%|█████▊    | 2029/3515 [43:47<26:25,  1.07s/it]
overall:  51%|█████     | 2030/4000 [43:50<36:26,  1.11s/it]

train:  58%|█████▊    | 2030/3515 [43:48<27:28,  1.11s/it]
overall:  51%|█████     | 2031/4000 [43:51<33:08,  1.01s/it]

train:  58%|█████▊    | 2031/3515 [43:49<24:58,  1.01s/it]
overall:  51%|█████     | 2032/4000 [43:52<36:02,  1.10s/it]

train:  58%|█████▊    | 2032/3515 [43:50<27:09,  1.10s/it]
overall:  51%|█████     | 2033/4000 [43:53<34:59,  1.07s/it]

train:  58%|█████▊    | 2033/3515 [43:51<26:21,  1.07s/it]
overall:  51%|█████     | 2034/4000 [43:55<36:30,  1.11s/it]

train:  58%|█████▊    | 2034/3515 [43:53<27:30,  1.11s/it]
overall:  51%|█████     | 2035/4000 [43:56<36:54,  1.13s/it]

train:  58%|█████▊    | 2035/3515 [43:54<27:47,  1.13s/it]
overall:  51%|█████     | 2036/4000 [43:57<37:37,  1.15s/it]

train:  58%|█████▊    | 2036/3515 [43:55<28:20,  1.15s/it]
overall:  51%|█████     | 2037/4000 [43:58<37:47,  1.16s/it]

train:  58%|█████▊    | 2037/3515 [43:56<28:27,  1.16s/it]
overall:  51%|█████     | 2038/4000 [43:59<38:26,  1.18s/it]

train:  58%|█████▊    | 2038/3515 [43:57<28:56,  1.18s/it]
overall:  51%|█████     | 2039/4000 [44:01<39:17,  1.20s/it]

train:  58%|█████▊    | 2039/3515 [43:59<29:34,  1.20s/it]
overall:  51%|█████     | 2040/4000 [44:02<39:24,  1.21s/it]

train:  58%|█████▊    | 2040/3515 [44:00<29:39,  1.21s/it]
overall:  51%|█████     | 2041/4000 [44:03<39:21,  1.21s/it]

train:  58%|█████▊    | 2041/3515 [44:01<29:36,  1.21s/it]
overall:  51%|█████     | 2042/4000 [44:04<38:59,  1.19s/it]

train:  58%|█████▊    | 2042/3515 [44:02<29:19,  1.19s/it]
overall:  51%|█████     | 2043/4000 [44:06<39:14,  1.20s/it]

train:  58%|█████▊    | 2043/3515 [44:04<29:31,  1.20s/it]
overall:  51%|█████     | 2044/4000 [44:07<42:26,  1.30s/it]

train:  58%|█████▊    | 2044/3515 [44:05<31:55,  1.30s/it]
overall:  51%|█████     | 2045/4000 [44:08<40:29,  1.24s/it]

train:  58%|█████▊    | 2045/3515 [44:06<30:26,  1.24s/it]
overall:  51%|█████     | 2046/4000 [44:09<40:16,  1.24s/it]

train:  58%|█████▊    | 2046/3515 [44:07<30:16,  1.24s/it]
overall:  51%|█████     | 2047/4000 [44:11<39:57,  1.23s/it]

train:  58%|█████▊    | 2047/3515 [44:09<30:02,  1.23s/it]
overall:  51%|█████     | 2048/4000 [44:12<37:29,  1.15s/it]

train:  58%|█████▊    | 2048/3515 [44:10<28:10,  1.15s/it]
overall:  51%|█████     | 2049/4000 [44:13<38:18,  1.18s/it]

train:  58%|█████▊    | 2049/3515 [44:11<28:46,  1.18s/it]
overall:  51%|█████▏    | 2050/4000 [44:14<38:55,  1.20s/it]

train:  58%|█████▊    | 2050/3515 [44:12<29:14,  1.20s/it]
overall:  51%|█████▏    | 2051/4000 [44:15<39:07,  1.20s/it]

train:  58%|█████▊    | 2051/3515 [44:13<29:23,  1.20s/it]
overall:  51%|█████▏    | 2052/4000 [44:16<38:56,  1.20s/it]

train:  58%|█████▊    | 2052/3515 [44:14<29:14,  1.20s/it]
overall:  51%|█████▏    | 2053/4000 [44:18<37:57,  1.17s/it]

train:  58%|█████▊    | 2053/3515 [44:16<28:29,  1.17s/it]
overall:  51%|█████▏    | 2054/4000 [44:18<31:55,  1.02it/s]

train:  58%|█████▊    | 2054/3515 [44:16<23:57,  1.02it/s]
overall:  51%|█████▏    | 2055/4000 [44:19<32:57,  1.02s/it]

train:  58%|█████▊    | 2055/3515 [44:17<24:44,  1.02s/it]
overall:  51%|█████▏    | 2056/4000 [44:20<35:06,  1.08s/it]

train:  58%|█████▊    | 2056/3515 [44:18<26:20,  1.08s/it]
overall:  51%|█████▏    | 2057/4000 [44:22<36:25,  1.12s/it]

train:  59%|█████▊    | 2057/3515 [44:20<27:20,  1.12s/it]
overall:  51%|█████▏    | 2058/4000 [44:23<37:24,  1.16s/it]

train:  59%|█████▊    | 2058/3515 [44:21<28:04,  1.16s/it]
overall:  51%|█████▏    | 2059/4000 [44:24<38:35,  1.19s/it]

train:  59%|█████▊    | 2059/3515 [44:22<28:57,  1.19s/it]
overall:  52%|█████▏    | 2060/4000 [44:25<38:53,  1.20s/it]

train:  59%|█████▊    | 2060/3515 [44:23<29:10,  1.20s/it]
overall:  52%|█████▏    | 2061/4000 [44:26<36:27,  1.13s/it]

train:  59%|█████▊    | 2061/3515 [44:24<27:20,  1.13s/it]
overall:  52%|█████▏    | 2062/4000 [44:28<37:55,  1.17s/it]

train:  59%|█████▊    | 2062/3515 [44:26<28:26,  1.17s/it]
overall:  52%|█████▏    | 2063/4000 [44:29<36:17,  1.12s/it]

train:  59%|█████▊    | 2063/3515 [44:27<27:12,  1.12s/it]
overall:  52%|█████▏    | 2064/4000 [44:29<29:35,  1.09it/s]

train:  59%|█████▊    | 2064/3515 [44:27<22:10,  1.09it/s]
overall:  52%|█████▏    | 2065/4000 [44:30<33:03,  1.02s/it]

train:  59%|█████▊    | 2065/3515 [44:28<24:45,  1.02s/it]
overall:  52%|█████▏    | 2066/4000 [44:31<32:14,  1.00s/it]

train:  59%|█████▉    | 2066/3515 [44:29<24:09,  1.00s/it]
overall:  52%|█████▏    | 2067/4000 [44:33<34:27,  1.07s/it]

train:  59%|█████▉    | 2067/3515 [44:31<25:48,  1.07s/it]
overall:  52%|█████▏    | 2068/4000 [44:34<35:51,  1.11s/it]

train:  59%|█████▉    | 2068/3515 [44:32<26:51,  1.11s/it]
overall:  52%|█████▏    | 2069/4000 [44:35<37:16,  1.16s/it]

train:  59%|█████▉    | 2069/3515 [44:33<27:54,  1.16s/it]
overall:  52%|█████▏    | 2070/4000 [44:36<37:48,  1.18s/it]

train:  59%|█████▉    | 2070/3515 [44:34<28:18,  1.18s/it]
overall:  52%|█████▏    | 2071/4000 [44:37<38:10,  1.19s/it]

train:  59%|█████▉    | 2071/3515 [44:35<28:34,  1.19s/it]
overall:  52%|█████▏    | 2072/4000 [44:38<35:36,  1.11s/it]

train:  59%|█████▉    | 2072/3515 [44:36<26:39,  1.11s/it]
overall:  52%|█████▏    | 2073/4000 [44:40<37:09,  1.16s/it]

train:  59%|█████▉    | 2073/3515 [44:38<27:48,  1.16s/it]
overall:  52%|█████▏    | 2074/4000 [44:41<37:51,  1.18s/it]

train:  59%|█████▉    | 2074/3515 [44:39<28:19,  1.18s/it]
overall:  52%|█████▏    | 2075/4000 [44:42<35:41,  1.11s/it]

train:  59%|█████▉    | 2075/3515 [44:40<26:41,  1.11s/it]
overall:  52%|█████▏    | 2076/4000 [44:43<38:14,  1.19s/it]

train:  59%|█████▉    | 2076/3515 [44:41<28:35,  1.19s/it]
overall:  52%|█████▏    | 2077/4000 [44:44<37:51,  1.18s/it]

train:  59%|█████▉    | 2077/3515 [44:42<28:18,  1.18s/it]
overall:  52%|█████▏    | 2078/4000 [44:46<37:55,  1.18s/it]

train:  59%|█████▉    | 2078/3515 [44:44<28:21,  1.18s/it]
overall:  52%|█████▏    | 2079/4000 [44:47<37:22,  1.17s/it]

train:  59%|█████▉    | 2079/3515 [44:45<27:56,  1.17s/it]
overall:  52%|█████▏    | 2080/4000 [44:48<38:29,  1.20s/it]

train:  59%|█████▉    | 2080/3515 [44:46<28:45,  1.20s/it]
overall:  52%|█████▏    | 2081/4000 [44:49<38:16,  1.20s/it]

train:  59%|█████▉    | 2081/3515 [44:47<28:35,  1.20s/it]
overall:  52%|█████▏    | 2082/4000 [44:50<39:09,  1.23s/it]

train:  59%|█████▉    | 2082/3515 [44:48<29:15,  1.23s/it]
overall:  52%|█████▏    | 2083/4000 [44:52<39:03,  1.22s/it]

train:  59%|█████▉    | 2083/3515 [44:50<29:10,  1.22s/it]
overall:  52%|█████▏    | 2084/4000 [44:53<38:51,  1.22s/it]

train:  59%|█████▉    | 2084/3515 [44:51<29:01,  1.22s/it]
overall:  52%|█████▏    | 2085/4000 [44:54<40:14,  1.26s/it]

train:  59%|█████▉    | 2085/3515 [44:52<30:03,  1.26s/it]
overall:  52%|█████▏    | 2086/4000 [44:55<38:29,  1.21s/it]

train:  59%|█████▉    | 2086/3515 [44:53<28:44,  1.21s/it]
overall:  52%|█████▏    | 2087/4000 [44:57<38:35,  1.21s/it]

train:  59%|█████▉    | 2087/3515 [44:55<28:48,  1.21s/it]
overall:  52%|█████▏    | 2088/4000 [44:58<38:09,  1.20s/it]

train:  59%|█████▉    | 2088/3515 [44:56<28:29,  1.20s/it]
overall:  52%|█████▏    | 2089/4000 [44:59<38:20,  1.20s/it]

train:  59%|█████▉    | 2089/3515 [44:57<28:36,  1.20s/it]
overall:  52%|█████▏    | 2090/4000 [45:00<38:27,  1.21s/it]

train:  59%|█████▉    | 2090/3515 [44:58<28:41,  1.21s/it]
overall:  52%|█████▏    | 2091/4000 [45:01<37:41,  1.18s/it]

train:  59%|█████▉    | 2091/3515 [44:59<28:07,  1.18s/it]
overall:  52%|█████▏    | 2092/4000 [45:02<38:13,  1.20s/it]

train:  60%|█████▉    | 2092/3515 [45:00<28:30,  1.20s/it]
overall:  52%|█████▏    | 2093/4000 [45:03<32:54,  1.04s/it]

train:  60%|█████▉    | 2093/3515 [45:01<24:32,  1.04s/it]
overall:  52%|█████▏    | 2094/4000 [45:04<34:45,  1.09s/it]

train:  60%|█████▉    | 2094/3515 [45:02<25:54,  1.09s/it]
overall:  52%|█████▏    | 2095/4000 [45:05<27:11,  1.17it/s]

train:  60%|█████▉    | 2095/3515 [45:03<20:16,  1.17it/s]
overall:  52%|█████▏    | 2096/4000 [45:06<30:02,  1.06it/s]

train:  60%|█████▉    | 2096/3515 [45:04<22:23,  1.06it/s]
overall:  52%|█████▏    | 2097/4000 [45:07<31:55,  1.01s/it]

train:  60%|█████▉    | 2097/3515 [45:05<23:47,  1.01s/it]
overall:  52%|█████▏    | 2098/4000 [45:08<33:59,  1.07s/it]

train:  60%|█████▉    | 2098/3515 [45:06<25:19,  1.07s/it]
overall:  52%|█████▏    | 2099/4000 [45:09<34:23,  1.09s/it]

train:  60%|█████▉    | 2099/3515 [45:07<25:36,  1.09s/it]
overall:  52%|█████▎    | 2100/4000 [45:11<35:52,  1.13s/it]

train:  60%|█████▉    | 2100/3515 [45:09<26:43,  1.13s/it]
overall:  53%|█████▎    | 2101/4000 [45:12<34:42,  1.10s/it]

train:  60%|█████▉    | 2101/3515 [45:10<25:50,  1.10s/it]
overall:  53%|█████▎    | 2102/4000 [45:13<35:09,  1.11s/it]

train:  60%|█████▉    | 2102/3515 [45:11<26:10,  1.11s/it]
overall:  53%|█████▎    | 2103/4000 [45:14<33:50,  1.07s/it]

train:  60%|█████▉    | 2103/3515 [45:12<25:11,  1.07s/it]
overall:  53%|█████▎    | 2104/4000 [45:15<34:52,  1.10s/it]

train:  60%|█████▉    | 2104/3515 [45:13<25:56,  1.10s/it]
overall:  53%|█████▎    | 2105/4000 [45:15<29:44,  1.06it/s]

train:  60%|█████▉    | 2105/3515 [45:13<22:07,  1.06it/s]
overall:  53%|█████▎    | 2106/4000 [45:17<33:04,  1.05s/it]

train:  60%|█████▉    | 2106/3515 [45:15<24:35,  1.05s/it]
overall:  53%|█████▎    | 2107/4000 [45:17<29:14,  1.08it/s]

train:  60%|█████▉    | 2107/3515 [45:15<21:44,  1.08it/s]
overall:  53%|█████▎    | 2108/4000 [45:19<31:16,  1.01it/s]

train:  60%|█████▉    | 2108/3515 [45:17<23:15,  1.01it/s]
overall:  53%|█████▎    | 2109/4000 [45:19<24:55,  1.26it/s]

train:  60%|██████    | 2109/3515 [45:17<18:32,  1.26it/s]
overall:  53%|█████▎    | 2110/4000 [45:20<29:14,  1.08it/s]

train:  60%|██████    | 2110/3515 [45:18<21:44,  1.08it/s]
overall:  53%|█████▎    | 2111/4000 [45:21<31:13,  1.01it/s]

train:  60%|██████    | 2111/3515 [45:19<23:12,  1.01it/s]
overall:  53%|█████▎    | 2112/4000 [45:22<27:23,  1.15it/s]

train:  60%|██████    | 2112/3515 [45:20<20:21,  1.15it/s]
overall:  53%|█████▎    | 2113/4000 [45:23<31:00,  1.01it/s]

train:  60%|██████    | 2113/3515 [45:21<23:02,  1.01it/s]
overall:  53%|█████▎    | 2114/4000 [45:24<31:45,  1.01s/it]

train:  60%|██████    | 2114/3515 [45:22<23:35,  1.01s/it]
overall:  53%|█████▎    | 2115/4000 [45:25<33:01,  1.05s/it]

train:  60%|██████    | 2115/3515 [45:23<24:31,  1.05s/it]
overall:  53%|█████▎    | 2116/4000 [45:27<35:31,  1.13s/it]

train:  60%|██████    | 2116/3515 [45:25<26:22,  1.13s/it]
overall:  53%|█████▎    | 2117/4000 [45:28<36:20,  1.16s/it]

train:  60%|██████    | 2117/3515 [45:26<26:58,  1.16s/it]
overall:  53%|█████▎    | 2118/4000 [45:29<35:56,  1.15s/it]

train:  60%|██████    | 2118/3515 [45:27<26:40,  1.15s/it]
overall:  53%|█████▎    | 2119/4000 [45:30<36:34,  1.17s/it]

train:  60%|██████    | 2119/3515 [45:28<27:08,  1.17s/it]
overall:  53%|█████▎    | 2120/4000 [45:31<36:53,  1.18s/it]

train:  60%|██████    | 2120/3515 [45:29<27:22,  1.18s/it]
overall:  53%|█████▎    | 2121/4000 [45:32<28:24,  1.10it/s]

train:  60%|██████    | 2121/3515 [45:30<21:04,  1.10it/s]
overall:  53%|█████▎    | 2122/4000 [45:33<30:30,  1.03it/s]

train:  60%|██████    | 2122/3515 [45:31<22:37,  1.03it/s]
overall:  53%|█████▎    | 2123/4000 [45:33<28:17,  1.11it/s]

train:  60%|██████    | 2123/3515 [45:32<20:58,  1.11it/s]
overall:  53%|█████▎    | 2124/4000 [45:35<31:50,  1.02s/it]

train:  60%|██████    | 2124/3515 [45:33<23:36,  1.02s/it]
overall:  53%|█████▎    | 2125/4000 [45:36<33:12,  1.06s/it]

train:  60%|██████    | 2125/3515 [45:34<24:37,  1.06s/it]
overall:  53%|█████▎    | 2126/4000 [45:37<34:48,  1.11s/it]

train:  60%|██████    | 2126/3515 [45:35<25:47,  1.11s/it]
overall:  53%|█████▎    | 2127/4000 [45:38<34:51,  1.12s/it]

train:  61%|██████    | 2127/3515 [45:36<25:50,  1.12s/it]
overall:  53%|█████▎    | 2128/4000 [45:40<36:42,  1.18s/it]

train:  61%|██████    | 2128/3515 [45:38<27:11,  1.18s/it]
overall:  53%|█████▎    | 2129/4000 [45:41<36:43,  1.18s/it]

train:  61%|██████    | 2129/3515 [45:39<27:12,  1.18s/it]
overall:  53%|█████▎    | 2130/4000 [45:41<28:51,  1.08it/s]

train:  61%|██████    | 2130/3515 [45:39<21:22,  1.08it/s]
overall:  53%|█████▎    | 2131/4000 [45:42<30:48,  1.01it/s]

train:  61%|██████    | 2131/3515 [45:40<22:49,  1.01it/s]
overall:  53%|█████▎    | 2132/4000 [45:43<30:53,  1.01it/s]

train:  61%|██████    | 2132/3515 [45:41<22:52,  1.01it/s]
overall:  53%|█████▎    | 2133/4000 [45:45<33:48,  1.09s/it]

train:  61%|██████    | 2133/3515 [45:43<25:01,  1.09s/it]
overall:  53%|█████▎    | 2134/4000 [45:46<34:42,  1.12s/it]

train:  61%|██████    | 2134/3515 [45:44<25:41,  1.12s/it]
overall:  53%|█████▎    | 2135/4000 [45:46<29:23,  1.06it/s]

train:  61%|██████    | 2135/3515 [45:44<21:45,  1.06it/s]
overall:  53%|█████▎    | 2136/4000 [45:47<24:39,  1.26it/s]

train:  61%|██████    | 2136/3515 [45:45<18:14,  1.26it/s]
overall:  53%|█████▎    | 2137/4000 [45:48<27:53,  1.11it/s]

train:  61%|██████    | 2137/3515 [45:46<20:37,  1.11it/s]
overall:  53%|█████▎    | 2138/4000 [45:49<31:22,  1.01s/it]

train:  61%|██████    | 2138/3515 [45:47<23:12,  1.01s/it]
overall:  53%|█████▎    | 2139/4000 [45:50<32:43,  1.06s/it]

train:  61%|██████    | 2139/3515 [45:48<24:11,  1.06s/it]
overall:  54%|█████▎    | 2140/4000 [45:52<35:18,  1.14s/it]

train:  61%|██████    | 2140/3515 [45:50<26:06,  1.14s/it]
overall:  54%|█████▎    | 2141/4000 [45:53<36:12,  1.17s/it]

train:  61%|██████    | 2141/3515 [45:51<26:46,  1.17s/it]
overall:  54%|█████▎    | 2142/4000 [45:54<36:35,  1.18s/it]

train:  61%|██████    | 2142/3515 [45:52<27:02,  1.18s/it]
overall:  54%|█████▎    | 2143/4000 [45:55<36:18,  1.17s/it]

train:  61%|██████    | 2143/3515 [45:53<26:49,  1.17s/it]
overall:  54%|█████▎    | 2144/4000 [45:57<36:55,  1.19s/it]

train:  61%|██████    | 2144/3515 [45:55<27:16,  1.19s/it]
overall:  54%|█████▎    | 2145/4000 [45:58<36:20,  1.18s/it]

train:  61%|██████    | 2145/3515 [45:56<26:50,  1.18s/it]
overall:  54%|█████▎    | 2146/4000 [45:59<35:35,  1.15s/it]

train:  61%|██████    | 2146/3515 [45:57<26:16,  1.15s/it]
overall:  54%|█████▎    | 2147/4000 [46:00<36:49,  1.19s/it]

train:  61%|██████    | 2147/3515 [45:58<27:10,  1.19s/it]
overall:  54%|█████▎    | 2148/4000 [46:01<37:58,  1.23s/it]

train:  61%|██████    | 2148/3515 [45:59<28:02,  1.23s/it]
overall:  54%|█████▎    | 2149/4000 [46:03<37:43,  1.22s/it]

train:  61%|██████    | 2149/3515 [46:01<27:50,  1.22s/it]
overall:  54%|█████▍    | 2150/4000 [46:04<38:19,  1.24s/it]

train:  61%|██████    | 2150/3515 [46:02<28:16,  1.24s/it]
overall:  54%|█████▍    | 2151/4000 [46:05<37:22,  1.21s/it]

train:  61%|██████    | 2151/3515 [46:03<27:34,  1.21s/it]
overall:  54%|█████▍    | 2152/4000 [46:06<38:19,  1.24s/it]

train:  61%|██████    | 2152/3515 [46:04<28:15,  1.24s/it]
overall:  54%|█████▍    | 2153/4000 [46:07<35:23,  1.15s/it]

train:  61%|██████▏   | 2153/3515 [46:05<26:05,  1.15s/it]
overall:  54%|█████▍    | 2154/4000 [46:08<32:00,  1.04s/it]

train:  61%|██████▏   | 2154/3515 [46:06<23:35,  1.04s/it]
overall:  54%|█████▍    | 2155/4000 [46:09<33:06,  1.08s/it]

train:  61%|██████▏   | 2155/3515 [46:07<24:24,  1.08s/it]
overall:  54%|█████▍    | 2156/4000 [46:10<35:06,  1.14s/it]

train:  61%|██████▏   | 2156/3515 [46:08<25:52,  1.14s/it]
overall:  54%|█████▍    | 2157/4000 [46:12<36:32,  1.19s/it]

train:  61%|██████▏   | 2157/3515 [46:10<26:55,  1.19s/it]
overall:  54%|█████▍    | 2158/4000 [46:13<37:08,  1.21s/it]

train:  61%|██████▏   | 2158/3515 [46:11<27:21,  1.21s/it]
overall:  54%|█████▍    | 2159/4000 [46:14<36:17,  1.18s/it]

train:  61%|██████▏   | 2159/3515 [46:12<26:43,  1.18s/it]
overall:  54%|█████▍    | 2160/4000 [46:15<36:12,  1.18s/it]

train:  61%|██████▏   | 2160/3515 [46:13<26:40,  1.18s/it]
overall:  54%|█████▍    | 2161/4000 [46:17<36:19,  1.19s/it]

train:  61%|██████▏   | 2161/3515 [46:15<26:44,  1.19s/it]
overall:  54%|█████▍    | 2162/4000 [46:18<35:27,  1.16s/it]

train:  62%|██████▏   | 2162/3515 [46:16<26:06,  1.16s/it]
overall:  54%|█████▍    | 2163/4000 [46:19<36:37,  1.20s/it]

train:  62%|██████▏   | 2163/3515 [46:17<26:57,  1.20s/it]
overall:  54%|█████▍    | 2164/4000 [46:20<38:01,  1.24s/it]

train:  62%|██████▏   | 2164/3515 [46:18<27:58,  1.24s/it]
overall:  54%|█████▍    | 2165/4000 [46:22<38:24,  1.26s/it]

train:  62%|██████▏   | 2165/3515 [46:20<28:15,  1.26s/it]
overall:  54%|█████▍    | 2166/4000 [46:22<31:51,  1.04s/it]

train:  62%|██████▏   | 2166/3515 [46:20<23:25,  1.04s/it]
overall:  54%|█████▍    | 2167/4000 [46:23<33:34,  1.10s/it]

train:  62%|██████▏   | 2167/3515 [46:21<24:41,  1.10s/it]
overall:  54%|█████▍    | 2168/4000 [46:25<34:45,  1.14s/it]

train:  62%|██████▏   | 2168/3515 [46:23<25:33,  1.14s/it]
overall:  54%|█████▍    | 2169/4000 [46:26<35:32,  1.16s/it]

train:  62%|██████▏   | 2169/3515 [46:24<26:07,  1.16s/it]
overall:  54%|█████▍    | 2170/4000 [46:27<36:11,  1.19s/it]

train:  62%|██████▏   | 2170/3515 [46:25<26:35,  1.19s/it]
overall:  54%|█████▍    | 2171/4000 [46:28<36:26,  1.20s/it]

train:  62%|██████▏   | 2171/3515 [46:26<26:46,  1.20s/it]
overall:  54%|█████▍    | 2172/4000 [46:29<37:04,  1.22s/it]

train:  62%|██████▏   | 2172/3515 [46:27<27:14,  1.22s/it]
overall:  54%|█████▍    | 2173/4000 [46:31<36:01,  1.18s/it]

train:  62%|██████▏   | 2173/3515 [46:29<26:27,  1.18s/it]
overall:  54%|█████▍    | 2174/4000 [46:32<36:56,  1.21s/it]

train:  62%|██████▏   | 2174/3515 [46:30<27:07,  1.21s/it]
overall:  54%|█████▍    | 2175/4000 [46:33<37:02,  1.22s/it]

train:  62%|██████▏   | 2175/3515 [46:31<27:12,  1.22s/it]
overall:  54%|█████▍    | 2176/4000 [46:34<37:04,  1.22s/it]

train:  62%|██████▏   | 2176/3515 [46:32<27:12,  1.22s/it]
overall:  54%|█████▍    | 2177/4000 [46:36<37:38,  1.24s/it]

train:  62%|██████▏   | 2177/3515 [46:34<27:37,  1.24s/it]
overall:  54%|█████▍    | 2178/4000 [46:37<38:03,  1.25s/it]

train:  62%|██████▏   | 2178/3515 [46:35<27:55,  1.25s/it]
overall:  54%|█████▍    | 2179/4000 [46:38<37:13,  1.23s/it]

train:  62%|██████▏   | 2179/3515 [46:36<27:18,  1.23s/it]
overall:  55%|█████▍    | 2180/4000 [46:39<33:20,  1.10s/it]

train:  62%|██████▏   | 2180/3515 [46:37<24:27,  1.10s/it]
overall:  55%|█████▍    | 2181/4000 [46:40<35:06,  1.16s/it]

train:  62%|██████▏   | 2181/3515 [46:38<25:44,  1.16s/it]
overall:  55%|█████▍    | 2182/4000 [46:41<34:53,  1.15s/it]

train:  62%|██████▏   | 2182/3515 [46:39<25:34,  1.15s/it]
overall:  55%|█████▍    | 2183/4000 [46:42<35:14,  1.16s/it]

train:  62%|██████▏   | 2183/3515 [46:40<25:50,  1.16s/it]
overall:  55%|█████▍    | 2184/4000 [46:44<35:37,  1.18s/it]

train:  62%|██████▏   | 2184/3515 [46:42<26:06,  1.18s/it]
overall:  55%|█████▍    | 2185/4000 [46:45<35:55,  1.19s/it]

train:  62%|██████▏   | 2185/3515 [46:43<26:19,  1.19s/it]
overall:  55%|█████▍    | 2186/4000 [46:46<36:15,  1.20s/it]

train:  62%|██████▏   | 2186/3515 [46:44<26:33,  1.20s/it]
overall:  55%|█████▍    | 2187/4000 [46:47<36:39,  1.21s/it]

train:  62%|██████▏   | 2187/3515 [46:45<26:50,  1.21s/it]
overall:  55%|█████▍    | 2188/4000 [46:49<36:58,  1.22s/it]

train:  62%|██████▏   | 2188/3515 [46:47<27:04,  1.22s/it]
overall:  55%|█████▍    | 2189/4000 [46:50<36:54,  1.22s/it]

train:  62%|██████▏   | 2189/3515 [46:48<27:01,  1.22s/it]
overall:  55%|█████▍    | 2190/4000 [46:51<37:07,  1.23s/it]

train:  62%|██████▏   | 2190/3515 [46:49<27:10,  1.23s/it]
overall:  55%|█████▍    | 2191/4000 [46:52<37:07,  1.23s/it]

train:  62%|██████▏   | 2191/3515 [46:50<27:10,  1.23s/it]
overall:  55%|█████▍    | 2192/4000 [46:54<37:15,  1.24s/it]

train:  62%|██████▏   | 2192/3515 [46:52<27:15,  1.24s/it]
overall:  55%|█████▍    | 2193/4000 [46:55<37:37,  1.25s/it]

train:  62%|██████▏   | 2193/3515 [46:53<27:31,  1.25s/it]
overall:  55%|█████▍    | 2194/4000 [46:56<37:59,  1.26s/it]

train:  62%|██████▏   | 2194/3515 [46:54<27:47,  1.26s/it]
overall:  55%|█████▍    | 2195/4000 [46:57<38:12,  1.27s/it]

train:  62%|██████▏   | 2195/3515 [46:55<27:56,  1.27s/it]
overall:  55%|█████▍    | 2196/4000 [46:59<39:25,  1.31s/it]

train:  62%|██████▏   | 2196/3515 [46:57<28:49,  1.31s/it]
overall:  55%|█████▍    | 2197/4000 [47:00<38:05,  1.27s/it]

train:  63%|██████▎   | 2197/3515 [46:58<27:50,  1.27s/it]
overall:  55%|█████▍    | 2198/4000 [47:01<37:06,  1.24s/it]

train:  63%|██████▎   | 2198/3515 [46:59<27:07,  1.24s/it]
overall:  55%|█████▍    | 2199/4000 [47:02<37:10,  1.24s/it]

train:  63%|██████▎   | 2199/3515 [47:00<27:10,  1.24s/it]
overall:  55%|█████▌    | 2200/4000 [47:04<37:57,  1.27s/it]

train:  63%|██████▎   | 2200/3515 [47:02<27:43,  1.27s/it]
overall:  55%|█████▌    | 2201/4000 [47:05<37:38,  1.26s/it]

train:  63%|██████▎   | 2201/3515 [47:03<27:29,  1.26s/it]
overall:  55%|█████▌    | 2202/4000 [47:06<37:17,  1.24s/it]

train:  63%|██████▎   | 2202/3515 [47:04<27:14,  1.24s/it]
overall:  55%|█████▌    | 2203/4000 [47:07<37:13,  1.24s/it]

train:  63%|██████▎   | 2203/3515 [47:05<27:10,  1.24s/it]
overall:  55%|█████▌    | 2204/4000 [47:09<36:56,  1.23s/it]

train:  63%|██████▎   | 2204/3515 [47:07<26:58,  1.23s/it]
overall:  55%|█████▌    | 2205/4000 [47:10<37:16,  1.25s/it]

train:  63%|██████▎   | 2205/3515 [47:08<27:11,  1.25s/it]
overall:  55%|█████▌    | 2206/4000 [47:10<30:11,  1.01s/it]

train:  63%|██████▎   | 2206/3515 [47:08<22:01,  1.01s/it]
overall:  55%|█████▌    | 2207/4000 [47:12<32:43,  1.10s/it]

train:  63%|██████▎   | 2207/3515 [47:10<23:52,  1.10s/it]
overall:  55%|█████▌    | 2208/4000 [47:13<34:24,  1.15s/it]

train:  63%|██████▎   | 2208/3515 [47:11<25:05,  1.15s/it]
overall:  55%|█████▌    | 2209/4000 [47:14<30:42,  1.03s/it]

train:  63%|██████▎   | 2209/3515 [47:12<22:23,  1.03s/it]
overall:  55%|█████▌    | 2210/4000 [47:15<31:20,  1.05s/it]

train:  63%|██████▎   | 2210/3515 [47:13<22:50,  1.05s/it]
overall:  55%|█████▌    | 2211/4000 [47:16<33:25,  1.12s/it]

train:  63%|██████▎   | 2211/3515 [47:14<24:21,  1.12s/it]
overall:  55%|█████▌    | 2212/4000 [47:17<35:35,  1.19s/it]

train:  63%|██████▎   | 2212/3515 [47:15<25:56,  1.19s/it]
overall:  55%|█████▌    | 2213/4000 [47:19<36:00,  1.21s/it]

train:  63%|██████▎   | 2213/3515 [47:17<26:14,  1.21s/it]
overall:  55%|█████▌    | 2214/4000 [47:20<36:45,  1.23s/it]

train:  63%|██████▎   | 2214/3515 [47:18<26:46,  1.23s/it]
overall:  55%|█████▌    | 2215/4000 [47:21<34:11,  1.15s/it]

train:  63%|██████▎   | 2215/3515 [47:19<24:54,  1.15s/it]
overall:  55%|█████▌    | 2216/4000 [47:22<33:36,  1.13s/it]

train:  63%|██████▎   | 2216/3515 [47:20<24:28,  1.13s/it]
overall:  55%|█████▌    | 2217/4000 [47:23<33:54,  1.14s/it]

train:  63%|██████▎   | 2217/3515 [47:21<24:41,  1.14s/it]
overall:  55%|█████▌    | 2218/4000 [47:24<34:16,  1.15s/it]

train:  63%|██████▎   | 2218/3515 [47:22<24:56,  1.15s/it]
overall:  55%|█████▌    | 2219/4000 [47:26<35:25,  1.19s/it]

train:  63%|██████▎   | 2219/3515 [47:24<25:46,  1.19s/it]
overall:  56%|█████▌    | 2220/4000 [47:27<35:44,  1.20s/it]

train:  63%|██████▎   | 2220/3515 [47:25<26:00,  1.21s/it]
overall:  56%|█████▌    | 2221/4000 [47:28<36:21,  1.23s/it]

train:  63%|██████▎   | 2221/3515 [47:26<26:26,  1.23s/it]
overall:  56%|█████▌    | 2222/4000 [47:29<36:30,  1.23s/it]

train:  63%|██████▎   | 2222/3515 [47:27<26:32,  1.23s/it]
overall:  56%|█████▌    | 2223/4000 [47:30<30:19,  1.02s/it]

train:  63%|██████▎   | 2223/3515 [47:28<22:02,  1.02s/it]
overall:  56%|█████▌    | 2224/4000 [47:31<32:15,  1.09s/it]

train:  63%|██████▎   | 2224/3515 [47:29<23:26,  1.09s/it]
overall:  56%|█████▌    | 2225/4000 [47:32<32:55,  1.11s/it]

train:  63%|██████▎   | 2225/3515 [47:30<23:55,  1.11s/it]
overall:  56%|█████▌    | 2226/4000 [47:33<28:40,  1.03it/s]

train:  63%|██████▎   | 2226/3515 [47:31<20:50,  1.03it/s]
overall:  56%|█████▌    | 2227/4000 [47:33<22:13,  1.33it/s]

train:  63%|██████▎   | 2227/3515 [47:31<16:09,  1.33it/s]
overall:  56%|█████▌    | 2228/4000 [47:34<20:58,  1.41it/s]

train:  63%|██████▎   | 2228/3515 [47:32<15:14,  1.41it/s]
overall:  56%|█████▌    | 2229/4000 [47:35<26:14,  1.13it/s]

train:  63%|██████▎   | 2229/3515 [47:33<19:03,  1.13it/s]
overall:  56%|█████▌    | 2230/4000 [47:36<28:42,  1.03it/s]

train:  63%|██████▎   | 2230/3515 [47:34<20:50,  1.03it/s]
overall:  56%|█████▌    | 2231/4000 [47:37<28:41,  1.03it/s]

train:  63%|██████▎   | 2231/3515 [47:35<20:49,  1.03it/s]
overall:  56%|█████▌    | 2232/4000 [47:38<29:44,  1.01s/it]

train:  63%|██████▎   | 2232/3515 [47:36<21:35,  1.01s/it]
overall:  56%|█████▌    | 2233/4000 [47:40<31:34,  1.07s/it]

train:  64%|██████▎   | 2233/3515 [47:38<22:54,  1.07s/it]
overall:  56%|█████▌    | 2234/4000 [47:41<32:58,  1.12s/it]

train:  64%|██████▎   | 2234/3515 [47:39<23:55,  1.12s/it]
overall:  56%|█████▌    | 2235/4000 [47:42<33:36,  1.14s/it]

train:  64%|██████▎   | 2235/3515 [47:40<24:22,  1.14s/it]
overall:  56%|█████▌    | 2236/4000 [47:43<35:18,  1.20s/it]

train:  64%|██████▎   | 2236/3515 [47:41<25:36,  1.20s/it]
overall:  56%|█████▌    | 2237/4000 [47:45<35:17,  1.20s/it]

train:  64%|██████▎   | 2237/3515 [47:43<25:35,  1.20s/it]
overall:  56%|█████▌    | 2238/4000 [47:46<34:48,  1.19s/it]

train:  64%|██████▎   | 2238/3515 [47:44<25:13,  1.19s/it]
overall:  56%|█████▌    | 2239/4000 [47:47<34:41,  1.18s/it]

train:  64%|██████▎   | 2239/3515 [47:45<25:08,  1.18s/it]
overall:  56%|█████▌    | 2240/4000 [47:47<26:41,  1.10it/s]

train:  64%|██████▎   | 2240/3515 [47:45<19:20,  1.10it/s]
overall:  56%|█████▌    | 2241/4000 [47:48<29:05,  1.01it/s]

train:  64%|██████▍   | 2241/3515 [47:46<21:04,  1.01it/s]
overall:  56%|█████▌    | 2242/4000 [47:50<30:25,  1.04s/it]

train:  64%|██████▍   | 2242/3515 [47:48<22:02,  1.04s/it]
overall:  56%|█████▌    | 2243/4000 [47:51<32:14,  1.10s/it]

train:  64%|██████▍   | 2243/3515 [47:49<23:20,  1.10s/it]
overall:  56%|█████▌    | 2244/4000 [47:52<34:06,  1.17s/it]

train:  64%|██████▍   | 2244/3515 [47:50<24:41,  1.17s/it]
overall:  56%|█████▌    | 2245/4000 [47:53<34:43,  1.19s/it]

train:  64%|██████▍   | 2245/3515 [47:51<25:07,  1.19s/it]
overall:  56%|█████▌    | 2246/4000 [47:55<35:18,  1.21s/it]

train:  64%|██████▍   | 2246/3515 [47:53<25:33,  1.21s/it]
overall:  56%|█████▌    | 2247/4000 [47:56<35:27,  1.21s/it]

train:  64%|██████▍   | 2247/3515 [47:54<25:38,  1.21s/it]
overall:  56%|█████▌    | 2248/4000 [47:57<36:55,  1.26s/it]

train:  64%|██████▍   | 2248/3515 [47:55<26:41,  1.26s/it]
overall:  56%|█████▌    | 2249/4000 [47:58<34:21,  1.18s/it]

train:  64%|██████▍   | 2249/3515 [47:56<24:50,  1.18s/it]
overall:  56%|█████▋    | 2250/4000 [47:59<35:20,  1.21s/it]

train:  64%|██████▍   | 2250/3515 [47:57<25:32,  1.21s/it]
overall:  56%|█████▋    | 2251/4000 [48:01<36:08,  1.24s/it]

train:  64%|██████▍   | 2251/3515 [47:59<26:07,  1.24s/it]
overall:  56%|█████▋    | 2252/4000 [48:02<36:20,  1.25s/it]

train:  64%|██████▍   | 2252/3515 [48:00<26:15,  1.25s/it]
overall:  56%|█████▋    | 2253/4000 [48:03<36:20,  1.25s/it]

train:  64%|██████▍   | 2253/3515 [48:01<26:15,  1.25s/it]
overall:  56%|█████▋    | 2254/4000 [48:04<27:40,  1.05it/s]

train:  64%|██████▍   | 2254/3515 [48:02<19:59,  1.05it/s]
overall:  56%|█████▋    | 2255/4000 [48:04<26:02,  1.12it/s]

train:  64%|██████▍   | 2255/3515 [48:02<18:48,  1.12it/s]
overall:  56%|█████▋    | 2256/4000 [48:05<27:28,  1.06it/s]

train:  64%|██████▍   | 2256/3515 [48:03<19:50,  1.06it/s]
overall:  56%|█████▋    | 2257/4000 [48:07<29:52,  1.03s/it]

train:  64%|██████▍   | 2257/3515 [48:05<21:33,  1.03s/it]
overall:  56%|█████▋    | 2258/4000 [48:07<25:41,  1.13it/s]

train:  64%|██████▍   | 2258/3515 [48:05<18:32,  1.13it/s]
overall:  56%|█████▋    | 2259/4000 [48:08<28:50,  1.01it/s]

train:  64%|██████▍   | 2259/3515 [48:06<20:48,  1.01it/s]
overall:  56%|█████▋    | 2260/4000 [48:10<31:27,  1.09s/it]

train:  64%|██████▍   | 2260/3515 [48:08<22:41,  1.09s/it]
overall:  57%|█████▋    | 2261/4000 [48:11<32:30,  1.12s/it]

train:  64%|██████▍   | 2261/3515 [48:09<23:26,  1.12s/it]
overall:  57%|█████▋    | 2262/4000 [48:12<32:48,  1.13s/it]

train:  64%|██████▍   | 2262/3515 [48:10<23:39,  1.13s/it]
overall:  57%|█████▋    | 2263/4000 [48:13<34:13,  1.18s/it]

train:  64%|██████▍   | 2263/3515 [48:11<24:40,  1.18s/it]
overall:  57%|█████▋    | 2264/4000 [48:15<34:54,  1.21s/it]

train:  64%|██████▍   | 2264/3515 [48:13<25:09,  1.21s/it]
overall:  57%|█████▋    | 2265/4000 [48:16<35:40,  1.23s/it]

train:  64%|██████▍   | 2265/3515 [48:14<25:41,  1.23s/it]
overall:  57%|█████▋    | 2266/4000 [48:17<30:36,  1.06s/it]

train:  64%|██████▍   | 2266/3515 [48:15<22:02,  1.06s/it]
overall:  57%|█████▋    | 2267/4000 [48:18<31:27,  1.09s/it]

train:  64%|██████▍   | 2267/3515 [48:16<22:39,  1.09s/it]
overall:  57%|█████▋    | 2268/4000 [48:19<34:04,  1.18s/it]

train:  65%|██████▍   | 2268/3515 [48:17<24:31,  1.18s/it]
overall:  57%|█████▋    | 2269/4000 [48:20<35:10,  1.22s/it]

train:  65%|██████▍   | 2269/3515 [48:18<25:19,  1.22s/it]
overall:  57%|█████▋    | 2270/4000 [48:22<34:06,  1.18s/it]

train:  65%|██████▍   | 2270/3515 [48:20<24:33,  1.18s/it]
overall:  57%|█████▋    | 2271/4000 [48:22<27:49,  1.04it/s]

train:  65%|██████▍   | 2271/3515 [48:20<20:01,  1.04it/s]
overall:  57%|█████▋    | 2272/4000 [48:23<30:41,  1.07s/it]

train:  65%|██████▍   | 2272/3515 [48:21<22:04,  1.07s/it]
overall:  57%|█████▋    | 2273/4000 [48:24<31:35,  1.10s/it]

train:  65%|██████▍   | 2273/3515 [48:22<22:43,  1.10s/it]
overall:  57%|█████▋    | 2274/4000 [48:26<32:35,  1.13s/it]

train:  65%|██████▍   | 2274/3515 [48:24<23:26,  1.13s/it]
overall:  57%|█████▋    | 2275/4000 [48:27<33:33,  1.17s/it]

train:  65%|██████▍   | 2275/3515 [48:25<24:07,  1.17s/it]
overall:  57%|█████▋    | 2276/4000 [48:28<34:35,  1.20s/it]

train:  65%|██████▍   | 2276/3515 [48:26<24:51,  1.20s/it]
overall:  57%|█████▋    | 2277/4000 [48:29<34:10,  1.19s/it]

train:  65%|██████▍   | 2277/3515 [48:27<24:33,  1.19s/it]
overall:  57%|█████▋    | 2278/4000 [48:30<32:11,  1.12s/it]

train:  65%|██████▍   | 2278/3515 [48:28<23:07,  1.12s/it]
overall:  57%|█████▋    | 2279/4000 [48:31<31:12,  1.09s/it]

train:  65%|██████▍   | 2279/3515 [48:29<22:24,  1.09s/it]
overall:  57%|█████▋    | 2280/4000 [48:33<32:35,  1.14s/it]

train:  65%|██████▍   | 2280/3515 [48:31<23:24,  1.14s/it]
overall:  57%|█████▋    | 2281/4000 [48:34<33:42,  1.18s/it]

train:  65%|██████▍   | 2281/3515 [48:32<24:11,  1.18s/it]
overall:  57%|█████▋    | 2282/4000 [48:35<33:08,  1.16s/it]

train:  65%|██████▍   | 2282/3515 [48:33<23:46,  1.16s/it]
overall:  57%|█████▋    | 2283/4000 [48:35<25:38,  1.12it/s]

train:  65%|██████▍   | 2283/3515 [48:33<18:24,  1.12it/s]
overall:  57%|█████▋    | 2284/4000 [48:37<29:40,  1.04s/it]

train:  65%|██████▍   | 2284/3515 [48:35<21:17,  1.04s/it]
overall:  57%|█████▋    | 2285/4000 [48:38<31:24,  1.10s/it]

train:  65%|██████▌   | 2285/3515 [48:36<22:31,  1.10s/it]
overall:  57%|█████▋    | 2286/4000 [48:39<30:14,  1.06s/it]

train:  65%|██████▌   | 2286/3515 [48:37<21:41,  1.06s/it]
overall:  57%|█████▋    | 2287/4000 [48:40<31:14,  1.09s/it]

train:  65%|██████▌   | 2287/3515 [48:38<22:23,  1.09s/it]
overall:  57%|█████▋    | 2288/4000 [48:41<26:15,  1.09it/s]

train:  65%|██████▌   | 2288/3515 [48:39<18:49,  1.09it/s]
overall:  57%|█████▋    | 2289/4000 [48:42<28:57,  1.02s/it]

train:  65%|██████▌   | 2289/3515 [48:40<20:45,  1.02s/it]
overall:  57%|█████▋    | 2290/4000 [48:43<30:54,  1.08s/it]

train:  65%|██████▌   | 2290/3515 [48:41<22:08,  1.08s/it]
overall:  57%|█████▋    | 2291/4000 [48:44<32:38,  1.15s/it]

train:  65%|██████▌   | 2291/3515 [48:42<23:22,  1.15s/it]
overall:  57%|█████▋    | 2292/4000 [48:45<33:12,  1.17s/it]

train:  65%|██████▌   | 2292/3515 [48:44<23:47,  1.17s/it]
overall:  57%|█████▋    | 2293/4000 [48:47<33:56,  1.19s/it]

train:  65%|██████▌   | 2293/3515 [48:45<24:18,  1.19s/it]
overall:  57%|█████▋    | 2294/4000 [48:48<34:24,  1.21s/it]

train:  65%|██████▌   | 2294/3515 [48:46<24:37,  1.21s/it]
overall:  57%|█████▋    | 2295/4000 [48:49<34:17,  1.21s/it]

train:  65%|██████▌   | 2295/3515 [48:47<24:32,  1.21s/it]
overall:  57%|█████▋    | 2296/4000 [48:51<35:34,  1.25s/it]

train:  65%|██████▌   | 2296/3515 [48:49<25:26,  1.25s/it]
overall:  57%|█████▋    | 2297/4000 [48:52<34:31,  1.22s/it]

train:  65%|██████▌   | 2297/3515 [48:50<24:41,  1.22s/it]
overall:  57%|█████▋    | 2298/4000 [48:53<35:00,  1.23s/it]

train:  65%|██████▌   | 2298/3515 [48:51<25:02,  1.23s/it]
overall:  57%|█████▋    | 2299/4000 [48:54<35:26,  1.25s/it]

train:  65%|██████▌   | 2299/3515 [48:52<25:19,  1.25s/it]
overall:  57%|█████▊    | 2300/4000 [48:56<35:26,  1.25s/it]

train:  65%|██████▌   | 2300/3515 [48:54<25:20,  1.25s/it]
overall:  58%|█████▊    | 2301/4000 [48:57<33:32,  1.18s/it]

train:  65%|██████▌   | 2301/3515 [48:55<23:58,  1.18s/it]
overall:  58%|█████▊    | 2302/4000 [48:57<29:52,  1.06s/it]

train:  65%|██████▌   | 2302/3515 [48:55<21:20,  1.06s/it]
overall:  58%|█████▊    | 2303/4000 [48:59<31:10,  1.10s/it]

train:  66%|██████▌   | 2303/3515 [48:57<22:15,  1.10s/it]
overall:  58%|█████▊    | 2304/4000 [49:00<32:38,  1.15s/it]

train:  66%|██████▌   | 2304/3515 [48:58<23:18,  1.15s/it]
overall:  58%|█████▊    | 2305/4000 [49:01<30:58,  1.10s/it]

train:  66%|██████▌   | 2305/3515 [48:59<22:07,  1.10s/it]
overall:  58%|█████▊    | 2306/4000 [49:02<31:00,  1.10s/it]

train:  66%|██████▌   | 2306/3515 [49:00<22:07,  1.10s/it]
overall:  58%|█████▊    | 2307/4000 [49:03<32:13,  1.14s/it]

train:  66%|██████▌   | 2307/3515 [49:01<22:59,  1.14s/it]
overall:  58%|█████▊    | 2308/4000 [49:04<33:14,  1.18s/it]

train:  66%|██████▌   | 2308/3515 [49:02<23:42,  1.18s/it]
overall:  58%|█████▊    | 2309/4000 [49:05<32:26,  1.15s/it]

train:  66%|██████▌   | 2309/3515 [49:03<23:08,  1.15s/it]
overall:  58%|█████▊    | 2310/4000 [49:07<33:08,  1.18s/it]

train:  66%|██████▌   | 2310/3515 [49:05<23:37,  1.18s/it]
overall:  58%|█████▊    | 2311/4000 [49:08<32:44,  1.16s/it]

train:  66%|██████▌   | 2311/3515 [49:06<23:20,  1.16s/it]
overall:  58%|█████▊    | 2312/4000 [49:09<33:03,  1.17s/it]

train:  66%|██████▌   | 2312/3515 [49:07<23:33,  1.17s/it]
overall:  58%|█████▊    | 2313/4000 [49:10<33:17,  1.18s/it]

train:  66%|██████▌   | 2313/3515 [49:08<23:43,  1.18s/it]
overall:  58%|█████▊    | 2314/4000 [49:11<33:34,  1.19s/it]

train:  66%|██████▌   | 2314/3515 [49:09<23:54,  1.19s/it]
overall:  58%|█████▊    | 2315/4000 [49:13<33:47,  1.20s/it]

train:  66%|██████▌   | 2315/3515 [49:11<24:03,  1.20s/it]
overall:  58%|█████▊    | 2316/4000 [49:14<32:35,  1.16s/it]

train:  66%|██████▌   | 2316/3515 [49:12<23:12,  1.16s/it]
overall:  58%|█████▊    | 2317/4000 [49:15<32:58,  1.18s/it]

train:  66%|██████▌   | 2317/3515 [49:13<23:28,  1.18s/it]
overall:  58%|█████▊    | 2318/4000 [49:16<31:33,  1.13s/it]

train:  66%|██████▌   | 2318/3515 [49:14<22:27,  1.13s/it]
overall:  58%|█████▊    | 2319/4000 [49:17<32:20,  1.15s/it]

train:  66%|██████▌   | 2319/3515 [49:15<23:00,  1.15s/it]
overall:  58%|█████▊    | 2320/4000 [49:19<34:14,  1.22s/it]

train:  66%|██████▌   | 2320/3515 [49:17<24:21,  1.22s/it]
overall:  58%|█████▊    | 2321/4000 [49:20<34:42,  1.24s/it]

train:  66%|██████▌   | 2321/3515 [49:18<24:40,  1.24s/it]
overall:  58%|█████▊    | 2322/4000 [49:21<34:36,  1.24s/it]

train:  66%|██████▌   | 2322/3515 [49:19<24:36,  1.24s/it]
overall:  58%|█████▊    | 2323/4000 [49:22<34:54,  1.25s/it]

train:  66%|██████▌   | 2323/3515 [49:20<24:48,  1.25s/it]
overall:  58%|█████▊    | 2324/4000 [49:24<34:14,  1.23s/it]

train:  66%|██████▌   | 2324/3515 [49:22<24:20,  1.23s/it]
overall:  58%|█████▊    | 2325/4000 [49:24<26:47,  1.04it/s]

train:  66%|██████▌   | 2325/3515 [49:22<19:01,  1.04it/s]
overall:  58%|█████▊    | 2326/4000 [49:25<29:08,  1.04s/it]

train:  66%|██████▌   | 2326/3515 [49:23<20:41,  1.04s/it]
overall:  58%|█████▊    | 2327/4000 [49:26<30:21,  1.09s/it]

train:  66%|██████▌   | 2327/3515 [49:24<21:33,  1.09s/it]
overall:  58%|█████▊    | 2328/4000 [49:27<29:15,  1.05s/it]

train:  66%|██████▌   | 2328/3515 [49:25<20:46,  1.05s/it]
overall:  58%|█████▊    | 2329/4000 [49:28<30:42,  1.10s/it]

train:  66%|██████▋   | 2329/3515 [49:26<21:47,  1.10s/it]
overall:  58%|█████▊    | 2330/4000 [49:30<32:13,  1.16s/it]

train:  66%|██████▋   | 2330/3515 [49:28<22:51,  1.16s/it]
overall:  58%|█████▊    | 2331/4000 [49:31<32:52,  1.18s/it]

train:  66%|██████▋   | 2331/3515 [49:29<23:19,  1.18s/it]
overall:  58%|█████▊    | 2332/4000 [49:32<34:27,  1.24s/it]

train:  66%|██████▋   | 2332/3515 [49:30<24:26,  1.24s/it]
overall:  58%|█████▊    | 2333/4000 [49:34<33:54,  1.22s/it]

train:  66%|██████▋   | 2333/3515 [49:32<24:02,  1.22s/it]
overall:  58%|█████▊    | 2334/4000 [49:35<33:52,  1.22s/it]

train:  66%|██████▋   | 2334/3515 [49:33<24:00,  1.22s/it]
overall:  58%|█████▊    | 2335/4000 [49:35<26:05,  1.06it/s]

train:  66%|██████▋   | 2335/3515 [49:33<18:29,  1.06it/s]
overall:  58%|█████▊    | 2336/4000 [49:36<23:09,  1.20it/s]

train:  66%|██████▋   | 2336/3515 [49:34<16:24,  1.20it/s]
overall:  58%|█████▊    | 2337/4000 [49:37<26:56,  1.03it/s]

train:  66%|██████▋   | 2337/3515 [49:35<19:04,  1.03it/s]
overall:  58%|█████▊    | 2338/4000 [49:38<29:15,  1.06s/it]

train:  67%|██████▋   | 2338/3515 [49:36<20:42,  1.06s/it]
overall:  58%|█████▊    | 2339/4000 [49:39<23:56,  1.16it/s]

train:  67%|██████▋   | 2339/3515 [49:37<16:56,  1.16it/s]
overall:  58%|█████▊    | 2340/4000 [49:40<27:57,  1.01s/it]

train:  67%|██████▋   | 2340/3515 [49:38<19:47,  1.01s/it]
overall:  59%|█████▊    | 2341/4000 [49:41<29:20,  1.06s/it]

train:  67%|██████▋   | 2341/3515 [49:39<20:45,  1.06s/it]
overall:  59%|█████▊    | 2342/4000 [49:42<31:13,  1.13s/it]

train:  67%|██████▋   | 2342/3515 [49:40<22:05,  1.13s/it]
overall:  59%|█████▊    | 2343/4000 [49:44<31:11,  1.13s/it]

train:  67%|██████▋   | 2343/3515 [49:42<22:04,  1.13s/it]
overall:  59%|█████▊    | 2344/4000 [49:44<28:39,  1.04s/it]

train:  67%|██████▋   | 2344/3515 [49:42<20:15,  1.04s/it]
overall:  59%|█████▊    | 2345/4000 [49:45<22:38,  1.22it/s]

train:  67%|██████▋   | 2345/3515 [49:43<16:00,  1.22it/s]
overall:  59%|█████▊    | 2346/4000 [49:46<26:08,  1.05it/s]

train:  67%|██████▋   | 2346/3515 [49:44<18:28,  1.05it/s]
overall:  59%|█████▊    | 2347/4000 [49:46<22:48,  1.21it/s]

train:  67%|██████▋   | 2347/3515 [49:44<16:07,  1.21it/s]
overall:  59%|█████▊    | 2348/4000 [49:47<24:00,  1.15it/s]

train:  67%|██████▋   | 2348/3515 [49:45<16:57,  1.15it/s]
overall:  59%|█████▊    | 2349/4000 [49:49<27:35,  1.00s/it]

train:  67%|██████▋   | 2349/3515 [49:47<19:28,  1.00s/it]
overall:  59%|█████▉    | 2350/4000 [49:50<28:40,  1.04s/it]

train:  67%|██████▋   | 2350/3515 [49:48<20:15,  1.04s/it]
overall:  59%|█████▉    | 2351/4000 [49:50<23:53,  1.15it/s]

train:  67%|██████▋   | 2351/3515 [49:48<16:52,  1.15it/s]
overall:  59%|█████▉    | 2352/4000 [49:52<27:18,  1.01it/s]

train:  67%|██████▋   | 2352/3515 [49:50<19:16,  1.01it/s]
overall:  59%|█████▉    | 2353/4000 [49:53<28:59,  1.06s/it]

train:  67%|██████▋   | 2353/3515 [49:51<20:27,  1.06s/it]
overall:  59%|█████▉    | 2354/4000 [49:54<30:07,  1.10s/it]

train:  67%|██████▋   | 2354/3515 [49:52<21:14,  1.10s/it]
overall:  59%|█████▉    | 2355/4000 [49:55<31:07,  1.14s/it]

train:  67%|██████▋   | 2355/3515 [49:53<21:57,  1.14s/it]
overall:  59%|█████▉    | 2356/4000 [49:56<27:29,  1.00s/it]

train:  67%|██████▋   | 2356/3515 [49:54<19:23,  1.00s/it]
overall:  59%|█████▉    | 2357/4000 [49:57<29:12,  1.07s/it]

train:  67%|██████▋   | 2357/3515 [49:55<20:34,  1.07s/it]
overall:  59%|█████▉    | 2358/4000 [49:58<27:41,  1.01s/it]

train:  67%|██████▋   | 2358/3515 [49:56<19:30,  1.01s/it]
overall:  59%|█████▉    | 2359/4000 [49:59<29:25,  1.08s/it]

train:  67%|██████▋   | 2359/3515 [49:57<20:43,  1.08s/it]
overall:  59%|█████▉    | 2360/4000 [50:01<30:49,  1.13s/it]

train:  67%|██████▋   | 2360/3515 [49:59<21:42,  1.13s/it]
overall:  59%|█████▉    | 2361/4000 [50:02<31:36,  1.16s/it]

train:  67%|██████▋   | 2361/3515 [50:00<22:15,  1.16s/it]
overall:  59%|█████▉    | 2362/4000 [50:03<32:32,  1.19s/it]

train:  67%|██████▋   | 2362/3515 [50:01<22:54,  1.19s/it]
overall:  59%|█████▉    | 2363/4000 [50:04<33:15,  1.22s/it]

train:  67%|██████▋   | 2363/3515 [50:02<23:24,  1.22s/it]
overall:  59%|█████▉    | 2364/4000 [50:06<33:53,  1.24s/it]

train:  67%|██████▋   | 2364/3515 [50:04<23:50,  1.24s/it]
overall:  59%|█████▉    | 2365/4000 [50:06<29:52,  1.10s/it]

train:  67%|██████▋   | 2365/3515 [50:04<21:00,  1.10s/it]
overall:  59%|█████▉    | 2366/4000 [50:08<30:27,  1.12s/it]

train:  67%|██████▋   | 2366/3515 [50:06<21:25,  1.12s/it]
overall:  59%|█████▉    | 2367/4000 [50:09<30:58,  1.14s/it]

train:  67%|██████▋   | 2367/3515 [50:07<21:46,  1.14s/it]
overall:  59%|█████▉    | 2368/4000 [50:10<30:43,  1.13s/it]

train:  67%|██████▋   | 2368/3515 [50:08<21:35,  1.13s/it]
overall:  59%|█████▉    | 2369/4000 [50:11<32:01,  1.18s/it]

train:  67%|██████▋   | 2369/3515 [50:09<22:30,  1.18s/it]
overall:  59%|█████▉    | 2370/4000 [50:12<32:29,  1.20s/it]

train:  67%|██████▋   | 2370/3515 [50:10<22:49,  1.20s/it]
overall:  59%|█████▉    | 2371/4000 [50:14<32:45,  1.21s/it]

train:  67%|██████▋   | 2371/3515 [50:12<23:00,  1.21s/it]
overall:  59%|█████▉    | 2372/4000 [50:15<33:24,  1.23s/it]

train:  67%|██████▋   | 2372/3515 [50:13<23:27,  1.23s/it]
overall:  59%|█████▉    | 2373/4000 [50:16<33:55,  1.25s/it]

train:  68%|██████▊   | 2373/3515 [50:14<23:48,  1.25s/it]
overall:  59%|█████▉    | 2374/4000 [50:17<33:46,  1.25s/it]

train:  68%|██████▊   | 2374/3515 [50:15<23:41,  1.25s/it]
overall:  59%|█████▉    | 2375/4000 [50:18<30:43,  1.13s/it]

train:  68%|██████▊   | 2375/3515 [50:16<21:33,  1.13s/it]
overall:  59%|█████▉    | 2376/4000 [50:20<31:36,  1.17s/it]

train:  68%|██████▊   | 2376/3515 [50:18<22:10,  1.17s/it]
overall:  59%|█████▉    | 2377/4000 [50:21<31:56,  1.18s/it]

train:  68%|██████▊   | 2377/3515 [50:19<22:24,  1.18s/it]
overall:  59%|█████▉    | 2378/4000 [50:22<32:27,  1.20s/it]

train:  68%|██████▊   | 2378/3515 [50:20<22:45,  1.20s/it]
overall:  59%|█████▉    | 2379/4000 [50:23<32:40,  1.21s/it]

train:  68%|██████▊   | 2379/3515 [50:21<22:53,  1.21s/it]
overall:  60%|█████▉    | 2380/4000 [50:25<34:03,  1.26s/it]

train:  68%|██████▊   | 2380/3515 [50:23<23:51,  1.26s/it]
overall:  60%|█████▉    | 2381/4000 [50:26<34:19,  1.27s/it]

train:  68%|██████▊   | 2381/3515 [50:24<24:02,  1.27s/it]
overall:  60%|█████▉    | 2382/4000 [50:27<32:15,  1.20s/it]

train:  68%|██████▊   | 2382/3515 [50:25<22:35,  1.20s/it]
overall:  60%|█████▉    | 2383/4000 [50:27<25:00,  1.08it/s]

train:  68%|██████▊   | 2383/3515 [50:25<17:30,  1.08it/s]
overall:  60%|█████▉    | 2384/4000 [50:28<27:35,  1.02s/it]

train:  68%|██████▊   | 2384/3515 [50:26<19:18,  1.02s/it]
overall:  60%|█████▉    | 2385/4000 [50:30<28:26,  1.06s/it]

train:  68%|██████▊   | 2385/3515 [50:28<19:53,  1.06s/it]
overall:  60%|█████▉    | 2386/4000 [50:31<29:07,  1.08s/it]

train:  68%|██████▊   | 2386/3515 [50:29<20:22,  1.08s/it]
overall:  60%|█████▉    | 2387/4000 [50:32<30:51,  1.15s/it]

train:  68%|██████▊   | 2387/3515 [50:30<21:34,  1.15s/it]
overall:  60%|█████▉    | 2388/4000 [50:33<30:58,  1.15s/it]

train:  68%|██████▊   | 2388/3515 [50:31<21:39,  1.15s/it]
overall:  60%|█████▉    | 2389/4000 [50:34<30:44,  1.15s/it]

train:  68%|██████▊   | 2389/3515 [50:32<21:29,  1.15s/it]
overall:  60%|█████▉    | 2390/4000 [50:35<30:16,  1.13s/it]

train:  68%|██████▊   | 2390/3515 [50:33<21:09,  1.13s/it]
overall:  60%|█████▉    | 2391/4000 [50:36<26:19,  1.02it/s]

train:  68%|██████▊   | 2391/3515 [50:34<18:23,  1.02it/s]
overall:  60%|█████▉    | 2392/4000 [50:37<27:53,  1.04s/it]

train:  68%|██████▊   | 2392/3515 [50:35<19:28,  1.04s/it]
overall:  60%|█████▉    | 2393/4000 [50:38<28:57,  1.08s/it]

train:  68%|██████▊   | 2393/3515 [50:36<20:13,  1.08s/it]
overall:  60%|█████▉    | 2394/4000 [50:39<28:53,  1.08s/it]

train:  68%|██████▊   | 2394/3515 [50:37<20:10,  1.08s/it]
overall:  60%|█████▉    | 2395/4000 [50:41<30:02,  1.12s/it]

train:  68%|██████▊   | 2395/3515 [50:39<20:57,  1.12s/it]
overall:  60%|█████▉    | 2396/4000 [50:42<30:48,  1.15s/it]

train:  68%|██████▊   | 2396/3515 [50:40<21:29,  1.15s/it]
overall:  60%|█████▉    | 2397/4000 [50:43<27:47,  1.04s/it]

train:  68%|██████▊   | 2397/3515 [50:41<19:22,  1.04s/it]
overall:  60%|█████▉    | 2398/4000 [50:44<29:22,  1.10s/it]

train:  68%|██████▊   | 2398/3515 [50:42<20:29,  1.10s/it]
overall:  60%|█████▉    | 2399/4000 [50:45<30:44,  1.15s/it]

train:  68%|██████▊   | 2399/3515 [50:43<21:25,  1.15s/it]
overall:  60%|██████    | 2400/4000 [50:46<30:51,  1.16s/it]

train:  68%|██████▊   | 2400/3515 [50:44<21:30,  1.16s/it]
overall:  60%|██████    | 2401/4000 [50:48<31:56,  1.20s/it]

train:  68%|██████▊   | 2401/3515 [50:46<22:15,  1.20s/it]
overall:  60%|██████    | 2402/4000 [50:49<31:16,  1.17s/it]

train:  68%|██████▊   | 2402/3515 [50:47<21:46,  1.17s/it]
overall:  60%|██████    | 2403/4000 [50:50<31:37,  1.19s/it]

train:  68%|██████▊   | 2403/3515 [50:48<22:01,  1.19s/it]
overall:  60%|██████    | 2404/4000 [50:52<35:37,  1.34s/it]

train:  68%|██████▊   | 2404/3515 [50:50<24:47,  1.34s/it]
overall:  60%|██████    | 2405/4000 [50:53<34:34,  1.30s/it]

train:  68%|██████▊   | 2405/3515 [50:51<24:03,  1.30s/it]
overall:  60%|██████    | 2406/4000 [50:54<31:01,  1.17s/it]

train:  68%|██████▊   | 2406/3515 [50:52<21:35,  1.17s/it]
overall:  60%|██████    | 2407/4000 [50:55<30:39,  1.15s/it]

train:  68%|██████▊   | 2407/3515 [50:53<21:19,  1.15s/it]
overall:  60%|██████    | 2408/4000 [50:56<31:00,  1.17s/it]

train:  69%|██████▊   | 2408/3515 [50:54<21:33,  1.17s/it]
overall:  60%|██████    | 2409/4000 [50:57<30:40,  1.16s/it]

train:  69%|██████▊   | 2409/3515 [50:55<21:19,  1.16s/it]
overall:  60%|██████    | 2410/4000 [50:58<31:25,  1.19s/it]

train:  69%|██████▊   | 2410/3515 [50:57<21:50,  1.19s/it]
overall:  60%|██████    | 2411/4000 [51:00<30:51,  1.16s/it]

train:  69%|██████▊   | 2411/3515 [50:58<21:26,  1.16s/it]
overall:  60%|██████    | 2412/4000 [51:01<31:26,  1.19s/it]

train:  69%|██████▊   | 2412/3515 [50:59<21:50,  1.19s/it]
overall:  60%|██████    | 2413/4000 [51:02<32:08,  1.22s/it]

train:  69%|██████▊   | 2413/3515 [51:00<22:19,  1.22s/it]
overall:  60%|██████    | 2414/4000 [51:03<31:40,  1.20s/it]

train:  69%|██████▊   | 2414/3515 [51:01<21:59,  1.20s/it]
overall:  60%|██████    | 2415/4000 [51:04<31:37,  1.20s/it]

train:  69%|██████▊   | 2415/3515 [51:02<21:57,  1.20s/it]
overall:  60%|██████    | 2416/4000 [51:06<32:01,  1.21s/it]

train:  69%|██████▊   | 2416/3515 [51:04<22:13,  1.21s/it]
overall:  60%|██████    | 2417/4000 [51:07<31:59,  1.21s/it]

train:  69%|██████▉   | 2417/3515 [51:05<22:11,  1.21s/it]
overall:  60%|██████    | 2418/4000 [51:08<31:29,  1.19s/it]

train:  69%|██████▉   | 2418/3515 [51:06<21:50,  1.19s/it]
overall:  60%|██████    | 2419/4000 [51:09<25:39,  1.03it/s]

train:  69%|██████▉   | 2419/3515 [51:07<17:46,  1.03it/s]
overall:  60%|██████    | 2420/4000 [51:10<26:04,  1.01it/s]

train:  69%|██████▉   | 2420/3515 [51:08<18:04,  1.01it/s]
overall:  61%|██████    | 2421/4000 [51:11<26:41,  1.01s/it]

train:  69%|██████▉   | 2421/3515 [51:09<18:29,  1.01s/it]
overall:  61%|██████    | 2422/4000 [51:12<28:24,  1.08s/it]

train:  69%|██████▉   | 2422/3515 [51:10<19:40,  1.08s/it]
overall:  61%|██████    | 2423/4000 [51:13<28:58,  1.10s/it]

train:  69%|██████▉   | 2423/3515 [51:11<20:03,  1.10s/it]
overall:  61%|██████    | 2424/4000 [51:14<29:23,  1.12s/it]

train:  69%|██████▉   | 2424/3515 [51:12<20:21,  1.12s/it]
overall:  61%|██████    | 2425/4000 [51:15<24:49,  1.06it/s]

train:  69%|██████▉   | 2425/3515 [51:13<17:10,  1.06it/s]
overall:  61%|██████    | 2426/4000 [51:16<26:59,  1.03s/it]

train:  69%|██████▉   | 2426/3515 [51:14<18:40,  1.03s/it]
overall:  61%|██████    | 2427/4000 [51:17<28:19,  1.08s/it]

train:  69%|██████▉   | 2427/3515 [51:15<19:35,  1.08s/it]
overall:  61%|██████    | 2428/4000 [51:19<31:50,  1.22s/it]

train:  69%|██████▉   | 2428/3515 [51:17<22:00,  1.22s/it]
overall:  61%|██████    | 2429/4000 [51:20<31:23,  1.20s/it]

train:  69%|██████▉   | 2429/3515 [51:18<21:41,  1.20s/it]
overall:  61%|██████    | 2430/4000 [51:21<28:47,  1.10s/it]

train:  69%|██████▉   | 2430/3515 [51:19<19:54,  1.10s/it]
overall:  61%|██████    | 2431/4000 [51:22<30:18,  1.16s/it]

train:  69%|██████▉   | 2431/3515 [51:20<20:56,  1.16s/it]
overall:  61%|██████    | 2432/4000 [51:23<30:34,  1.17s/it]

train:  69%|██████▉   | 2432/3515 [51:21<21:07,  1.17s/it]
overall:  61%|██████    | 2433/4000 [51:24<31:01,  1.19s/it]

train:  69%|██████▉   | 2433/3515 [51:22<21:25,  1.19s/it]
overall:  61%|██████    | 2434/4000 [51:26<30:13,  1.16s/it]

train:  69%|██████▉   | 2434/3515 [51:24<20:52,  1.16s/it]
overall:  61%|██████    | 2435/4000 [51:27<30:41,  1.18s/it]

train:  69%|██████▉   | 2435/3515 [51:25<21:10,  1.18s/it]
overall:  61%|██████    | 2436/4000 [51:28<30:57,  1.19s/it]

train:  69%|██████▉   | 2436/3515 [51:26<21:21,  1.19s/it]
overall:  61%|██████    | 2437/4000 [51:29<29:37,  1.14s/it]

train:  69%|██████▉   | 2437/3515 [51:27<20:26,  1.14s/it]
overall:  61%|██████    | 2438/4000 [51:29<23:56,  1.09it/s]

train:  69%|██████▉   | 2438/3515 [51:27<16:30,  1.09it/s]
overall:  61%|██████    | 2439/4000 [51:30<21:25,  1.21it/s]

train:  69%|██████▉   | 2439/3515 [51:28<14:46,  1.21it/s]
overall:  61%|██████    | 2440/4000 [51:31<24:59,  1.04it/s]

train:  69%|██████▉   | 2440/3515 [51:29<17:13,  1.04it/s]
overall:  61%|██████    | 2441/4000 [51:33<27:38,  1.06s/it]

train:  69%|██████▉   | 2441/3515 [51:31<19:02,  1.06s/it]
overall:  61%|██████    | 2442/4000 [51:33<21:07,  1.23it/s]

train:  69%|██████▉   | 2442/3515 [51:31<14:33,  1.23it/s]
overall:  61%|██████    | 2443/4000 [51:34<24:02,  1.08it/s]

train:  70%|██████▉   | 2443/3515 [51:32<16:33,  1.08it/s]
overall:  61%|██████    | 2444/4000 [51:35<26:46,  1.03s/it]

train:  70%|██████▉   | 2444/3515 [51:33<18:25,  1.03s/it]
overall:  61%|██████    | 2445/4000 [51:37<28:16,  1.09s/it]

train:  70%|██████▉   | 2445/3515 [51:35<19:27,  1.09s/it]
overall:  61%|██████    | 2446/4000 [51:38<29:23,  1.14s/it]

train:  70%|██████▉   | 2446/3515 [51:36<20:13,  1.14s/it]
overall:  61%|██████    | 2447/4000 [51:39<29:23,  1.14s/it]

train:  70%|██████▉   | 2447/3515 [51:37<20:13,  1.14s/it]
overall:  61%|██████    | 2448/4000 [51:40<30:29,  1.18s/it]

train:  70%|██████▉   | 2448/3515 [51:38<20:58,  1.18s/it]
overall:  61%|██████    | 2449/4000 [51:40<23:35,  1.10it/s]

train:  70%|██████▉   | 2449/3515 [51:38<16:12,  1.10it/s]
overall:  61%|██████▏   | 2450/4000 [51:41<23:24,  1.10it/s]

train:  70%|██████▉   | 2450/3515 [51:39<16:05,  1.10it/s]
overall:  61%|██████▏   | 2451/4000 [51:43<25:16,  1.02it/s]

train:  70%|██████▉   | 2451/3515 [51:41<17:21,  1.02it/s]
overall:  61%|██████▏   | 2452/4000 [51:44<30:41,  1.19s/it]

train:  70%|██████▉   | 2452/3515 [51:42<21:04,  1.19s/it]
overall:  61%|██████▏   | 2453/4000 [51:45<31:23,  1.22s/it]

train:  70%|██████▉   | 2453/3515 [51:43<21:33,  1.22s/it]
overall:  61%|██████▏   | 2454/4000 [51:47<31:39,  1.23s/it]

train:  70%|██████▉   | 2454/3515 [51:45<21:43,  1.23s/it]
overall:  61%|██████▏   | 2455/4000 [51:48<32:09,  1.25s/it]

train:  70%|██████▉   | 2455/3515 [51:46<22:03,  1.25s/it]
overall:  61%|██████▏   | 2456/4000 [51:49<31:42,  1.23s/it]

train:  70%|██████▉   | 2456/3515 [51:47<21:45,  1.23s/it]
overall:  61%|██████▏   | 2457/4000 [51:50<31:44,  1.23s/it]

train:  70%|██████▉   | 2457/3515 [51:48<21:46,  1.23s/it]
overall:  61%|██████▏   | 2458/4000 [51:52<31:29,  1.23s/it]

train:  70%|██████▉   | 2458/3515 [51:50<21:34,  1.23s/it]
overall:  61%|██████▏   | 2459/4000 [51:53<31:45,  1.24s/it]

train:  70%|██████▉   | 2459/3515 [51:51<21:45,  1.24s/it]
overall:  62%|██████▏   | 2460/4000 [51:54<30:57,  1.21s/it]

train:  70%|██████▉   | 2460/3515 [51:52<21:12,  1.21s/it]
overall:  62%|██████▏   | 2461/4000 [51:55<30:58,  1.21s/it]

train:  70%|███████   | 2461/3515 [51:53<21:12,  1.21s/it]
overall:  62%|██████▏   | 2462/4000 [51:56<30:12,  1.18s/it]

train:  70%|███████   | 2462/3515 [51:54<20:41,  1.18s/it]
overall:  62%|██████▏   | 2463/4000 [51:58<31:05,  1.21s/it]

train:  70%|███████   | 2463/3515 [51:56<21:17,  1.21s/it]
overall:  62%|██████▏   | 2464/4000 [51:59<30:19,  1.18s/it]

train:  70%|███████   | 2464/3515 [51:57<20:45,  1.18s/it]
overall:  62%|██████▏   | 2465/4000 [52:00<30:39,  1.20s/it]

train:  70%|███████   | 2465/3515 [51:58<20:58,  1.20s/it]
overall:  62%|██████▏   | 2466/4000 [52:01<30:33,  1.20s/it]

train:  70%|███████   | 2466/3515 [51:59<20:53,  1.20s/it]
overall:  62%|██████▏   | 2467/4000 [52:02<29:08,  1.14s/it]

train:  70%|███████   | 2467/3515 [52:00<19:55,  1.14s/it]
overall:  62%|██████▏   | 2468/4000 [52:03<29:47,  1.17s/it]

train:  70%|███████   | 2468/3515 [52:01<20:21,  1.17s/it]
overall:  62%|██████▏   | 2469/4000 [52:04<23:59,  1.06it/s]

train:  70%|███████   | 2469/3515 [52:02<16:23,  1.06it/s]
overall:  62%|██████▏   | 2470/4000 [52:04<18:59,  1.34it/s]

train:  70%|███████   | 2470/3515 [52:02<12:58,  1.34it/s]
overall:  62%|██████▏   | 2471/4000 [52:05<22:41,  1.12it/s]

train:  70%|███████   | 2471/3515 [52:03<15:29,  1.12it/s]
overall:  62%|██████▏   | 2472/4000 [52:07<24:56,  1.02it/s]

train:  70%|███████   | 2472/3515 [52:05<17:01,  1.02it/s]
overall:  62%|██████▏   | 2473/4000 [52:08<25:42,  1.01s/it]

train:  70%|███████   | 2473/3515 [52:06<17:32,  1.01s/it]
overall:  62%|██████▏   | 2474/4000 [52:09<26:39,  1.05s/it]

train:  70%|███████   | 2474/3515 [52:07<18:10,  1.05s/it]
overall:  62%|██████▏   | 2475/4000 [52:10<28:26,  1.12s/it]

train:  70%|███████   | 2475/3515 [52:08<19:23,  1.12s/it]
overall:  62%|██████▏   | 2476/4000 [52:12<31:54,  1.26s/it]

train:  70%|███████   | 2476/3515 [52:10<21:45,  1.26s/it]
overall:  62%|██████▏   | 2477/4000 [52:13<32:02,  1.26s/it]

train:  70%|███████   | 2477/3515 [52:11<21:50,  1.26s/it]
overall:  62%|██████▏   | 2478/4000 [52:14<31:38,  1.25s/it]

train:  70%|███████   | 2478/3515 [52:12<21:33,  1.25s/it]
overall:  62%|██████▏   | 2479/4000 [52:15<31:32,  1.24s/it]

train:  71%|███████   | 2479/3515 [52:13<21:29,  1.24s/it]
overall:  62%|██████▏   | 2480/4000 [52:17<31:23,  1.24s/it]

train:  71%|███████   | 2480/3515 [52:15<21:22,  1.24s/it]
overall:  62%|██████▏   | 2481/4000 [52:18<31:42,  1.25s/it]

train:  71%|███████   | 2481/3515 [52:16<21:34,  1.25s/it]
overall:  62%|██████▏   | 2482/4000 [52:19<31:04,  1.23s/it]

train:  71%|███████   | 2482/3515 [52:17<21:08,  1.23s/it]
overall:  62%|██████▏   | 2483/4000 [52:20<31:29,  1.25s/it]

train:  71%|███████   | 2483/3515 [52:18<21:25,  1.25s/it]
overall:  62%|██████▏   | 2484/4000 [52:22<31:45,  1.26s/it]

train:  71%|███████   | 2484/3515 [52:20<21:35,  1.26s/it]
overall:  62%|██████▏   | 2485/4000 [52:22<27:07,  1.07s/it]

train:  71%|███████   | 2485/3515 [52:20<18:26,  1.07s/it]
overall:  62%|██████▏   | 2486/4000 [52:23<23:54,  1.06it/s]

train:  71%|███████   | 2486/3515 [52:21<16:14,  1.06it/s]
overall:  62%|██████▏   | 2487/4000 [52:24<26:06,  1.04s/it]

train:  71%|███████   | 2487/3515 [52:22<17:44,  1.04s/it]
overall:  62%|██████▏   | 2488/4000 [52:25<27:53,  1.11s/it]

train:  71%|███████   | 2488/3515 [52:23<18:56,  1.11s/it]
overall:  62%|██████▏   | 2489/4000 [52:27<28:21,  1.13s/it]

train:  71%|███████   | 2489/3515 [52:25<19:15,  1.13s/it]
overall:  62%|██████▏   | 2490/4000 [52:28<27:06,  1.08s/it]

train:  71%|███████   | 2490/3515 [52:26<18:23,  1.08s/it]
overall:  62%|██████▏   | 2491/4000 [52:29<27:12,  1.08s/it]

train:  71%|███████   | 2491/3515 [52:27<18:27,  1.08s/it]
overall:  62%|██████▏   | 2492/4000 [52:29<22:11,  1.13it/s]

train:  71%|███████   | 2492/3515 [52:27<15:03,  1.13it/s]
overall:  62%|██████▏   | 2493/4000 [52:30<25:09,  1.00s/it]

train:  71%|███████   | 2493/3515 [52:28<17:03,  1.00s/it]
overall:  62%|██████▏   | 2494/4000 [52:32<26:23,  1.05s/it]

train:  71%|███████   | 2494/3515 [52:30<17:53,  1.05s/it]
overall:  62%|██████▏   | 2495/4000 [52:33<27:48,  1.11s/it]

train:  71%|███████   | 2495/3515 [52:31<18:50,  1.11s/it]
overall:  62%|██████▏   | 2496/4000 [52:34<28:38,  1.14s/it]

train:  71%|███████   | 2496/3515 [52:32<19:24,  1.14s/it]
overall:  62%|██████▏   | 2497/4000 [52:35<29:41,  1.18s/it]

train:  71%|███████   | 2497/3515 [52:33<20:06,  1.18s/it]
overall:  62%|██████▏   | 2498/4000 [52:36<22:30,  1.11it/s]

train:  71%|███████   | 2498/3515 [52:34<15:14,  1.11it/s]
overall:  62%|██████▏   | 2499/4000 [52:36<17:48,  1.40it/s]

train:  71%|███████   | 2499/3515 [52:34<12:03,  1.40it/s]
overall:  62%|██████▎   | 2500/4000 [52:37<20:02,  1.25it/s]

train:  71%|███████   | 2500/3515 [52:35<13:33,  1.25it/s]
overall:  63%|██████▎   | 2501/4000 [52:38<23:00,  1.09it/s]

train:  71%|███████   | 2501/3515 [52:36<15:33,  1.09it/s]
overall:  63%|██████▎   | 2502/4000 [52:39<25:24,  1.02s/it]

train:  71%|███████   | 2502/3515 [52:37<17:10,  1.02s/it]
overall:  63%|██████▎   | 2503/4000 [52:40<26:49,  1.08s/it]

train:  71%|███████   | 2503/3515 [52:38<18:08,  1.08s/it]
overall:  63%|██████▎   | 2504/4000 [52:42<27:53,  1.12s/it]

train:  71%|███████   | 2504/3515 [52:40<18:51,  1.12s/it]
overall:  63%|██████▎   | 2505/4000 [52:43<29:16,  1.17s/it]

train:  71%|███████▏  | 2505/3515 [52:41<19:46,  1.17s/it]
overall:  63%|██████▎   | 2506/4000 [52:43<22:33,  1.10it/s]

train:  71%|███████▏  | 2506/3515 [52:41<15:14,  1.10it/s]
overall:  63%|██████▎   | 2507/4000 [52:44<24:16,  1.03it/s]

train:  71%|███████▏  | 2507/3515 [52:42<16:23,  1.03it/s]
overall:  63%|██████▎   | 2508/4000 [52:46<25:42,  1.03s/it]

train:  71%|███████▏  | 2508/3515 [52:44<17:21,  1.03s/it]
overall:  63%|██████▎   | 2509/4000 [52:47<27:37,  1.11s/it]

train:  71%|███████▏  | 2509/3515 [52:45<18:38,  1.11s/it]
overall:  63%|██████▎   | 2510/4000 [52:48<28:07,  1.13s/it]

train:  71%|███████▏  | 2510/3515 [52:46<18:58,  1.13s/it]
overall:  63%|██████▎   | 2511/4000 [52:49<28:52,  1.16s/it]

train:  71%|███████▏  | 2511/3515 [52:47<19:27,  1.16s/it]
overall:  63%|██████▎   | 2512/4000 [52:51<29:22,  1.18s/it]

train:  71%|███████▏  | 2512/3515 [52:49<19:47,  1.18s/it]
overall:  63%|██████▎   | 2513/4000 [52:52<29:18,  1.18s/it]

train:  71%|███████▏  | 2513/3515 [52:50<19:45,  1.18s/it]
overall:  63%|██████▎   | 2514/4000 [52:53<29:31,  1.19s/it]

train:  72%|███████▏  | 2514/3515 [52:51<19:53,  1.19s/it]
overall:  63%|██████▎   | 2515/4000 [52:54<29:43,  1.20s/it]

train:  72%|███████▏  | 2515/3515 [52:52<20:01,  1.20s/it]
overall:  63%|██████▎   | 2516/4000 [52:55<30:02,  1.21s/it]

train:  72%|███████▏  | 2516/3515 [52:53<20:13,  1.21s/it]
overall:  63%|██████▎   | 2517/4000 [52:56<23:49,  1.04it/s]

train:  72%|███████▏  | 2517/3515 [52:54<16:01,  1.04it/s]
overall:  63%|██████▎   | 2518/4000 [52:57<25:35,  1.04s/it]

train:  72%|███████▏  | 2518/3515 [52:55<17:12,  1.04s/it]
overall:  63%|██████▎   | 2519/4000 [52:58<26:07,  1.06s/it]

train:  72%|███████▏  | 2519/3515 [52:56<17:34,  1.06s/it]
overall:  63%|██████▎   | 2520/4000 [52:59<27:45,  1.13s/it]

train:  72%|███████▏  | 2520/3515 [52:57<18:39,  1.13s/it]
overall:  63%|██████▎   | 2521/4000 [53:01<28:58,  1.18s/it]

train:  72%|███████▏  | 2521/3515 [52:59<19:28,  1.18s/it]
overall:  63%|██████▎   | 2522/4000 [53:02<29:27,  1.20s/it]

train:  72%|███████▏  | 2522/3515 [53:00<19:47,  1.20s/it]
overall:  63%|██████▎   | 2523/4000 [53:03<28:51,  1.17s/it]

train:  72%|███████▏  | 2523/3515 [53:01<19:23,  1.17s/it]
overall:  63%|██████▎   | 2524/4000 [53:04<30:18,  1.23s/it]

train:  72%|███████▏  | 2524/3515 [53:02<20:21,  1.23s/it]
overall:  63%|██████▎   | 2525/4000 [53:06<30:46,  1.25s/it]

train:  72%|███████▏  | 2525/3515 [53:04<20:39,  1.25s/it]
overall:  63%|██████▎   | 2526/4000 [53:07<30:43,  1.25s/it]

train:  72%|███████▏  | 2526/3515 [53:05<20:37,  1.25s/it]
overall:  63%|██████▎   | 2527/4000 [53:08<29:25,  1.20s/it]

train:  72%|███████▏  | 2527/3515 [53:06<19:44,  1.20s/it]
overall:  63%|██████▎   | 2528/4000 [53:09<28:38,  1.17s/it]

train:  72%|███████▏  | 2528/3515 [53:07<19:12,  1.17s/it]
overall:  63%|██████▎   | 2529/4000 [53:10<28:55,  1.18s/it]

train:  72%|███████▏  | 2529/3515 [53:08<19:23,  1.18s/it]
overall:  63%|██████▎   | 2530/4000 [53:12<29:17,  1.20s/it]

train:  72%|███████▏  | 2530/3515 [53:10<19:37,  1.20s/it]
overall:  63%|██████▎   | 2531/4000 [53:13<29:55,  1.22s/it]

train:  72%|███████▏  | 2531/3515 [53:11<20:02,  1.22s/it]
overall:  63%|██████▎   | 2532/4000 [53:14<29:35,  1.21s/it]

train:  72%|███████▏  | 2532/3515 [53:12<19:48,  1.21s/it]
overall:  63%|██████▎   | 2533/4000 [53:14<23:27,  1.04it/s]

train:  72%|███████▏  | 2533/3515 [53:12<15:42,  1.04it/s]
overall:  63%|██████▎   | 2534/4000 [53:16<25:40,  1.05s/it]

train:  72%|███████▏  | 2534/3515 [53:14<17:10,  1.05s/it]
overall:  63%|██████▎   | 2535/4000 [53:17<27:04,  1.11s/it]

train:  72%|███████▏  | 2535/3515 [53:15<18:06,  1.11s/it]
overall:  63%|██████▎   | 2536/4000 [53:18<27:54,  1.14s/it]

train:  72%|███████▏  | 2536/3515 [53:16<18:39,  1.14s/it]
overall:  63%|██████▎   | 2537/4000 [53:19<28:26,  1.17s/it]

train:  72%|███████▏  | 2537/3515 [53:17<19:00,  1.17s/it]
overall:  63%|██████▎   | 2538/4000 [53:20<24:21,  1.00it/s]

train:  72%|███████▏  | 2538/3515 [53:18<16:16,  1.00it/s]
overall:  63%|██████▎   | 2539/4000 [53:21<25:03,  1.03s/it]

train:  72%|███████▏  | 2539/3515 [53:19<16:44,  1.03s/it]
overall:  64%|██████▎   | 2540/4000 [53:22<25:42,  1.06s/it]

train:  72%|███████▏  | 2540/3515 [53:20<17:09,  1.06s/it]
overall:  64%|██████▎   | 2541/4000 [53:23<26:54,  1.11s/it]

train:  72%|███████▏  | 2541/3515 [53:21<17:57,  1.11s/it]
overall:  64%|██████▎   | 2542/4000 [53:25<28:04,  1.16s/it]

train:  72%|███████▏  | 2542/3515 [53:23<18:44,  1.16s/it]
overall:  64%|██████▎   | 2543/4000 [53:26<28:38,  1.18s/it]

train:  72%|███████▏  | 2543/3515 [53:24<19:06,  1.18s/it]
overall:  64%|██████▎   | 2544/4000 [53:27<28:56,  1.19s/it]

train:  72%|███████▏  | 2544/3515 [53:25<19:18,  1.19s/it]
overall:  64%|██████▎   | 2545/4000 [53:28<28:54,  1.19s/it]

train:  72%|███████▏  | 2545/3515 [53:26<19:16,  1.19s/it]
overall:  64%|██████▎   | 2546/4000 [53:29<28:19,  1.17s/it]

train:  72%|███████▏  | 2546/3515 [53:27<18:52,  1.17s/it]
overall:  64%|██████▎   | 2547/4000 [53:31<28:14,  1.17s/it]

train:  72%|███████▏  | 2547/3515 [53:29<18:49,  1.17s/it]
overall:  64%|██████▎   | 2548/4000 [53:32<30:44,  1.27s/it]

train:  72%|███████▏  | 2548/3515 [53:30<20:28,  1.27s/it]
overall:  64%|██████▎   | 2549/4000 [53:33<30:51,  1.28s/it]

train:  73%|███████▎  | 2549/3515 [53:31<20:32,  1.28s/it]
overall:  64%|██████▍   | 2550/4000 [53:35<30:56,  1.28s/it]

train:  73%|███████▎  | 2550/3515 [53:33<20:35,  1.28s/it]
overall:  64%|██████▍   | 2551/4000 [53:36<30:19,  1.26s/it]

train:  73%|███████▎  | 2551/3515 [53:34<20:10,  1.26s/it]
overall:  64%|██████▍   | 2552/4000 [53:37<27:39,  1.15s/it]

train:  73%|███████▎  | 2552/3515 [53:35<18:23,  1.15s/it]
overall:  64%|██████▍   | 2553/4000 [53:38<27:13,  1.13s/it]

train:  73%|███████▎  | 2553/3515 [53:36<18:06,  1.13s/it]
overall:  64%|██████▍   | 2554/4000 [53:39<26:17,  1.09s/it]

train:  73%|███████▎  | 2554/3515 [53:37<17:28,  1.09s/it]
overall:  64%|██████▍   | 2555/4000 [53:40<26:58,  1.12s/it]

train:  73%|███████▎  | 2555/3515 [53:38<17:55,  1.12s/it]
overall:  64%|██████▍   | 2556/4000 [53:41<27:43,  1.15s/it]

train:  73%|███████▎  | 2556/3515 [53:39<18:24,  1.15s/it]
overall:  64%|██████▍   | 2557/4000 [53:42<27:51,  1.16s/it]

train:  73%|███████▎  | 2557/3515 [53:40<18:29,  1.16s/it]
overall:  64%|██████▍   | 2558/4000 [53:43<26:28,  1.10s/it]

train:  73%|███████▎  | 2558/3515 [53:41<17:34,  1.10s/it]
overall:  64%|██████▍   | 2559/4000 [53:45<27:21,  1.14s/it]

train:  73%|███████▎  | 2559/3515 [53:43<18:08,  1.14s/it]
overall:  64%|██████▍   | 2560/4000 [53:46<28:05,  1.17s/it]

train:  73%|███████▎  | 2560/3515 [53:44<18:37,  1.17s/it]
overall:  64%|██████▍   | 2561/4000 [53:47<27:22,  1.14s/it]

train:  73%|███████▎  | 2561/3515 [53:45<18:09,  1.14s/it]
overall:  64%|██████▍   | 2562/4000 [53:48<26:58,  1.13s/it]

train:  73%|███████▎  | 2562/3515 [53:46<17:52,  1.13s/it]
overall:  64%|██████▍   | 2563/4000 [53:49<27:28,  1.15s/it]

train:  73%|███████▎  | 2563/3515 [53:47<18:12,  1.15s/it]
overall:  64%|██████▍   | 2564/4000 [53:51<28:30,  1.19s/it]

train:  73%|███████▎  | 2564/3515 [53:49<18:52,  1.19s/it]
overall:  64%|██████▍   | 2565/4000 [53:52<28:09,  1.18s/it]

train:  73%|███████▎  | 2565/3515 [53:50<18:38,  1.18s/it]
overall:  64%|██████▍   | 2566/4000 [53:53<28:55,  1.21s/it]

train:  73%|███████▎  | 2566/3515 [53:51<19:08,  1.21s/it]
overall:  64%|██████▍   | 2567/4000 [53:54<29:32,  1.24s/it]

train:  73%|███████▎  | 2567/3515 [53:52<19:32,  1.24s/it]
overall:  64%|██████▍   | 2568/4000 [53:55<29:34,  1.24s/it]

train:  73%|███████▎  | 2568/3515 [53:54<19:33,  1.24s/it]
overall:  64%|██████▍   | 2569/4000 [53:57<28:54,  1.21s/it]

train:  73%|███████▎  | 2569/3515 [53:55<19:06,  1.21s/it]
overall:  64%|██████▍   | 2570/4000 [53:58<28:55,  1.21s/it]

train:  73%|███████▎  | 2570/3515 [53:56<19:06,  1.21s/it]
overall:  64%|██████▍   | 2571/4000 [53:59<28:27,  1.20s/it]

train:  73%|███████▎  | 2571/3515 [53:57<18:48,  1.20s/it]
overall:  64%|██████▍   | 2572/4000 [54:01<30:33,  1.28s/it]

train:  73%|███████▎  | 2572/3515 [53:59<20:10,  1.28s/it]
overall:  64%|██████▍   | 2573/4000 [54:02<30:10,  1.27s/it]

train:  73%|███████▎  | 2573/3515 [54:00<19:55,  1.27s/it]
overall:  64%|██████▍   | 2574/4000 [54:03<29:56,  1.26s/it]

train:  73%|███████▎  | 2574/3515 [54:01<19:45,  1.26s/it]
overall:  64%|██████▍   | 2575/4000 [54:04<30:02,  1.27s/it]

train:  73%|███████▎  | 2575/3515 [54:02<19:49,  1.27s/it]
overall:  64%|██████▍   | 2576/4000 [54:05<29:50,  1.26s/it]

train:  73%|███████▎  | 2576/3515 [54:04<19:40,  1.26s/it]
overall:  64%|██████▍   | 2577/4000 [54:07<29:07,  1.23s/it]

train:  73%|███████▎  | 2577/3515 [54:05<19:11,  1.23s/it]
overall:  64%|██████▍   | 2578/4000 [54:08<29:00,  1.22s/it]

train:  73%|███████▎  | 2578/3515 [54:06<19:06,  1.22s/it]
overall:  64%|██████▍   | 2579/4000 [54:09<27:56,  1.18s/it]

train:  73%|███████▎  | 2579/3515 [54:07<18:24,  1.18s/it]
overall:  64%|██████▍   | 2580/4000 [54:10<28:47,  1.22s/it]

train:  73%|███████▎  | 2580/3515 [54:08<18:57,  1.22s/it]
overall:  65%|██████▍   | 2581/4000 [54:12<29:18,  1.24s/it]

train:  73%|███████▎  | 2581/3515 [54:10<19:17,  1.24s/it]
overall:  65%|██████▍   | 2582/4000 [54:13<29:15,  1.24s/it]

train:  73%|███████▎  | 2582/3515 [54:11<19:14,  1.24s/it]
overall:  65%|██████▍   | 2583/4000 [54:14<29:32,  1.25s/it]

train:  73%|███████▎  | 2583/3515 [54:12<19:25,  1.25s/it]
overall:  65%|██████▍   | 2584/4000 [54:14<22:18,  1.06it/s]

train:  74%|███████▎  | 2584/3515 [54:12<14:39,  1.06it/s]
overall:  65%|██████▍   | 2585/4000 [54:16<24:21,  1.03s/it]

train:  74%|███████▎  | 2585/3515 [54:14<16:00,  1.03s/it]
overall:  65%|██████▍   | 2586/4000 [54:17<25:45,  1.09s/it]

train:  74%|███████▎  | 2586/3515 [54:15<16:55,  1.09s/it]
overall:  65%|██████▍   | 2587/4000 [54:18<27:06,  1.15s/it]

train:  74%|███████▎  | 2587/3515 [54:16<17:48,  1.15s/it]
overall:  65%|██████▍   | 2588/4000 [54:19<27:37,  1.17s/it]

train:  74%|███████▎  | 2588/3515 [54:17<18:08,  1.17s/it]
overall:  65%|██████▍   | 2589/4000 [54:20<26:44,  1.14s/it]

train:  74%|███████▎  | 2589/3515 [54:18<17:33,  1.14s/it]
overall:  65%|██████▍   | 2590/4000 [54:21<24:59,  1.06s/it]

train:  74%|███████▎  | 2590/3515 [54:19<16:24,  1.06s/it]
overall:  65%|██████▍   | 2591/4000 [54:22<26:15,  1.12s/it]

train:  74%|███████▎  | 2591/3515 [54:20<17:13,  1.12s/it]
overall:  65%|██████▍   | 2592/4000 [54:24<27:07,  1.16s/it]

train:  74%|███████▎  | 2592/3515 [54:22<17:46,  1.16s/it]
overall:  65%|██████▍   | 2593/4000 [54:25<26:32,  1.13s/it]

train:  74%|███████▍  | 2593/3515 [54:23<17:23,  1.13s/it]
overall:  65%|██████▍   | 2594/4000 [54:26<27:14,  1.16s/it]

train:  74%|███████▍  | 2594/3515 [54:24<17:50,  1.16s/it]
overall:  65%|██████▍   | 2595/4000 [54:27<28:03,  1.20s/it]

train:  74%|███████▍  | 2595/3515 [54:25<18:22,  1.20s/it]
overall:  65%|██████▍   | 2596/4000 [54:29<30:20,  1.30s/it]

train:  74%|███████▍  | 2596/3515 [54:27<19:51,  1.30s/it]
overall:  65%|██████▍   | 2597/4000 [54:29<24:10,  1.03s/it]

train:  74%|███████▍  | 2597/3515 [54:27<15:49,  1.03s/it]
overall:  65%|██████▍   | 2598/4000 [54:30<21:39,  1.08it/s]

train:  74%|███████▍  | 2598/3515 [54:28<14:09,  1.08it/s]
overall:  65%|██████▍   | 2599/4000 [54:31<24:08,  1.03s/it]

train:  74%|███████▍  | 2599/3515 [54:29<15:46,  1.03s/it]
overall:  65%|██████▌   | 2600/4000 [54:32<25:09,  1.08s/it]

train:  74%|███████▍  | 2600/3515 [54:30<16:26,  1.08s/it]
overall:  65%|██████▌   | 2601/4000 [54:34<26:17,  1.13s/it]

train:  74%|███████▍  | 2601/3515 [54:32<17:10,  1.13s/it]
overall:  65%|██████▌   | 2602/4000 [54:35<27:22,  1.17s/it]

train:  74%|███████▍  | 2602/3515 [54:33<17:52,  1.17s/it]
overall:  65%|██████▌   | 2603/4000 [54:36<27:46,  1.19s/it]

train:  74%|███████▍  | 2603/3515 [54:34<18:08,  1.19s/it]
overall:  65%|██████▌   | 2604/4000 [54:37<26:56,  1.16s/it]

train:  74%|███████▍  | 2604/3515 [54:35<17:34,  1.16s/it]
overall:  65%|██████▌   | 2605/4000 [54:38<26:06,  1.12s/it]

train:  74%|███████▍  | 2605/3515 [54:36<17:01,  1.12s/it]
overall:  65%|██████▌   | 2606/4000 [54:39<26:21,  1.13s/it]

train:  74%|███████▍  | 2606/3515 [54:37<17:11,  1.13s/it]
overall:  65%|██████▌   | 2607/4000 [54:41<27:25,  1.18s/it]

train:  74%|███████▍  | 2607/3515 [54:39<17:52,  1.18s/it]
overall:  65%|██████▌   | 2608/4000 [54:42<27:13,  1.17s/it]

train:  74%|███████▍  | 2608/3515 [54:40<17:44,  1.17s/it]
overall:  65%|██████▌   | 2609/4000 [54:43<27:21,  1.18s/it]

train:  74%|███████▍  | 2609/3515 [54:41<17:49,  1.18s/it]
overall:  65%|██████▌   | 2610/4000 [54:44<28:01,  1.21s/it]

train:  74%|███████▍  | 2610/3515 [54:42<18:14,  1.21s/it]
overall:  65%|██████▌   | 2611/4000 [54:46<28:06,  1.21s/it]

train:  74%|███████▍  | 2611/3515 [54:44<18:17,  1.21s/it]
overall:  65%|██████▌   | 2612/4000 [54:47<28:35,  1.24s/it]

train:  74%|███████▍  | 2612/3515 [54:45<18:36,  1.24s/it]
overall:  65%|██████▌   | 2613/4000 [54:48<28:33,  1.24s/it]

train:  74%|███████▍  | 2613/3515 [54:46<18:34,  1.24s/it]
overall:  65%|██████▌   | 2614/4000 [54:49<25:55,  1.12s/it]

train:  74%|███████▍  | 2614/3515 [54:47<16:51,  1.12s/it]
overall:  65%|██████▌   | 2615/4000 [54:50<26:40,  1.16s/it]

train:  74%|███████▍  | 2615/3515 [54:48<17:20,  1.16s/it]
overall:  65%|██████▌   | 2616/4000 [54:51<27:32,  1.19s/it]

train:  74%|███████▍  | 2616/3515 [54:49<17:53,  1.19s/it]
overall:  65%|██████▌   | 2617/4000 [54:52<22:10,  1.04it/s]

train:  74%|███████▍  | 2617/3515 [54:50<14:23,  1.04it/s]
overall:  65%|██████▌   | 2618/4000 [54:53<23:37,  1.03s/it]

train:  74%|███████▍  | 2618/3515 [54:51<15:20,  1.03s/it]
overall:  65%|██████▌   | 2619/4000 [54:54<25:02,  1.09s/it]

train:  75%|███████▍  | 2619/3515 [54:52<16:14,  1.09s/it]
overall:  66%|██████▌   | 2620/4000 [54:56<28:29,  1.24s/it]

train:  75%|███████▍  | 2620/3515 [54:54<18:28,  1.24s/it]
overall:  66%|██████▌   | 2621/4000 [54:56<24:04,  1.05s/it]

train:  75%|███████▍  | 2621/3515 [54:54<15:36,  1.05s/it]
overall:  66%|██████▌   | 2622/4000 [54:58<25:11,  1.10s/it]

train:  75%|███████▍  | 2622/3515 [54:56<16:19,  1.10s/it]
overall:  66%|██████▌   | 2623/4000 [54:59<26:07,  1.14s/it]

train:  75%|███████▍  | 2623/3515 [54:57<16:55,  1.14s/it]
overall:  66%|██████▌   | 2624/4000 [55:00<25:57,  1.13s/it]

train:  75%|███████▍  | 2624/3515 [54:58<16:48,  1.13s/it]
overall:  66%|██████▌   | 2625/4000 [55:01<26:14,  1.14s/it]

train:  75%|███████▍  | 2625/3515 [54:59<16:58,  1.14s/it]
overall:  66%|██████▌   | 2626/4000 [55:02<23:32,  1.03s/it]

train:  75%|███████▍  | 2626/3515 [55:00<15:13,  1.03s/it]
overall:  66%|██████▌   | 2627/4000 [55:03<24:48,  1.08s/it]

train:  75%|███████▍  | 2627/3515 [55:01<16:02,  1.08s/it]
overall:  66%|██████▌   | 2628/4000 [55:04<25:08,  1.10s/it]

train:  75%|███████▍  | 2628/3515 [55:02<16:14,  1.10s/it]
overall:  66%|██████▌   | 2629/4000 [55:05<21:57,  1.04it/s]

train:  75%|███████▍  | 2629/3515 [55:03<14:11,  1.04it/s]
overall:  66%|██████▌   | 2630/4000 [55:06<24:18,  1.06s/it]

train:  75%|███████▍  | 2630/3515 [55:04<15:42,  1.06s/it]
overall:  66%|██████▌   | 2631/4000 [55:08<25:24,  1.11s/it]

train:  75%|███████▍  | 2631/3515 [55:06<16:24,  1.11s/it]
overall:  66%|██████▌   | 2632/4000 [55:09<25:23,  1.11s/it]

train:  75%|███████▍  | 2632/3515 [55:07<16:23,  1.11s/it]
overall:  66%|██████▌   | 2633/4000 [55:10<26:30,  1.16s/it]

train:  75%|███████▍  | 2633/3515 [55:08<17:06,  1.16s/it]
overall:  66%|██████▌   | 2634/4000 [55:11<26:21,  1.16s/it]

train:  75%|███████▍  | 2634/3515 [55:09<16:59,  1.16s/it]
overall:  66%|██████▌   | 2635/4000 [55:12<24:54,  1.09s/it]

train:  75%|███████▍  | 2635/3515 [55:10<16:03,  1.09s/it]
overall:  66%|██████▌   | 2636/4000 [55:13<25:50,  1.14s/it]

train:  75%|███████▍  | 2636/3515 [55:11<16:39,  1.14s/it]
overall:  66%|██████▌   | 2637/4000 [55:14<25:45,  1.13s/it]

train:  75%|███████▌  | 2637/3515 [55:12<16:35,  1.13s/it]
overall:  66%|██████▌   | 2638/4000 [55:16<26:47,  1.18s/it]

train:  75%|███████▌  | 2638/3515 [55:14<17:14,  1.18s/it]
overall:  66%|██████▌   | 2639/4000 [55:17<25:21,  1.12s/it]

train:  75%|███████▌  | 2639/3515 [55:15<16:19,  1.12s/it]
overall:  66%|██████▌   | 2640/4000 [55:18<26:32,  1.17s/it]

train:  75%|███████▌  | 2640/3515 [55:16<17:04,  1.17s/it]
overall:  66%|██████▌   | 2641/4000 [55:19<25:27,  1.12s/it]

train:  75%|███████▌  | 2641/3515 [55:17<16:22,  1.12s/it]
overall:  66%|██████▌   | 2642/4000 [55:20<25:43,  1.14s/it]

train:  75%|███████▌  | 2642/3515 [55:18<16:32,  1.14s/it]
overall:  66%|██████▌   | 2643/4000 [55:21<26:08,  1.16s/it]

train:  75%|███████▌  | 2643/3515 [55:19<16:47,  1.16s/it]
overall:  66%|██████▌   | 2644/4000 [55:23<29:34,  1.31s/it]

train:  75%|███████▌  | 2644/3515 [55:21<18:59,  1.31s/it]
overall:  66%|██████▌   | 2645/4000 [55:24<27:55,  1.24s/it]

train:  75%|███████▌  | 2645/3515 [55:22<17:55,  1.24s/it]
overall:  66%|██████▌   | 2646/4000 [55:25<27:38,  1.22s/it]

train:  75%|███████▌  | 2646/3515 [55:23<17:44,  1.22s/it]
overall:  66%|██████▌   | 2647/4000 [55:26<27:58,  1.24s/it]

train:  75%|███████▌  | 2647/3515 [55:25<17:56,  1.24s/it]
overall:  66%|██████▌   | 2648/4000 [55:28<27:50,  1.24s/it]

train:  75%|███████▌  | 2648/3515 [55:26<17:51,  1.24s/it]
overall:  66%|██████▌   | 2649/4000 [55:29<27:45,  1.23s/it]

train:  75%|███████▌  | 2649/3515 [55:27<17:47,  1.23s/it]
overall:  66%|██████▋   | 2650/4000 [55:29<23:04,  1.03s/it]

train:  75%|███████▌  | 2650/3515 [55:27<14:47,  1.03s/it]
overall:  66%|██████▋   | 2651/4000 [55:31<24:18,  1.08s/it]

train:  75%|███████▌  | 2651/3515 [55:29<15:33,  1.08s/it]
overall:  66%|██████▋   | 2652/4000 [55:32<25:44,  1.15s/it]

train:  75%|███████▌  | 2652/3515 [55:30<16:28,  1.15s/it]
overall:  66%|██████▋   | 2653/4000 [55:33<26:47,  1.19s/it]

train:  75%|███████▌  | 2653/3515 [55:31<17:08,  1.19s/it]
overall:  66%|██████▋   | 2654/4000 [55:35<27:26,  1.22s/it]

train:  76%|███████▌  | 2654/3515 [55:33<17:33,  1.22s/it]
overall:  66%|██████▋   | 2655/4000 [55:35<20:54,  1.07it/s]

train:  76%|███████▌  | 2655/3515 [55:33<13:22,  1.07it/s]
overall:  66%|██████▋   | 2656/4000 [55:36<21:39,  1.03it/s]

train:  76%|███████▌  | 2656/3515 [55:34<13:50,  1.03it/s]
overall:  66%|██████▋   | 2657/4000 [55:37<23:47,  1.06s/it]

train:  76%|███████▌  | 2657/3515 [55:35<15:11,  1.06s/it]
overall:  66%|██████▋   | 2658/4000 [55:38<24:27,  1.09s/it]

train:  76%|███████▌  | 2658/3515 [55:36<15:37,  1.09s/it]
overall:  66%|██████▋   | 2659/4000 [55:39<23:32,  1.05s/it]

train:  76%|███████▌  | 2659/3515 [55:37<15:01,  1.05s/it]
overall:  66%|██████▋   | 2660/4000 [55:41<24:42,  1.11s/it]

train:  76%|███████▌  | 2660/3515 [55:39<15:45,  1.11s/it]
overall:  67%|██████▋   | 2661/4000 [55:42<25:52,  1.16s/it]

train:  76%|███████▌  | 2661/3515 [55:40<16:29,  1.16s/it]
overall:  67%|██████▋   | 2662/4000 [55:43<26:11,  1.17s/it]

train:  76%|███████▌  | 2662/3515 [55:41<16:42,  1.17s/it]
overall:  67%|██████▋   | 2663/4000 [55:44<26:57,  1.21s/it]

train:  76%|███████▌  | 2663/3515 [55:42<17:11,  1.21s/it]
overall:  67%|██████▋   | 2664/4000 [55:46<27:29,  1.24s/it]

train:  76%|███████▌  | 2664/3515 [55:44<17:30,  1.24s/it]
overall:  67%|██████▋   | 2665/4000 [55:47<27:49,  1.25s/it]

train:  76%|███████▌  | 2665/3515 [55:45<17:43,  1.25s/it]
overall:  67%|██████▋   | 2666/4000 [55:48<27:30,  1.24s/it]

train:  76%|███████▌  | 2666/3515 [55:46<17:30,  1.24s/it]
overall:  67%|██████▋   | 2667/4000 [55:49<27:08,  1.22s/it]

train:  76%|███████▌  | 2667/3515 [55:47<17:16,  1.22s/it]
overall:  67%|██████▋   | 2668/4000 [55:51<29:15,  1.32s/it]

train:  76%|███████▌  | 2668/3515 [55:49<18:36,  1.32s/it]
overall:  67%|██████▋   | 2669/4000 [55:52<29:06,  1.31s/it]

train:  76%|███████▌  | 2669/3515 [55:50<18:30,  1.31s/it]
overall:  67%|██████▋   | 2670/4000 [55:53<28:38,  1.29s/it]

train:  76%|███████▌  | 2670/3515 [55:51<18:11,  1.29s/it]
overall:  67%|██████▋   | 2671/4000 [55:54<27:25,  1.24s/it]

train:  76%|███████▌  | 2671/3515 [55:53<17:24,  1.24s/it]
overall:  67%|██████▋   | 2672/4000 [55:56<27:13,  1.23s/it]

train:  76%|███████▌  | 2672/3515 [55:54<17:16,  1.23s/it]
overall:  67%|██████▋   | 2673/4000 [55:57<27:33,  1.25s/it]

train:  76%|███████▌  | 2673/3515 [55:55<17:29,  1.25s/it]
overall:  67%|██████▋   | 2674/4000 [55:58<26:56,  1.22s/it]

train:  76%|███████▌  | 2674/3515 [55:56<17:05,  1.22s/it]
overall:  67%|██████▋   | 2675/4000 [55:59<27:21,  1.24s/it]

train:  76%|███████▌  | 2675/3515 [55:57<17:20,  1.24s/it]
overall:  67%|██████▋   | 2676/4000 [56:01<26:36,  1.21s/it]

train:  76%|███████▌  | 2676/3515 [55:59<16:51,  1.21s/it]
overall:  67%|██████▋   | 2677/4000 [56:02<26:56,  1.22s/it]

train:  76%|███████▌  | 2677/3515 [56:00<17:03,  1.22s/it]
overall:  67%|██████▋   | 2678/4000 [56:02<23:07,  1.05s/it]

train:  76%|███████▌  | 2678/3515 [56:00<14:38,  1.05s/it]
overall:  67%|██████▋   | 2679/4000 [56:04<23:36,  1.07s/it]

train:  76%|███████▌  | 2679/3515 [56:02<14:56,  1.07s/it]
overall:  67%|██████▋   | 2680/4000 [56:05<23:13,  1.06s/it]

train:  76%|███████▌  | 2680/3515 [56:03<14:41,  1.06s/it]
overall:  67%|██████▋   | 2681/4000 [56:06<22:58,  1.04s/it]

train:  76%|███████▋  | 2681/3515 [56:04<14:31,  1.04s/it]
overall:  67%|██████▋   | 2682/4000 [56:07<23:45,  1.08s/it]

train:  76%|███████▋  | 2682/3515 [56:05<15:01,  1.08s/it]
overall:  67%|██████▋   | 2683/4000 [56:08<24:36,  1.12s/it]

train:  76%|███████▋  | 2683/3515 [56:06<15:32,  1.12s/it]
overall:  67%|██████▋   | 2684/4000 [56:09<21:29,  1.02it/s]

train:  76%|███████▋  | 2684/3515 [56:07<13:34,  1.02it/s]
overall:  67%|██████▋   | 2685/4000 [56:09<19:18,  1.14it/s]

train:  76%|███████▋  | 2685/3515 [56:07<12:11,  1.14it/s]
overall:  67%|██████▋   | 2686/4000 [56:10<16:16,  1.35it/s]

train:  76%|███████▋  | 2686/3515 [56:08<10:16,  1.35it/s]
overall:  67%|██████▋   | 2687/4000 [56:11<17:35,  1.24it/s]

train:  76%|███████▋  | 2687/3515 [56:09<11:05,  1.24it/s]
overall:  67%|██████▋   | 2688/4000 [56:12<20:41,  1.06it/s]

train:  76%|███████▋  | 2688/3515 [56:10<13:02,  1.06it/s]
overall:  67%|██████▋   | 2689/4000 [56:13<23:00,  1.05s/it]

train:  77%|███████▋  | 2689/3515 [56:11<14:29,  1.05s/it]
overall:  67%|██████▋   | 2690/4000 [56:14<24:06,  1.10s/it]

train:  77%|███████▋  | 2690/3515 [56:12<15:10,  1.10s/it]
overall:  67%|██████▋   | 2691/4000 [56:16<25:00,  1.15s/it]

train:  77%|███████▋  | 2691/3515 [56:14<15:44,  1.15s/it]
overall:  67%|██████▋   | 2692/4000 [56:17<28:06,  1.29s/it]

train:  77%|███████▋  | 2692/3515 [56:15<17:41,  1.29s/it]
overall:  67%|██████▋   | 2693/4000 [56:19<27:18,  1.25s/it]

train:  77%|███████▋  | 2693/3515 [56:17<17:10,  1.25s/it]
overall:  67%|██████▋   | 2694/4000 [56:19<24:11,  1.11s/it]

train:  77%|███████▋  | 2694/3515 [56:17<15:12,  1.11s/it]
overall:  67%|██████▋   | 2695/4000 [56:21<24:59,  1.15s/it]

train:  77%|███████▋  | 2695/3515 [56:19<15:42,  1.15s/it]
overall:  67%|██████▋   | 2696/4000 [56:22<25:47,  1.19s/it]

train:  77%|███████▋  | 2696/3515 [56:20<16:12,  1.19s/it]
overall:  67%|██████▋   | 2697/4000 [56:23<25:55,  1.19s/it]

train:  77%|███████▋  | 2697/3515 [56:21<16:16,  1.19s/it]
overall:  67%|██████▋   | 2698/4000 [56:24<26:12,  1.21s/it]

train:  77%|███████▋  | 2698/3515 [56:22<16:26,  1.21s/it]
overall:  67%|██████▋   | 2699/4000 [56:25<23:23,  1.08s/it]

train:  77%|███████▋  | 2699/3515 [56:23<14:40,  1.08s/it]
overall:  68%|██████▊   | 2700/4000 [56:26<24:30,  1.13s/it]

train:  77%|███████▋  | 2700/3515 [56:24<15:21,  1.13s/it]
overall:  68%|██████▊   | 2701/4000 [56:27<24:26,  1.13s/it]

train:  77%|███████▋  | 2701/3515 [56:25<15:19,  1.13s/it]
overall:  68%|██████▊   | 2702/4000 [56:29<24:39,  1.14s/it]

train:  77%|███████▋  | 2702/3515 [56:27<15:26,  1.14s/it]
overall:  68%|██████▊   | 2703/4000 [56:30<23:27,  1.09s/it]

train:  77%|███████▋  | 2703/3515 [56:28<14:41,  1.09s/it]
overall:  68%|██████▊   | 2704/4000 [56:31<24:03,  1.11s/it]

train:  77%|███████▋  | 2704/3515 [56:29<15:03,  1.11s/it]
overall:  68%|██████▊   | 2705/4000 [56:32<22:57,  1.06s/it]

train:  77%|███████▋  | 2705/3515 [56:30<14:21,  1.06s/it]
overall:  68%|██████▊   | 2706/4000 [56:33<24:15,  1.12s/it]

train:  77%|███████▋  | 2706/3515 [56:31<15:09,  1.12s/it]
overall:  68%|██████▊   | 2707/4000 [56:33<18:46,  1.15it/s]

train:  77%|███████▋  | 2707/3515 [56:31<11:44,  1.15it/s]
overall:  68%|██████▊   | 2708/4000 [56:34<20:43,  1.04it/s]

train:  77%|███████▋  | 2708/3515 [56:32<12:56,  1.04it/s]
overall:  68%|██████▊   | 2709/4000 [56:36<22:17,  1.04s/it]

train:  77%|███████▋  | 2709/3515 [56:34<13:55,  1.04s/it]
overall:  68%|██████▊   | 2710/4000 [56:37<23:52,  1.11s/it]

train:  77%|███████▋  | 2710/3515 [56:35<14:53,  1.11s/it]
overall:  68%|██████▊   | 2711/4000 [56:38<24:56,  1.16s/it]

train:  77%|███████▋  | 2711/3515 [56:36<15:33,  1.16s/it]
overall:  68%|██████▊   | 2712/4000 [56:39<25:46,  1.20s/it]

train:  77%|███████▋  | 2712/3515 [56:37<16:03,  1.20s/it]
overall:  68%|██████▊   | 2713/4000 [56:40<19:49,  1.08it/s]

train:  77%|███████▋  | 2713/3515 [56:38<12:20,  1.08it/s]
overall:  68%|██████▊   | 2714/4000 [56:41<21:42,  1.01s/it]

train:  77%|███████▋  | 2714/3515 [56:39<13:31,  1.01s/it]
overall:  68%|██████▊   | 2715/4000 [56:42<20:42,  1.03it/s]

train:  77%|███████▋  | 2715/3515 [56:40<12:53,  1.03it/s]
overall:  68%|██████▊   | 2716/4000 [56:43<24:27,  1.14s/it]

train:  77%|███████▋  | 2716/3515 [56:41<15:13,  1.14s/it]
overall:  68%|██████▊   | 2717/4000 [56:45<24:41,  1.15s/it]

train:  77%|███████▋  | 2717/3515 [56:43<15:21,  1.15s/it]
overall:  68%|██████▊   | 2718/4000 [56:46<24:31,  1.15s/it]

train:  77%|███████▋  | 2718/3515 [56:44<15:14,  1.15s/it]
overall:  68%|██████▊   | 2719/4000 [56:47<25:00,  1.17s/it]

train:  77%|███████▋  | 2719/3515 [56:45<15:32,  1.17s/it]
overall:  68%|██████▊   | 2720/4000 [56:48<24:54,  1.17s/it]

train:  77%|███████▋  | 2720/3515 [56:46<15:28,  1.17s/it]
overall:  68%|██████▊   | 2721/4000 [56:49<24:32,  1.15s/it]

train:  77%|███████▋  | 2721/3515 [56:47<15:14,  1.15s/it]
overall:  68%|██████▊   | 2722/4000 [56:50<25:00,  1.17s/it]

train:  77%|███████▋  | 2722/3515 [56:48<15:31,  1.17s/it]
overall:  68%|██████▊   | 2723/4000 [56:52<25:18,  1.19s/it]

train:  77%|███████▋  | 2723/3515 [56:50<15:41,  1.19s/it]
overall:  68%|██████▊   | 2724/4000 [56:53<25:14,  1.19s/it]

train:  77%|███████▋  | 2724/3515 [56:51<15:38,  1.19s/it]
overall:  68%|██████▊   | 2725/4000 [56:54<25:26,  1.20s/it]

train:  78%|███████▊  | 2725/3515 [56:52<15:45,  1.20s/it]
overall:  68%|██████▊   | 2726/4000 [56:55<26:01,  1.23s/it]

train:  78%|███████▊  | 2726/3515 [56:53<16:06,  1.23s/it]
overall:  68%|██████▊   | 2727/4000 [56:56<25:09,  1.19s/it]

train:  78%|███████▊  | 2727/3515 [56:54<15:34,  1.19s/it]
overall:  68%|██████▊   | 2728/4000 [56:58<25:17,  1.19s/it]

train:  78%|███████▊  | 2728/3515 [56:56<15:39,  1.19s/it]
overall:  68%|██████▊   | 2729/4000 [56:59<25:35,  1.21s/it]

train:  78%|███████▊  | 2729/3515 [56:57<15:49,  1.21s/it]
overall:  68%|██████▊   | 2730/4000 [57:00<23:55,  1.13s/it]

train:  78%|███████▊  | 2730/3515 [56:58<14:47,  1.13s/it]
overall:  68%|██████▊   | 2731/4000 [57:01<24:28,  1.16s/it]

train:  78%|███████▊  | 2731/3515 [56:59<15:07,  1.16s/it]
overall:  68%|██████▊   | 2732/4000 [57:02<24:13,  1.15s/it]

train:  78%|███████▊  | 2732/3515 [57:00<14:57,  1.15s/it]
overall:  68%|██████▊   | 2733/4000 [57:03<19:20,  1.09it/s]

train:  78%|███████▊  | 2733/3515 [57:01<11:56,  1.09it/s]
overall:  68%|██████▊   | 2734/4000 [57:04<21:25,  1.02s/it]

train:  78%|███████▊  | 2734/3515 [57:02<13:12,  1.02s/it]
overall:  68%|██████▊   | 2735/4000 [57:04<19:11,  1.10it/s]

train:  78%|███████▊  | 2735/3515 [57:02<11:50,  1.10it/s]
overall:  68%|██████▊   | 2736/4000 [57:06<21:33,  1.02s/it]

train:  78%|███████▊  | 2736/3515 [57:04<13:17,  1.02s/it]
overall:  68%|██████▊   | 2737/4000 [57:07<21:08,  1.00s/it]

train:  78%|███████▊  | 2737/3515 [57:05<13:01,  1.00s/it]
overall:  68%|██████▊   | 2738/4000 [57:08<22:33,  1.07s/it]

train:  78%|███████▊  | 2738/3515 [57:06<13:53,  1.07s/it]
overall:  68%|██████▊   | 2739/4000 [57:09<22:52,  1.09s/it]

train:  78%|███████▊  | 2739/3515 [57:07<14:04,  1.09s/it]
overall:  68%|██████▊   | 2740/4000 [57:10<24:24,  1.16s/it]

train:  78%|███████▊  | 2740/3515 [57:08<15:00,  1.16s/it]
overall:  69%|██████▊   | 2741/4000 [57:12<25:07,  1.20s/it]

train:  78%|███████▊  | 2741/3515 [57:10<15:27,  1.20s/it]
overall:  69%|██████▊   | 2742/4000 [57:12<20:18,  1.03it/s]

train:  78%|███████▊  | 2742/3515 [57:10<12:28,  1.03it/s]
overall:  69%|██████▊   | 2743/4000 [57:13<21:57,  1.05s/it]

train:  78%|███████▊  | 2743/3515 [57:11<13:29,  1.05s/it]
overall:  69%|██████▊   | 2744/4000 [57:14<20:16,  1.03it/s]

train:  78%|███████▊  | 2744/3515 [57:12<12:26,  1.03it/s]
overall:  69%|██████▊   | 2745/4000 [57:15<21:56,  1.05s/it]

train:  78%|███████▊  | 2745/3515 [57:13<13:27,  1.05s/it]
overall:  69%|██████▊   | 2746/4000 [57:17<22:58,  1.10s/it]

train:  78%|███████▊  | 2746/3515 [57:15<14:05,  1.10s/it]
overall:  69%|██████▊   | 2747/4000 [57:17<17:56,  1.16it/s]

train:  78%|███████▊  | 2747/3515 [57:15<10:59,  1.16it/s]
overall:  69%|██████▊   | 2748/4000 [57:18<19:57,  1.05it/s]

train:  78%|███████▊  | 2748/3515 [57:16<12:13,  1.05it/s]
overall:  69%|██████▊   | 2749/4000 [57:19<21:34,  1.03s/it]

train:  78%|███████▊  | 2749/3515 [57:17<13:12,  1.03s/it]
overall:  69%|██████▉   | 2750/4000 [57:20<22:20,  1.07s/it]

train:  78%|███████▊  | 2750/3515 [57:18<13:40,  1.07s/it]
overall:  69%|██████▉   | 2751/4000 [57:22<23:15,  1.12s/it]

train:  78%|███████▊  | 2751/3515 [57:20<14:13,  1.12s/it]
overall:  69%|██████▉   | 2752/4000 [57:23<23:57,  1.15s/it]

train:  78%|███████▊  | 2752/3515 [57:21<14:38,  1.15s/it]
overall:  69%|██████▉   | 2753/4000 [57:23<20:22,  1.02it/s]

train:  78%|███████▊  | 2753/3515 [57:21<12:27,  1.02it/s]
overall:  69%|██████▉   | 2754/4000 [57:25<21:29,  1.03s/it]

train:  78%|███████▊  | 2754/3515 [57:23<13:07,  1.03s/it]
overall:  69%|██████▉   | 2755/4000 [57:26<22:40,  1.09s/it]

train:  78%|███████▊  | 2755/3515 [57:24<13:50,  1.09s/it]
overall:  69%|██████▉   | 2756/4000 [57:27<23:04,  1.11s/it]

train:  78%|███████▊  | 2756/3515 [57:25<14:04,  1.11s/it]
overall:  69%|██████▉   | 2757/4000 [57:28<23:25,  1.13s/it]

train:  78%|███████▊  | 2757/3515 [57:26<14:16,  1.13s/it]
overall:  69%|██████▉   | 2758/4000 [57:29<23:58,  1.16s/it]

train:  78%|███████▊  | 2758/3515 [57:27<14:36,  1.16s/it]
overall:  69%|██████▉   | 2759/4000 [57:31<24:43,  1.20s/it]

train:  78%|███████▊  | 2759/3515 [57:29<15:03,  1.20s/it]
overall:  69%|██████▉   | 2760/4000 [57:31<19:54,  1.04it/s]

train:  79%|███████▊  | 2760/3515 [57:29<12:07,  1.04it/s]
overall:  69%|██████▉   | 2761/4000 [57:32<18:39,  1.11it/s]

train:  79%|███████▊  | 2761/3515 [57:30<11:21,  1.11it/s]
overall:  69%|██████▉   | 2762/4000 [57:33<20:40,  1.00s/it]

train:  79%|███████▊  | 2762/3515 [57:31<12:34,  1.00s/it]
overall:  69%|██████▉   | 2763/4000 [57:34<22:12,  1.08s/it]

train:  79%|███████▊  | 2763/3515 [57:32<13:30,  1.08s/it]
overall:  69%|██████▉   | 2764/4000 [57:36<25:48,  1.25s/it]

train:  79%|███████▊  | 2764/3515 [57:34<15:40,  1.25s/it]
overall:  69%|██████▉   | 2765/4000 [57:37<24:57,  1.21s/it]

train:  79%|███████▊  | 2765/3515 [57:35<15:09,  1.21s/it]
overall:  69%|██████▉   | 2766/4000 [57:38<24:42,  1.20s/it]

train:  79%|███████▊  | 2766/3515 [57:36<14:59,  1.20s/it]
overall:  69%|██████▉   | 2767/4000 [57:40<24:51,  1.21s/it]

train:  79%|███████▊  | 2767/3515 [57:38<15:04,  1.21s/it]
overall:  69%|██████▉   | 2768/4000 [57:41<24:36,  1.20s/it]

train:  79%|███████▊  | 2768/3515 [57:39<14:55,  1.20s/it]
overall:  69%|██████▉   | 2769/4000 [57:42<24:23,  1.19s/it]

train:  79%|███████▉  | 2769/3515 [57:40<14:46,  1.19s/it]
overall:  69%|██████▉   | 2770/4000 [57:43<23:16,  1.14s/it]

train:  79%|███████▉  | 2770/3515 [57:41<14:05,  1.14s/it]
overall:  69%|██████▉   | 2771/4000 [57:44<23:46,  1.16s/it]

train:  79%|███████▉  | 2771/3515 [57:42<14:23,  1.16s/it]
overall:  69%|██████▉   | 2772/4000 [57:45<19:25,  1.05it/s]

train:  79%|███████▉  | 2772/3515 [57:43<11:45,  1.05it/s]
overall:  69%|██████▉   | 2773/4000 [57:45<17:34,  1.16it/s]

train:  79%|███████▉  | 2773/3515 [57:43<10:37,  1.16it/s]
overall:  69%|██████▉   | 2774/4000 [57:46<19:31,  1.05it/s]

train:  79%|███████▉  | 2774/3515 [57:44<11:47,  1.05it/s]
overall:  69%|██████▉   | 2775/4000 [57:47<17:32,  1.16it/s]

train:  79%|███████▉  | 2775/3515 [57:45<10:35,  1.16it/s]
overall:  69%|██████▉   | 2776/4000 [57:48<19:51,  1.03it/s]

train:  79%|███████▉  | 2776/3515 [57:46<11:59,  1.03it/s]
overall:  69%|██████▉   | 2777/4000 [57:49<21:21,  1.05s/it]

train:  79%|███████▉  | 2777/3515 [57:48<12:53,  1.05s/it]
overall:  69%|██████▉   | 2778/4000 [57:51<22:32,  1.11s/it]

train:  79%|███████▉  | 2778/3515 [57:49<13:35,  1.11s/it]
overall:  69%|██████▉   | 2779/4000 [57:52<23:07,  1.14s/it]

train:  79%|███████▉  | 2779/3515 [57:50<13:56,  1.14s/it]
overall:  70%|██████▉   | 2780/4000 [57:53<23:48,  1.17s/it]

train:  79%|███████▉  | 2780/3515 [57:51<14:20,  1.17s/it]
overall:  70%|██████▉   | 2781/4000 [57:54<23:39,  1.16s/it]

train:  79%|███████▉  | 2781/3515 [57:52<14:14,  1.16s/it]
overall:  70%|██████▉   | 2782/4000 [57:56<24:30,  1.21s/it]

train:  79%|███████▉  | 2782/3515 [57:54<14:45,  1.21s/it]
overall:  70%|██████▉   | 2783/4000 [57:57<23:22,  1.15s/it]

train:  79%|███████▉  | 2783/3515 [57:55<14:03,  1.15s/it]
overall:  70%|██████▉   | 2784/4000 [57:58<24:07,  1.19s/it]

train:  79%|███████▉  | 2784/3515 [57:56<14:30,  1.19s/it]
overall:  70%|██████▉   | 2785/4000 [57:59<23:54,  1.18s/it]

train:  79%|███████▉  | 2785/3515 [57:57<14:21,  1.18s/it]
overall:  70%|██████▉   | 2786/4000 [58:00<24:08,  1.19s/it]

train:  79%|███████▉  | 2786/3515 [57:58<14:30,  1.19s/it]
overall:  70%|██████▉   | 2787/4000 [58:02<24:08,  1.19s/it]

train:  79%|███████▉  | 2787/3515 [58:00<14:29,  1.19s/it]
overall:  70%|██████▉   | 2788/4000 [58:03<26:13,  1.30s/it]

train:  79%|███████▉  | 2788/3515 [58:01<15:43,  1.30s/it]
overall:  70%|██████▉   | 2789/4000 [58:04<24:49,  1.23s/it]

train:  79%|███████▉  | 2789/3515 [58:02<14:52,  1.23s/it]
overall:  70%|██████▉   | 2790/4000 [58:05<24:44,  1.23s/it]

train:  79%|███████▉  | 2790/3515 [58:03<14:49,  1.23s/it]
overall:  70%|██████▉   | 2791/4000 [58:07<24:40,  1.22s/it]

train:  79%|███████▉  | 2791/3515 [58:05<14:46,  1.22s/it]
overall:  70%|██████▉   | 2792/4000 [58:08<25:01,  1.24s/it]

train:  79%|███████▉  | 2792/3515 [58:06<14:58,  1.24s/it]
overall:  70%|██████▉   | 2793/4000 [58:09<25:14,  1.25s/it]

train:  79%|███████▉  | 2793/3515 [58:07<15:05,  1.25s/it]
overall:  70%|██████▉   | 2794/4000 [58:10<24:10,  1.20s/it]

train:  79%|███████▉  | 2794/3515 [58:08<14:26,  1.20s/it]
overall:  70%|██████▉   | 2795/4000 [58:11<23:26,  1.17s/it]

train:  80%|███████▉  | 2795/3515 [58:09<14:00,  1.17s/it]
overall:  70%|██████▉   | 2796/4000 [58:13<24:10,  1.20s/it]

train:  80%|███████▉  | 2796/3515 [58:11<14:26,  1.20s/it]
overall:  70%|██████▉   | 2797/4000 [58:14<24:35,  1.23s/it]

train:  80%|███████▉  | 2797/3515 [58:12<14:40,  1.23s/it]
overall:  70%|██████▉   | 2798/4000 [58:14<20:28,  1.02s/it]

train:  80%|███████▉  | 2798/3515 [58:12<12:12,  1.02s/it]
overall:  70%|██████▉   | 2799/4000 [58:16<22:00,  1.10s/it]

train:  80%|███████▉  | 2799/3515 [58:14<13:07,  1.10s/it]
overall:  70%|███████   | 2800/4000 [58:16<17:29,  1.14it/s]

train:  80%|███████▉  | 2800/3515 [58:14<10:25,  1.14it/s]
overall:  70%|███████   | 2801/4000 [58:17<19:38,  1.02it/s]

train:  80%|███████▉  | 2801/3515 [58:15<11:41,  1.02it/s]
overall:  70%|███████   | 2802/4000 [58:19<21:07,  1.06s/it]

train:  80%|███████▉  | 2802/3515 [58:17<12:34,  1.06s/it]
overall:  70%|███████   | 2803/4000 [58:20<21:44,  1.09s/it]

train:  80%|███████▉  | 2803/3515 [58:18<12:56,  1.09s/it]
overall:  70%|███████   | 2804/4000 [58:21<21:43,  1.09s/it]

train:  80%|███████▉  | 2804/3515 [58:19<12:54,  1.09s/it]
overall:  70%|███████   | 2805/4000 [58:22<22:09,  1.11s/it]

train:  80%|███████▉  | 2805/3515 [58:20<13:09,  1.11s/it]
overall:  70%|███████   | 2806/4000 [58:23<22:46,  1.14s/it]

train:  80%|███████▉  | 2806/3515 [58:21<13:31,  1.14s/it]
overall:  70%|███████   | 2807/4000 [58:24<21:59,  1.11s/it]

train:  80%|███████▉  | 2807/3515 [58:22<13:03,  1.11s/it]
overall:  70%|███████   | 2808/4000 [58:25<21:46,  1.10s/it]

train:  80%|███████▉  | 2808/3515 [58:23<12:55,  1.10s/it]
overall:  70%|███████   | 2809/4000 [58:26<19:04,  1.04it/s]

train:  80%|███████▉  | 2809/3515 [58:24<11:18,  1.04it/s]
overall:  70%|███████   | 2810/4000 [58:27<20:41,  1.04s/it]

train:  80%|███████▉  | 2810/3515 [58:25<12:15,  1.04s/it]
overall:  70%|███████   | 2811/4000 [58:28<21:41,  1.09s/it]

train:  80%|███████▉  | 2811/3515 [58:26<12:50,  1.09s/it]
overall:  70%|███████   | 2812/4000 [58:30<24:59,  1.26s/it]

train:  80%|████████  | 2812/3515 [58:28<14:47,  1.26s/it]
overall:  70%|███████   | 2813/4000 [58:31<24:46,  1.25s/it]

train:  80%|████████  | 2813/3515 [58:29<14:39,  1.25s/it]
overall:  70%|███████   | 2814/4000 [58:32<24:28,  1.24s/it]

train:  80%|████████  | 2814/3515 [58:30<14:27,  1.24s/it]
overall:  70%|███████   | 2815/4000 [58:34<24:23,  1.24s/it]

train:  80%|████████  | 2815/3515 [58:32<14:24,  1.24s/it]
overall:  70%|███████   | 2816/4000 [58:35<24:23,  1.24s/it]

train:  80%|████████  | 2816/3515 [58:33<14:24,  1.24s/it]
overall:  70%|███████   | 2817/4000 [58:36<21:32,  1.09s/it]

train:  80%|████████  | 2817/3515 [58:34<12:42,  1.09s/it]
overall:  70%|███████   | 2818/4000 [58:37<21:47,  1.11s/it]

train:  80%|████████  | 2818/3515 [58:35<12:51,  1.11s/it]
overall:  70%|███████   | 2819/4000 [58:38<22:22,  1.14s/it]

train:  80%|████████  | 2819/3515 [58:36<13:10,  1.14s/it]
overall:  70%|███████   | 2820/4000 [58:39<23:18,  1.19s/it]

train:  80%|████████  | 2820/3515 [58:37<13:43,  1.19s/it]
overall:  71%|███████   | 2821/4000 [58:41<23:23,  1.19s/it]

train:  80%|████████  | 2821/3515 [58:39<13:46,  1.19s/it]
overall:  71%|███████   | 2822/4000 [58:42<23:57,  1.22s/it]

train:  80%|████████  | 2822/3515 [58:40<14:05,  1.22s/it]
overall:  71%|███████   | 2823/4000 [58:43<24:14,  1.24s/it]

train:  80%|████████  | 2823/3515 [58:41<14:15,  1.24s/it]
overall:  71%|███████   | 2824/4000 [58:43<19:22,  1.01it/s]

train:  80%|████████  | 2824/3515 [58:41<11:22,  1.01it/s]
overall:  71%|███████   | 2825/4000 [58:45<20:50,  1.06s/it]

train:  80%|████████  | 2825/3515 [58:43<12:14,  1.06s/it]
overall:  71%|███████   | 2826/4000 [58:46<21:41,  1.11s/it]

train:  80%|████████  | 2826/3515 [58:44<12:43,  1.11s/it]
overall:  71%|███████   | 2827/4000 [58:47<22:40,  1.16s/it]

train:  80%|████████  | 2827/3515 [58:45<13:17,  1.16s/it]
overall:  71%|███████   | 2828/4000 [58:48<22:28,  1.15s/it]

train:  80%|████████  | 2828/3515 [58:46<13:10,  1.15s/it]
overall:  71%|███████   | 2829/4000 [58:50<23:15,  1.19s/it]

train:  80%|████████  | 2829/3515 [58:48<13:37,  1.19s/it]
overall:  71%|███████   | 2830/4000 [58:51<23:28,  1.20s/it]

train:  81%|████████  | 2830/3515 [58:49<13:44,  1.20s/it]
overall:  71%|███████   | 2831/4000 [58:51<19:37,  1.01s/it]

train:  81%|████████  | 2831/3515 [58:49<11:29,  1.01s/it]
overall:  71%|███████   | 2832/4000 [58:53<21:11,  1.09s/it]

train:  81%|████████  | 2832/3515 [58:51<12:23,  1.09s/it]
overall:  71%|███████   | 2833/4000 [58:53<18:42,  1.04it/s]

train:  81%|████████  | 2833/3515 [58:51<10:55,  1.04it/s]
overall:  71%|███████   | 2834/4000 [58:55<20:13,  1.04s/it]

train:  81%|████████  | 2834/3515 [58:53<11:48,  1.04s/it]
overall:  71%|███████   | 2835/4000 [58:56<20:02,  1.03s/it]

train:  81%|████████  | 2835/3515 [58:54<11:41,  1.03s/it]
overall:  71%|███████   | 2836/4000 [58:57<23:34,  1.21s/it]

train:  81%|████████  | 2836/3515 [58:55<13:44,  1.21s/it]
overall:  71%|███████   | 2837/4000 [58:58<22:43,  1.17s/it]

train:  81%|████████  | 2837/3515 [58:56<13:14,  1.17s/it]
overall:  71%|███████   | 2838/4000 [58:59<17:14,  1.12it/s]

train:  81%|████████  | 2838/3515 [58:57<10:02,  1.12it/s]
overall:  71%|███████   | 2839/4000 [59:00<19:14,  1.01it/s]

train:  81%|████████  | 2839/3515 [58:58<11:12,  1.01it/s]
overall:  71%|███████   | 2840/4000 [59:01<20:52,  1.08s/it]

train:  81%|████████  | 2840/3515 [58:59<12:08,  1.08s/it]
overall:  71%|███████   | 2841/4000 [59:02<22:03,  1.14s/it]

train:  81%|████████  | 2841/3515 [59:00<12:49,  1.14s/it]
overall:  71%|███████   | 2842/4000 [59:04<22:53,  1.19s/it]

train:  81%|████████  | 2842/3515 [59:02<13:18,  1.19s/it]
overall:  71%|███████   | 2843/4000 [59:05<22:01,  1.14s/it]

train:  81%|████████  | 2843/3515 [59:03<12:47,  1.14s/it]
overall:  71%|███████   | 2844/4000 [59:06<22:30,  1.17s/it]

train:  81%|████████  | 2844/3515 [59:04<13:04,  1.17s/it]
overall:  71%|███████   | 2845/4000 [59:07<22:46,  1.18s/it]

train:  81%|████████  | 2845/3515 [59:05<13:12,  1.18s/it]
overall:  71%|███████   | 2846/4000 [59:08<22:20,  1.16s/it]

train:  81%|████████  | 2846/3515 [59:06<12:56,  1.16s/it]
overall:  71%|███████   | 2847/4000 [59:09<21:28,  1.12s/it]

train:  81%|████████  | 2847/3515 [59:07<12:26,  1.12s/it]
overall:  71%|███████   | 2848/4000 [59:10<21:51,  1.14s/it]

train:  81%|████████  | 2848/3515 [59:08<12:39,  1.14s/it]
overall:  71%|███████   | 2849/4000 [59:11<17:40,  1.09it/s]

train:  81%|████████  | 2849/3515 [59:09<10:13,  1.09it/s]
overall:  71%|███████▏  | 2850/4000 [59:12<19:22,  1.01s/it]

train:  81%|████████  | 2850/3515 [59:10<11:12,  1.01s/it]
overall:  71%|███████▏  | 2851/4000 [59:13<20:30,  1.07s/it]

train:  81%|████████  | 2851/3515 [59:11<11:51,  1.07s/it]
overall:  71%|███████▏  | 2852/4000 [59:14<20:29,  1.07s/it]

train:  81%|████████  | 2852/3515 [59:12<11:50,  1.07s/it]
overall:  71%|███████▏  | 2853/4000 [59:16<21:26,  1.12s/it]

train:  81%|████████  | 2853/3515 [59:14<12:22,  1.12s/it]
overall:  71%|███████▏  | 2854/4000 [59:17<20:24,  1.07s/it]

train:  81%|████████  | 2854/3515 [59:15<11:46,  1.07s/it]
overall:  71%|███████▏  | 2855/4000 [59:18<21:18,  1.12s/it]

train:  81%|████████  | 2855/3515 [59:16<12:16,  1.12s/it]
overall:  71%|███████▏  | 2856/4000 [59:19<22:10,  1.16s/it]

train:  81%|████████▏ | 2856/3515 [59:17<12:46,  1.16s/it]
overall:  71%|███████▏  | 2857/4000 [59:20<19:49,  1.04s/it]

train:  81%|████████▏ | 2857/3515 [59:18<11:25,  1.04s/it]
overall:  71%|███████▏  | 2858/4000 [59:20<16:50,  1.13it/s]

train:  81%|████████▏ | 2858/3515 [59:18<09:41,  1.13it/s]
overall:  71%|███████▏  | 2859/4000 [59:22<19:01,  1.00s/it]

train:  81%|████████▏ | 2859/3515 [59:20<10:56,  1.00s/it]
overall:  72%|███████▏  | 2860/4000 [59:23<22:40,  1.19s/it]

train:  81%|████████▏ | 2860/3515 [59:21<13:01,  1.19s/it]
overall:  72%|███████▏  | 2861/4000 [59:24<22:56,  1.21s/it]

train:  81%|████████▏ | 2861/3515 [59:22<13:10,  1.21s/it]
overall:  72%|███████▏  | 2862/4000 [59:26<22:26,  1.18s/it]

train:  81%|████████▏ | 2862/3515 [59:24<12:52,  1.18s/it]
overall:  72%|███████▏  | 2863/4000 [59:27<22:16,  1.18s/it]

train:  81%|████████▏ | 2863/3515 [59:25<12:46,  1.18s/it]
overall:  72%|███████▏  | 2864/4000 [59:28<22:51,  1.21s/it]

train:  81%|████████▏ | 2864/3515 [59:26<13:05,  1.21s/it]
overall:  72%|███████▏  | 2865/4000 [59:29<22:44,  1.20s/it]

train:  82%|████████▏ | 2865/3515 [59:27<13:01,  1.20s/it]
overall:  72%|███████▏  | 2866/4000 [59:30<22:54,  1.21s/it]

train:  82%|████████▏ | 2866/3515 [59:28<13:06,  1.21s/it]
overall:  72%|███████▏  | 2867/4000 [59:31<18:23,  1.03it/s]

train:  82%|████████▏ | 2867/3515 [59:29<10:30,  1.03it/s]
overall:  72%|███████▏  | 2868/4000 [59:32<19:45,  1.05s/it]

train:  82%|████████▏ | 2868/3515 [59:30<11:17,  1.05s/it]
overall:  72%|███████▏  | 2869/4000 [59:33<20:45,  1.10s/it]

train:  82%|████████▏ | 2869/3515 [59:31<11:51,  1.10s/it]
overall:  72%|███████▏  | 2870/4000 [59:34<20:58,  1.11s/it]

train:  82%|████████▏ | 2870/3515 [59:32<11:58,  1.11s/it]
overall:  72%|███████▏  | 2871/4000 [59:36<20:58,  1.11s/it]

train:  82%|████████▏ | 2871/3515 [59:34<11:57,  1.11s/it]
overall:  72%|███████▏  | 2872/4000 [59:37<21:33,  1.15s/it]

train:  82%|████████▏ | 2872/3515 [59:35<12:17,  1.15s/it]
overall:  72%|███████▏  | 2873/4000 [59:38<22:06,  1.18s/it]

train:  82%|████████▏ | 2873/3515 [59:36<12:35,  1.18s/it]
overall:  72%|███████▏  | 2874/4000 [59:39<21:45,  1.16s/it]

train:  82%|████████▏ | 2874/3515 [59:37<12:22,  1.16s/it]
overall:  72%|███████▏  | 2875/4000 [59:40<22:08,  1.18s/it]

train:  82%|████████▏ | 2875/3515 [59:38<12:35,  1.18s/it]
overall:  72%|███████▏  | 2876/4000 [59:42<22:26,  1.20s/it]

train:  82%|████████▏ | 2876/3515 [59:40<12:45,  1.20s/it]
overall:  72%|███████▏  | 2877/4000 [59:43<22:24,  1.20s/it]

train:  82%|████████▏ | 2877/3515 [59:41<12:44,  1.20s/it]
overall:  72%|███████▏  | 2878/4000 [59:43<18:02,  1.04it/s]

train:  82%|████████▏ | 2878/3515 [59:41<10:14,  1.04it/s]
overall:  72%|███████▏  | 2879/4000 [59:45<19:36,  1.05s/it]

train:  82%|████████▏ | 2879/3515 [59:43<11:07,  1.05s/it]
overall:  72%|███████▏  | 2880/4000 [59:46<20:42,  1.11s/it]

train:  82%|████████▏ | 2880/3515 [59:44<11:44,  1.11s/it]
overall:  72%|███████▏  | 2881/4000 [59:46<16:17,  1.14it/s]

train:  82%|████████▏ | 2881/3515 [59:44<09:14,  1.14it/s]
overall:  72%|███████▏  | 2882/4000 [59:47<18:36,  1.00it/s]

train:  82%|████████▏ | 2882/3515 [59:45<10:32,  1.00it/s]
overall:  72%|███████▏  | 2883/4000 [59:49<19:33,  1.05s/it]

train:  82%|████████▏ | 2883/3515 [59:47<11:04,  1.05s/it]
overall:  72%|███████▏  | 2884/4000 [59:50<22:04,  1.19s/it]

train:  82%|████████▏ | 2884/3515 [59:48<12:28,  1.19s/it]
overall:  72%|███████▏  | 2885/4000 [59:51<22:37,  1.22s/it]

train:  82%|████████▏ | 2885/3515 [59:49<12:46,  1.22s/it]
overall:  72%|███████▏  | 2886/4000 [59:52<21:53,  1.18s/it]

train:  82%|████████▏ | 2886/3515 [59:50<12:21,  1.18s/it]
overall:  72%|███████▏  | 2887/4000 [59:54<22:06,  1.19s/it]

train:  82%|████████▏ | 2887/3515 [59:52<12:28,  1.19s/it]
overall:  72%|███████▏  | 2888/4000 [59:55<22:09,  1.20s/it]

train:  82%|████████▏ | 2888/3515 [59:53<12:29,  1.20s/it]
overall:  72%|███████▏  | 2889/4000 [59:56<22:06,  1.19s/it]

train:  82%|████████▏ | 2889/3515 [59:54<12:27,  1.19s/it]
overall:  72%|███████▏  | 2890/4000 [59:57<22:06,  1.19s/it]

train:  82%|████████▏ | 2890/3515 [59:55<12:26,  1.19s/it]
overall:  72%|███████▏  | 2891/4000 [59:59<22:34,  1.22s/it]

train:  82%|████████▏ | 2891/3515 [59:57<12:41,  1.22s/it]
overall:  72%|███████▏  | 2892/4000 [59:59<17:25,  1.06it/s]

train:  82%|████████▏ | 2892/3515 [59:57<09:47,  1.06it/s]
overall:  72%|███████▏  | 2893/4000 [1:00:00<18:10,  1.01it/s]

train:  82%|████████▏ | 2893/3515 [59:58<10:12,  1.01it/s]
overall:  72%|███████▏  | 2894/4000 [1:00:01<19:49,  1.08s/it]

train:  82%|████████▏ | 2894/3515 [59:59<11:08,  1.08s/it]
overall:  72%|███████▏  | 2895/4000 [1:00:02<20:35,  1.12s/it]

train:  82%|████████▏ | 2895/3515 [1:00:00<11:33,  1.12s/it]
overall:  72%|███████▏  | 2896/4000 [1:00:03<16:56,  1.09it/s]

train:  82%|████████▏ | 2896/3515 [1:00:01<09:29,  1.09it/s]
overall:  72%|███████▏  | 2897/4000 [1:00:04<18:29,  1.01s/it]

train:  82%|████████▏ | 2897/3515 [1:00:02<10:21,  1.01s/it]
overall:  72%|███████▏  | 2898/4000 [1:00:05<20:02,  1.09s/it]

train:  82%|████████▏ | 2898/3515 [1:00:03<11:13,  1.09s/it]
overall:  72%|███████▏  | 2899/4000 [1:00:07<21:08,  1.15s/it]

train:  82%|████████▏ | 2899/3515 [1:00:05<11:49,  1.15s/it]
overall:  72%|███████▎  | 2900/4000 [1:00:07<17:51,  1.03it/s]

train:  83%|████████▎ | 2900/3515 [1:00:05<09:58,  1.03it/s]
overall:  73%|███████▎  | 2901/4000 [1:00:08<19:13,  1.05s/it]

train:  83%|████████▎ | 2901/3515 [1:00:06<10:44,  1.05s/it]
overall:  73%|███████▎  | 2902/4000 [1:00:10<20:09,  1.10s/it]

train:  83%|████████▎ | 2902/3515 [1:00:08<11:15,  1.10s/it]
overall:  73%|███████▎  | 2903/4000 [1:00:11<20:39,  1.13s/it]

train:  83%|████████▎ | 2903/3515 [1:00:09<11:31,  1.13s/it]
overall:  73%|███████▎  | 2904/4000 [1:00:12<21:16,  1.16s/it]

train:  83%|████████▎ | 2904/3515 [1:00:10<11:51,  1.16s/it]
overall:  73%|███████▎  | 2905/4000 [1:00:13<21:24,  1.17s/it]

train:  83%|████████▎ | 2905/3515 [1:00:11<11:55,  1.17s/it]
overall:  73%|███████▎  | 2906/4000 [1:00:15<22:03,  1.21s/it]

train:  83%|████████▎ | 2906/3515 [1:00:13<12:16,  1.21s/it]
overall:  73%|███████▎  | 2907/4000 [1:00:16<21:57,  1.21s/it]

train:  83%|████████▎ | 2907/3515 [1:00:14<12:12,  1.21s/it]
overall:  73%|███████▎  | 2908/4000 [1:00:17<23:25,  1.29s/it]

train:  83%|████████▎ | 2908/3515 [1:00:15<13:01,  1.29s/it]
overall:  73%|███████▎  | 2909/4000 [1:00:18<22:27,  1.24s/it]

train:  83%|████████▎ | 2909/3515 [1:00:16<12:28,  1.24s/it]
overall:  73%|███████▎  | 2910/4000 [1:00:20<22:18,  1.23s/it]

train:  83%|████████▎ | 2910/3515 [1:00:18<12:22,  1.23s/it]
overall:  73%|███████▎  | 2911/4000 [1:00:21<21:58,  1.21s/it]

train:  83%|████████▎ | 2911/3515 [1:00:19<12:11,  1.21s/it]
overall:  73%|███████▎  | 2912/4000 [1:00:22<20:37,  1.14s/it]

train:  83%|████████▎ | 2912/3515 [1:00:20<11:25,  1.14s/it]
overall:  73%|███████▎  | 2913/4000 [1:00:23<19:14,  1.06s/it]

train:  83%|████████▎ | 2913/3515 [1:00:21<10:39,  1.06s/it]
overall:  73%|███████▎  | 2914/4000 [1:00:24<20:01,  1.11s/it]

train:  83%|████████▎ | 2914/3515 [1:00:22<11:05,  1.11s/it]
overall:  73%|███████▎  | 2915/4000 [1:00:25<19:41,  1.09s/it]

train:  83%|████████▎ | 2915/3515 [1:00:23<10:53,  1.09s/it]
overall:  73%|███████▎  | 2916/4000 [1:00:26<20:22,  1.13s/it]

train:  83%|████████▎ | 2916/3515 [1:00:24<11:15,  1.13s/it]
overall:  73%|███████▎  | 2917/4000 [1:00:27<20:35,  1.14s/it]

train:  83%|████████▎ | 2917/3515 [1:00:25<11:22,  1.14s/it]
overall:  73%|███████▎  | 2918/4000 [1:00:28<20:56,  1.16s/it]

train:  83%|████████▎ | 2918/3515 [1:00:26<11:33,  1.16s/it]
overall:  73%|███████▎  | 2919/4000 [1:00:30<21:32,  1.20s/it]

train:  83%|████████▎ | 2919/3515 [1:00:28<11:52,  1.20s/it]
overall:  73%|███████▎  | 2920/4000 [1:00:30<18:41,  1.04s/it]

train:  83%|████████▎ | 2920/3515 [1:00:28<10:18,  1.04s/it]
overall:  73%|███████▎  | 2921/4000 [1:00:32<19:12,  1.07s/it]

train:  83%|████████▎ | 2921/3515 [1:00:30<10:34,  1.07s/it]
overall:  73%|███████▎  | 2922/4000 [1:00:33<19:43,  1.10s/it]

train:  83%|████████▎ | 2922/3515 [1:00:31<10:50,  1.10s/it]
overall:  73%|███████▎  | 2923/4000 [1:00:34<20:23,  1.14s/it]

train:  83%|████████▎ | 2923/3515 [1:00:32<11:12,  1.14s/it]
overall:  73%|███████▎  | 2924/4000 [1:00:35<20:19,  1.13s/it]

train:  83%|████████▎ | 2924/3515 [1:00:33<11:09,  1.13s/it]
overall:  73%|███████▎  | 2925/4000 [1:00:36<20:50,  1.16s/it]

train:  83%|████████▎ | 2925/3515 [1:00:34<11:26,  1.16s/it]
overall:  73%|███████▎  | 2926/4000 [1:00:38<21:08,  1.18s/it]

train:  83%|████████▎ | 2926/3515 [1:00:36<11:35,  1.18s/it]
overall:  73%|███████▎  | 2927/4000 [1:00:38<16:48,  1.06it/s]

train:  83%|████████▎ | 2927/3515 [1:00:36<09:12,  1.06it/s]
overall:  73%|███████▎  | 2928/4000 [1:00:39<18:45,  1.05s/it]

train:  83%|████████▎ | 2928/3515 [1:00:37<10:16,  1.05s/it]
overall:  73%|███████▎  | 2929/4000 [1:00:40<20:01,  1.12s/it]

train:  83%|████████▎ | 2929/3515 [1:00:39<10:57,  1.12s/it]
overall:  73%|███████▎  | 2930/4000 [1:00:42<20:08,  1.13s/it]

train:  83%|████████▎ | 2930/3515 [1:00:40<11:00,  1.13s/it]
overall:  73%|███████▎  | 2931/4000 [1:00:42<16:19,  1.09it/s]

train:  83%|████████▎ | 2931/3515 [1:00:40<08:55,  1.09it/s]
overall:  73%|███████▎  | 2932/4000 [1:00:44<19:11,  1.08s/it]

train:  83%|████████▎ | 2932/3515 [1:00:42<10:28,  1.08s/it]
overall:  73%|███████▎  | 2933/4000 [1:00:45<19:25,  1.09s/it]

train:  83%|████████▎ | 2933/3515 [1:00:43<10:35,  1.09s/it]
overall:  73%|███████▎  | 2934/4000 [1:00:46<20:07,  1.13s/it]

train:  83%|████████▎ | 2934/3515 [1:00:44<10:58,  1.13s/it]
overall:  73%|███████▎  | 2935/4000 [1:00:47<20:12,  1.14s/it]

train:  83%|████████▎ | 2935/3515 [1:00:45<11:00,  1.14s/it]
overall:  73%|███████▎  | 2936/4000 [1:00:48<19:53,  1.12s/it]

train:  84%|████████▎ | 2936/3515 [1:00:46<10:49,  1.12s/it]
overall:  73%|███████▎  | 2937/4000 [1:00:49<20:44,  1.17s/it]

train:  84%|████████▎ | 2937/3515 [1:00:47<11:16,  1.17s/it]
overall:  73%|███████▎  | 2938/4000 [1:00:50<20:20,  1.15s/it]

train:  84%|████████▎ | 2938/3515 [1:00:48<11:02,  1.15s/it]
overall:  73%|███████▎  | 2939/4000 [1:00:52<20:40,  1.17s/it]

train:  84%|████████▎ | 2939/3515 [1:00:50<11:13,  1.17s/it]
overall:  74%|███████▎  | 2940/4000 [1:00:53<21:00,  1.19s/it]

train:  84%|████████▎ | 2940/3515 [1:00:51<11:23,  1.19s/it]
overall:  74%|███████▎  | 2941/4000 [1:00:54<20:38,  1.17s/it]

train:  84%|████████▎ | 2941/3515 [1:00:52<11:11,  1.17s/it]
overall:  74%|███████▎  | 2942/4000 [1:00:55<20:50,  1.18s/it]

train:  84%|████████▎ | 2942/3515 [1:00:53<11:17,  1.18s/it]
overall:  74%|███████▎  | 2943/4000 [1:00:56<20:59,  1.19s/it]

train:  84%|████████▎ | 2943/3515 [1:00:54<11:21,  1.19s/it]
overall:  74%|███████▎  | 2944/4000 [1:00:58<20:39,  1.17s/it]

train:  84%|████████▍ | 2944/3515 [1:00:56<11:09,  1.17s/it]
overall:  74%|███████▎  | 2945/4000 [1:00:59<20:29,  1.17s/it]

train:  84%|████████▍ | 2945/3515 [1:00:57<11:04,  1.17s/it]
overall:  74%|███████▎  | 2946/4000 [1:01:00<20:42,  1.18s/it]

train:  84%|████████▍ | 2946/3515 [1:00:58<11:10,  1.18s/it]
overall:  74%|███████▎  | 2947/4000 [1:01:01<21:00,  1.20s/it]

train:  84%|████████▍ | 2947/3515 [1:00:59<11:19,  1.20s/it]
overall:  74%|███████▎  | 2948/4000 [1:01:02<20:32,  1.17s/it]

train:  84%|████████▍ | 2948/3515 [1:01:00<11:04,  1.17s/it]
overall:  74%|███████▎  | 2949/4000 [1:01:03<19:24,  1.11s/it]

train:  84%|████████▍ | 2949/3515 [1:01:01<10:26,  1.11s/it]
overall:  74%|███████▍  | 2950/4000 [1:01:05<20:25,  1.17s/it]

train:  84%|████████▍ | 2950/3515 [1:01:03<10:59,  1.17s/it]
overall:  74%|███████▍  | 2951/4000 [1:01:06<21:00,  1.20s/it]

train:  84%|████████▍ | 2951/3515 [1:01:04<11:17,  1.20s/it]
overall:  74%|███████▍  | 2952/4000 [1:01:07<21:07,  1.21s/it]

train:  84%|████████▍ | 2952/3515 [1:01:05<11:21,  1.21s/it]
overall:  74%|███████▍  | 2953/4000 [1:01:08<20:58,  1.20s/it]

train:  84%|████████▍ | 2953/3515 [1:01:06<11:15,  1.20s/it]
overall:  74%|███████▍  | 2954/4000 [1:01:10<21:18,  1.22s/it]

train:  84%|████████▍ | 2954/3515 [1:01:08<11:25,  1.22s/it]
overall:  74%|███████▍  | 2955/4000 [1:01:11<20:54,  1.20s/it]

train:  84%|████████▍ | 2955/3515 [1:01:09<11:12,  1.20s/it]
overall:  74%|███████▍  | 2956/4000 [1:01:12<22:50,  1.31s/it]

train:  84%|████████▍ | 2956/3515 [1:01:10<12:13,  1.31s/it]
overall:  74%|███████▍  | 2957/4000 [1:01:14<22:24,  1.29s/it]

train:  84%|████████▍ | 2957/3515 [1:01:12<11:59,  1.29s/it]
overall:  74%|███████▍  | 2958/4000 [1:01:15<20:56,  1.21s/it]

train:  84%|████████▍ | 2958/3515 [1:01:13<11:11,  1.21s/it]
overall:  74%|███████▍  | 2959/4000 [1:01:15<16:48,  1.03it/s]

train:  84%|████████▍ | 2959/3515 [1:01:13<08:58,  1.03it/s]
overall:  74%|███████▍  | 2960/4000 [1:01:16<18:05,  1.04s/it]

train:  84%|████████▍ | 2960/3515 [1:01:14<09:39,  1.04s/it]
overall:  74%|███████▍  | 2961/4000 [1:01:16<13:59,  1.24it/s]

train:  84%|████████▍ | 2961/3515 [1:01:14<07:27,  1.24it/s]
overall:  74%|███████▍  | 2962/4000 [1:01:18<16:10,  1.07it/s]

train:  84%|████████▍ | 2962/3515 [1:01:16<08:37,  1.07it/s]
overall:  74%|███████▍  | 2963/4000 [1:01:19<17:25,  1.01s/it]

train:  84%|████████▍ | 2963/3515 [1:01:17<09:16,  1.01s/it]
overall:  74%|███████▍  | 2964/4000 [1:01:20<18:37,  1.08s/it]

train:  84%|████████▍ | 2964/3515 [1:01:18<09:54,  1.08s/it]
overall:  74%|███████▍  | 2965/4000 [1:01:21<18:34,  1.08s/it]

train:  84%|████████▍ | 2965/3515 [1:01:19<09:52,  1.08s/it]
overall:  74%|███████▍  | 2966/4000 [1:01:22<18:43,  1.09s/it]

train:  84%|████████▍ | 2966/3515 [1:01:20<09:56,  1.09s/it]
overall:  74%|███████▍  | 2967/4000 [1:01:24<19:46,  1.15s/it]

train:  84%|████████▍ | 2967/3515 [1:01:22<10:29,  1.15s/it]
overall:  74%|███████▍  | 2968/4000 [1:01:25<19:58,  1.16s/it]

train:  84%|████████▍ | 2968/3515 [1:01:23<10:35,  1.16s/it]
overall:  74%|███████▍  | 2969/4000 [1:01:26<19:55,  1.16s/it]

train:  84%|████████▍ | 2969/3515 [1:01:24<10:33,  1.16s/it]
overall:  74%|███████▍  | 2970/4000 [1:01:27<20:13,  1.18s/it]

train:  84%|████████▍ | 2970/3515 [1:01:25<10:41,  1.18s/it]
overall:  74%|███████▍  | 2971/4000 [1:01:28<16:46,  1.02it/s]

train:  85%|████████▍ | 2971/3515 [1:01:26<08:52,  1.02it/s]
overall:  74%|███████▍  | 2972/4000 [1:01:29<17:38,  1.03s/it]

train:  85%|████████▍ | 2972/3515 [1:01:27<09:19,  1.03s/it]
overall:  74%|███████▍  | 2973/4000 [1:01:30<18:47,  1.10s/it]

train:  85%|████████▍ | 2973/3515 [1:01:28<09:54,  1.10s/it]
overall:  74%|███████▍  | 2974/4000 [1:01:31<19:28,  1.14s/it]

train:  85%|████████▍ | 2974/3515 [1:01:29<10:16,  1.14s/it]
overall:  74%|███████▍  | 2975/4000 [1:01:33<20:12,  1.18s/it]

train:  85%|████████▍ | 2975/3515 [1:01:31<10:38,  1.18s/it]
overall:  74%|███████▍  | 2976/4000 [1:01:33<16:21,  1.04it/s]

train:  85%|████████▍ | 2976/3515 [1:01:31<08:36,  1.04it/s]
overall:  74%|███████▍  | 2977/4000 [1:01:34<17:43,  1.04s/it]

train:  85%|████████▍ | 2977/3515 [1:01:32<09:19,  1.04s/it]
overall:  74%|███████▍  | 2978/4000 [1:01:35<18:19,  1.08s/it]

train:  85%|████████▍ | 2978/3515 [1:01:33<09:37,  1.08s/it]
overall:  74%|███████▍  | 2979/4000 [1:01:36<15:36,  1.09it/s]

train:  85%|████████▍ | 2979/3515 [1:01:34<08:11,  1.09it/s]
overall:  74%|███████▍  | 2980/4000 [1:01:37<16:04,  1.06it/s]

train:  85%|████████▍ | 2980/3515 [1:01:35<08:26,  1.06it/s]
overall:  75%|███████▍  | 2981/4000 [1:01:38<17:26,  1.03s/it]

train:  85%|████████▍ | 2981/3515 [1:01:36<09:08,  1.03s/it]
overall:  75%|███████▍  | 2982/4000 [1:01:39<17:48,  1.05s/it]

train:  85%|████████▍ | 2982/3515 [1:01:37<09:19,  1.05s/it]
overall:  75%|███████▍  | 2983/4000 [1:01:40<15:14,  1.11it/s]

train:  85%|████████▍ | 2983/3515 [1:01:38<07:58,  1.11it/s]
overall:  75%|███████▍  | 2984/4000 [1:01:41<16:58,  1.00s/it]

train:  85%|████████▍ | 2984/3515 [1:01:39<08:52,  1.00s/it]
overall:  75%|███████▍  | 2985/4000 [1:01:42<17:37,  1.04s/it]

train:  85%|████████▍ | 2985/3515 [1:01:40<09:11,  1.04s/it]
overall:  75%|███████▍  | 2986/4000 [1:01:43<18:46,  1.11s/it]

train:  85%|████████▍ | 2986/3515 [1:01:41<09:47,  1.11s/it]
overall:  75%|███████▍  | 2987/4000 [1:01:45<19:32,  1.16s/it]

train:  85%|████████▍ | 2987/3515 [1:01:43<10:11,  1.16s/it]
overall:  75%|███████▍  | 2988/4000 [1:01:46<20:08,  1.19s/it]

train:  85%|████████▌ | 2988/3515 [1:01:44<10:29,  1.19s/it]
overall:  75%|███████▍  | 2989/4000 [1:01:47<19:09,  1.14s/it]

train:  85%|████████▌ | 2989/3515 [1:01:45<09:58,  1.14s/it]
overall:  75%|███████▍  | 2990/4000 [1:01:48<19:37,  1.17s/it]

train:  85%|████████▌ | 2990/3515 [1:01:46<10:12,  1.17s/it]
overall:  75%|███████▍  | 2991/4000 [1:01:49<19:32,  1.16s/it]

train:  85%|████████▌ | 2991/3515 [1:01:47<10:08,  1.16s/it]
overall:  75%|███████▍  | 2992/4000 [1:01:51<19:27,  1.16s/it]

train:  85%|████████▌ | 2992/3515 [1:01:49<10:05,  1.16s/it]
overall:  75%|███████▍  | 2993/4000 [1:01:52<19:31,  1.16s/it]

train:  85%|████████▌ | 2993/3515 [1:01:50<10:07,  1.16s/it]
overall:  75%|███████▍  | 2994/4000 [1:01:52<16:58,  1.01s/it]

train:  85%|████████▌ | 2994/3515 [1:01:50<08:47,  1.01s/it]
overall:  75%|███████▍  | 2995/4000 [1:01:54<17:57,  1.07s/it]

train:  85%|████████▌ | 2995/3515 [1:01:52<09:17,  1.07s/it]
overall:  75%|███████▍  | 2996/4000 [1:01:55<19:01,  1.14s/it]

train:  85%|████████▌ | 2996/3515 [1:01:53<09:50,  1.14s/it]
overall:  75%|███████▍  | 2997/4000 [1:01:56<19:20,  1.16s/it]

train:  85%|████████▌ | 2997/3515 [1:01:54<09:59,  1.16s/it]
overall:  75%|███████▍  | 2998/4000 [1:01:57<19:45,  1.18s/it]

train:  85%|████████▌ | 2998/3515 [1:01:55<10:11,  1.18s/it]
overall:  75%|███████▍  | 2999/4000 [1:01:58<18:36,  1.12s/it]

train:  85%|████████▌ | 2999/3515 [1:01:56<09:35,  1.12s/it]dev loss: 5.327744007110596
dev per: 0.672627471383975
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 5.615439414978027
train per: 0.7029226785053644
train loss: 6.149343013763428
train per: 0.7085444354700541
train loss: 6.346190452575684
train per: 0.7066216379206368
train loss: 6.6259942054748535
train per: 0.7187578830533273
train loss: 7.474079132080078
train per: 0.7348398594129003
train loss: 9.341432571411133
train per: 0.8117433912542206
train loss: 15.261030197143555
train per: 0.8811089809762572
train loss: 14.955767631530762
train per: 0.816080031348685
train loss: 7.987086296081543
train per: 0.6975133848899464
train loss: 5.5047454833984375
train per: 0.6781489440211846
train loss: 4.684990882873535
train per: 0.7098467650397275
train loss: 5.744817733764648
train per: 0.7848440179296652
train loss: 7.252544403076172
train per: 0.8406177374615789
train loss: 9.152836799621582
train per: 0.8276289561962176
train loss: 8.358898162841797
train per: 0.7922476093145485
train loss: 5.654204845428467
train per: 0.6762646295480143
train loss: 7.114982604980469
train per: 0.7771877337322364
train loss: 9.484492301940918
train per: 0.8162918002098875
train loss: 5.988492488861084
train per: 0.7093015269796937
train loss: 5.414189338684082
train per: 0.7277214793146678
train loss: 5.20160436630249
train per: 0.6899128578167283
train loss: 6.353156566619873
train per: 0.7389470856835885
train loss: 7.665982723236084
train per: 0.7513139432566768
train loss: 8.370607376098633
train per: 0.8034734686654701
train loss: 9.852165222167969
train per: 0.7662239749463551
train loss: 11.683858871459961
train per: 0.8457586112288928
train loss: 8.9176025390625
train per: 0.756074128384699
train loss: 5.853000164031982
train per: 0.6864568136297322
train loss: 5.329380512237549
train per: 0.6918032021658964
train loss: 7.639523983001709
train per: 0.8123018701005087
train loss: 17.767126083374023
train per: 0.8442603550295859
train loss: 13.361963272094727
train per: 0.7627313004951786
train loss: 7.581693172454834
train per: 0.7251518293586136
train loss: 5.450461387634277
train per: 0.6780252697011329
train loss: 4.909902572631836
train per: 0.6838433783242015
train loss: 6.005685806274414
train per: 0.7514336245243582
train loss: 6.427306175231934
train per: 0.7437433372252399
train loss: 8.394142150878906
train per: 0.8255058086411695
train loss: 7.787195682525635
train per: 0.7750809061488673
train loss: 6.305856704711914
train per: 0.7167175165867596
train loss: 5.3301825523376465
train per: 0.738258083030419
train loss: 5.396428108215332
train per: 0.7273388962541267
train loss: 5.690457344055176
train per: 0.728906794762532
train loss: 7.75061559677124
train per: 0.7748935652597008
train loss: 9.443166732788086
train per: 0.8485674224185825
train loss: 6.9498443603515625
train per: 0.6935475871646084
train loss: 5.614567756652832
train per: 0.6769991129134457
train loss: 6.487955570220947
train per: 0.7015382407119447
train loss: 9.695402145385742
train per: 0.7523085134774486
train loss: 10.633710861206055
train per: 0.7401172687724608
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  21%|██▏       | 581/2703 [00:00<00:00, 5809.34it/s]


word -> phonemes:  43%|████▎     | 1162/2703 [00:00<00:00, 5731.12it/s]


word -> phonemes:  65%|██████▌   | 1767/2703 [00:00<00:00, 5872.65it/s]


word -> phonemes:  87%|████████▋ | 2361/2703 [00:00<00:00, 5898.46it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5838.53it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<59:20,  1.32s/it]


dev:   0%|          | 2/2703 [00:01<30:28,  1.48it/s]


dev:   0%|          | 3/2703 [00:01<21:03,  2.14it/s]


dev:   0%|          | 4/2703 [00:01<16:26,  2.74it/s]


dev:   0%|          | 5/2703 [00:02<14:02,  3.20it/s]


dev:   0%|          | 6/2703 [00:02<12:41,  3.54it/s]


dev:   0%|          | 7/2703 [00:02<11:41,  3.85it/s]


dev:   0%|          | 8/2703 [00:02<10:46,  4.17it/s]


dev:   0%|          | 9/2703 [00:03<10:24,  4.31it/s]


dev:   0%|          | 10/2703 [00:03<09:53,  4.54it/s]


dev:   0%|          | 11/2703 [00:03<09:05,  4.94it/s]


dev:   0%|          | 12/2703 [00:03<09:15,  4.84it/s]


dev:   0%|          | 13/2703 [00:03<08:48,  5.09it/s]


dev:   1%|          | 14/2703 [00:03<08:24,  5.32it/s]


dev:   1%|          | 15/2703 [00:04<08:22,  5.34it/s]


dev:   1%|          | 16/2703 [00:04<07:47,  5.75it/s]


dev:   1%|          | 17/2703 [00:04<07:38,  5.86it/s]


dev:   1%|          | 18/2703 [00:04<07:51,  5.70it/s]


dev:   1%|          | 19/2703 [00:04<08:01,  5.57it/s]


dev:   1%|          | 20/2703 [00:04<07:35,  5.89it/s]


dev:   1%|          | 21/2703 [00:05<07:24,  6.04it/s]


dev:   1%|          | 22/2703 [00:05<07:46,  5.74it/s]


dev:   1%|          | 23/2703 [00:05<07:36,  5.88it/s]


dev:   1%|          | 24/2703 [00:05<07:21,  6.06it/s]


dev:   1%|          | 25/2703 [00:05<07:42,  5.79it/s]


dev:   1%|          | 26/2703 [00:06<08:01,  5.56it/s]


dev:   1%|          | 27/2703 [00:06<07:48,  5.72it/s]


dev:   1%|          | 28/2703 [00:06<08:05,  5.51it/s]


dev:   1%|          | 29/2703 [00:06<07:47,  5.72it/s]


dev:   1%|          | 30/2703 [00:06<07:15,  6.13it/s]


dev:   1%|          | 31/2703 [00:06<07:13,  6.16it/s]


dev:   1%|          | 32/2703 [00:06<06:51,  6.49it/s]


dev:   1%|          | 33/2703 [00:07<06:57,  6.40it/s]


dev:   1%|▏         | 34/2703 [00:07<06:42,  6.63it/s]


dev:   1%|▏         | 35/2703 [00:07<06:20,  7.02it/s]


dev:   1%|▏         | 36/2703 [00:07<06:38,  6.69it/s]


dev:   1%|▏         | 37/2703 [00:07<06:43,  6.61it/s]


dev:   1%|▏         | 38/2703 [00:07<06:41,  6.64it/s]


dev:   1%|▏         | 39/2703 [00:08<06:30,  6.82it/s]


dev:   1%|▏         | 40/2703 [00:08<06:19,  7.02it/s]


dev:   2%|▏         | 41/2703 [00:08<06:08,  7.22it/s]


dev:   2%|▏         | 42/2703 [00:08<06:11,  7.15it/s]


dev:   2%|▏         | 43/2703 [00:08<06:05,  7.28it/s]


dev:   2%|▏         | 44/2703 [00:08<05:48,  7.63it/s]


dev:   2%|▏         | 45/2703 [00:08<05:50,  7.59it/s]


dev:   2%|▏         | 46/2703 [00:08<05:36,  7.89it/s]


dev:   2%|▏         | 47/2703 [00:09<05:35,  7.92it/s]


dev:   2%|▏         | 48/2703 [00:09<05:42,  7.75it/s]


dev:   2%|▏         | 49/2703 [00:09<05:59,  7.39it/s]


dev:   2%|▏         | 50/2703 [00:09<05:56,  7.44it/s]


dev:   2%|▏         | 51/2703 [00:09<05:49,  7.60it/s]


dev:   2%|▏         | 52/2703 [00:09<06:30,  6.79it/s]


dev:   2%|▏         | 53/2703 [00:09<06:18,  7.00it/s]


dev:   2%|▏         | 54/2703 [00:10<06:10,  7.15it/s]


dev:   2%|▏         | 55/2703 [00:10<05:42,  7.73it/s]


dev:   2%|▏         | 56/2703 [00:10<05:20,  8.25it/s]


dev:   2%|▏         | 57/2703 [00:10<05:27,  8.07it/s]


dev:   2%|▏         | 58/2703 [00:10<05:30,  8.00it/s]


dev:   2%|▏         | 59/2703 [00:10<05:32,  7.95it/s]


dev:   2%|▏         | 60/2703 [00:10<05:18,  8.29it/s]


dev:   2%|▏         | 61/2703 [00:10<05:21,  8.21it/s]


dev:   2%|▏         | 62/2703 [00:10<05:09,  8.53it/s]


dev:   2%|▏         | 63/2703 [00:11<05:04,  8.66it/s]


dev:   2%|▏         | 64/2703 [00:11<05:20,  8.24it/s]


dev:   2%|▏         | 65/2703 [00:11<05:17,  8.30it/s]


dev:   2%|▏         | 66/2703 [00:11<05:25,  8.10it/s]


dev:   2%|▏         | 67/2703 [00:11<05:16,  8.33it/s]


dev:   3%|▎         | 68/2703 [00:11<05:16,  8.32it/s]


dev:   3%|▎         | 69/2703 [00:11<05:04,  8.65it/s]


dev:   3%|▎         | 70/2703 [00:11<05:26,  8.06it/s]


dev:   3%|▎         | 71/2703 [00:12<05:18,  8.26it/s]


dev:   3%|▎         | 72/2703 [00:12<05:43,  7.66it/s]


dev:   3%|▎         | 73/2703 [00:12<05:40,  7.71it/s]


dev:   3%|▎         | 74/2703 [00:12<05:27,  8.02it/s]


dev:   3%|▎         | 75/2703 [00:12<05:14,  8.36it/s]


dev:   3%|▎         | 76/2703 [00:12<05:15,  8.33it/s]


dev:   3%|▎         | 77/2703 [00:12<05:22,  8.14it/s]


dev:   3%|▎         | 79/2703 [00:13<05:11,  8.44it/s]


dev:   3%|▎         | 80/2703 [00:13<05:03,  8.65it/s]


dev:   3%|▎         | 81/2703 [00:13<05:01,  8.69it/s]


dev:   3%|▎         | 82/2703 [00:13<05:01,  8.69it/s]


dev:   3%|▎         | 83/2703 [00:13<05:03,  8.64it/s]


dev:   3%|▎         | 84/2703 [00:13<05:10,  8.43it/s]


dev:   3%|▎         | 85/2703 [00:13<05:59,  7.28it/s]


dev:   3%|▎         | 86/2703 [00:13<05:42,  7.63it/s]


dev:   3%|▎         | 87/2703 [00:14<05:25,  8.04it/s]


dev:   3%|▎         | 88/2703 [00:14<05:24,  8.05it/s]


dev:   3%|▎         | 89/2703 [00:14<05:52,  7.41it/s]


dev:   3%|▎         | 90/2703 [00:14<05:35,  7.79it/s]


dev:   3%|▎         | 91/2703 [00:14<05:43,  7.61it/s]


dev:   3%|▎         | 92/2703 [00:14<05:37,  7.73it/s]


dev:   3%|▎         | 93/2703 [00:14<05:30,  7.89it/s]


dev:   3%|▎         | 94/2703 [00:14<05:17,  8.22it/s]


dev:   4%|▎         | 95/2703 [00:15<05:12,  8.35it/s]


dev:   4%|▎         | 96/2703 [00:15<05:21,  8.10it/s]


dev:   4%|▎         | 97/2703 [00:15<05:19,  8.15it/s]


dev:   4%|▎         | 98/2703 [00:15<05:21,  8.11it/s]


dev:   4%|▎         | 99/2703 [00:15<05:12,  8.34it/s]


dev:   4%|▎         | 100/2703 [00:15<05:04,  8.55it/s]


dev:   4%|▎         | 101/2703 [00:15<04:59,  8.69it/s]


dev:   4%|▍         | 102/2703 [00:15<05:08,  8.43it/s]


dev:   4%|▍         | 103/2703 [00:15<05:13,  8.30it/s]


dev:   4%|▍         | 104/2703 [00:16<05:09,  8.39it/s]


dev:   4%|▍         | 105/2703 [00:16<05:18,  8.16it/s]


dev:   4%|▍         | 106/2703 [00:16<05:03,  8.55it/s]


dev:   4%|▍         | 107/2703 [00:16<05:01,  8.60it/s]


dev:   4%|▍         | 108/2703 [00:16<05:07,  8.44it/s]


dev:   4%|▍         | 109/2703 [00:16<05:15,  8.22it/s]


dev:   4%|▍         | 110/2703 [00:16<05:01,  8.59it/s]


dev:   4%|▍         | 111/2703 [00:16<05:02,  8.57it/s]


dev:   4%|▍         | 112/2703 [00:17<05:11,  8.31it/s]


dev:   4%|▍         | 113/2703 [00:17<04:57,  8.71it/s]


dev:   4%|▍         | 114/2703 [00:17<04:49,  8.94it/s]


dev:   4%|▍         | 115/2703 [00:17<04:41,  9.18it/s]


dev:   4%|▍         | 116/2703 [00:17<05:06,  8.44it/s]


dev:   4%|▍         | 117/2703 [00:17<05:43,  7.54it/s]


dev:   4%|▍         | 118/2703 [00:17<05:23,  7.99it/s]


dev:   4%|▍         | 119/2703 [00:17<05:17,  8.15it/s]


dev:   4%|▍         | 121/2703 [00:18<04:58,  8.64it/s]


dev:   5%|▍         | 122/2703 [00:18<04:51,  8.84it/s]


dev:   5%|▍         | 123/2703 [00:18<04:44,  9.07it/s]


dev:   5%|▍         | 124/2703 [00:18<05:00,  8.59it/s]


dev:   5%|▍         | 125/2703 [00:18<05:00,  8.59it/s]


dev:   5%|▍         | 127/2703 [00:18<04:42,  9.13it/s]


dev:   5%|▍         | 128/2703 [00:18<04:37,  9.26it/s]


dev:   5%|▍         | 130/2703 [00:19<04:18,  9.96it/s]


dev:   5%|▍         | 131/2703 [00:19<04:34,  9.38it/s]


dev:   5%|▍         | 132/2703 [00:19<04:41,  9.13it/s]


dev:   5%|▍         | 133/2703 [00:19<04:48,  8.92it/s]


dev:   5%|▍         | 134/2703 [00:19<04:55,  8.69it/s]


dev:   5%|▍         | 135/2703 [00:19<04:50,  8.83it/s]


dev:   5%|▌         | 136/2703 [00:19<04:44,  9.02it/s]


dev:   5%|▌         | 137/2703 [00:19<04:37,  9.26it/s]


dev:   5%|▌         | 139/2703 [00:20<04:31,  9.46it/s]


dev:   5%|▌         | 140/2703 [00:20<04:35,  9.31it/s]


dev:   5%|▌         | 142/2703 [00:20<04:37,  9.23it/s]


dev:   5%|▌         | 143/2703 [00:20<04:54,  8.68it/s]


dev:   5%|▌         | 144/2703 [00:20<04:52,  8.76it/s]


dev:   5%|▌         | 145/2703 [00:20<04:51,  8.76it/s]


dev:   5%|▌         | 146/2703 [00:20<04:53,  8.72it/s]


dev:   5%|▌         | 148/2703 [00:21<04:57,  8.60it/s]


dev:   6%|▌         | 149/2703 [00:21<04:59,  8.52it/s]


dev:   6%|▌         | 150/2703 [00:21<05:07,  8.31it/s]


dev:   6%|▌         | 152/2703 [00:21<04:52,  8.72it/s]


dev:   6%|▌         | 153/2703 [00:21<04:48,  8.84it/s]


dev:   6%|▌         | 155/2703 [00:21<04:44,  8.94it/s]


dev:   6%|▌         | 156/2703 [00:21<04:40,  9.07it/s]


dev:   6%|▌         | 157/2703 [00:22<04:40,  9.09it/s]


dev:   6%|▌         | 158/2703 [00:22<04:54,  8.64it/s]


dev:   6%|▌         | 159/2703 [00:22<04:45,  8.90it/s]


dev:   6%|▌         | 160/2703 [00:22<04:42,  9.00it/s]


dev:   6%|▌         | 161/2703 [00:22<04:59,  8.49it/s]


dev:   6%|▌         | 162/2703 [00:22<04:56,  8.57it/s]


dev:   6%|▌         | 163/2703 [00:22<04:45,  8.89it/s]


dev:   6%|▌         | 164/2703 [00:22<04:40,  9.04it/s]


dev:   6%|▌         | 165/2703 [00:23<04:39,  9.09it/s]


dev:   6%|▌         | 167/2703 [00:23<04:34,  9.25it/s]


dev:   6%|▌         | 168/2703 [00:23<04:32,  9.32it/s]


dev:   6%|▋         | 170/2703 [00:23<04:22,  9.66it/s]


dev:   6%|▋         | 172/2703 [00:23<04:12, 10.02it/s]


dev:   6%|▋         | 173/2703 [00:23<04:12, 10.00it/s]


dev:   6%|▋         | 174/2703 [00:23<04:21,  9.67it/s]


dev:   6%|▋         | 175/2703 [00:24<04:32,  9.28it/s]


dev:   7%|▋         | 177/2703 [00:24<04:19,  9.73it/s]


dev:   7%|▋         | 179/2703 [00:24<04:14,  9.93it/s]


dev:   7%|▋         | 180/2703 [00:24<04:18,  9.77it/s]


dev:   7%|▋         | 181/2703 [00:24<04:28,  9.39it/s]


dev:   7%|▋         | 182/2703 [00:24<04:36,  9.11it/s]


dev:   7%|▋         | 184/2703 [00:24<04:18,  9.76it/s]


dev:   7%|▋         | 186/2703 [00:25<04:15,  9.84it/s]


dev:   7%|▋         | 187/2703 [00:25<04:22,  9.57it/s]


dev:   7%|▋         | 189/2703 [00:25<04:21,  9.60it/s]


dev:   7%|▋         | 190/2703 [00:25<04:21,  9.60it/s]


dev:   7%|▋         | 192/2703 [00:25<04:12,  9.95it/s]


dev:   7%|▋         | 194/2703 [00:25<04:08, 10.08it/s]


dev:   7%|▋         | 196/2703 [00:26<04:03, 10.28it/s]


dev:   7%|▋         | 198/2703 [00:26<04:04, 10.26it/s]


dev:   7%|▋         | 200/2703 [00:26<04:04, 10.24it/s]


dev:   7%|▋         | 202/2703 [00:26<04:05, 10.20it/s]


dev:   8%|▊         | 204/2703 [00:26<04:09, 10.02it/s]


dev:   8%|▊         | 206/2703 [00:27<04:19,  9.62it/s]


dev:   8%|▊         | 208/2703 [00:27<04:10,  9.98it/s]


dev:   8%|▊         | 210/2703 [00:27<04:06, 10.12it/s]


dev:   8%|▊         | 212/2703 [00:27<04:03, 10.23it/s]


dev:   8%|▊         | 214/2703 [00:27<04:09,  9.99it/s]


dev:   8%|▊         | 216/2703 [00:28<04:08, 10.02it/s]


dev:   8%|▊         | 218/2703 [00:28<04:05, 10.11it/s]


dev:   8%|▊         | 220/2703 [00:28<03:53, 10.63it/s]


dev:   8%|▊         | 222/2703 [00:28<04:00, 10.31it/s]


dev:   8%|▊         | 224/2703 [00:28<04:09,  9.92it/s]


dev:   8%|▊         | 226/2703 [00:29<04:00, 10.28it/s]


dev:   8%|▊         | 228/2703 [00:29<03:53, 10.59it/s]


dev:   9%|▊         | 230/2703 [00:29<03:56, 10.46it/s]


dev:   9%|▊         | 232/2703 [00:29<04:01, 10.24it/s]


dev:   9%|▊         | 234/2703 [00:29<04:02, 10.16it/s]


dev:   9%|▊         | 236/2703 [00:30<03:57, 10.37it/s]


dev:   9%|▉         | 238/2703 [00:30<03:59, 10.28it/s]


dev:   9%|▉         | 240/2703 [00:30<04:02, 10.17it/s]


dev:   9%|▉         | 242/2703 [00:30<04:12,  9.73it/s]


dev:   9%|▉         | 244/2703 [00:30<04:06,  9.96it/s]


dev:   9%|▉         | 246/2703 [00:31<04:03, 10.09it/s]


dev:   9%|▉         | 248/2703 [00:31<04:01, 10.15it/s]


dev:   9%|▉         | 250/2703 [00:31<03:55, 10.41it/s]


dev:   9%|▉         | 252/2703 [00:31<03:56, 10.36it/s]


dev:   9%|▉         | 254/2703 [00:31<04:05,  9.98it/s]


dev:   9%|▉         | 256/2703 [00:32<04:01, 10.13it/s]


dev:  10%|▉         | 258/2703 [00:32<03:57, 10.30it/s]


dev:  10%|▉         | 260/2703 [00:32<03:56, 10.32it/s]


dev:  10%|▉         | 262/2703 [00:32<03:59, 10.19it/s]


dev:  10%|▉         | 264/2703 [00:32<03:59, 10.20it/s]


dev:  10%|▉         | 266/2703 [00:33<04:02, 10.06it/s]


dev:  10%|▉         | 268/2703 [00:33<03:53, 10.44it/s]


dev:  10%|▉         | 270/2703 [00:33<03:49, 10.60it/s]


dev:  10%|█         | 272/2703 [00:33<03:47, 10.68it/s]


dev:  10%|█         | 274/2703 [00:33<03:46, 10.73it/s]


dev:  10%|█         | 276/2703 [00:33<03:42, 10.90it/s]


dev:  10%|█         | 278/2703 [00:34<03:40, 11.01it/s]


dev:  10%|█         | 280/2703 [00:34<03:46, 10.72it/s]


dev:  10%|█         | 282/2703 [00:34<03:46, 10.70it/s]


dev:  11%|█         | 284/2703 [00:34<03:47, 10.65it/s]


dev:  11%|█         | 286/2703 [00:34<03:36, 11.17it/s]


dev:  11%|█         | 288/2703 [00:35<03:31, 11.42it/s]


dev:  11%|█         | 290/2703 [00:35<03:39, 10.98it/s]


dev:  11%|█         | 292/2703 [00:35<03:37, 11.08it/s]


dev:  11%|█         | 294/2703 [00:35<03:42, 10.83it/s]


dev:  11%|█         | 296/2703 [00:35<03:34, 11.21it/s]


dev:  11%|█         | 298/2703 [00:35<03:30, 11.43it/s]


dev:  11%|█         | 300/2703 [00:36<03:32, 11.32it/s]


dev:  11%|█         | 302/2703 [00:36<03:32, 11.32it/s]


dev:  11%|█         | 304/2703 [00:36<03:30, 11.40it/s]


dev:  11%|█▏        | 306/2703 [00:36<03:32, 11.27it/s]


dev:  11%|█▏        | 308/2703 [00:36<03:31, 11.30it/s]


dev:  11%|█▏        | 310/2703 [00:36<03:31, 11.34it/s]


dev:  12%|█▏        | 312/2703 [00:37<03:35, 11.08it/s]


dev:  12%|█▏        | 314/2703 [00:37<03:36, 11.01it/s]


dev:  12%|█▏        | 316/2703 [00:37<03:26, 11.55it/s]


dev:  12%|█▏        | 318/2703 [00:37<03:38, 10.94it/s]


dev:  12%|█▏        | 320/2703 [00:37<03:35, 11.06it/s]


dev:  12%|█▏        | 322/2703 [00:38<03:37, 10.94it/s]


dev:  12%|█▏        | 324/2703 [00:38<03:37, 10.96it/s]


dev:  12%|█▏        | 326/2703 [00:38<03:31, 11.25it/s]


dev:  12%|█▏        | 328/2703 [00:38<03:24, 11.62it/s]


dev:  12%|█▏        | 330/2703 [00:38<03:24, 11.61it/s]


dev:  12%|█▏        | 332/2703 [00:38<03:20, 11.85it/s]


dev:  12%|█▏        | 334/2703 [00:39<03:18, 11.93it/s]


dev:  12%|█▏        | 336/2703 [00:39<03:15, 12.12it/s]


dev:  13%|█▎        | 338/2703 [00:39<03:09, 12.50it/s]


dev:  13%|█▎        | 340/2703 [00:39<03:17, 11.98it/s]


dev:  13%|█▎        | 342/2703 [00:39<03:11, 12.35it/s]


dev:  13%|█▎        | 344/2703 [00:39<03:18, 11.91it/s]


dev:  13%|█▎        | 346/2703 [00:40<03:23, 11.59it/s]


dev:  13%|█▎        | 348/2703 [00:40<03:25, 11.47it/s]


dev:  13%|█▎        | 350/2703 [00:40<03:29, 11.23it/s]


dev:  13%|█▎        | 352/2703 [00:40<03:19, 11.80it/s]


dev:  13%|█▎        | 354/2703 [00:40<03:24, 11.49it/s]


dev:  13%|█▎        | 356/2703 [00:40<03:17, 11.89it/s]


dev:  13%|█▎        | 358/2703 [00:41<03:17, 11.85it/s]


dev:  13%|█▎        | 360/2703 [00:41<03:19, 11.72it/s]


dev:  13%|█▎        | 362/2703 [00:41<03:34, 10.93it/s]


dev:  13%|█▎        | 364/2703 [00:41<03:27, 11.30it/s]


dev:  14%|█▎        | 366/2703 [00:41<03:15, 11.98it/s]


dev:  14%|█▎        | 368/2703 [00:41<03:06, 12.51it/s]


dev:  14%|█▎        | 370/2703 [00:42<02:58, 13.04it/s]


dev:  14%|█▍        | 372/2703 [00:42<02:57, 13.15it/s]


dev:  14%|█▍        | 374/2703 [00:42<03:07, 12.45it/s]


dev:  14%|█▍        | 376/2703 [00:42<03:13, 12.05it/s]


dev:  14%|█▍        | 378/2703 [00:42<03:08, 12.35it/s]


dev:  14%|█▍        | 380/2703 [00:42<03:10, 12.21it/s]


dev:  14%|█▍        | 382/2703 [00:43<03:17, 11.75it/s]


dev:  14%|█▍        | 384/2703 [00:43<03:13, 12.01it/s]


dev:  14%|█▍        | 386/2703 [00:43<03:11, 12.09it/s]


dev:  14%|█▍        | 388/2703 [00:43<03:17, 11.75it/s]


dev:  14%|█▍        | 390/2703 [00:43<03:22, 11.43it/s]


dev:  15%|█▍        | 392/2703 [00:43<03:17, 11.70it/s]


dev:  15%|█▍        | 394/2703 [00:44<03:19, 11.55it/s]


dev:  15%|█▍        | 396/2703 [00:44<03:21, 11.45it/s]


dev:  15%|█▍        | 398/2703 [00:44<03:17, 11.69it/s]


dev:  15%|█▍        | 400/2703 [00:44<03:09, 12.14it/s]


dev:  15%|█▍        | 402/2703 [00:44<03:21, 11.45it/s]


dev:  15%|█▍        | 404/2703 [00:44<03:14, 11.83it/s]


dev:  15%|█▌        | 406/2703 [00:45<03:12, 11.94it/s]


dev:  15%|█▌        | 408/2703 [00:45<03:04, 12.43it/s]


dev:  15%|█▌        | 410/2703 [00:45<03:12, 11.91it/s]


dev:  15%|█▌        | 412/2703 [00:45<03:10, 12.01it/s]


dev:  15%|█▌        | 414/2703 [00:45<03:08, 12.16it/s]


dev:  15%|█▌        | 416/2703 [00:45<03:04, 12.40it/s]


dev:  15%|█▌        | 418/2703 [00:46<03:04, 12.36it/s]


dev:  16%|█▌        | 420/2703 [00:46<03:14, 11.71it/s]


dev:  16%|█▌        | 422/2703 [00:46<03:12, 11.84it/s]


dev:  16%|█▌        | 424/2703 [00:46<03:09, 12.03it/s]


dev:  16%|█▌        | 426/2703 [00:46<03:09, 12.03it/s]


dev:  16%|█▌        | 428/2703 [00:46<02:57, 12.85it/s]


dev:  16%|█▌        | 430/2703 [00:47<02:53, 13.08it/s]


dev:  16%|█▌        | 432/2703 [00:47<02:54, 13.01it/s]


dev:  16%|█▌        | 434/2703 [00:47<03:00, 12.56it/s]


dev:  16%|█▌        | 436/2703 [00:47<03:06, 12.14it/s]


dev:  16%|█▌        | 438/2703 [00:47<03:02, 12.39it/s]


dev:  16%|█▋        | 440/2703 [00:47<02:59, 12.59it/s]


dev:  16%|█▋        | 442/2703 [00:48<02:51, 13.16it/s]


dev:  16%|█▋        | 444/2703 [00:48<02:54, 12.97it/s]


dev:  17%|█▋        | 446/2703 [00:48<03:04, 12.23it/s]


dev:  17%|█▋        | 448/2703 [00:48<02:59, 12.55it/s]


dev:  17%|█▋        | 450/2703 [00:48<02:57, 12.67it/s]


dev:  17%|█▋        | 452/2703 [00:48<02:55, 12.79it/s]


dev:  17%|█▋        | 454/2703 [00:48<02:58, 12.57it/s]


dev:  17%|█▋        | 456/2703 [00:49<03:02, 12.29it/s]


dev:  17%|█▋        | 458/2703 [00:49<03:09, 11.84it/s]


dev:  17%|█▋        | 460/2703 [00:49<02:57, 12.60it/s]


dev:  17%|█▋        | 462/2703 [00:49<02:52, 13.01it/s]


dev:  17%|█▋        | 464/2703 [00:49<02:49, 13.22it/s]


dev:  17%|█▋        | 466/2703 [00:49<03:01, 12.32it/s]


dev:  17%|█▋        | 468/2703 [00:50<02:52, 12.92it/s]


dev:  17%|█▋        | 470/2703 [00:50<02:52, 12.97it/s]


dev:  17%|█▋        | 472/2703 [00:50<02:49, 13.17it/s]


dev:  18%|█▊        | 474/2703 [00:50<03:02, 12.23it/s]


dev:  18%|█▊        | 476/2703 [00:50<02:58, 12.48it/s]


dev:  18%|█▊        | 478/2703 [00:50<02:51, 12.95it/s]


dev:  18%|█▊        | 480/2703 [00:51<02:51, 12.99it/s]


dev:  18%|█▊        | 482/2703 [00:51<02:52, 12.88it/s]


dev:  18%|█▊        | 484/2703 [00:51<02:46, 13.30it/s]


dev:  18%|█▊        | 486/2703 [00:51<02:43, 13.55it/s]


dev:  18%|█▊        | 488/2703 [00:51<02:45, 13.35it/s]


dev:  18%|█▊        | 490/2703 [00:51<02:51, 12.91it/s]


dev:  18%|█▊        | 492/2703 [00:51<02:51, 12.87it/s]


dev:  18%|█▊        | 494/2703 [00:52<02:50, 12.96it/s]


dev:  18%|█▊        | 496/2703 [00:52<02:42, 13.56it/s]


dev:  18%|█▊        | 498/2703 [00:52<02:36, 14.13it/s]


dev:  18%|█▊        | 500/2703 [00:52<02:37, 13.96it/s]


dev:  19%|█▊        | 502/2703 [00:52<02:43, 13.45it/s]


dev:  19%|█▊        | 504/2703 [00:52<02:40, 13.68it/s]


dev:  19%|█▊        | 506/2703 [00:52<02:39, 13.79it/s]


dev:  19%|█▉        | 508/2703 [00:53<02:43, 13.46it/s]


dev:  19%|█▉        | 510/2703 [00:53<02:41, 13.55it/s]


dev:  19%|█▉        | 512/2703 [00:53<02:44, 13.31it/s]


dev:  19%|█▉        | 514/2703 [00:53<02:40, 13.60it/s]


dev:  19%|█▉        | 516/2703 [00:53<02:36, 13.98it/s]


dev:  19%|█▉        | 518/2703 [00:53<02:37, 13.90it/s]


dev:  19%|█▉        | 520/2703 [00:53<02:36, 13.91it/s]


dev:  19%|█▉        | 522/2703 [00:54<02:29, 14.60it/s]


dev:  19%|█▉        | 524/2703 [00:54<02:31, 14.36it/s]


dev:  19%|█▉        | 526/2703 [00:54<02:29, 14.58it/s]


dev:  20%|█▉        | 528/2703 [00:54<02:28, 14.63it/s]


dev:  20%|█▉        | 530/2703 [00:54<02:36, 13.92it/s]


dev:  20%|█▉        | 532/2703 [00:54<02:35, 13.94it/s]


dev:  20%|█▉        | 534/2703 [00:54<02:34, 14.00it/s]


dev:  20%|█▉        | 536/2703 [00:55<02:32, 14.24it/s]


dev:  20%|█▉        | 538/2703 [00:55<02:38, 13.70it/s]


dev:  20%|█▉        | 540/2703 [00:55<02:37, 13.76it/s]


dev:  20%|██        | 542/2703 [00:55<02:39, 13.54it/s]


dev:  20%|██        | 544/2703 [00:55<02:37, 13.69it/s]


dev:  20%|██        | 546/2703 [00:55<02:31, 14.24it/s]


dev:  20%|██        | 548/2703 [00:55<02:32, 14.12it/s]


dev:  20%|██        | 550/2703 [00:56<02:35, 13.87it/s]


dev:  20%|██        | 552/2703 [00:56<02:25, 14.77it/s]


dev:  20%|██        | 554/2703 [00:56<02:30, 14.26it/s]


dev:  21%|██        | 556/2703 [00:56<02:27, 14.59it/s]


dev:  21%|██        | 558/2703 [00:56<02:37, 13.66it/s]


dev:  21%|██        | 560/2703 [00:56<02:37, 13.63it/s]


dev:  21%|██        | 562/2703 [00:56<02:36, 13.72it/s]


dev:  21%|██        | 564/2703 [00:57<02:40, 13.29it/s]


dev:  21%|██        | 566/2703 [00:57<02:40, 13.30it/s]


dev:  21%|██        | 568/2703 [00:57<02:39, 13.38it/s]


dev:  21%|██        | 570/2703 [00:57<02:45, 12.89it/s]


dev:  21%|██        | 572/2703 [00:57<02:51, 12.42it/s]


dev:  21%|██        | 574/2703 [00:57<02:47, 12.74it/s]


dev:  21%|██▏       | 576/2703 [00:58<02:41, 13.20it/s]


dev:  21%|██▏       | 578/2703 [00:58<02:40, 13.22it/s]


dev:  21%|██▏       | 580/2703 [00:58<02:32, 13.92it/s]


dev:  22%|██▏       | 582/2703 [00:58<02:35, 13.62it/s]


dev:  22%|██▏       | 584/2703 [00:58<02:36, 13.53it/s]


dev:  22%|██▏       | 586/2703 [00:58<02:36, 13.55it/s]


dev:  22%|██▏       | 588/2703 [00:58<02:37, 13.41it/s]


dev:  22%|██▏       | 590/2703 [00:59<02:29, 14.15it/s]


dev:  22%|██▏       | 592/2703 [00:59<02:31, 13.94it/s]


dev:  22%|██▏       | 594/2703 [00:59<02:37, 13.40it/s]


dev:  22%|██▏       | 596/2703 [00:59<02:32, 13.77it/s]


dev:  22%|██▏       | 598/2703 [00:59<02:26, 14.40it/s]


dev:  22%|██▏       | 600/2703 [00:59<02:24, 14.58it/s]


dev:  22%|██▏       | 602/2703 [00:59<02:35, 13.47it/s]


dev:  22%|██▏       | 604/2703 [01:00<02:24, 14.56it/s]


dev:  22%|██▏       | 606/2703 [01:00<02:19, 15.03it/s]


dev:  22%|██▏       | 608/2703 [01:00<02:28, 14.13it/s]


dev:  23%|██▎       | 610/2703 [01:00<02:28, 14.10it/s]


dev:  23%|██▎       | 612/2703 [01:00<02:35, 13.44it/s]


dev:  23%|██▎       | 614/2703 [01:00<02:30, 13.85it/s]


dev:  23%|██▎       | 616/2703 [01:00<02:26, 14.24it/s]


dev:  23%|██▎       | 618/2703 [01:01<02:27, 14.14it/s]


dev:  23%|██▎       | 620/2703 [01:01<02:20, 14.81it/s]


dev:  23%|██▎       | 622/2703 [01:01<02:26, 14.21it/s]


dev:  23%|██▎       | 624/2703 [01:01<02:25, 14.25it/s]


dev:  23%|██▎       | 626/2703 [01:01<02:22, 14.59it/s]


dev:  23%|██▎       | 628/2703 [01:01<02:15, 15.27it/s]


dev:  23%|██▎       | 630/2703 [01:01<02:11, 15.74it/s]


dev:  23%|██▎       | 632/2703 [01:01<02:13, 15.52it/s]


dev:  23%|██▎       | 634/2703 [01:02<02:13, 15.45it/s]


dev:  24%|██▎       | 636/2703 [01:02<02:12, 15.60it/s]


dev:  24%|██▎       | 638/2703 [01:02<02:15, 15.23it/s]


dev:  24%|██▎       | 640/2703 [01:02<02:16, 15.09it/s]


dev:  24%|██▍       | 642/2703 [01:02<02:19, 14.76it/s]


dev:  24%|██▍       | 644/2703 [01:02<02:16, 15.10it/s]


dev:  24%|██▍       | 646/2703 [01:02<02:10, 15.75it/s]


dev:  24%|██▍       | 648/2703 [01:03<02:17, 14.92it/s]


dev:  24%|██▍       | 650/2703 [01:03<02:21, 14.48it/s]


dev:  24%|██▍       | 652/2703 [01:03<02:18, 14.78it/s]


dev:  24%|██▍       | 654/2703 [01:03<02:18, 14.79it/s]


dev:  24%|██▍       | 656/2703 [01:03<02:31, 13.50it/s]


dev:  24%|██▍       | 658/2703 [01:03<02:41, 12.66it/s]


dev:  24%|██▍       | 660/2703 [01:03<02:30, 13.60it/s]


dev:  24%|██▍       | 662/2703 [01:04<02:25, 13.99it/s]


dev:  25%|██▍       | 664/2703 [01:04<02:24, 14.12it/s]


dev:  25%|██▍       | 666/2703 [01:04<02:19, 14.56it/s]


dev:  25%|██▍       | 668/2703 [01:04<02:16, 14.92it/s]


dev:  25%|██▍       | 670/2703 [01:04<02:13, 15.25it/s]


dev:  25%|██▍       | 672/2703 [01:04<02:12, 15.35it/s]


dev:  25%|██▍       | 674/2703 [01:04<02:24, 14.00it/s]


dev:  25%|██▌       | 676/2703 [01:05<02:25, 13.95it/s]


dev:  25%|██▌       | 678/2703 [01:05<02:23, 14.10it/s]


dev:  25%|██▌       | 680/2703 [01:05<02:23, 14.08it/s]


dev:  25%|██▌       | 682/2703 [01:05<02:19, 14.48it/s]


dev:  25%|██▌       | 684/2703 [01:05<02:23, 14.11it/s]


dev:  25%|██▌       | 686/2703 [01:05<02:23, 14.01it/s]


dev:  25%|██▌       | 688/2703 [01:05<02:27, 13.69it/s]


dev:  26%|██▌       | 690/2703 [01:06<02:31, 13.31it/s]


dev:  26%|██▌       | 692/2703 [01:06<02:22, 14.08it/s]


dev:  26%|██▌       | 694/2703 [01:06<02:19, 14.43it/s]


dev:  26%|██▌       | 696/2703 [01:06<02:21, 14.14it/s]


dev:  26%|██▌       | 698/2703 [01:06<02:28, 13.50it/s]


dev:  26%|██▌       | 700/2703 [01:06<02:23, 14.00it/s]


dev:  26%|██▌       | 702/2703 [01:06<02:16, 14.63it/s]


dev:  26%|██▌       | 704/2703 [01:06<02:20, 14.22it/s]


dev:  26%|██▌       | 706/2703 [01:07<02:13, 14.93it/s]


dev:  26%|██▌       | 708/2703 [01:07<02:06, 15.73it/s]


dev:  26%|██▋       | 710/2703 [01:07<02:05, 15.83it/s]


dev:  26%|██▋       | 712/2703 [01:07<02:13, 14.97it/s]


dev:  26%|██▋       | 714/2703 [01:07<02:13, 14.95it/s]


dev:  26%|██▋       | 716/2703 [01:07<02:09, 15.31it/s]


dev:  27%|██▋       | 718/2703 [01:07<02:12, 14.99it/s]


dev:  27%|██▋       | 720/2703 [01:08<02:07, 15.61it/s]


dev:  27%|██▋       | 722/2703 [01:08<02:14, 14.71it/s]


dev:  27%|██▋       | 724/2703 [01:08<02:10, 15.17it/s]


dev:  27%|██▋       | 726/2703 [01:08<02:04, 15.92it/s]


dev:  27%|██▋       | 728/2703 [01:08<02:09, 15.20it/s]


dev:  27%|██▋       | 730/2703 [01:08<02:09, 15.26it/s]


dev:  27%|██▋       | 732/2703 [01:08<02:14, 14.61it/s]


dev:  27%|██▋       | 734/2703 [01:08<02:17, 14.29it/s]


dev:  27%|██▋       | 736/2703 [01:09<02:15, 14.54it/s]


dev:  27%|██▋       | 738/2703 [01:09<02:16, 14.38it/s]


dev:  27%|██▋       | 740/2703 [01:09<02:13, 14.74it/s]


dev:  27%|██▋       | 742/2703 [01:09<02:06, 15.51it/s]


dev:  28%|██▊       | 744/2703 [01:09<02:03, 15.86it/s]


dev:  28%|██▊       | 746/2703 [01:09<02:01, 16.12it/s]


dev:  28%|██▊       | 748/2703 [01:09<02:01, 16.05it/s]


dev:  28%|██▊       | 750/2703 [01:10<02:08, 15.24it/s]


dev:  28%|██▊       | 752/2703 [01:10<02:06, 15.44it/s]


dev:  28%|██▊       | 754/2703 [01:10<02:10, 14.89it/s]


dev:  28%|██▊       | 756/2703 [01:10<02:05, 15.57it/s]


dev:  28%|██▊       | 758/2703 [01:10<02:09, 14.99it/s]


dev:  28%|██▊       | 760/2703 [01:10<02:06, 15.33it/s]


dev:  28%|██▊       | 762/2703 [01:10<02:13, 14.57it/s]


dev:  28%|██▊       | 764/2703 [01:10<02:15, 14.36it/s]


dev:  28%|██▊       | 766/2703 [01:11<02:15, 14.33it/s]


dev:  28%|██▊       | 768/2703 [01:11<02:12, 14.57it/s]


dev:  28%|██▊       | 770/2703 [01:11<02:13, 14.49it/s]


dev:  29%|██▊       | 772/2703 [01:11<02:10, 14.81it/s]


dev:  29%|██▊       | 774/2703 [01:11<02:06, 15.25it/s]


dev:  29%|██▊       | 776/2703 [01:11<02:09, 14.90it/s]


dev:  29%|██▉       | 778/2703 [01:11<02:14, 14.26it/s]


dev:  29%|██▉       | 780/2703 [01:12<02:08, 14.98it/s]


dev:  29%|██▉       | 782/2703 [01:12<02:12, 14.52it/s]


dev:  29%|██▉       | 784/2703 [01:12<02:10, 14.72it/s]


dev:  29%|██▉       | 786/2703 [01:12<02:12, 14.42it/s]


dev:  29%|██▉       | 788/2703 [01:12<02:11, 14.59it/s]


dev:  29%|██▉       | 790/2703 [01:12<02:00, 15.86it/s]


dev:  29%|██▉       | 792/2703 [01:12<02:01, 15.78it/s]


dev:  29%|██▉       | 794/2703 [01:12<02:04, 15.32it/s]


dev:  29%|██▉       | 796/2703 [01:13<01:59, 16.00it/s]


dev:  30%|██▉       | 798/2703 [01:13<02:03, 15.44it/s]


dev:  30%|██▉       | 800/2703 [01:13<02:04, 15.32it/s]


dev:  30%|██▉       | 802/2703 [01:13<02:01, 15.60it/s]


dev:  30%|██▉       | 804/2703 [01:13<01:58, 16.06it/s]


dev:  30%|██▉       | 806/2703 [01:13<02:04, 15.24it/s]


dev:  30%|██▉       | 808/2703 [01:13<01:57, 16.16it/s]


dev:  30%|██▉       | 810/2703 [01:13<01:59, 15.80it/s]


dev:  30%|███       | 812/2703 [01:14<02:00, 15.66it/s]


dev:  30%|███       | 814/2703 [01:14<01:57, 16.06it/s]


dev:  30%|███       | 816/2703 [01:14<02:01, 15.57it/s]


dev:  30%|███       | 818/2703 [01:14<02:03, 15.29it/s]


dev:  30%|███       | 820/2703 [01:14<02:02, 15.42it/s]


dev:  30%|███       | 822/2703 [01:14<01:57, 16.01it/s]


dev:  30%|███       | 824/2703 [01:14<01:56, 16.12it/s]


dev:  31%|███       | 826/2703 [01:14<01:57, 15.95it/s]


dev:  31%|███       | 828/2703 [01:15<01:59, 15.72it/s]


dev:  31%|███       | 830/2703 [01:15<01:54, 16.38it/s]


dev:  31%|███       | 832/2703 [01:15<01:57, 15.98it/s]


dev:  31%|███       | 834/2703 [01:15<01:54, 16.31it/s]


dev:  31%|███       | 836/2703 [01:15<01:53, 16.41it/s]


dev:  31%|███       | 838/2703 [01:15<01:50, 16.87it/s]


dev:  31%|███       | 840/2703 [01:15<01:50, 16.82it/s]


dev:  31%|███       | 842/2703 [01:15<01:56, 15.91it/s]


dev:  31%|███       | 844/2703 [01:16<01:59, 15.56it/s]


dev:  31%|███▏      | 846/2703 [01:16<02:01, 15.22it/s]


dev:  31%|███▏      | 848/2703 [01:16<02:04, 14.89it/s]


dev:  31%|███▏      | 850/2703 [01:16<01:56, 15.85it/s]


dev:  32%|███▏      | 852/2703 [01:16<01:54, 16.24it/s]


dev:  32%|███▏      | 854/2703 [01:16<01:57, 15.80it/s]


dev:  32%|███▏      | 856/2703 [01:16<01:52, 16.44it/s]


dev:  32%|███▏      | 858/2703 [01:16<01:52, 16.38it/s]


dev:  32%|███▏      | 860/2703 [01:17<01:55, 15.91it/s]


dev:  32%|███▏      | 862/2703 [01:17<01:54, 16.03it/s]


dev:  32%|███▏      | 864/2703 [01:17<01:56, 15.83it/s]


dev:  32%|███▏      | 866/2703 [01:17<02:02, 15.03it/s]


dev:  32%|███▏      | 868/2703 [01:17<01:58, 15.47it/s]


dev:  32%|███▏      | 870/2703 [01:17<01:53, 16.20it/s]


dev:  32%|███▏      | 872/2703 [01:17<01:57, 15.62it/s]


dev:  32%|███▏      | 874/2703 [01:17<01:52, 16.21it/s]


dev:  32%|███▏      | 876/2703 [01:18<01:50, 16.46it/s]


dev:  32%|███▏      | 878/2703 [01:18<01:52, 16.24it/s]


dev:  33%|███▎      | 880/2703 [01:18<01:54, 15.87it/s]


dev:  33%|███▎      | 882/2703 [01:18<01:55, 15.72it/s]


dev:  33%|███▎      | 884/2703 [01:18<01:54, 15.82it/s]


dev:  33%|███▎      | 886/2703 [01:18<01:57, 15.42it/s]


dev:  33%|███▎      | 888/2703 [01:18<01:57, 15.50it/s]


dev:  33%|███▎      | 890/2703 [01:19<01:55, 15.66it/s]


dev:  33%|███▎      | 892/2703 [01:19<02:00, 14.98it/s]


dev:  33%|███▎      | 894/2703 [01:19<02:03, 14.61it/s]


dev:  33%|███▎      | 896/2703 [01:19<02:00, 14.96it/s]


dev:  33%|███▎      | 898/2703 [01:19<01:59, 15.16it/s]


dev:  33%|███▎      | 900/2703 [01:19<01:58, 15.23it/s]


dev:  33%|███▎      | 902/2703 [01:19<02:02, 14.64it/s]


dev:  33%|███▎      | 904/2703 [01:19<01:57, 15.31it/s]


dev:  34%|███▎      | 906/2703 [01:20<01:57, 15.29it/s]


dev:  34%|███▎      | 908/2703 [01:20<02:02, 14.67it/s]


dev:  34%|███▎      | 910/2703 [01:20<01:58, 15.18it/s]


dev:  34%|███▎      | 912/2703 [01:20<01:58, 15.08it/s]


dev:  34%|███▍      | 914/2703 [01:20<01:59, 14.94it/s]


dev:  34%|███▍      | 916/2703 [01:20<01:52, 15.89it/s]


dev:  34%|███▍      | 918/2703 [01:20<01:51, 16.05it/s]


dev:  34%|███▍      | 920/2703 [01:20<01:47, 16.66it/s]


dev:  34%|███▍      | 922/2703 [01:21<01:48, 16.42it/s]


dev:  34%|███▍      | 924/2703 [01:21<01:48, 16.37it/s]


dev:  34%|███▍      | 926/2703 [01:21<01:52, 15.84it/s]


dev:  34%|███▍      | 928/2703 [01:21<01:48, 16.38it/s]


dev:  34%|███▍      | 930/2703 [01:21<01:46, 16.66it/s]


dev:  34%|███▍      | 932/2703 [01:21<01:46, 16.59it/s]


dev:  35%|███▍      | 934/2703 [01:21<01:47, 16.47it/s]


dev:  35%|███▍      | 936/2703 [01:21<01:49, 16.13it/s]


dev:  35%|███▍      | 938/2703 [01:22<01:45, 16.77it/s]


dev:  35%|███▍      | 940/2703 [01:22<01:43, 17.04it/s]


dev:  35%|███▍      | 942/2703 [01:22<01:41, 17.40it/s]


dev:  35%|███▍      | 944/2703 [01:22<01:45, 16.69it/s]


dev:  35%|███▍      | 946/2703 [01:22<01:47, 16.38it/s]


dev:  35%|███▌      | 948/2703 [01:22<01:53, 15.41it/s]


dev:  35%|███▌      | 950/2703 [01:22<01:49, 16.06it/s]


dev:  35%|███▌      | 952/2703 [01:22<01:43, 16.87it/s]


dev:  35%|███▌      | 954/2703 [01:23<01:46, 16.40it/s]


dev:  35%|███▌      | 956/2703 [01:23<01:45, 16.63it/s]


dev:  35%|███▌      | 959/2703 [01:23<01:37, 17.86it/s]


dev:  36%|███▌      | 962/2703 [01:23<01:34, 18.41it/s]


dev:  36%|███▌      | 964/2703 [01:23<01:34, 18.31it/s]


dev:  36%|███▌      | 966/2703 [01:23<01:34, 18.33it/s]


dev:  36%|███▌      | 968/2703 [01:23<01:36, 17.96it/s]


dev:  36%|███▌      | 970/2703 [01:23<01:42, 16.85it/s]


dev:  36%|███▌      | 972/2703 [01:24<01:44, 16.56it/s]


dev:  36%|███▌      | 974/2703 [01:24<01:46, 16.20it/s]


dev:  36%|███▌      | 976/2703 [01:24<01:48, 15.90it/s]


dev:  36%|███▌      | 978/2703 [01:24<01:48, 15.92it/s]


dev:  36%|███▋      | 980/2703 [01:24<01:42, 16.80it/s]


dev:  36%|███▋      | 982/2703 [01:24<01:42, 16.85it/s]


dev:  36%|███▋      | 984/2703 [01:24<01:44, 16.44it/s]


dev:  36%|███▋      | 986/2703 [01:24<01:42, 16.69it/s]


dev:  37%|███▋      | 988/2703 [01:25<01:43, 16.64it/s]


dev:  37%|███▋      | 990/2703 [01:25<01:46, 16.13it/s]


dev:  37%|███▋      | 992/2703 [01:25<01:45, 16.16it/s]


dev:  37%|███▋      | 994/2703 [01:25<01:39, 17.10it/s]


dev:  37%|███▋      | 996/2703 [01:25<01:44, 16.41it/s]


dev:  37%|███▋      | 998/2703 [01:25<01:43, 16.40it/s]


dev:  37%|███▋      | 1000/2703 [01:25<01:42, 16.55it/s]


dev:  37%|███▋      | 1002/2703 [01:25<01:42, 16.62it/s]


dev:  37%|███▋      | 1004/2703 [01:25<01:44, 16.31it/s]


dev:  37%|███▋      | 1006/2703 [01:26<01:41, 16.72it/s]


dev:  37%|███▋      | 1008/2703 [01:26<01:41, 16.68it/s]


dev:  37%|███▋      | 1010/2703 [01:26<01:41, 16.64it/s]


dev:  37%|███▋      | 1012/2703 [01:26<01:43, 16.41it/s]


dev:  38%|███▊      | 1014/2703 [01:26<01:43, 16.39it/s]


dev:  38%|███▊      | 1016/2703 [01:26<01:49, 15.48it/s]


dev:  38%|███▊      | 1018/2703 [01:26<01:42, 16.43it/s]


dev:  38%|███▊      | 1020/2703 [01:26<01:37, 17.34it/s]


dev:  38%|███▊      | 1022/2703 [01:27<01:38, 17.02it/s]


dev:  38%|███▊      | 1024/2703 [01:27<01:41, 16.48it/s]


dev:  38%|███▊      | 1026/2703 [01:27<01:42, 16.36it/s]


dev:  38%|███▊      | 1028/2703 [01:27<01:39, 16.79it/s]


dev:  38%|███▊      | 1030/2703 [01:27<01:43, 16.15it/s]


dev:  38%|███▊      | 1032/2703 [01:27<01:41, 16.39it/s]


dev:  38%|███▊      | 1034/2703 [01:27<01:42, 16.34it/s]


dev:  38%|███▊      | 1036/2703 [01:27<01:44, 15.95it/s]


dev:  38%|███▊      | 1038/2703 [01:28<01:49, 15.24it/s]


dev:  38%|███▊      | 1040/2703 [01:28<01:45, 15.71it/s]


dev:  39%|███▊      | 1042/2703 [01:28<01:42, 16.19it/s]


dev:  39%|███▊      | 1044/2703 [01:28<01:44, 15.92it/s]


dev:  39%|███▊      | 1046/2703 [01:28<01:41, 16.31it/s]


dev:  39%|███▉      | 1048/2703 [01:28<01:40, 16.48it/s]


dev:  39%|███▉      | 1050/2703 [01:28<01:43, 15.97it/s]


dev:  39%|███▉      | 1052/2703 [01:28<01:37, 16.90it/s]


dev:  39%|███▉      | 1054/2703 [01:29<01:34, 17.36it/s]


dev:  39%|███▉      | 1056/2703 [01:29<01:34, 17.43it/s]


dev:  39%|███▉      | 1058/2703 [01:29<01:33, 17.63it/s]


dev:  39%|███▉      | 1060/2703 [01:29<01:33, 17.59it/s]


dev:  39%|███▉      | 1062/2703 [01:29<01:35, 17.14it/s]


dev:  39%|███▉      | 1064/2703 [01:29<01:33, 17.57it/s]


dev:  39%|███▉      | 1066/2703 [01:29<01:35, 17.07it/s]


dev:  40%|███▉      | 1068/2703 [01:29<01:36, 16.97it/s]


dev:  40%|███▉      | 1070/2703 [01:29<01:40, 16.24it/s]


dev:  40%|███▉      | 1072/2703 [01:30<01:35, 17.01it/s]


dev:  40%|███▉      | 1074/2703 [01:30<01:37, 16.70it/s]


dev:  40%|███▉      | 1076/2703 [01:30<01:37, 16.65it/s]


dev:  40%|███▉      | 1078/2703 [01:30<01:36, 16.89it/s]


dev:  40%|███▉      | 1080/2703 [01:30<01:36, 16.78it/s]


dev:  40%|████      | 1082/2703 [01:30<01:36, 16.80it/s]


dev:  40%|████      | 1085/2703 [01:30<01:30, 17.97it/s]


dev:  40%|████      | 1087/2703 [01:30<01:33, 17.32it/s]


dev:  40%|████      | 1089/2703 [01:31<01:30, 17.76it/s]


dev:  40%|████      | 1091/2703 [01:31<01:30, 17.90it/s]


dev:  40%|████      | 1093/2703 [01:31<01:35, 16.79it/s]


dev:  41%|████      | 1095/2703 [01:31<01:35, 16.87it/s]


dev:  41%|████      | 1098/2703 [01:31<01:30, 17.77it/s]


dev:  41%|████      | 1100/2703 [01:31<01:28, 18.19it/s]


dev:  41%|████      | 1102/2703 [01:31<01:30, 17.60it/s]


dev:  41%|████      | 1104/2703 [01:31<01:36, 16.57it/s]


dev:  41%|████      | 1106/2703 [01:32<01:33, 17.06it/s]


dev:  41%|████      | 1108/2703 [01:32<01:36, 16.53it/s]


dev:  41%|████      | 1110/2703 [01:32<01:32, 17.28it/s]


dev:  41%|████      | 1112/2703 [01:32<01:29, 17.81it/s]


dev:  41%|████      | 1114/2703 [01:32<01:32, 17.26it/s]


dev:  41%|████▏     | 1116/2703 [01:32<01:33, 16.99it/s]


dev:  41%|████▏     | 1118/2703 [01:32<01:33, 17.02it/s]


dev:  41%|████▏     | 1120/2703 [01:32<01:36, 16.38it/s]


dev:  42%|████▏     | 1122/2703 [01:33<01:34, 16.81it/s]


dev:  42%|████▏     | 1124/2703 [01:33<01:33, 16.82it/s]


dev:  42%|████▏     | 1126/2703 [01:33<01:35, 16.52it/s]


dev:  42%|████▏     | 1128/2703 [01:33<01:34, 16.60it/s]


dev:  42%|████▏     | 1130/2703 [01:33<01:35, 16.55it/s]


dev:  42%|████▏     | 1132/2703 [01:33<01:34, 16.71it/s]


dev:  42%|████▏     | 1134/2703 [01:33<01:30, 17.39it/s]


dev:  42%|████▏     | 1137/2703 [01:33<01:28, 17.60it/s]


dev:  42%|████▏     | 1139/2703 [01:33<01:27, 17.81it/s]


dev:  42%|████▏     | 1141/2703 [01:34<01:29, 17.51it/s]


dev:  42%|████▏     | 1143/2703 [01:34<01:30, 17.29it/s]


dev:  42%|████▏     | 1145/2703 [01:34<01:30, 17.15it/s]


dev:  42%|████▏     | 1147/2703 [01:34<01:29, 17.48it/s]


dev:  43%|████▎     | 1149/2703 [01:34<01:30, 17.10it/s]


dev:  43%|████▎     | 1151/2703 [01:34<01:35, 16.20it/s]


dev:  43%|████▎     | 1153/2703 [01:34<01:31, 16.90it/s]


dev:  43%|████▎     | 1155/2703 [01:34<01:28, 17.45it/s]


dev:  43%|████▎     | 1157/2703 [01:35<01:30, 17.03it/s]


dev:  43%|████▎     | 1159/2703 [01:35<01:28, 17.40it/s]


dev:  43%|████▎     | 1162/2703 [01:35<01:27, 17.71it/s]


dev:  43%|████▎     | 1164/2703 [01:35<01:24, 18.12it/s]


dev:  43%|████▎     | 1166/2703 [01:35<01:29, 17.25it/s]


dev:  43%|████▎     | 1168/2703 [01:35<01:33, 16.43it/s]


dev:  43%|████▎     | 1170/2703 [01:35<01:30, 17.01it/s]


dev:  43%|████▎     | 1172/2703 [01:35<01:29, 17.18it/s]


dev:  43%|████▎     | 1174/2703 [01:36<01:29, 17.15it/s]


dev:  44%|████▎     | 1176/2703 [01:36<01:31, 16.63it/s]


dev:  44%|████▎     | 1178/2703 [01:36<01:30, 16.86it/s]


dev:  44%|████▎     | 1180/2703 [01:36<01:32, 16.42it/s]


dev:  44%|████▎     | 1182/2703 [01:36<01:29, 17.03it/s]


dev:  44%|████▍     | 1184/2703 [01:36<01:27, 17.34it/s]


dev:  44%|████▍     | 1186/2703 [01:36<01:24, 17.90it/s]


dev:  44%|████▍     | 1188/2703 [01:36<01:26, 17.42it/s]


dev:  44%|████▍     | 1190/2703 [01:36<01:28, 17.09it/s]


dev:  44%|████▍     | 1192/2703 [01:37<01:29, 16.86it/s]


dev:  44%|████▍     | 1194/2703 [01:37<01:29, 16.88it/s]


dev:  44%|████▍     | 1196/2703 [01:37<01:25, 17.58it/s]


dev:  44%|████▍     | 1198/2703 [01:37<01:30, 16.70it/s]


dev:  44%|████▍     | 1200/2703 [01:37<01:28, 17.07it/s]


dev:  44%|████▍     | 1202/2703 [01:37<01:27, 17.07it/s]


dev:  45%|████▍     | 1205/2703 [01:37<01:21, 18.44it/s]


dev:  45%|████▍     | 1207/2703 [01:37<01:20, 18.52it/s]


dev:  45%|████▍     | 1209/2703 [01:38<01:19, 18.85it/s]


dev:  45%|████▍     | 1211/2703 [01:38<01:21, 18.30it/s]


dev:  45%|████▍     | 1214/2703 [01:38<01:22, 18.10it/s]


dev:  45%|████▍     | 1216/2703 [01:38<01:25, 17.39it/s]


dev:  45%|████▌     | 1218/2703 [01:38<01:25, 17.31it/s]


dev:  45%|████▌     | 1220/2703 [01:38<01:27, 16.97it/s]


dev:  45%|████▌     | 1222/2703 [01:38<01:23, 17.71it/s]


dev:  45%|████▌     | 1224/2703 [01:38<01:22, 17.88it/s]


dev:  45%|████▌     | 1226/2703 [01:39<01:23, 17.63it/s]


dev:  45%|████▌     | 1228/2703 [01:39<01:24, 17.40it/s]


dev:  46%|████▌     | 1230/2703 [01:39<01:25, 17.25it/s]


dev:  46%|████▌     | 1232/2703 [01:39<01:23, 17.68it/s]


dev:  46%|████▌     | 1234/2703 [01:39<01:24, 17.37it/s]


dev:  46%|████▌     | 1236/2703 [01:39<01:26, 16.99it/s]


dev:  46%|████▌     | 1238/2703 [01:39<01:22, 17.75it/s]


dev:  46%|████▌     | 1240/2703 [01:39<01:23, 17.50it/s]


dev:  46%|████▌     | 1242/2703 [01:39<01:25, 17.17it/s]


dev:  46%|████▌     | 1244/2703 [01:40<01:27, 16.67it/s]


dev:  46%|████▌     | 1246/2703 [01:40<01:24, 17.33it/s]


dev:  46%|████▌     | 1248/2703 [01:40<01:21, 17.90it/s]


dev:  46%|████▌     | 1250/2703 [01:40<01:19, 18.21it/s]


dev:  46%|████▋     | 1252/2703 [01:40<01:21, 17.78it/s]


dev:  46%|████▋     | 1254/2703 [01:40<01:24, 17.15it/s]


dev:  46%|████▋     | 1256/2703 [01:40<01:20, 17.89it/s]


dev:  47%|████▋     | 1259/2703 [01:40<01:16, 18.82it/s]


dev:  47%|████▋     | 1261/2703 [01:40<01:16, 18.80it/s]


dev:  47%|████▋     | 1263/2703 [01:41<01:23, 17.20it/s]


dev:  47%|████▋     | 1265/2703 [01:41<01:24, 17.02it/s]


dev:  47%|████▋     | 1267/2703 [01:41<01:21, 17.55it/s]


dev:  47%|████▋     | 1269/2703 [01:41<01:19, 18.05it/s]


dev:  47%|████▋     | 1271/2703 [01:41<01:18, 18.18it/s]


dev:  47%|████▋     | 1273/2703 [01:41<01:19, 18.08it/s]


dev:  47%|████▋     | 1275/2703 [01:41<01:17, 18.41it/s]


dev:  47%|████▋     | 1277/2703 [01:41<01:16, 18.72it/s]


dev:  47%|████▋     | 1279/2703 [01:41<01:18, 18.13it/s]


dev:  47%|████▋     | 1281/2703 [01:42<01:22, 17.14it/s]


dev:  47%|████▋     | 1283/2703 [01:42<01:26, 16.44it/s]


dev:  48%|████▊     | 1286/2703 [01:42<01:21, 17.35it/s]


dev:  48%|████▊     | 1288/2703 [01:42<01:22, 17.09it/s]


dev:  48%|████▊     | 1290/2703 [01:42<01:20, 17.51it/s]


dev:  48%|████▊     | 1292/2703 [01:42<01:22, 17.11it/s]


dev:  48%|████▊     | 1294/2703 [01:42<01:23, 16.92it/s]


dev:  48%|████▊     | 1296/2703 [01:43<01:22, 17.09it/s]


dev:  48%|████▊     | 1298/2703 [01:43<01:22, 16.95it/s]


dev:  48%|████▊     | 1301/2703 [01:43<01:20, 17.46it/s]


dev:  48%|████▊     | 1303/2703 [01:43<01:20, 17.31it/s]


dev:  48%|████▊     | 1305/2703 [01:43<01:18, 17.75it/s]


dev:  48%|████▊     | 1308/2703 [01:43<01:13, 18.87it/s]


dev:  49%|████▊     | 1311/2703 [01:43<01:11, 19.37it/s]


dev:  49%|████▊     | 1314/2703 [01:43<01:11, 19.53it/s]


dev:  49%|████▊     | 1317/2703 [01:44<01:09, 19.99it/s]


dev:  49%|████▉     | 1319/2703 [01:44<01:11, 19.24it/s]


dev:  49%|████▉     | 1322/2703 [01:44<01:10, 19.65it/s]


dev:  49%|████▉     | 1324/2703 [01:44<01:13, 18.84it/s]


dev:  49%|████▉     | 1326/2703 [01:44<01:14, 18.50it/s]


dev:  49%|████▉     | 1328/2703 [01:44<01:16, 17.99it/s]


dev:  49%|████▉     | 1330/2703 [01:44<01:18, 17.53it/s]


dev:  49%|████▉     | 1332/2703 [01:44<01:17, 17.62it/s]


dev:  49%|████▉     | 1334/2703 [01:45<01:17, 17.72it/s]


dev:  49%|████▉     | 1337/2703 [01:45<01:16, 17.85it/s]


dev:  50%|████▉     | 1340/2703 [01:45<01:12, 18.75it/s]


dev:  50%|████▉     | 1342/2703 [01:45<01:12, 18.81it/s]


dev:  50%|████▉     | 1345/2703 [01:45<01:12, 18.83it/s]


dev:  50%|████▉     | 1347/2703 [01:45<01:13, 18.38it/s]


dev:  50%|████▉     | 1350/2703 [01:45<01:09, 19.33it/s]


dev:  50%|█████     | 1352/2703 [01:46<01:13, 18.45it/s]


dev:  50%|█████     | 1355/2703 [01:46<01:09, 19.40it/s]


dev:  50%|█████     | 1358/2703 [01:46<01:08, 19.74it/s]


dev:  50%|█████     | 1360/2703 [01:46<01:08, 19.70it/s]


dev:  50%|█████     | 1363/2703 [01:46<01:06, 20.09it/s]


dev:  50%|█████     | 1365/2703 [01:46<01:07, 19.74it/s]


dev:  51%|█████     | 1368/2703 [01:46<01:11, 18.72it/s]


dev:  51%|█████     | 1370/2703 [01:46<01:13, 18.14it/s]


dev:  51%|█████     | 1372/2703 [01:47<01:14, 17.97it/s]


dev:  51%|█████     | 1374/2703 [01:47<01:14, 17.90it/s]


dev:  51%|█████     | 1376/2703 [01:47<01:14, 17.93it/s]


dev:  51%|█████     | 1378/2703 [01:47<01:11, 18.42it/s]


dev:  51%|█████     | 1381/2703 [01:47<01:07, 19.56it/s]


dev:  51%|█████     | 1384/2703 [01:47<01:05, 20.03it/s]


dev:  51%|█████▏    | 1386/2703 [01:47<01:08, 19.30it/s]


dev:  51%|█████▏    | 1388/2703 [01:47<01:09, 18.95it/s]


dev:  51%|█████▏    | 1391/2703 [01:48<01:08, 19.19it/s]


dev:  52%|█████▏    | 1394/2703 [01:48<01:07, 19.53it/s]


dev:  52%|█████▏    | 1397/2703 [01:48<01:04, 20.31it/s]


dev:  52%|█████▏    | 1400/2703 [01:48<01:05, 19.75it/s]


dev:  52%|█████▏    | 1403/2703 [01:48<01:04, 20.24it/s]


dev:  52%|█████▏    | 1406/2703 [01:48<01:06, 19.37it/s]


dev:  52%|█████▏    | 1409/2703 [01:48<01:05, 19.90it/s]


dev:  52%|█████▏    | 1412/2703 [01:49<01:03, 20.18it/s]


dev:  52%|█████▏    | 1415/2703 [01:49<01:03, 20.15it/s]


dev:  52%|█████▏    | 1418/2703 [01:49<01:03, 20.35it/s]


dev:  53%|█████▎    | 1421/2703 [01:49<01:01, 20.97it/s]


dev:  53%|█████▎    | 1424/2703 [01:49<01:00, 21.03it/s]


dev:  53%|█████▎    | 1427/2703 [01:49<01:00, 21.06it/s]


dev:  53%|█████▎    | 1430/2703 [01:49<01:01, 20.84it/s]


dev:  53%|█████▎    | 1433/2703 [01:50<01:03, 19.92it/s]


dev:  53%|█████▎    | 1436/2703 [01:50<01:02, 20.13it/s]


dev:  53%|█████▎    | 1439/2703 [01:50<01:04, 19.48it/s]


dev:  53%|█████▎    | 1441/2703 [01:50<01:07, 18.81it/s]


dev:  53%|█████▎    | 1443/2703 [01:50<01:07, 18.63it/s]


dev:  53%|█████▎    | 1446/2703 [01:50<01:08, 18.42it/s]


dev:  54%|█████▎    | 1449/2703 [01:50<01:07, 18.53it/s]


dev:  54%|█████▎    | 1451/2703 [01:51<01:06, 18.80it/s]


dev:  54%|█████▍    | 1454/2703 [01:51<01:05, 19.19it/s]


dev:  54%|█████▍    | 1457/2703 [01:51<01:02, 19.96it/s]


dev:  54%|█████▍    | 1460/2703 [01:51<01:01, 20.12it/s]


dev:  54%|█████▍    | 1463/2703 [01:51<01:01, 20.03it/s]


dev:  54%|█████▍    | 1466/2703 [01:51<01:03, 19.54it/s]


dev:  54%|█████▍    | 1468/2703 [01:51<01:02, 19.63it/s]


dev:  54%|█████▍    | 1471/2703 [01:52<01:04, 18.98it/s]


dev:  54%|█████▍    | 1473/2703 [01:52<01:04, 19.10it/s]


dev:  55%|█████▍    | 1475/2703 [01:52<01:05, 18.72it/s]


dev:  55%|█████▍    | 1477/2703 [01:52<01:04, 18.92it/s]


dev:  55%|█████▍    | 1479/2703 [01:52<01:04, 19.03it/s]


dev:  55%|█████▍    | 1481/2703 [01:52<01:04, 18.82it/s]


dev:  55%|█████▍    | 1483/2703 [01:52<01:05, 18.73it/s]


dev:  55%|█████▍    | 1485/2703 [01:52<01:05, 18.51it/s]


dev:  55%|█████▌    | 1488/2703 [01:52<01:02, 19.42it/s]


dev:  55%|█████▌    | 1491/2703 [01:53<01:00, 20.10it/s]


dev:  55%|█████▌    | 1493/2703 [01:53<01:01, 19.66it/s]


dev:  55%|█████▌    | 1495/2703 [01:53<01:03, 19.12it/s]


dev:  55%|█████▌    | 1497/2703 [01:53<01:03, 18.99it/s]


dev:  55%|█████▌    | 1500/2703 [01:53<01:00, 20.04it/s]


dev:  56%|█████▌    | 1503/2703 [01:53<00:58, 20.68it/s]


dev:  56%|█████▌    | 1506/2703 [01:53<00:58, 20.45it/s]


dev:  56%|█████▌    | 1509/2703 [01:54<00:56, 20.97it/s]


dev:  56%|█████▌    | 1512/2703 [01:54<00:55, 21.41it/s]


dev:  56%|█████▌    | 1515/2703 [01:54<00:58, 20.18it/s]


dev:  56%|█████▌    | 1518/2703 [01:54<00:59, 20.04it/s]


dev:  56%|█████▋    | 1521/2703 [01:54<00:59, 19.73it/s]


dev:  56%|█████▋    | 1524/2703 [01:54<00:57, 20.55it/s]


dev:  56%|█████▋    | 1527/2703 [01:54<00:58, 20.18it/s]


dev:  57%|█████▋    | 1530/2703 [01:55<00:58, 20.12it/s]


dev:  57%|█████▋    | 1533/2703 [01:55<00:56, 20.82it/s]


dev:  57%|█████▋    | 1536/2703 [01:55<00:56, 20.68it/s]


dev:  57%|█████▋    | 1539/2703 [01:55<00:57, 20.13it/s]


dev:  57%|█████▋    | 1542/2703 [01:55<00:58, 19.76it/s]


dev:  57%|█████▋    | 1545/2703 [01:55<00:57, 20.13it/s]


dev:  57%|█████▋    | 1548/2703 [01:55<00:56, 20.58it/s]


dev:  57%|█████▋    | 1551/2703 [01:56<00:58, 19.84it/s]


dev:  57%|█████▋    | 1554/2703 [01:56<00:56, 20.41it/s]


dev:  58%|█████▊    | 1557/2703 [01:56<00:55, 20.75it/s]


dev:  58%|█████▊    | 1560/2703 [01:56<00:56, 20.32it/s]


dev:  58%|█████▊    | 1563/2703 [01:56<00:53, 21.29it/s]


dev:  58%|█████▊    | 1566/2703 [01:56<00:55, 20.61it/s]


dev:  58%|█████▊    | 1569/2703 [01:56<00:55, 20.44it/s]


dev:  58%|█████▊    | 1572/2703 [01:57<00:56, 20.15it/s]


dev:  58%|█████▊    | 1575/2703 [01:57<00:54, 20.77it/s]


dev:  58%|█████▊    | 1578/2703 [01:57<00:55, 20.10it/s]


dev:  58%|█████▊    | 1581/2703 [01:57<00:54, 20.70it/s]


dev:  59%|█████▊    | 1584/2703 [01:57<00:55, 20.26it/s]


dev:  59%|█████▊    | 1587/2703 [01:57<00:52, 21.18it/s]


dev:  59%|█████▉    | 1590/2703 [01:57<00:54, 20.48it/s]


dev:  59%|█████▉    | 1593/2703 [01:58<00:55, 20.14it/s]


dev:  59%|█████▉    | 1596/2703 [01:58<00:56, 19.49it/s]


dev:  59%|█████▉    | 1599/2703 [01:58<00:54, 20.19it/s]


dev:  59%|█████▉    | 1602/2703 [01:58<00:51, 21.21it/s]


dev:  59%|█████▉    | 1605/2703 [01:58<00:51, 21.32it/s]


dev:  59%|█████▉    | 1608/2703 [01:58<00:54, 20.20it/s]


dev:  60%|█████▉    | 1611/2703 [01:59<00:54, 20.17it/s]


dev:  60%|█████▉    | 1614/2703 [01:59<00:53, 20.52it/s]


dev:  60%|█████▉    | 1617/2703 [01:59<00:54, 19.91it/s]


dev:  60%|█████▉    | 1620/2703 [01:59<00:54, 19.79it/s]


dev:  60%|██████    | 1623/2703 [01:59<00:53, 20.26it/s]


dev:  60%|██████    | 1626/2703 [01:59<00:51, 21.10it/s]


dev:  60%|██████    | 1629/2703 [01:59<00:49, 21.73it/s]


dev:  60%|██████    | 1632/2703 [02:00<00:48, 21.96it/s]


dev:  60%|██████    | 1635/2703 [02:00<00:47, 22.26it/s]


dev:  61%|██████    | 1638/2703 [02:00<00:46, 22.82it/s]


dev:  61%|██████    | 1641/2703 [02:00<00:49, 21.53it/s]


dev:  61%|██████    | 1644/2703 [02:00<00:48, 21.70it/s]


dev:  61%|██████    | 1647/2703 [02:00<00:47, 22.10it/s]


dev:  61%|██████    | 1650/2703 [02:00<00:48, 21.83it/s]


dev:  61%|██████    | 1653/2703 [02:00<00:46, 22.48it/s]


dev:  61%|██████▏   | 1656/2703 [02:01<00:45, 22.92it/s]


dev:  61%|██████▏   | 1659/2703 [02:01<00:47, 21.84it/s]


dev:  61%|██████▏   | 1662/2703 [02:01<00:48, 21.52it/s]


dev:  62%|██████▏   | 1665/2703 [02:01<00:47, 21.87it/s]


dev:  62%|██████▏   | 1668/2703 [02:01<00:46, 22.08it/s]


dev:  62%|██████▏   | 1671/2703 [02:01<00:47, 21.66it/s]


dev:  62%|██████▏   | 1674/2703 [02:01<00:49, 20.79it/s]


dev:  62%|██████▏   | 1677/2703 [02:02<00:50, 20.34it/s]


dev:  62%|██████▏   | 1680/2703 [02:02<00:50, 20.44it/s]


dev:  62%|██████▏   | 1683/2703 [02:02<00:50, 20.36it/s]


dev:  62%|██████▏   | 1686/2703 [02:02<00:48, 21.12it/s]


dev:  62%|██████▏   | 1689/2703 [02:02<00:47, 21.47it/s]


dev:  63%|██████▎   | 1692/2703 [02:02<00:48, 20.86it/s]


dev:  63%|██████▎   | 1695/2703 [02:02<00:48, 20.93it/s]


dev:  63%|██████▎   | 1698/2703 [02:03<00:49, 20.48it/s]


dev:  63%|██████▎   | 1701/2703 [02:03<00:48, 20.67it/s]


dev:  63%|██████▎   | 1704/2703 [02:03<00:49, 20.34it/s]


dev:  63%|██████▎   | 1707/2703 [02:03<00:50, 19.60it/s]


dev:  63%|██████▎   | 1710/2703 [02:03<00:48, 20.51it/s]


dev:  63%|██████▎   | 1713/2703 [02:03<00:46, 21.16it/s]


dev:  63%|██████▎   | 1716/2703 [02:03<00:46, 21.12it/s]


dev:  64%|██████▎   | 1719/2703 [02:04<00:45, 21.51it/s]


dev:  64%|██████▎   | 1722/2703 [02:04<00:45, 21.53it/s]


dev:  64%|██████▍   | 1725/2703 [02:04<00:45, 21.49it/s]


dev:  64%|██████▍   | 1728/2703 [02:04<00:44, 22.01it/s]


dev:  64%|██████▍   | 1731/2703 [02:04<00:43, 22.48it/s]


dev:  64%|██████▍   | 1734/2703 [02:04<00:42, 22.59it/s]


dev:  64%|██████▍   | 1737/2703 [02:04<00:43, 22.14it/s]


dev:  64%|██████▍   | 1740/2703 [02:05<00:42, 22.50it/s]


dev:  64%|██████▍   | 1743/2703 [02:05<00:42, 22.35it/s]


dev:  65%|██████▍   | 1746/2703 [02:05<00:42, 22.68it/s]


dev:  65%|██████▍   | 1749/2703 [02:05<00:43, 22.15it/s]


dev:  65%|██████▍   | 1752/2703 [02:05<00:43, 21.97it/s]


dev:  65%|██████▍   | 1755/2703 [02:05<00:43, 21.98it/s]


dev:  65%|██████▌   | 1758/2703 [02:05<00:42, 22.25it/s]


dev:  65%|██████▌   | 1761/2703 [02:05<00:43, 21.88it/s]


dev:  65%|██████▌   | 1764/2703 [02:06<00:43, 21.52it/s]


dev:  65%|██████▌   | 1767/2703 [02:06<00:43, 21.54it/s]


dev:  65%|██████▌   | 1770/2703 [02:06<00:42, 21.88it/s]


dev:  66%|██████▌   | 1773/2703 [02:06<00:41, 22.29it/s]


dev:  66%|██████▌   | 1776/2703 [02:06<00:42, 21.81it/s]


dev:  66%|██████▌   | 1779/2703 [02:06<00:42, 21.73it/s]


dev:  66%|██████▌   | 1782/2703 [02:06<00:41, 22.02it/s]


dev:  66%|██████▌   | 1785/2703 [02:07<00:44, 20.83it/s]


dev:  66%|██████▌   | 1788/2703 [02:07<00:42, 21.28it/s]


dev:  66%|██████▋   | 1791/2703 [02:07<00:41, 21.74it/s]


dev:  66%|██████▋   | 1794/2703 [02:07<00:43, 20.66it/s]


dev:  66%|██████▋   | 1797/2703 [02:07<00:42, 21.18it/s]


dev:  67%|██████▋   | 1800/2703 [02:07<00:41, 21.51it/s]


dev:  67%|██████▋   | 1803/2703 [02:07<00:41, 21.50it/s]


dev:  67%|██████▋   | 1806/2703 [02:08<00:41, 21.67it/s]


dev:  67%|██████▋   | 1809/2703 [02:08<00:40, 21.98it/s]


dev:  67%|██████▋   | 1812/2703 [02:08<00:39, 22.45it/s]


dev:  67%|██████▋   | 1815/2703 [02:08<00:40, 22.19it/s]


dev:  67%|██████▋   | 1818/2703 [02:08<00:38, 23.13it/s]


dev:  67%|██████▋   | 1821/2703 [02:08<00:39, 22.29it/s]


dev:  67%|██████▋   | 1824/2703 [02:08<00:39, 22.21it/s]


dev:  68%|██████▊   | 1827/2703 [02:09<00:40, 21.39it/s]


dev:  68%|██████▊   | 1830/2703 [02:09<00:40, 21.81it/s]


dev:  68%|██████▊   | 1833/2703 [02:09<00:40, 21.28it/s]


dev:  68%|██████▊   | 1836/2703 [02:09<00:40, 21.56it/s]


dev:  68%|██████▊   | 1839/2703 [02:09<00:40, 21.51it/s]


dev:  68%|██████▊   | 1842/2703 [02:09<00:39, 22.05it/s]


dev:  68%|██████▊   | 1845/2703 [02:09<00:38, 22.55it/s]


dev:  68%|██████▊   | 1848/2703 [02:09<00:39, 21.72it/s]


dev:  68%|██████▊   | 1851/2703 [02:10<00:40, 21.22it/s]


dev:  69%|██████▊   | 1854/2703 [02:10<00:39, 21.61it/s]


dev:  69%|██████▊   | 1857/2703 [02:10<00:40, 21.15it/s]


dev:  69%|██████▉   | 1860/2703 [02:10<00:38, 22.01it/s]


dev:  69%|██████▉   | 1863/2703 [02:10<00:37, 22.34it/s]


dev:  69%|██████▉   | 1866/2703 [02:10<00:37, 22.04it/s]


dev:  69%|██████▉   | 1869/2703 [02:10<00:37, 22.15it/s]


dev:  69%|██████▉   | 1872/2703 [02:11<00:38, 21.55it/s]


dev:  69%|██████▉   | 1875/2703 [02:11<00:37, 21.89it/s]


dev:  69%|██████▉   | 1878/2703 [02:11<00:37, 22.25it/s]


dev:  70%|██████▉   | 1881/2703 [02:11<00:38, 21.39it/s]


dev:  70%|██████▉   | 1884/2703 [02:11<00:38, 21.19it/s]


dev:  70%|██████▉   | 1887/2703 [02:11<00:36, 22.07it/s]


dev:  70%|██████▉   | 1890/2703 [02:11<00:35, 23.06it/s]


dev:  70%|███████   | 1893/2703 [02:12<00:36, 22.11it/s]


dev:  70%|███████   | 1896/2703 [02:12<00:35, 22.74it/s]


dev:  70%|███████   | 1899/2703 [02:12<00:36, 22.17it/s]


dev:  70%|███████   | 1902/2703 [02:12<00:35, 22.67it/s]


dev:  70%|███████   | 1905/2703 [02:12<00:34, 22.89it/s]


dev:  71%|███████   | 1908/2703 [02:12<00:34, 23.24it/s]


dev:  71%|███████   | 1911/2703 [02:12<00:34, 22.96it/s]


dev:  71%|███████   | 1914/2703 [02:12<00:35, 22.51it/s]


dev:  71%|███████   | 1917/2703 [02:13<00:33, 23.56it/s]


dev:  71%|███████   | 1920/2703 [02:13<00:33, 23.13it/s]


dev:  71%|███████   | 1923/2703 [02:13<00:34, 22.86it/s]


dev:  71%|███████▏  | 1926/2703 [02:13<00:32, 23.70it/s]


dev:  71%|███████▏  | 1929/2703 [02:13<00:33, 23.28it/s]


dev:  71%|███████▏  | 1932/2703 [02:13<00:32, 23.50it/s]


dev:  72%|███████▏  | 1935/2703 [02:13<00:33, 23.01it/s]


dev:  72%|███████▏  | 1938/2703 [02:14<00:34, 22.31it/s]


dev:  72%|███████▏  | 1941/2703 [02:14<00:33, 22.60it/s]


dev:  72%|███████▏  | 1944/2703 [02:14<00:34, 22.14it/s]


dev:  72%|███████▏  | 1947/2703 [02:14<00:33, 22.91it/s]


dev:  72%|███████▏  | 1950/2703 [02:14<00:32, 23.27it/s]


dev:  72%|███████▏  | 1953/2703 [02:14<00:32, 23.34it/s]


dev:  72%|███████▏  | 1956/2703 [02:14<00:34, 21.96it/s]


dev:  72%|███████▏  | 1959/2703 [02:14<00:33, 22.27it/s]


dev:  73%|███████▎  | 1962/2703 [02:15<00:32, 22.77it/s]


dev:  73%|███████▎  | 1965/2703 [02:15<00:32, 22.70it/s]


dev:  73%|███████▎  | 1968/2703 [02:15<00:31, 23.40it/s]


dev:  73%|███████▎  | 1971/2703 [02:15<00:31, 23.58it/s]


dev:  73%|███████▎  | 1974/2703 [02:15<00:30, 23.92it/s]


dev:  73%|███████▎  | 1977/2703 [02:15<00:31, 23.12it/s]


dev:  73%|███████▎  | 1980/2703 [02:15<00:31, 23.29it/s]


dev:  73%|███████▎  | 1983/2703 [02:15<00:31, 22.78it/s]


dev:  73%|███████▎  | 1986/2703 [02:16<00:31, 22.49it/s]


dev:  74%|███████▎  | 1989/2703 [02:16<00:32, 21.94it/s]


dev:  74%|███████▎  | 1992/2703 [02:16<00:34, 20.77it/s]


dev:  74%|███████▍  | 1995/2703 [02:16<00:32, 21.55it/s]


dev:  74%|███████▍  | 1998/2703 [02:16<00:32, 21.52it/s]


dev:  74%|███████▍  | 2001/2703 [02:16<00:32, 21.36it/s]


dev:  74%|███████▍  | 2004/2703 [02:16<00:31, 22.09it/s]


dev:  74%|███████▍  | 2007/2703 [02:17<00:30, 23.19it/s]


dev:  74%|███████▍  | 2010/2703 [02:17<00:29, 23.34it/s]


dev:  74%|███████▍  | 2013/2703 [02:17<00:29, 23.60it/s]


dev:  75%|███████▍  | 2016/2703 [02:17<00:28, 23.98it/s]


dev:  75%|███████▍  | 2019/2703 [02:17<00:27, 24.74it/s]


dev:  75%|███████▍  | 2022/2703 [02:17<00:28, 24.24it/s]


dev:  75%|███████▍  | 2025/2703 [02:17<00:28, 24.03it/s]


dev:  75%|███████▌  | 2028/2703 [02:17<00:27, 24.54it/s]


dev:  75%|███████▌  | 2031/2703 [02:18<00:27, 24.70it/s]


dev:  75%|███████▌  | 2034/2703 [02:18<00:28, 23.57it/s]


dev:  75%|███████▌  | 2037/2703 [02:18<00:28, 23.03it/s]


dev:  75%|███████▌  | 2040/2703 [02:18<00:28, 23.07it/s]


dev:  76%|███████▌  | 2043/2703 [02:18<00:28, 23.13it/s]


dev:  76%|███████▌  | 2046/2703 [02:18<00:29, 22.16it/s]


dev:  76%|███████▌  | 2049/2703 [02:18<00:28, 22.80it/s]


dev:  76%|███████▌  | 2052/2703 [02:18<00:27, 23.52it/s]


dev:  76%|███████▌  | 2055/2703 [02:19<00:28, 22.98it/s]


dev:  76%|███████▌  | 2058/2703 [02:19<00:28, 22.91it/s]


dev:  76%|███████▌  | 2061/2703 [02:19<00:28, 22.25it/s]


dev:  76%|███████▋  | 2064/2703 [02:19<00:27, 23.36it/s]


dev:  76%|███████▋  | 2067/2703 [02:19<00:27, 23.06it/s]


dev:  77%|███████▋  | 2070/2703 [02:19<00:27, 23.16it/s]


dev:  77%|███████▋  | 2073/2703 [02:19<00:27, 23.16it/s]


dev:  77%|███████▋  | 2076/2703 [02:19<00:26, 23.85it/s]


dev:  77%|███████▋  | 2079/2703 [02:20<00:26, 23.94it/s]


dev:  77%|███████▋  | 2082/2703 [02:20<00:26, 23.18it/s]


dev:  77%|███████▋  | 2085/2703 [02:20<00:26, 23.12it/s]


dev:  77%|███████▋  | 2088/2703 [02:20<00:26, 23.26it/s]


dev:  77%|███████▋  | 2091/2703 [02:20<00:27, 22.42it/s]


dev:  77%|███████▋  | 2094/2703 [02:20<00:25, 23.42it/s]


dev:  78%|███████▊  | 2097/2703 [02:20<00:25, 23.49it/s]


dev:  78%|███████▊  | 2100/2703 [02:21<00:26, 22.87it/s]


dev:  78%|███████▊  | 2103/2703 [02:21<00:25, 23.45it/s]


dev:  78%|███████▊  | 2106/2703 [02:21<00:24, 24.02it/s]


dev:  78%|███████▊  | 2109/2703 [02:21<00:23, 24.76it/s]


dev:  78%|███████▊  | 2112/2703 [02:21<00:24, 24.62it/s]


dev:  78%|███████▊  | 2115/2703 [02:21<00:23, 24.58it/s]


dev:  78%|███████▊  | 2118/2703 [02:21<00:23, 24.88it/s]


dev:  78%|███████▊  | 2121/2703 [02:21<00:24, 23.66it/s]


dev:  79%|███████▊  | 2124/2703 [02:22<00:24, 23.53it/s]


dev:  79%|███████▊  | 2127/2703 [02:22<00:24, 23.27it/s]


dev:  79%|███████▉  | 2130/2703 [02:22<00:24, 23.56it/s]


dev:  79%|███████▉  | 2133/2703 [02:22<00:23, 24.17it/s]


dev:  79%|███████▉  | 2136/2703 [02:22<00:23, 23.72it/s]


dev:  79%|███████▉  | 2139/2703 [02:22<00:24, 22.76it/s]


dev:  79%|███████▉  | 2142/2703 [02:22<00:25, 22.25it/s]


dev:  79%|███████▉  | 2145/2703 [02:22<00:24, 22.81it/s]


dev:  79%|███████▉  | 2148/2703 [02:23<00:23, 23.47it/s]


dev:  80%|███████▉  | 2151/2703 [02:23<00:23, 23.38it/s]


dev:  80%|███████▉  | 2154/2703 [02:23<00:23, 23.84it/s]


dev:  80%|███████▉  | 2157/2703 [02:23<00:22, 23.81it/s]


dev:  80%|███████▉  | 2160/2703 [02:23<00:22, 23.63it/s]


dev:  80%|████████  | 2163/2703 [02:23<00:22, 24.13it/s]


dev:  80%|████████  | 2166/2703 [02:23<00:23, 23.14it/s]


dev:  80%|████████  | 2169/2703 [02:23<00:24, 21.88it/s]


dev:  80%|████████  | 2172/2703 [02:24<00:26, 20.34it/s]


dev:  80%|████████  | 2175/2703 [02:24<00:24, 21.54it/s]


dev:  81%|████████  | 2178/2703 [02:24<00:23, 22.18it/s]


dev:  81%|████████  | 2181/2703 [02:24<00:22, 22.83it/s]


dev:  81%|████████  | 2184/2703 [02:24<00:21, 23.71it/s]


dev:  81%|████████  | 2187/2703 [02:24<00:22, 23.13it/s]


dev:  81%|████████  | 2190/2703 [02:24<00:22, 22.63it/s]


dev:  81%|████████  | 2193/2703 [02:25<00:21, 23.43it/s]


dev:  81%|████████  | 2196/2703 [02:25<00:21, 23.84it/s]


dev:  81%|████████▏ | 2199/2703 [02:25<00:21, 23.80it/s]


dev:  81%|████████▏ | 2202/2703 [02:25<00:22, 22.14it/s]


dev:  82%|████████▏ | 2205/2703 [02:25<00:22, 22.50it/s]


dev:  82%|████████▏ | 2208/2703 [02:25<00:22, 22.46it/s]


dev:  82%|████████▏ | 2211/2703 [02:25<00:21, 23.22it/s]


dev:  82%|████████▏ | 2214/2703 [02:25<00:20, 23.59it/s]


dev:  82%|████████▏ | 2217/2703 [02:26<00:21, 23.12it/s]


dev:  82%|████████▏ | 2220/2703 [02:26<00:21, 22.30it/s]


dev:  82%|████████▏ | 2223/2703 [02:26<00:21, 22.79it/s]


dev:  82%|████████▏ | 2226/2703 [02:26<00:20, 23.12it/s]


dev:  82%|████████▏ | 2229/2703 [02:26<00:20, 23.60it/s]


dev:  83%|████████▎ | 2232/2703 [02:26<00:19, 23.70it/s]


dev:  83%|████████▎ | 2235/2703 [02:26<00:20, 23.23it/s]


dev:  83%|████████▎ | 2238/2703 [02:26<00:18, 24.54it/s]


dev:  83%|████████▎ | 2241/2703 [02:27<00:18, 24.46it/s]


dev:  83%|████████▎ | 2244/2703 [02:27<00:19, 23.83it/s]


dev:  83%|████████▎ | 2247/2703 [02:27<00:18, 24.36it/s]


dev:  83%|████████▎ | 2250/2703 [02:27<00:18, 24.23it/s]


dev:  83%|████████▎ | 2253/2703 [02:27<00:18, 23.90it/s]


dev:  83%|████████▎ | 2256/2703 [02:27<00:18, 23.59it/s]


dev:  84%|████████▎ | 2259/2703 [02:27<00:18, 23.74it/s]


dev:  84%|████████▎ | 2262/2703 [02:27<00:18, 23.61it/s]


dev:  84%|████████▍ | 2265/2703 [02:28<00:18, 23.25it/s]


dev:  84%|████████▍ | 2268/2703 [02:28<00:18, 23.59it/s]


dev:  84%|████████▍ | 2271/2703 [02:28<00:17, 24.21it/s]


dev:  84%|████████▍ | 2274/2703 [02:28<00:16, 25.39it/s]


dev:  84%|████████▍ | 2277/2703 [02:28<00:16, 25.69it/s]


dev:  84%|████████▍ | 2280/2703 [02:28<00:17, 23.87it/s]


dev:  84%|████████▍ | 2283/2703 [02:28<00:17, 23.85it/s]


dev:  85%|████████▍ | 2286/2703 [02:28<00:17, 23.53it/s]


dev:  85%|████████▍ | 2289/2703 [02:29<00:17, 24.32it/s]


dev:  85%|████████▍ | 2292/2703 [02:29<00:17, 24.04it/s]


dev:  85%|████████▍ | 2295/2703 [02:29<00:16, 24.45it/s]


dev:  85%|████████▌ | 2298/2703 [02:29<00:16, 24.52it/s]


dev:  85%|████████▌ | 2301/2703 [02:29<00:16, 24.48it/s]


dev:  85%|████████▌ | 2304/2703 [02:29<00:16, 24.28it/s]


dev:  85%|████████▌ | 2307/2703 [02:29<00:16, 23.98it/s]


dev:  85%|████████▌ | 2310/2703 [02:29<00:16, 24.23it/s]


dev:  86%|████████▌ | 2313/2703 [02:30<00:15, 24.87it/s]


dev:  86%|████████▌ | 2316/2703 [02:30<00:15, 25.15it/s]


dev:  86%|████████▌ | 2319/2703 [02:30<00:15, 24.58it/s]


dev:  86%|████████▌ | 2322/2703 [02:30<00:15, 24.25it/s]


dev:  86%|████████▌ | 2325/2703 [02:30<00:15, 24.21it/s]


dev:  86%|████████▌ | 2328/2703 [02:30<00:15, 24.68it/s]


dev:  86%|████████▌ | 2331/2703 [02:30<00:15, 24.32it/s]


dev:  86%|████████▋ | 2334/2703 [02:30<00:14, 24.98it/s]


dev:  86%|████████▋ | 2337/2703 [02:31<00:14, 24.45it/s]


dev:  87%|████████▋ | 2340/2703 [02:31<00:14, 25.27it/s]


dev:  87%|████████▋ | 2343/2703 [02:31<00:14, 25.67it/s]


dev:  87%|████████▋ | 2346/2703 [02:31<00:13, 26.55it/s]


dev:  87%|████████▋ | 2349/2703 [02:31<00:13, 26.15it/s]


dev:  87%|████████▋ | 2352/2703 [02:31<00:13, 26.16it/s]


dev:  87%|████████▋ | 2355/2703 [02:31<00:13, 26.64it/s]


dev:  87%|████████▋ | 2358/2703 [02:31<00:13, 25.87it/s]


dev:  87%|████████▋ | 2361/2703 [02:31<00:13, 25.73it/s]


dev:  87%|████████▋ | 2364/2703 [02:32<00:12, 26.34it/s]


dev:  88%|████████▊ | 2367/2703 [02:32<00:13, 25.73it/s]


dev:  88%|████████▊ | 2370/2703 [02:32<00:12, 25.94it/s]


dev:  88%|████████▊ | 2373/2703 [02:32<00:12, 26.00it/s]


dev:  88%|████████▊ | 2376/2703 [02:32<00:12, 26.69it/s]


dev:  88%|████████▊ | 2379/2703 [02:32<00:12, 26.51it/s]


dev:  88%|████████▊ | 2382/2703 [02:32<00:12, 26.59it/s]


dev:  88%|████████▊ | 2385/2703 [02:32<00:12, 26.31it/s]


dev:  88%|████████▊ | 2388/2703 [02:32<00:12, 26.11it/s]


dev:  88%|████████▊ | 2391/2703 [02:33<00:12, 25.42it/s]


dev:  89%|████████▊ | 2394/2703 [02:33<00:12, 25.50it/s]


dev:  89%|████████▊ | 2397/2703 [02:33<00:11, 25.55it/s]


dev:  89%|████████▉ | 2400/2703 [02:33<00:11, 25.67it/s]


dev:  89%|████████▉ | 2403/2703 [02:33<00:11, 26.45it/s]


dev:  89%|████████▉ | 2406/2703 [02:33<00:11, 26.61it/s]


dev:  89%|████████▉ | 2409/2703 [02:33<00:11, 26.57it/s]


dev:  89%|████████▉ | 2412/2703 [02:33<00:11, 26.16it/s]


dev:  89%|████████▉ | 2415/2703 [02:34<00:11, 26.02it/s]


dev:  89%|████████▉ | 2418/2703 [02:34<00:10, 26.02it/s]


dev:  90%|████████▉ | 2421/2703 [02:34<00:10, 26.74it/s]


dev:  90%|████████▉ | 2424/2703 [02:34<00:10, 25.57it/s]


dev:  90%|████████▉ | 2427/2703 [02:34<00:10, 25.61it/s]


dev:  90%|████████▉ | 2430/2703 [02:34<00:10, 26.32it/s]


dev:  90%|█████████ | 2433/2703 [02:34<00:10, 26.01it/s]


dev:  90%|█████████ | 2436/2703 [02:34<00:10, 24.95it/s]


dev:  90%|█████████ | 2439/2703 [02:34<00:10, 24.90it/s]


dev:  90%|█████████ | 2442/2703 [02:35<00:10, 25.66it/s]


dev:  90%|█████████ | 2445/2703 [02:35<00:09, 26.09it/s]


dev:  91%|█████████ | 2448/2703 [02:35<00:09, 25.68it/s]


dev:  91%|█████████ | 2451/2703 [02:35<00:09, 25.47it/s]


dev:  91%|█████████ | 2454/2703 [02:35<00:09, 25.80it/s]


dev:  91%|█████████ | 2457/2703 [02:35<00:09, 25.03it/s]


dev:  91%|█████████ | 2460/2703 [02:35<00:09, 25.38it/s]


dev:  91%|█████████ | 2463/2703 [02:35<00:09, 24.90it/s]


dev:  91%|█████████ | 2466/2703 [02:36<00:09, 25.36it/s]


dev:  91%|█████████▏| 2469/2703 [02:36<00:09, 25.46it/s]


dev:  91%|█████████▏| 2472/2703 [02:36<00:09, 24.62it/s]


dev:  92%|█████████▏| 2475/2703 [02:36<00:09, 24.42it/s]


dev:  92%|█████████▏| 2478/2703 [02:36<00:09, 24.77it/s]


dev:  92%|█████████▏| 2481/2703 [02:36<00:09, 24.57it/s]


dev:  92%|█████████▏| 2484/2703 [02:36<00:08, 24.93it/s]


dev:  92%|█████████▏| 2487/2703 [02:36<00:08, 24.81it/s]


dev:  92%|█████████▏| 2490/2703 [02:36<00:08, 25.64it/s]


dev:  92%|█████████▏| 2493/2703 [02:37<00:08, 25.93it/s]


dev:  92%|█████████▏| 2496/2703 [02:37<00:07, 26.79it/s]


dev:  92%|█████████▏| 2499/2703 [02:37<00:07, 26.13it/s]


dev:  93%|█████████▎| 2502/2703 [02:37<00:07, 26.50it/s]


dev:  93%|█████████▎| 2505/2703 [02:37<00:07, 26.40it/s]


dev:  93%|█████████▎| 2508/2703 [02:37<00:07, 26.09it/s]


dev:  93%|█████████▎| 2511/2703 [02:37<00:07, 25.60it/s]


dev:  93%|█████████▎| 2514/2703 [02:37<00:07, 24.26it/s]


dev:  93%|█████████▎| 2517/2703 [02:38<00:07, 23.96it/s]


dev:  93%|█████████▎| 2520/2703 [02:38<00:07, 25.13it/s]


dev:  93%|█████████▎| 2523/2703 [02:38<00:06, 26.09it/s]


dev:  93%|█████████▎| 2526/2703 [02:38<00:07, 24.64it/s]


dev:  94%|█████████▎| 2529/2703 [02:38<00:06, 25.62it/s]


dev:  94%|█████████▎| 2532/2703 [02:38<00:06, 25.45it/s]


dev:  94%|█████████▍| 2535/2703 [02:38<00:06, 26.02it/s]


dev:  94%|█████████▍| 2538/2703 [02:38<00:06, 26.31it/s]


dev:  94%|█████████▍| 2541/2703 [02:38<00:06, 25.91it/s]


dev:  94%|█████████▍| 2544/2703 [02:39<00:05, 26.65it/s]


dev:  94%|█████████▍| 2547/2703 [02:39<00:05, 26.61it/s]


dev:  94%|█████████▍| 2550/2703 [02:39<00:05, 25.97it/s]


dev:  94%|█████████▍| 2553/2703 [02:39<00:05, 26.55it/s]


dev:  95%|█████████▍| 2556/2703 [02:39<00:05, 27.38it/s]


dev:  95%|█████████▍| 2560/2703 [02:39<00:05, 28.52it/s]


dev:  95%|█████████▍| 2563/2703 [02:39<00:04, 28.34it/s]


dev:  95%|█████████▍| 2566/2703 [02:39<00:04, 28.70it/s]


dev:  95%|█████████▌| 2569/2703 [02:39<00:04, 28.75it/s]


dev:  95%|█████████▌| 2572/2703 [02:40<00:04, 28.34it/s]


dev:  95%|█████████▌| 2576/2703 [02:40<00:04, 29.10it/s]


dev:  95%|█████████▌| 2579/2703 [02:40<00:04, 28.68it/s]


dev:  96%|█████████▌| 2582/2703 [02:40<00:04, 26.36it/s]


dev:  96%|█████████▌| 2586/2703 [02:40<00:04, 27.84it/s]


dev:  96%|█████████▌| 2590/2703 [02:40<00:03, 29.38it/s]


dev:  96%|█████████▌| 2593/2703 [02:40<00:03, 28.98it/s]


dev:  96%|█████████▌| 2597/2703 [02:40<00:03, 29.66it/s]


dev:  96%|█████████▌| 2600/2703 [02:41<00:03, 28.64it/s]


dev:  96%|█████████▋| 2603/2703 [02:41<00:03, 27.81it/s]


dev:  96%|█████████▋| 2606/2703 [02:41<00:03, 27.13it/s]


dev:  97%|█████████▋| 2609/2703 [02:41<00:03, 26.53it/s]


dev:  97%|█████████▋| 2612/2703 [02:41<00:03, 27.35it/s]


dev:  97%|█████████▋| 2615/2703 [02:41<00:03, 26.00it/s]


dev:  97%|█████████▋| 2618/2703 [02:41<00:03, 26.45it/s]


dev:  97%|█████████▋| 2621/2703 [02:41<00:03, 26.73it/s]


dev:  97%|█████████▋| 2624/2703 [02:41<00:02, 27.34it/s]


dev:  97%|█████████▋| 2627/2703 [02:42<00:02, 27.82it/s]


dev:  97%|█████████▋| 2631/2703 [02:42<00:02, 28.98it/s]


dev:  97%|█████████▋| 2634/2703 [02:42<00:02, 27.55it/s]


dev:  98%|█████████▊| 2637/2703 [02:42<00:02, 28.20it/s]


dev:  98%|█████████▊| 2640/2703 [02:42<00:02, 27.86it/s]


dev:  98%|█████████▊| 2643/2703 [02:42<00:02, 27.69it/s]


dev:  98%|█████████▊| 2646/2703 [02:42<00:02, 26.53it/s]


dev:  98%|█████████▊| 2649/2703 [02:42<00:02, 25.78it/s]


dev:  98%|█████████▊| 2652/2703 [02:42<00:01, 25.91it/s]


dev:  98%|█████████▊| 2655/2703 [02:43<00:01, 25.86it/s]


dev:  98%|█████████▊| 2659/2703 [02:43<00:01, 27.92it/s]


dev:  98%|█████████▊| 2662/2703 [02:43<00:01, 27.41it/s]


dev:  99%|█████████▊| 2665/2703 [02:43<00:01, 27.64it/s]


dev:  99%|█████████▊| 2669/2703 [02:43<00:01, 28.55it/s]


dev:  99%|█████████▉| 2673/2703 [02:43<00:00, 30.33it/s]


dev:  99%|█████████▉| 2677/2703 [02:43<00:00, 31.12it/s]


dev:  99%|█████████▉| 2681/2703 [02:43<00:00, 29.87it/s]


dev:  99%|█████████▉| 2685/2703 [02:44<00:00, 31.39it/s]


dev:  99%|█████████▉| 2689/2703 [02:44<00:00, 30.24it/s]


dev: 100%|█████████▉| 2693/2703 [02:44<00:00, 31.69it/s]


dev: 100%|█████████▉| 2697/2703 [02:44<00:00, 31.57it/s]


dev: 100%|█████████▉| 2701/2703 [02:44<00:00, 32.33it/s]
dev: 100%|██████████| 2703/2703 [02:44<00:00, 16.40it/s]

overall:  75%|███████▌  | 3000/4000 [1:04:46<14:11:02, 51.06s/it]

train:  85%|████████▌ | 3000/3515 [1:04:44<7:18:17, 51.06s/it]
overall:  75%|███████▌  | 3001/4000 [1:04:47<10:01:31, 36.13s/it]

train:  85%|████████▌ | 3001/3515 [1:04:45<5:09:29, 36.13s/it]
overall:  75%|███████▌  | 3002/4000 [1:04:48<7:06:45, 25.66s/it] 

train:  85%|████████▌ | 3002/3515 [1:04:46<3:39:21, 25.66s/it]
overall:  75%|███████▌  | 3003/4000 [1:04:49<5:00:18, 18.07s/it]

train:  85%|████████▌ | 3003/3515 [1:04:47<2:34:13, 18.07s/it]
overall:  75%|███████▌  | 3004/4000 [1:04:50<3:37:27, 13.10s/it]

train:  85%|████████▌ | 3004/3515 [1:04:48<1:51:34, 13.10s/it]
overall:  75%|███████▌  | 3005/4000 [1:04:51<2:38:01,  9.53s/it]

train:  85%|████████▌ | 3005/3515 [1:04:49<1:20:59,  9.53s/it]
overall:  75%|███████▌  | 3006/4000 [1:04:53<1:55:54,  7.00s/it]

train:  86%|████████▌ | 3006/3515 [1:04:51<59:21,  7.00s/it]  
overall:  75%|███████▌  | 3007/4000 [1:04:54<1:27:20,  5.28s/it]

train:  86%|████████▌ | 3007/3515 [1:04:52<44:40,  5.28s/it]
overall:  75%|███████▌  | 3008/4000 [1:04:55<1:04:47,  3.92s/it]

train:  86%|████████▌ | 3008/3515 [1:04:53<33:06,  3.92s/it]
overall:  75%|███████▌  | 3009/4000 [1:04:56<50:57,  3.08s/it]  

train:  86%|████████▌ | 3009/3515 [1:04:54<26:00,  3.08s/it]
overall:  75%|███████▌  | 3010/4000 [1:04:57<41:51,  2.54s/it]

train:  86%|████████▌ | 3010/3515 [1:04:55<21:21,  2.54s/it]
overall:  75%|███████▌  | 3011/4000 [1:04:58<34:54,  2.12s/it]

train:  86%|████████▌ | 3011/3515 [1:04:56<17:47,  2.12s/it]
overall:  75%|███████▌  | 3012/4000 [1:04:59<27:34,  1.67s/it]

train:  86%|████████▌ | 3012/3515 [1:04:57<14:02,  1.67s/it]
overall:  75%|███████▌  | 3013/4000 [1:05:00<25:30,  1.55s/it]

train:  86%|████████▌ | 3013/3515 [1:04:58<12:58,  1.55s/it]
overall:  75%|███████▌  | 3014/4000 [1:05:01<24:04,  1.46s/it]

train:  86%|████████▌ | 3014/3515 [1:04:59<12:13,  1.46s/it]
overall:  75%|███████▌  | 3015/4000 [1:05:02<22:50,  1.39s/it]

train:  86%|████████▌ | 3015/3515 [1:05:01<11:35,  1.39s/it]
overall:  75%|███████▌  | 3016/4000 [1:05:04<22:16,  1.36s/it]

train:  86%|████████▌ | 3016/3515 [1:05:02<11:17,  1.36s/it]
overall:  75%|███████▌  | 3017/4000 [1:05:05<21:26,  1.31s/it]

train:  86%|████████▌ | 3017/3515 [1:05:03<10:51,  1.31s/it]
overall:  75%|███████▌  | 3018/4000 [1:05:06<21:16,  1.30s/it]

train:  86%|████████▌ | 3018/3515 [1:05:04<10:45,  1.30s/it]
overall:  75%|███████▌  | 3019/4000 [1:05:07<19:30,  1.19s/it]

train:  86%|████████▌ | 3019/3515 [1:05:05<09:51,  1.19s/it]
overall:  76%|███████▌  | 3020/4000 [1:05:08<19:30,  1.19s/it]

train:  86%|████████▌ | 3020/3515 [1:05:06<09:50,  1.19s/it]
overall:  76%|███████▌  | 3021/4000 [1:05:10<19:17,  1.18s/it]

train:  86%|████████▌ | 3021/3515 [1:05:08<09:44,  1.18s/it]
overall:  76%|███████▌  | 3022/4000 [1:05:11<19:30,  1.20s/it]

train:  86%|████████▌ | 3022/3515 [1:05:09<09:50,  1.20s/it]
overall:  76%|███████▌  | 3023/4000 [1:05:12<19:34,  1.20s/it]

train:  86%|████████▌ | 3023/3515 [1:05:10<09:51,  1.20s/it]
overall:  76%|███████▌  | 3024/4000 [1:05:13<20:01,  1.23s/it]

train:  86%|████████▌ | 3024/3515 [1:05:11<10:04,  1.23s/it]
overall:  76%|███████▌  | 3025/4000 [1:05:14<19:01,  1.17s/it]

train:  86%|████████▌ | 3025/3515 [1:05:12<09:33,  1.17s/it]
overall:  76%|███████▌  | 3026/4000 [1:05:16<20:08,  1.24s/it]

train:  86%|████████▌ | 3026/3515 [1:05:14<10:06,  1.24s/it]
overall:  76%|███████▌  | 3027/4000 [1:05:16<15:18,  1.06it/s]

train:  86%|████████▌ | 3027/3515 [1:05:14<07:40,  1.06it/s]
overall:  76%|███████▌  | 3028/4000 [1:05:18<18:28,  1.14s/it]

train:  86%|████████▌ | 3028/3515 [1:05:16<09:15,  1.14s/it]
overall:  76%|███████▌  | 3029/4000 [1:05:19<19:07,  1.18s/it]

train:  86%|████████▌ | 3029/3515 [1:05:17<09:34,  1.18s/it]
overall:  76%|███████▌  | 3030/4000 [1:05:20<19:17,  1.19s/it]

train:  86%|████████▌ | 3030/3515 [1:05:18<09:38,  1.19s/it]
overall:  76%|███████▌  | 3031/4000 [1:05:21<19:11,  1.19s/it]

train:  86%|████████▌ | 3031/3515 [1:05:19<09:35,  1.19s/it]
overall:  76%|███████▌  | 3032/4000 [1:05:23<19:34,  1.21s/it]

train:  86%|████████▋ | 3032/3515 [1:05:21<09:45,  1.21s/it]
overall:  76%|███████▌  | 3033/4000 [1:05:24<19:26,  1.21s/it]

train:  86%|████████▋ | 3033/3515 [1:05:22<09:41,  1.21s/it]
overall:  76%|███████▌  | 3034/4000 [1:05:25<19:05,  1.19s/it]

train:  86%|████████▋ | 3034/3515 [1:05:23<09:30,  1.19s/it]
overall:  76%|███████▌  | 3035/4000 [1:05:26<19:10,  1.19s/it]

train:  86%|████████▋ | 3035/3515 [1:05:24<09:32,  1.19s/it]
overall:  76%|███████▌  | 3036/4000 [1:05:27<19:31,  1.21s/it]

train:  86%|████████▋ | 3036/3515 [1:05:25<09:41,  1.21s/it]
overall:  76%|███████▌  | 3037/4000 [1:05:28<19:03,  1.19s/it]

train:  86%|████████▋ | 3037/3515 [1:05:26<09:27,  1.19s/it]
overall:  76%|███████▌  | 3038/4000 [1:05:30<19:26,  1.21s/it]

train:  86%|████████▋ | 3038/3515 [1:05:28<09:38,  1.21s/it]
overall:  76%|███████▌  | 3039/4000 [1:05:31<19:27,  1.21s/it]

train:  86%|████████▋ | 3039/3515 [1:05:29<09:38,  1.21s/it]
overall:  76%|███████▌  | 3040/4000 [1:05:32<19:43,  1.23s/it]

train:  86%|████████▋ | 3040/3515 [1:05:30<09:45,  1.23s/it]
overall:  76%|███████▌  | 3041/4000 [1:05:33<19:37,  1.23s/it]

train:  87%|████████▋ | 3041/3515 [1:05:31<09:41,  1.23s/it]
overall:  76%|███████▌  | 3042/4000 [1:05:35<19:48,  1.24s/it]

train:  87%|████████▋ | 3042/3515 [1:05:33<09:46,  1.24s/it]
overall:  76%|███████▌  | 3043/4000 [1:05:36<19:33,  1.23s/it]

train:  87%|████████▋ | 3043/3515 [1:05:34<09:38,  1.23s/it]
overall:  76%|███████▌  | 3044/4000 [1:05:37<18:46,  1.18s/it]

train:  87%|████████▋ | 3044/3515 [1:05:35<09:15,  1.18s/it]
overall:  76%|███████▌  | 3045/4000 [1:05:38<18:58,  1.19s/it]

train:  87%|████████▋ | 3045/3515 [1:05:36<09:20,  1.19s/it]
overall:  76%|███████▌  | 3046/4000 [1:05:39<18:55,  1.19s/it]

train:  87%|████████▋ | 3046/3515 [1:05:37<09:18,  1.19s/it]
overall:  76%|███████▌  | 3047/4000 [1:05:40<18:29,  1.16s/it]

train:  87%|████████▋ | 3047/3515 [1:05:38<09:04,  1.16s/it]
overall:  76%|███████▌  | 3048/4000 [1:05:42<18:42,  1.18s/it]

train:  87%|████████▋ | 3048/3515 [1:05:40<09:10,  1.18s/it]
overall:  76%|███████▌  | 3049/4000 [1:05:43<19:09,  1.21s/it]

train:  87%|████████▋ | 3049/3515 [1:05:41<09:23,  1.21s/it]
overall:  76%|███████▋  | 3050/4000 [1:05:44<19:10,  1.21s/it]

train:  87%|████████▋ | 3050/3515 [1:05:42<09:23,  1.21s/it]
overall:  76%|███████▋  | 3051/4000 [1:05:45<18:52,  1.19s/it]

train:  87%|████████▋ | 3051/3515 [1:05:43<09:13,  1.19s/it]
overall:  76%|███████▋  | 3052/4000 [1:05:47<21:08,  1.34s/it]

train:  87%|████████▋ | 3052/3515 [1:05:45<10:19,  1.34s/it]
overall:  76%|███████▋  | 3053/4000 [1:05:48<20:19,  1.29s/it]

train:  87%|████████▋ | 3053/3515 [1:05:46<09:54,  1.29s/it]
overall:  76%|███████▋  | 3054/4000 [1:05:49<19:40,  1.25s/it]

train:  87%|████████▋ | 3054/3515 [1:05:47<09:35,  1.25s/it]
overall:  76%|███████▋  | 3055/4000 [1:05:51<19:23,  1.23s/it]

train:  87%|████████▋ | 3055/3515 [1:05:49<09:26,  1.23s/it]
overall:  76%|███████▋  | 3056/4000 [1:05:52<18:57,  1.21s/it]

train:  87%|████████▋ | 3056/3515 [1:05:50<09:13,  1.21s/it]
overall:  76%|███████▋  | 3057/4000 [1:05:53<18:33,  1.18s/it]

train:  87%|████████▋ | 3057/3515 [1:05:51<09:00,  1.18s/it]
overall:  76%|███████▋  | 3058/4000 [1:05:54<18:44,  1.19s/it]

train:  87%|████████▋ | 3058/3515 [1:05:52<09:05,  1.19s/it]
overall:  76%|███████▋  | 3059/4000 [1:05:55<18:51,  1.20s/it]

train:  87%|████████▋ | 3059/3515 [1:05:53<09:08,  1.20s/it]
overall:  76%|███████▋  | 3060/4000 [1:05:56<18:42,  1.19s/it]

train:  87%|████████▋ | 3060/3515 [1:05:54<09:03,  1.19s/it]
overall:  77%|███████▋  | 3061/4000 [1:05:58<18:47,  1.20s/it]

train:  87%|████████▋ | 3061/3515 [1:05:56<09:05,  1.20s/it]
overall:  77%|███████▋  | 3062/4000 [1:05:59<18:46,  1.20s/it]

train:  87%|████████▋ | 3062/3515 [1:05:57<09:04,  1.20s/it]
overall:  77%|███████▋  | 3063/4000 [1:06:00<18:45,  1.20s/it]

train:  87%|████████▋ | 3063/3515 [1:05:58<09:03,  1.20s/it]
overall:  77%|███████▋  | 3064/4000 [1:06:01<18:41,  1.20s/it]

train:  87%|████████▋ | 3064/3515 [1:05:59<09:00,  1.20s/it]
overall:  77%|███████▋  | 3065/4000 [1:06:02<17:32,  1.13s/it]

train:  87%|████████▋ | 3065/3515 [1:06:00<08:26,  1.13s/it]
overall:  77%|███████▋  | 3066/4000 [1:06:03<18:18,  1.18s/it]

train:  87%|████████▋ | 3066/3515 [1:06:01<08:48,  1.18s/it]
overall:  77%|███████▋  | 3067/4000 [1:06:05<18:45,  1.21s/it]

train:  87%|████████▋ | 3067/3515 [1:06:03<09:00,  1.21s/it]
overall:  77%|███████▋  | 3068/4000 [1:06:06<17:31,  1.13s/it]

train:  87%|████████▋ | 3068/3515 [1:06:04<08:24,  1.13s/it]
overall:  77%|███████▋  | 3069/4000 [1:06:07<18:15,  1.18s/it]

train:  87%|████████▋ | 3069/3515 [1:06:05<08:44,  1.18s/it]
overall:  77%|███████▋  | 3070/4000 [1:06:08<16:16,  1.05s/it]

train:  87%|████████▋ | 3070/3515 [1:06:06<07:47,  1.05s/it]
overall:  77%|███████▋  | 3071/4000 [1:06:08<14:54,  1.04it/s]

train:  87%|████████▋ | 3071/3515 [1:06:07<07:07,  1.04it/s]
overall:  77%|███████▋  | 3072/4000 [1:06:10<16:06,  1.04s/it]

train:  87%|████████▋ | 3072/3515 [1:06:08<07:41,  1.04s/it]
overall:  77%|███████▋  | 3073/4000 [1:06:11<16:39,  1.08s/it]

train:  87%|████████▋ | 3073/3515 [1:06:09<07:56,  1.08s/it]
overall:  77%|███████▋  | 3074/4000 [1:06:12<17:39,  1.14s/it]

train:  87%|████████▋ | 3074/3515 [1:06:10<08:24,  1.14s/it]
overall:  77%|███████▋  | 3075/4000 [1:06:13<17:52,  1.16s/it]

train:  87%|████████▋ | 3075/3515 [1:06:11<08:29,  1.16s/it]
overall:  77%|███████▋  | 3076/4000 [1:06:15<19:58,  1.30s/it]

train:  88%|████████▊ | 3076/3515 [1:06:13<09:29,  1.30s/it]
overall:  77%|███████▋  | 3077/4000 [1:06:15<15:54,  1.03s/it]

train:  88%|████████▊ | 3077/3515 [1:06:13<07:33,  1.03s/it]
overall:  77%|███████▋  | 3078/4000 [1:06:16<16:03,  1.05s/it]

train:  88%|████████▊ | 3078/3515 [1:06:14<07:36,  1.05s/it]
overall:  77%|███████▋  | 3079/4000 [1:06:18<16:48,  1.10s/it]

train:  88%|████████▊ | 3079/3515 [1:06:16<07:57,  1.10s/it]
overall:  77%|███████▋  | 3080/4000 [1:06:19<17:24,  1.13s/it]

train:  88%|████████▊ | 3080/3515 [1:06:17<08:13,  1.13s/it]
overall:  77%|███████▋  | 3081/4000 [1:06:20<17:40,  1.15s/it]

train:  88%|████████▊ | 3081/3515 [1:06:18<08:20,  1.15s/it]
overall:  77%|███████▋  | 3082/4000 [1:06:21<18:00,  1.18s/it]

train:  88%|████████▊ | 3082/3515 [1:06:19<08:29,  1.18s/it]
overall:  77%|███████▋  | 3083/4000 [1:06:23<18:13,  1.19s/it]

train:  88%|████████▊ | 3083/3515 [1:06:21<08:35,  1.19s/it]
overall:  77%|███████▋  | 3084/4000 [1:06:24<18:18,  1.20s/it]

train:  88%|████████▊ | 3084/3515 [1:06:22<08:36,  1.20s/it]
overall:  77%|███████▋  | 3085/4000 [1:06:25<18:04,  1.19s/it]

train:  88%|████████▊ | 3085/3515 [1:06:23<08:29,  1.19s/it]
overall:  77%|███████▋  | 3086/4000 [1:06:25<14:01,  1.09it/s]

train:  88%|████████▊ | 3086/3515 [1:06:23<06:35,  1.09it/s]
overall:  77%|███████▋  | 3087/4000 [1:06:26<12:33,  1.21it/s]

train:  88%|████████▊ | 3087/3515 [1:06:24<05:53,  1.21it/s]
overall:  77%|███████▋  | 3088/4000 [1:06:27<12:48,  1.19it/s]

train:  88%|████████▊ | 3088/3515 [1:06:25<05:59,  1.19it/s]
overall:  77%|███████▋  | 3089/4000 [1:06:28<14:07,  1.08it/s]

train:  88%|████████▊ | 3089/3515 [1:06:26<06:36,  1.08it/s]
overall:  77%|███████▋  | 3090/4000 [1:06:29<15:42,  1.04s/it]

train:  88%|████████▊ | 3090/3515 [1:06:27<07:20,  1.04s/it]
overall:  77%|███████▋  | 3091/4000 [1:06:30<15:22,  1.01s/it]

train:  88%|████████▊ | 3091/3515 [1:06:28<07:10,  1.01s/it]
overall:  77%|███████▋  | 3092/4000 [1:06:31<12:28,  1.21it/s]

train:  88%|████████▊ | 3092/3515 [1:06:29<05:48,  1.21it/s]
overall:  77%|███████▋  | 3093/4000 [1:06:32<14:20,  1.05it/s]

train:  88%|████████▊ | 3093/3515 [1:06:30<06:40,  1.05it/s]
overall:  77%|███████▋  | 3094/4000 [1:06:33<15:38,  1.04s/it]

train:  88%|████████▊ | 3094/3515 [1:06:31<07:15,  1.04s/it]
overall:  77%|███████▋  | 3095/4000 [1:06:34<16:40,  1.11s/it]

train:  88%|████████▊ | 3095/3515 [1:06:32<07:44,  1.11s/it]
overall:  77%|███████▋  | 3096/4000 [1:06:35<15:50,  1.05s/it]

train:  88%|████████▊ | 3096/3515 [1:06:33<07:20,  1.05s/it]
overall:  77%|███████▋  | 3097/4000 [1:06:36<15:15,  1.01s/it]

train:  88%|████████▊ | 3097/3515 [1:06:34<07:03,  1.01s/it]
overall:  77%|███████▋  | 3098/4000 [1:06:37<16:27,  1.10s/it]

train:  88%|████████▊ | 3098/3515 [1:06:35<07:36,  1.10s/it]
overall:  77%|███████▋  | 3099/4000 [1:06:38<12:39,  1.19it/s]

train:  88%|████████▊ | 3099/3515 [1:06:36<05:50,  1.19it/s]
overall:  78%|███████▊  | 3100/4000 [1:06:39<15:50,  1.06s/it]

train:  88%|████████▊ | 3100/3515 [1:06:37<07:18,  1.06s/it]
overall:  78%|███████▊  | 3101/4000 [1:06:40<12:57,  1.16it/s]

train:  88%|████████▊ | 3101/3515 [1:06:38<05:57,  1.16it/s]
overall:  78%|███████▊  | 3102/4000 [1:06:41<14:30,  1.03it/s]

train:  88%|████████▊ | 3102/3515 [1:06:39<06:40,  1.03it/s]
overall:  78%|███████▊  | 3103/4000 [1:06:42<15:52,  1.06s/it]

train:  88%|████████▊ | 3103/3515 [1:06:40<07:17,  1.06s/it]
overall:  78%|███████▊  | 3104/4000 [1:06:43<16:48,  1.13s/it]

train:  88%|████████▊ | 3104/3515 [1:06:41<07:42,  1.13s/it]
overall:  78%|███████▊  | 3105/4000 [1:06:45<17:26,  1.17s/it]

train:  88%|████████▊ | 3105/3515 [1:06:43<07:59,  1.17s/it]
overall:  78%|███████▊  | 3106/4000 [1:06:46<17:04,  1.15s/it]

train:  88%|████████▊ | 3106/3515 [1:06:44<07:48,  1.15s/it]
overall:  78%|███████▊  | 3107/4000 [1:06:46<15:19,  1.03s/it]

train:  88%|████████▊ | 3107/3515 [1:06:45<07:00,  1.03s/it]
overall:  78%|███████▊  | 3108/4000 [1:06:48<15:56,  1.07s/it]

train:  88%|████████▊ | 3108/3515 [1:06:46<07:16,  1.07s/it]
overall:  78%|███████▊  | 3109/4000 [1:06:49<16:20,  1.10s/it]

train:  88%|████████▊ | 3109/3515 [1:06:47<07:26,  1.10s/it]
overall:  78%|███████▊  | 3110/4000 [1:06:50<16:24,  1.11s/it]

train:  88%|████████▊ | 3110/3515 [1:06:48<07:27,  1.11s/it]
overall:  78%|███████▊  | 3111/4000 [1:06:51<16:54,  1.14s/it]

train:  89%|████████▊ | 3111/3515 [1:06:49<07:41,  1.14s/it]
overall:  78%|███████▊  | 3112/4000 [1:06:52<17:08,  1.16s/it]

train:  89%|████████▊ | 3112/3515 [1:06:50<07:46,  1.16s/it]
overall:  78%|███████▊  | 3113/4000 [1:06:54<17:14,  1.17s/it]

train:  89%|████████▊ | 3113/3515 [1:06:52<07:48,  1.17s/it]
overall:  78%|███████▊  | 3114/4000 [1:06:55<17:25,  1.18s/it]

train:  89%|████████▊ | 3114/3515 [1:06:53<07:53,  1.18s/it]
overall:  78%|███████▊  | 3115/4000 [1:06:56<16:57,  1.15s/it]

train:  89%|████████▊ | 3115/3515 [1:06:54<07:39,  1.15s/it]
overall:  78%|███████▊  | 3116/4000 [1:06:56<14:14,  1.03it/s]

train:  89%|████████▊ | 3116/3515 [1:06:54<06:25,  1.03it/s]
overall:  78%|███████▊  | 3117/4000 [1:06:57<14:25,  1.02it/s]

train:  89%|████████▊ | 3117/3515 [1:06:55<06:30,  1.02it/s]
overall:  78%|███████▊  | 3118/4000 [1:06:59<15:36,  1.06s/it]

train:  89%|████████▊ | 3118/3515 [1:06:57<07:01,  1.06s/it]
overall:  78%|███████▊  | 3119/4000 [1:07:00<15:24,  1.05s/it]

train:  89%|████████▊ | 3119/3515 [1:06:58<06:55,  1.05s/it]
overall:  78%|███████▊  | 3120/4000 [1:07:01<16:07,  1.10s/it]

train:  89%|████████▉ | 3120/3515 [1:06:59<07:14,  1.10s/it]
overall:  78%|███████▊  | 3121/4000 [1:07:02<16:55,  1.16s/it]

train:  89%|████████▉ | 3121/3515 [1:07:00<07:35,  1.16s/it]
overall:  78%|███████▊  | 3122/4000 [1:07:03<13:41,  1.07it/s]

train:  89%|████████▉ | 3122/3515 [1:07:01<06:07,  1.07it/s]
overall:  78%|███████▊  | 3123/4000 [1:07:04<13:42,  1.07it/s]

train:  89%|████████▉ | 3123/3515 [1:07:02<06:07,  1.07it/s]
overall:  78%|███████▊  | 3124/4000 [1:07:05<16:25,  1.13s/it]

train:  89%|████████▉ | 3124/3515 [1:07:03<07:19,  1.13s/it]
overall:  78%|███████▊  | 3125/4000 [1:07:06<16:47,  1.15s/it]

train:  89%|████████▉ | 3125/3515 [1:07:04<07:28,  1.15s/it]
overall:  78%|███████▊  | 3126/4000 [1:07:08<17:08,  1.18s/it]

train:  89%|████████▉ | 3126/3515 [1:07:06<07:37,  1.18s/it]
overall:  78%|███████▊  | 3127/4000 [1:07:09<17:07,  1.18s/it]

train:  89%|████████▉ | 3127/3515 [1:07:07<07:36,  1.18s/it]
overall:  78%|███████▊  | 3128/4000 [1:07:09<13:58,  1.04it/s]

train:  89%|████████▉ | 3128/3515 [1:07:07<06:12,  1.04it/s]
overall:  78%|███████▊  | 3129/4000 [1:07:10<15:19,  1.06s/it]

train:  89%|████████▉ | 3129/3515 [1:07:08<06:47,  1.06s/it]
overall:  78%|███████▊  | 3130/4000 [1:07:12<16:01,  1.11s/it]

train:  89%|████████▉ | 3130/3515 [1:07:10<07:05,  1.11s/it]
overall:  78%|███████▊  | 3131/4000 [1:07:13<16:08,  1.11s/it]

train:  89%|████████▉ | 3131/3515 [1:07:11<07:07,  1.11s/it]
overall:  78%|███████▊  | 3132/4000 [1:07:14<16:49,  1.16s/it]

train:  89%|████████▉ | 3132/3515 [1:07:12<07:25,  1.16s/it]
overall:  78%|███████▊  | 3133/4000 [1:07:15<16:46,  1.16s/it]

train:  89%|████████▉ | 3133/3515 [1:07:13<07:23,  1.16s/it]
overall:  78%|███████▊  | 3134/4000 [1:07:16<16:06,  1.12s/it]

train:  89%|████████▉ | 3134/3515 [1:07:14<07:05,  1.12s/it]
overall:  78%|███████▊  | 3135/4000 [1:07:18<16:50,  1.17s/it]

train:  89%|████████▉ | 3135/3515 [1:07:16<07:23,  1.17s/it]
overall:  78%|███████▊  | 3136/4000 [1:07:19<17:19,  1.20s/it]

train:  89%|████████▉ | 3136/3515 [1:07:17<07:35,  1.20s/it]
overall:  78%|███████▊  | 3137/4000 [1:07:20<17:22,  1.21s/it]

train:  89%|████████▉ | 3137/3515 [1:07:18<07:36,  1.21s/it]
overall:  78%|███████▊  | 3138/4000 [1:07:21<17:30,  1.22s/it]

train:  89%|████████▉ | 3138/3515 [1:07:19<07:39,  1.22s/it]
overall:  78%|███████▊  | 3139/4000 [1:07:22<16:24,  1.14s/it]

train:  89%|████████▉ | 3139/3515 [1:07:20<07:09,  1.14s/it]
overall:  78%|███████▊  | 3140/4000 [1:07:23<13:09,  1.09it/s]

train:  89%|████████▉ | 3140/3515 [1:07:21<05:44,  1.09it/s]
overall:  79%|███████▊  | 3141/4000 [1:07:23<12:33,  1.14it/s]

train:  89%|████████▉ | 3141/3515 [1:07:21<05:28,  1.14it/s]
overall:  79%|███████▊  | 3142/4000 [1:07:24<12:28,  1.15it/s]

train:  89%|████████▉ | 3142/3515 [1:07:22<05:25,  1.15it/s]
overall:  79%|███████▊  | 3143/4000 [1:07:25<12:28,  1.15it/s]

train:  89%|████████▉ | 3143/3515 [1:07:23<05:24,  1.15it/s]
overall:  79%|███████▊  | 3144/4000 [1:07:26<14:14,  1.00it/s]

train:  89%|████████▉ | 3144/3515 [1:07:24<06:10,  1.00it/s]
overall:  79%|███████▊  | 3145/4000 [1:07:28<15:14,  1.07s/it]

train:  89%|████████▉ | 3145/3515 [1:07:26<06:35,  1.07s/it]
overall:  79%|███████▊  | 3146/4000 [1:07:29<15:34,  1.09s/it]

train:  90%|████████▉ | 3146/3515 [1:07:27<06:43,  1.09s/it]
overall:  79%|███████▊  | 3147/4000 [1:07:30<16:25,  1.16s/it]

train:  90%|████████▉ | 3147/3515 [1:07:28<07:05,  1.16s/it]
overall:  79%|███████▊  | 3148/4000 [1:07:32<17:31,  1.23s/it]

train:  90%|████████▉ | 3148/3515 [1:07:30<07:32,  1.23s/it]
overall:  79%|███████▊  | 3149/4000 [1:07:33<17:18,  1.22s/it]

train:  90%|████████▉ | 3149/3515 [1:07:31<07:26,  1.22s/it]
overall:  79%|███████▉  | 3150/4000 [1:07:34<17:18,  1.22s/it]

train:  90%|████████▉ | 3150/3515 [1:07:32<07:25,  1.22s/it]
overall:  79%|███████▉  | 3151/4000 [1:07:35<16:57,  1.20s/it]

train:  90%|████████▉ | 3151/3515 [1:07:33<07:16,  1.20s/it]
overall:  79%|███████▉  | 3152/4000 [1:07:36<16:44,  1.18s/it]

train:  90%|████████▉ | 3152/3515 [1:07:34<07:09,  1.18s/it]
overall:  79%|███████▉  | 3153/4000 [1:07:38<17:09,  1.22s/it]

train:  90%|████████▉ | 3153/3515 [1:07:36<07:20,  1.22s/it]
overall:  79%|███████▉  | 3154/4000 [1:07:39<16:31,  1.17s/it]

train:  90%|████████▉ | 3154/3515 [1:07:37<07:02,  1.17s/it]
overall:  79%|███████▉  | 3155/4000 [1:07:40<17:00,  1.21s/it]

train:  90%|████████▉ | 3155/3515 [1:07:38<07:14,  1.21s/it]
overall:  79%|███████▉  | 3156/4000 [1:07:41<16:39,  1.18s/it]

train:  90%|████████▉ | 3156/3515 [1:07:39<07:05,  1.18s/it]
overall:  79%|███████▉  | 3157/4000 [1:07:42<16:27,  1.17s/it]

train:  90%|████████▉ | 3157/3515 [1:07:40<06:59,  1.17s/it]
overall:  79%|███████▉  | 3158/4000 [1:07:43<16:39,  1.19s/it]

train:  90%|████████▉ | 3158/3515 [1:07:41<07:03,  1.19s/it]
overall:  79%|███████▉  | 3159/4000 [1:07:45<16:40,  1.19s/it]

train:  90%|████████▉ | 3159/3515 [1:07:43<07:03,  1.19s/it]
overall:  79%|███████▉  | 3160/4000 [1:07:46<17:03,  1.22s/it]

train:  90%|████████▉ | 3160/3515 [1:07:44<07:12,  1.22s/it]
overall:  79%|███████▉  | 3161/4000 [1:07:47<16:43,  1.20s/it]

train:  90%|████████▉ | 3161/3515 [1:07:45<07:03,  1.20s/it]
overall:  79%|███████▉  | 3162/4000 [1:07:48<15:17,  1.09s/it]

train:  90%|████████▉ | 3162/3515 [1:07:46<06:26,  1.09s/it]
overall:  79%|███████▉  | 3163/4000 [1:07:49<14:43,  1.06s/it]

train:  90%|████████▉ | 3163/3515 [1:07:47<06:11,  1.06s/it]
overall:  79%|███████▉  | 3164/4000 [1:07:50<15:05,  1.08s/it]

train:  90%|█████████ | 3164/3515 [1:07:48<06:20,  1.08s/it]
overall:  79%|███████▉  | 3165/4000 [1:07:51<15:08,  1.09s/it]

train:  90%|█████████ | 3165/3515 [1:07:49<06:20,  1.09s/it]
overall:  79%|███████▉  | 3166/4000 [1:07:52<13:07,  1.06it/s]

train:  90%|█████████ | 3166/3515 [1:07:50<05:29,  1.06it/s]
overall:  79%|███████▉  | 3167/4000 [1:07:53<14:12,  1.02s/it]

train:  90%|█████████ | 3167/3515 [1:07:51<05:56,  1.02s/it]
overall:  79%|███████▉  | 3168/4000 [1:07:54<14:35,  1.05s/it]

train:  90%|█████████ | 3168/3515 [1:07:52<06:05,  1.05s/it]
overall:  79%|███████▉  | 3169/4000 [1:07:55<15:00,  1.08s/it]

train:  90%|█████████ | 3169/3515 [1:07:53<06:14,  1.08s/it]
overall:  79%|███████▉  | 3170/4000 [1:07:57<15:51,  1.15s/it]

train:  90%|█████████ | 3170/3515 [1:07:55<06:35,  1.15s/it]
overall:  79%|███████▉  | 3171/4000 [1:07:58<15:58,  1.16s/it]

train:  90%|█████████ | 3171/3515 [1:07:56<06:37,  1.16s/it]
overall:  79%|███████▉  | 3172/4000 [1:07:59<17:31,  1.27s/it]

train:  90%|█████████ | 3172/3515 [1:07:57<07:15,  1.27s/it]
overall:  79%|███████▉  | 3173/4000 [1:08:00<16:54,  1.23s/it]

train:  90%|█████████ | 3173/3515 [1:07:58<06:59,  1.23s/it]
overall:  79%|███████▉  | 3174/4000 [1:08:02<17:08,  1.25s/it]

train:  90%|█████████ | 3174/3515 [1:08:00<07:04,  1.25s/it]
overall:  79%|███████▉  | 3175/4000 [1:08:03<16:58,  1.24s/it]

train:  90%|█████████ | 3175/3515 [1:08:01<06:59,  1.24s/it]
overall:  79%|███████▉  | 3176/4000 [1:08:04<16:47,  1.22s/it]

train:  90%|█████████ | 3176/3515 [1:08:02<06:54,  1.22s/it]
overall:  79%|███████▉  | 3177/4000 [1:08:05<16:39,  1.21s/it]

train:  90%|█████████ | 3177/3515 [1:08:03<06:50,  1.21s/it]
overall:  79%|███████▉  | 3178/4000 [1:08:07<16:57,  1.24s/it]

train:  90%|█████████ | 3178/3515 [1:08:05<06:57,  1.24s/it]
overall:  79%|███████▉  | 3179/4000 [1:08:08<17:06,  1.25s/it]

train:  90%|█████████ | 3179/3515 [1:08:06<07:00,  1.25s/it]
overall:  80%|███████▉  | 3180/4000 [1:08:09<16:38,  1.22s/it]

train:  90%|█████████ | 3180/3515 [1:08:07<06:48,  1.22s/it]
overall:  80%|███████▉  | 3181/4000 [1:08:10<16:44,  1.23s/it]

train:  90%|█████████ | 3181/3515 [1:08:08<06:49,  1.23s/it]
overall:  80%|███████▉  | 3182/4000 [1:08:11<16:56,  1.24s/it]

train:  91%|█████████ | 3182/3515 [1:08:09<06:53,  1.24s/it]
overall:  80%|███████▉  | 3183/4000 [1:08:12<13:53,  1.02s/it]

train:  91%|█████████ | 3183/3515 [1:08:10<05:38,  1.02s/it]
overall:  80%|███████▉  | 3184/4000 [1:08:13<14:34,  1.07s/it]

train:  91%|█████████ | 3184/3515 [1:08:11<05:54,  1.07s/it]
overall:  80%|███████▉  | 3185/4000 [1:08:14<15:13,  1.12s/it]

train:  91%|█████████ | 3185/3515 [1:08:12<06:09,  1.12s/it]
overall:  80%|███████▉  | 3186/4000 [1:08:16<15:30,  1.14s/it]

train:  91%|█████████ | 3186/3515 [1:08:14<06:16,  1.14s/it]
overall:  80%|███████▉  | 3187/4000 [1:08:17<15:27,  1.14s/it]

train:  91%|█████████ | 3187/3515 [1:08:15<06:14,  1.14s/it]
overall:  80%|███████▉  | 3188/4000 [1:08:17<12:20,  1.10it/s]

train:  91%|█████████ | 3188/3515 [1:08:15<04:58,  1.10it/s]
overall:  80%|███████▉  | 3189/4000 [1:08:18<13:47,  1.02s/it]

train:  91%|█████████ | 3189/3515 [1:08:16<05:32,  1.02s/it]
overall:  80%|███████▉  | 3190/4000 [1:08:20<14:37,  1.08s/it]

train:  91%|█████████ | 3190/3515 [1:08:18<05:52,  1.08s/it]
overall:  80%|███████▉  | 3191/4000 [1:08:21<15:15,  1.13s/it]

train:  91%|█████████ | 3191/3515 [1:08:19<06:06,  1.13s/it]
overall:  80%|███████▉  | 3192/4000 [1:08:22<15:51,  1.18s/it]

train:  91%|█████████ | 3192/3515 [1:08:20<06:20,  1.18s/it]
overall:  80%|███████▉  | 3193/4000 [1:08:23<15:54,  1.18s/it]

train:  91%|█████████ | 3193/3515 [1:08:21<06:20,  1.18s/it]
overall:  80%|███████▉  | 3194/4000 [1:08:25<16:10,  1.20s/it]

train:  91%|█████████ | 3194/3515 [1:08:23<06:26,  1.20s/it]
overall:  80%|███████▉  | 3195/4000 [1:08:26<15:57,  1.19s/it]

train:  91%|█████████ | 3195/3515 [1:08:24<06:20,  1.19s/it]
overall:  80%|███████▉  | 3196/4000 [1:08:27<17:11,  1.28s/it]

train:  91%|█████████ | 3196/3515 [1:08:25<06:49,  1.28s/it]
overall:  80%|███████▉  | 3197/4000 [1:08:28<16:54,  1.26s/it]

train:  91%|█████████ | 3197/3515 [1:08:26<06:41,  1.26s/it]
overall:  80%|███████▉  | 3198/4000 [1:08:30<17:00,  1.27s/it]

train:  91%|█████████ | 3198/3515 [1:08:28<06:43,  1.27s/it]
overall:  80%|███████▉  | 3199/4000 [1:08:31<16:30,  1.24s/it]

train:  91%|█████████ | 3199/3515 [1:08:29<06:30,  1.24s/it]
overall:  80%|████████  | 3200/4000 [1:08:32<16:25,  1.23s/it]

train:  91%|█████████ | 3200/3515 [1:08:30<06:27,  1.23s/it]
overall:  80%|████████  | 3201/4000 [1:08:33<16:36,  1.25s/it]

train:  91%|█████████ | 3201/3515 [1:08:31<06:31,  1.25s/it]
overall:  80%|████████  | 3202/4000 [1:08:35<16:36,  1.25s/it]

train:  91%|█████████ | 3202/3515 [1:08:33<06:30,  1.25s/it]
overall:  80%|████████  | 3203/4000 [1:08:36<16:27,  1.24s/it]

train:  91%|█████████ | 3203/3515 [1:08:34<06:26,  1.24s/it]
overall:  80%|████████  | 3204/4000 [1:08:37<16:33,  1.25s/it]

train:  91%|█████████ | 3204/3515 [1:08:35<06:28,  1.25s/it]
overall:  80%|████████  | 3205/4000 [1:08:38<16:25,  1.24s/it]

train:  91%|█████████ | 3205/3515 [1:08:36<06:24,  1.24s/it]
overall:  80%|████████  | 3206/4000 [1:08:40<16:22,  1.24s/it]

train:  91%|█████████ | 3206/3515 [1:08:38<06:22,  1.24s/it]
overall:  80%|████████  | 3207/4000 [1:08:40<13:10,  1.00it/s]

train:  91%|█████████ | 3207/3515 [1:08:38<05:06,  1.00it/s]
overall:  80%|████████  | 3208/4000 [1:08:41<11:43,  1.13it/s]

train:  91%|█████████▏| 3208/3515 [1:08:39<04:32,  1.13it/s]
overall:  80%|████████  | 3209/4000 [1:08:42<12:43,  1.04it/s]

train:  91%|█████████▏| 3209/3515 [1:08:40<04:55,  1.04it/s]
overall:  80%|████████  | 3210/4000 [1:08:43<12:58,  1.01it/s]

train:  91%|█████████▏| 3210/3515 [1:08:41<05:00,  1.01it/s]
overall:  80%|████████  | 3211/4000 [1:08:44<13:53,  1.06s/it]

train:  91%|█████████▏| 3211/3515 [1:08:42<05:20,  1.06s/it]
overall:  80%|████████  | 3212/4000 [1:08:45<11:25,  1.15it/s]

train:  91%|█████████▏| 3212/3515 [1:08:43<04:23,  1.15it/s]
overall:  80%|████████  | 3213/4000 [1:08:45<09:29,  1.38it/s]

train:  91%|█████████▏| 3213/3515 [1:08:43<03:38,  1.38it/s]
overall:  80%|████████  | 3214/4000 [1:08:46<10:51,  1.21it/s]

train:  91%|█████████▏| 3214/3515 [1:08:44<04:09,  1.21it/s]
overall:  80%|████████  | 3215/4000 [1:08:47<12:39,  1.03it/s]

train:  91%|█████████▏| 3215/3515 [1:08:45<04:50,  1.03it/s]
overall:  80%|████████  | 3216/4000 [1:08:48<13:18,  1.02s/it]

train:  91%|█████████▏| 3216/3515 [1:08:46<05:04,  1.02s/it]
overall:  80%|████████  | 3217/4000 [1:08:50<14:19,  1.10s/it]

train:  92%|█████████▏| 3217/3515 [1:08:48<05:27,  1.10s/it]
overall:  80%|████████  | 3218/4000 [1:08:51<14:36,  1.12s/it]

train:  92%|█████████▏| 3218/3515 [1:08:49<05:32,  1.12s/it]
overall:  80%|████████  | 3219/4000 [1:08:52<14:47,  1.14s/it]

train:  92%|█████████▏| 3219/3515 [1:08:50<05:36,  1.14s/it]
overall:  80%|████████  | 3220/4000 [1:08:54<16:10,  1.24s/it]

train:  92%|█████████▏| 3220/3515 [1:08:52<06:06,  1.24s/it]
overall:  81%|████████  | 3221/4000 [1:08:55<16:06,  1.24s/it]

train:  92%|█████████▏| 3221/3515 [1:08:53<06:04,  1.24s/it]
overall:  81%|████████  | 3222/4000 [1:08:56<16:00,  1.23s/it]

train:  92%|█████████▏| 3222/3515 [1:08:54<06:01,  1.23s/it]
overall:  81%|████████  | 3223/4000 [1:08:57<16:01,  1.24s/it]

train:  92%|█████████▏| 3223/3515 [1:08:55<06:01,  1.24s/it]
overall:  81%|████████  | 3224/4000 [1:08:59<16:12,  1.25s/it]

train:  92%|█████████▏| 3224/3515 [1:08:57<06:04,  1.25s/it]
overall:  81%|████████  | 3225/4000 [1:09:00<16:08,  1.25s/it]

train:  92%|█████████▏| 3225/3515 [1:08:58<06:02,  1.25s/it]
overall:  81%|████████  | 3226/4000 [1:09:01<16:15,  1.26s/it]

train:  92%|█████████▏| 3226/3515 [1:08:59<06:04,  1.26s/it]
overall:  81%|████████  | 3227/4000 [1:09:02<16:03,  1.25s/it]

train:  92%|█████████▏| 3227/3515 [1:09:00<05:58,  1.25s/it]
overall:  81%|████████  | 3228/4000 [1:09:03<15:41,  1.22s/it]

train:  92%|█████████▏| 3228/3515 [1:09:01<05:50,  1.22s/it]
overall:  81%|████████  | 3229/4000 [1:09:05<15:46,  1.23s/it]

train:  92%|█████████▏| 3229/3515 [1:09:03<05:50,  1.23s/it]
overall:  81%|████████  | 3230/4000 [1:09:05<13:06,  1.02s/it]

train:  92%|█████████▏| 3230/3515 [1:09:03<04:51,  1.02s/it]
overall:  81%|████████  | 3231/4000 [1:09:06<14:03,  1.10s/it]

train:  92%|█████████▏| 3231/3515 [1:09:04<05:11,  1.10s/it]
overall:  81%|████████  | 3232/4000 [1:09:08<14:35,  1.14s/it]

train:  92%|█████████▏| 3232/3515 [1:09:06<05:22,  1.14s/it]
overall:  81%|████████  | 3233/4000 [1:09:09<14:35,  1.14s/it]

train:  92%|█████████▏| 3233/3515 [1:09:07<05:21,  1.14s/it]
overall:  81%|████████  | 3234/4000 [1:09:10<14:32,  1.14s/it]

train:  92%|█████████▏| 3234/3515 [1:09:08<05:20,  1.14s/it]
overall:  81%|████████  | 3235/4000 [1:09:11<14:43,  1.16s/it]

train:  92%|█████████▏| 3235/3515 [1:09:09<05:23,  1.16s/it]
overall:  81%|████████  | 3236/4000 [1:09:12<14:28,  1.14s/it]

train:  92%|█████████▏| 3236/3515 [1:09:10<05:17,  1.14s/it]
overall:  81%|████████  | 3237/4000 [1:09:14<14:52,  1.17s/it]

train:  92%|█████████▏| 3237/3515 [1:09:12<05:25,  1.17s/it]
overall:  81%|████████  | 3238/4000 [1:09:15<14:46,  1.16s/it]

train:  92%|█████████▏| 3238/3515 [1:09:13<05:22,  1.16s/it]
overall:  81%|████████  | 3239/4000 [1:09:16<14:09,  1.12s/it]

train:  92%|█████████▏| 3239/3515 [1:09:14<05:08,  1.12s/it]
overall:  81%|████████  | 3240/4000 [1:09:17<14:48,  1.17s/it]

train:  92%|█████████▏| 3240/3515 [1:09:15<05:21,  1.17s/it]
overall:  81%|████████  | 3241/4000 [1:09:18<15:02,  1.19s/it]

train:  92%|█████████▏| 3241/3515 [1:09:16<05:25,  1.19s/it]
overall:  81%|████████  | 3242/4000 [1:09:19<14:45,  1.17s/it]

train:  92%|█████████▏| 3242/3515 [1:09:17<05:19,  1.17s/it]
overall:  81%|████████  | 3243/4000 [1:09:21<15:03,  1.19s/it]

train:  92%|█████████▏| 3243/3515 [1:09:19<05:24,  1.19s/it]
overall:  81%|████████  | 3244/4000 [1:09:22<16:36,  1.32s/it]

train:  92%|█████████▏| 3244/3515 [1:09:20<05:57,  1.32s/it]
overall:  81%|████████  | 3245/4000 [1:09:23<16:30,  1.31s/it]

train:  92%|█████████▏| 3245/3515 [1:09:21<05:54,  1.31s/it]
overall:  81%|████████  | 3246/4000 [1:09:25<16:23,  1.30s/it]

train:  92%|█████████▏| 3246/3515 [1:09:23<05:50,  1.30s/it]
overall:  81%|████████  | 3247/4000 [1:09:25<13:10,  1.05s/it]

train:  92%|█████████▏| 3247/3515 [1:09:23<04:41,  1.05s/it]
overall:  81%|████████  | 3248/4000 [1:09:27<14:01,  1.12s/it]

train:  92%|█████████▏| 3248/3515 [1:09:25<04:58,  1.12s/it]
overall:  81%|████████  | 3249/4000 [1:09:28<14:38,  1.17s/it]

train:  92%|█████████▏| 3249/3515 [1:09:26<05:11,  1.17s/it]
overall:  81%|████████▏ | 3250/4000 [1:09:29<14:53,  1.19s/it]

train:  92%|█████████▏| 3250/3515 [1:09:27<05:15,  1.19s/it]
overall:  81%|████████▏ | 3251/4000 [1:09:30<14:14,  1.14s/it]

train:  92%|█████████▏| 3251/3515 [1:09:28<05:01,  1.14s/it]
overall:  81%|████████▏ | 3252/4000 [1:09:31<12:25,  1.00it/s]

train:  93%|█████████▎| 3252/3515 [1:09:29<04:22,  1.00it/s]
overall:  81%|████████▏ | 3253/4000 [1:09:31<10:57,  1.14it/s]

train:  93%|█████████▎| 3253/3515 [1:09:29<03:50,  1.14it/s]
overall:  81%|████████▏ | 3254/4000 [1:09:33<12:27,  1.00s/it]

train:  93%|█████████▎| 3254/3515 [1:09:31<04:21,  1.00s/it]
overall:  81%|████████▏ | 3255/4000 [1:09:33<11:33,  1.07it/s]

train:  93%|█████████▎| 3255/3515 [1:09:31<04:01,  1.07it/s]
overall:  81%|████████▏ | 3256/4000 [1:09:35<12:28,  1.01s/it]

train:  93%|█████████▎| 3256/3515 [1:09:33<04:20,  1.01s/it]
overall:  81%|████████▏ | 3257/4000 [1:09:36<13:30,  1.09s/it]

train:  93%|█████████▎| 3257/3515 [1:09:34<04:41,  1.09s/it]
overall:  81%|████████▏ | 3258/4000 [1:09:37<12:37,  1.02s/it]

train:  93%|█████████▎| 3258/3515 [1:09:35<04:22,  1.02s/it]
overall:  81%|████████▏ | 3259/4000 [1:09:38<13:26,  1.09s/it]

train:  93%|█████████▎| 3259/3515 [1:09:36<04:38,  1.09s/it]
overall:  82%|████████▏ | 3260/4000 [1:09:39<13:24,  1.09s/it]

train:  93%|█████████▎| 3260/3515 [1:09:37<04:37,  1.09s/it]
overall:  82%|████████▏ | 3261/4000 [1:09:40<13:56,  1.13s/it]

train:  93%|█████████▎| 3261/3515 [1:09:38<04:47,  1.13s/it]
overall:  82%|████████▏ | 3262/4000 [1:09:41<14:01,  1.14s/it]

train:  93%|█████████▎| 3262/3515 [1:09:39<04:48,  1.14s/it]
overall:  82%|████████▏ | 3263/4000 [1:09:42<12:15,  1.00it/s]

train:  93%|█████████▎| 3263/3515 [1:09:40<04:11,  1.00it/s]
overall:  82%|████████▏ | 3264/4000 [1:09:43<13:11,  1.08s/it]

train:  93%|█████████▎| 3264/3515 [1:09:41<04:30,  1.08s/it]
overall:  82%|████████▏ | 3265/4000 [1:09:45<13:34,  1.11s/it]

train:  93%|█████████▎| 3265/3515 [1:09:43<04:37,  1.11s/it]
overall:  82%|████████▏ | 3266/4000 [1:09:46<14:01,  1.15s/it]

train:  93%|█████████▎| 3266/3515 [1:09:44<04:45,  1.15s/it]
overall:  82%|████████▏ | 3267/4000 [1:09:47<14:30,  1.19s/it]

train:  93%|█████████▎| 3267/3515 [1:09:45<04:54,  1.19s/it]
overall:  82%|████████▏ | 3268/4000 [1:09:49<16:06,  1.32s/it]

train:  93%|█████████▎| 3268/3515 [1:09:47<05:26,  1.32s/it]
overall:  82%|████████▏ | 3269/4000 [1:09:50<14:45,  1.21s/it]

train:  93%|█████████▎| 3269/3515 [1:09:48<04:58,  1.21s/it]
overall:  82%|████████▏ | 3270/4000 [1:09:51<14:37,  1.20s/it]

train:  93%|█████████▎| 3270/3515 [1:09:49<04:54,  1.20s/it]
overall:  82%|████████▏ | 3271/4000 [1:09:52<14:15,  1.17s/it]

train:  93%|█████████▎| 3271/3515 [1:09:50<04:46,  1.17s/it]
overall:  82%|████████▏ | 3272/4000 [1:09:53<14:26,  1.19s/it]

train:  93%|█████████▎| 3272/3515 [1:09:51<04:49,  1.19s/it]
overall:  82%|████████▏ | 3273/4000 [1:09:54<14:47,  1.22s/it]

train:  93%|█████████▎| 3273/3515 [1:09:52<04:55,  1.22s/it]
overall:  82%|████████▏ | 3274/4000 [1:09:56<14:59,  1.24s/it]

train:  93%|█████████▎| 3274/3515 [1:09:54<04:58,  1.24s/it]
overall:  82%|████████▏ | 3275/4000 [1:09:57<14:41,  1.22s/it]

train:  93%|█████████▎| 3275/3515 [1:09:55<04:51,  1.22s/it]
overall:  82%|████████▏ | 3276/4000 [1:09:58<14:48,  1.23s/it]

train:  93%|█████████▎| 3276/3515 [1:09:56<04:53,  1.23s/it]
overall:  82%|████████▏ | 3277/4000 [1:09:59<14:24,  1.20s/it]

train:  93%|█████████▎| 3277/3515 [1:09:57<04:44,  1.20s/it]
overall:  82%|████████▏ | 3278/4000 [1:10:00<14:26,  1.20s/it]

train:  93%|█████████▎| 3278/3515 [1:09:58<04:44,  1.20s/it]
overall:  82%|████████▏ | 3279/4000 [1:10:01<11:26,  1.05it/s]

train:  93%|█████████▎| 3279/3515 [1:09:59<03:44,  1.05it/s]
overall:  82%|████████▏ | 3280/4000 [1:10:02<12:39,  1.06s/it]

train:  93%|█████████▎| 3280/3515 [1:10:00<04:07,  1.06s/it]
overall:  82%|████████▏ | 3281/4000 [1:10:03<13:30,  1.13s/it]

train:  93%|█████████▎| 3281/3515 [1:10:01<04:23,  1.13s/it]
overall:  82%|████████▏ | 3282/4000 [1:10:05<13:42,  1.15s/it]

train:  93%|█████████▎| 3282/3515 [1:10:03<04:26,  1.15s/it]
overall:  82%|████████▏ | 3283/4000 [1:10:06<13:43,  1.15s/it]

train:  93%|█████████▎| 3283/3515 [1:10:04<04:26,  1.15s/it]
overall:  82%|████████▏ | 3284/4000 [1:10:07<14:14,  1.19s/it]

train:  93%|█████████▎| 3284/3515 [1:10:05<04:35,  1.19s/it]
overall:  82%|████████▏ | 3285/4000 [1:10:08<14:13,  1.19s/it]

train:  93%|█████████▎| 3285/3515 [1:10:06<04:34,  1.19s/it]
overall:  82%|████████▏ | 3286/4000 [1:10:10<14:23,  1.21s/it]

train:  93%|█████████▎| 3286/3515 [1:10:08<04:36,  1.21s/it]
overall:  82%|████████▏ | 3287/4000 [1:10:11<14:24,  1.21s/it]

train:  94%|█████████▎| 3287/3515 [1:10:09<04:36,  1.21s/it]
overall:  82%|████████▏ | 3288/4000 [1:10:12<14:17,  1.20s/it]

train:  94%|█████████▎| 3288/3515 [1:10:10<04:33,  1.20s/it]
overall:  82%|████████▏ | 3289/4000 [1:10:13<14:02,  1.18s/it]

train:  94%|█████████▎| 3289/3515 [1:10:11<04:27,  1.18s/it]
overall:  82%|████████▏ | 3290/4000 [1:10:14<14:06,  1.19s/it]

train:  94%|█████████▎| 3290/3515 [1:10:12<04:28,  1.19s/it]
overall:  82%|████████▏ | 3291/4000 [1:10:15<14:11,  1.20s/it]

train:  94%|█████████▎| 3291/3515 [1:10:14<04:28,  1.20s/it]
overall:  82%|████████▏ | 3292/4000 [1:10:17<15:32,  1.32s/it]

train:  94%|█████████▎| 3292/3515 [1:10:15<04:53,  1.32s/it]
overall:  82%|████████▏ | 3293/4000 [1:10:18<14:54,  1.27s/it]

train:  94%|█████████▎| 3293/3515 [1:10:16<04:40,  1.27s/it]
overall:  82%|████████▏ | 3294/4000 [1:10:20<14:59,  1.27s/it]

train:  94%|█████████▎| 3294/3515 [1:10:18<04:41,  1.27s/it]
overall:  82%|████████▏ | 3295/4000 [1:10:21<14:47,  1.26s/it]

train:  94%|█████████▎| 3295/3515 [1:10:19<04:36,  1.26s/it]
overall:  82%|████████▏ | 3296/4000 [1:10:22<14:16,  1.22s/it]

train:  94%|█████████▍| 3296/3515 [1:10:20<04:26,  1.22s/it]
overall:  82%|████████▏ | 3297/4000 [1:10:23<14:02,  1.20s/it]

train:  94%|█████████▍| 3297/3515 [1:10:21<04:21,  1.20s/it]
overall:  82%|████████▏ | 3298/4000 [1:10:24<14:11,  1.21s/it]

train:  94%|█████████▍| 3298/3515 [1:10:22<04:23,  1.21s/it]
overall:  82%|████████▏ | 3299/4000 [1:10:25<12:35,  1.08s/it]

train:  94%|█████████▍| 3299/3515 [1:10:23<03:52,  1.08s/it]
overall:  82%|████████▎ | 3300/4000 [1:10:26<12:14,  1.05s/it]

train:  94%|█████████▍| 3300/3515 [1:10:24<03:45,  1.05s/it]
overall:  83%|████████▎ | 3301/4000 [1:10:27<13:03,  1.12s/it]

train:  94%|█████████▍| 3301/3515 [1:10:25<03:59,  1.12s/it]
overall:  83%|████████▎ | 3302/4000 [1:10:28<12:31,  1.08s/it]

train:  94%|█████████▍| 3302/3515 [1:10:26<03:49,  1.08s/it]
overall:  83%|████████▎ | 3303/4000 [1:10:29<12:44,  1.10s/it]

train:  94%|█████████▍| 3303/3515 [1:10:27<03:52,  1.10s/it]
overall:  83%|████████▎ | 3304/4000 [1:10:31<13:06,  1.13s/it]

train:  94%|█████████▍| 3304/3515 [1:10:29<03:58,  1.13s/it]
overall:  83%|████████▎ | 3305/4000 [1:10:32<13:22,  1.16s/it]

train:  94%|█████████▍| 3305/3515 [1:10:30<04:02,  1.16s/it]
overall:  83%|████████▎ | 3306/4000 [1:10:32<11:08,  1.04it/s]

train:  94%|█████████▍| 3306/3515 [1:10:30<03:21,  1.04it/s]
overall:  83%|████████▎ | 3307/4000 [1:10:33<11:44,  1.02s/it]

train:  94%|█████████▍| 3307/3515 [1:10:32<03:31,  1.02s/it]
overall:  83%|████████▎ | 3308/4000 [1:10:35<12:15,  1.06s/it]

train:  94%|█████████▍| 3308/3515 [1:10:33<03:40,  1.06s/it]
overall:  83%|████████▎ | 3309/4000 [1:10:36<12:12,  1.06s/it]

train:  94%|█████████▍| 3309/3515 [1:10:34<03:38,  1.06s/it]
overall:  83%|████████▎ | 3310/4000 [1:10:37<12:29,  1.09s/it]

train:  94%|█████████▍| 3310/3515 [1:10:35<03:42,  1.09s/it]
overall:  83%|████████▎ | 3311/4000 [1:10:38<12:13,  1.06s/it]

train:  94%|█████████▍| 3311/3515 [1:10:36<03:37,  1.06s/it]
overall:  83%|████████▎ | 3312/4000 [1:10:39<12:36,  1.10s/it]

train:  94%|█████████▍| 3312/3515 [1:10:37<03:43,  1.10s/it]
overall:  83%|████████▎ | 3313/4000 [1:10:40<12:58,  1.13s/it]

train:  94%|█████████▍| 3313/3515 [1:10:38<03:48,  1.13s/it]
overall:  83%|████████▎ | 3314/4000 [1:10:41<13:12,  1.16s/it]

train:  94%|█████████▍| 3314/3515 [1:10:39<03:52,  1.16s/it]
overall:  83%|████████▎ | 3315/4000 [1:10:43<12:58,  1.14s/it]

train:  94%|█████████▍| 3315/3515 [1:10:41<03:47,  1.14s/it]
overall:  83%|████████▎ | 3316/4000 [1:10:44<14:39,  1.29s/it]

train:  94%|█████████▍| 3316/3515 [1:10:42<04:15,  1.29s/it]
overall:  83%|████████▎ | 3317/4000 [1:10:45<14:05,  1.24s/it]

train:  94%|█████████▍| 3317/3515 [1:10:43<04:04,  1.24s/it]
overall:  83%|████████▎ | 3318/4000 [1:10:46<13:34,  1.19s/it]

train:  94%|█████████▍| 3318/3515 [1:10:44<03:55,  1.19s/it]
overall:  83%|████████▎ | 3319/4000 [1:10:48<13:39,  1.20s/it]

train:  94%|█████████▍| 3319/3515 [1:10:46<03:55,  1.20s/it]
overall:  83%|████████▎ | 3320/4000 [1:10:49<13:58,  1.23s/it]

train:  94%|█████████▍| 3320/3515 [1:10:47<04:00,  1.23s/it]
overall:  83%|████████▎ | 3321/4000 [1:10:50<14:10,  1.25s/it]

train:  94%|█████████▍| 3321/3515 [1:10:48<04:02,  1.25s/it]
overall:  83%|████████▎ | 3322/4000 [1:10:52<14:17,  1.26s/it]

train:  95%|█████████▍| 3322/3515 [1:10:50<04:03,  1.26s/it]
overall:  83%|████████▎ | 3323/4000 [1:10:53<14:00,  1.24s/it]

train:  95%|█████████▍| 3323/3515 [1:10:51<03:58,  1.24s/it]
overall:  83%|████████▎ | 3324/4000 [1:10:54<14:07,  1.25s/it]

train:  95%|█████████▍| 3324/3515 [1:10:52<03:59,  1.25s/it]
overall:  83%|████████▎ | 3325/4000 [1:10:55<14:09,  1.26s/it]

train:  95%|█████████▍| 3325/3515 [1:10:53<03:59,  1.26s/it]
overall:  83%|████████▎ | 3326/4000 [1:10:57<14:02,  1.25s/it]

train:  95%|█████████▍| 3326/3515 [1:10:55<03:56,  1.25s/it]
overall:  83%|████████▎ | 3327/4000 [1:10:57<11:04,  1.01it/s]

train:  95%|█████████▍| 3327/3515 [1:10:55<03:05,  1.01it/s]
overall:  83%|████████▎ | 3328/4000 [1:10:58<11:37,  1.04s/it]

train:  95%|█████████▍| 3328/3515 [1:10:56<03:14,  1.04s/it]
overall:  83%|████████▎ | 3329/4000 [1:10:59<12:16,  1.10s/it]

train:  95%|█████████▍| 3329/3515 [1:10:57<03:24,  1.10s/it]
overall:  83%|████████▎ | 3330/4000 [1:11:01<12:42,  1.14s/it]

train:  95%|█████████▍| 3330/3515 [1:10:59<03:30,  1.14s/it]
overall:  83%|████████▎ | 3331/4000 [1:11:02<13:06,  1.18s/it]

train:  95%|█████████▍| 3331/3515 [1:11:00<03:36,  1.18s/it]
overall:  83%|████████▎ | 3332/4000 [1:11:03<13:28,  1.21s/it]

train:  95%|█████████▍| 3332/3515 [1:11:01<03:41,  1.21s/it]
overall:  83%|████████▎ | 3333/4000 [1:11:04<13:42,  1.23s/it]

train:  95%|█████████▍| 3333/3515 [1:11:02<03:44,  1.23s/it]
overall:  83%|████████▎ | 3334/4000 [1:11:05<13:03,  1.18s/it]

train:  95%|█████████▍| 3334/3515 [1:11:03<03:32,  1.18s/it]
overall:  83%|████████▎ | 3335/4000 [1:11:07<13:12,  1.19s/it]

train:  95%|█████████▍| 3335/3515 [1:11:05<03:34,  1.19s/it]
overall:  83%|████████▎ | 3336/4000 [1:11:08<13:30,  1.22s/it]

train:  95%|█████████▍| 3336/3515 [1:11:06<03:38,  1.22s/it]
overall:  83%|████████▎ | 3337/4000 [1:11:09<13:15,  1.20s/it]

train:  95%|█████████▍| 3337/3515 [1:11:07<03:33,  1.20s/it]
overall:  83%|████████▎ | 3338/4000 [1:11:10<12:13,  1.11s/it]

train:  95%|█████████▍| 3338/3515 [1:11:08<03:16,  1.11s/it]
overall:  83%|████████▎ | 3339/4000 [1:11:11<12:49,  1.16s/it]

train:  95%|█████████▍| 3339/3515 [1:11:09<03:24,  1.16s/it]
overall:  84%|████████▎ | 3340/4000 [1:11:13<14:19,  1.30s/it]

train:  95%|█████████▌| 3340/3515 [1:11:11<03:47,  1.30s/it]
overall:  84%|████████▎ | 3341/4000 [1:11:14<13:49,  1.26s/it]

train:  95%|█████████▌| 3341/3515 [1:11:12<03:39,  1.26s/it]
overall:  84%|████████▎ | 3342/4000 [1:11:15<13:40,  1.25s/it]

train:  95%|█████████▌| 3342/3515 [1:11:13<03:35,  1.25s/it]
overall:  84%|████████▎ | 3343/4000 [1:11:16<13:08,  1.20s/it]

train:  95%|█████████▌| 3343/3515 [1:11:14<03:26,  1.20s/it]
overall:  84%|████████▎ | 3344/4000 [1:11:18<13:11,  1.21s/it]

train:  95%|█████████▌| 3344/3515 [1:11:16<03:26,  1.21s/it]
overall:  84%|████████▎ | 3345/4000 [1:11:19<13:16,  1.22s/it]

train:  95%|█████████▌| 3345/3515 [1:11:17<03:26,  1.22s/it]
overall:  84%|████████▎ | 3346/4000 [1:11:20<13:27,  1.24s/it]

train:  95%|█████████▌| 3346/3515 [1:11:18<03:28,  1.24s/it]
overall:  84%|████████▎ | 3347/4000 [1:11:21<13:21,  1.23s/it]

train:  95%|█████████▌| 3347/3515 [1:11:19<03:26,  1.23s/it]
overall:  84%|████████▎ | 3348/4000 [1:11:23<13:24,  1.23s/it]

train:  95%|█████████▌| 3348/3515 [1:11:21<03:26,  1.23s/it]
overall:  84%|████████▎ | 3349/4000 [1:11:24<13:21,  1.23s/it]

train:  95%|█████████▌| 3349/3515 [1:11:22<03:24,  1.23s/it]
overall:  84%|████████▍ | 3350/4000 [1:11:25<13:17,  1.23s/it]

train:  95%|█████████▌| 3350/3515 [1:11:23<03:22,  1.23s/it]
overall:  84%|████████▍ | 3351/4000 [1:11:25<10:39,  1.02it/s]

train:  95%|█████████▌| 3351/3515 [1:11:23<02:41,  1.02it/s]
overall:  84%|████████▍ | 3352/4000 [1:11:26<10:40,  1.01it/s]

train:  95%|█████████▌| 3352/3515 [1:11:24<02:40,  1.01it/s]
overall:  84%|████████▍ | 3353/4000 [1:11:28<11:31,  1.07s/it]

train:  95%|█████████▌| 3353/3515 [1:11:26<02:53,  1.07s/it]
overall:  84%|████████▍ | 3354/4000 [1:11:29<11:43,  1.09s/it]

train:  95%|█████████▌| 3354/3515 [1:11:27<02:55,  1.09s/it]
overall:  84%|████████▍ | 3355/4000 [1:11:29<09:34,  1.12it/s]

train:  95%|█████████▌| 3355/3515 [1:11:27<02:22,  1.12it/s]
overall:  84%|████████▍ | 3356/4000 [1:11:30<10:38,  1.01it/s]

train:  95%|█████████▌| 3356/3515 [1:11:28<02:37,  1.01it/s]
overall:  84%|████████▍ | 3357/4000 [1:11:32<11:21,  1.06s/it]

train:  96%|█████████▌| 3357/3515 [1:11:30<02:47,  1.06s/it]
overall:  84%|████████▍ | 3358/4000 [1:11:33<12:01,  1.12s/it]

train:  96%|█████████▌| 3358/3515 [1:11:31<02:56,  1.12s/it]
overall:  84%|████████▍ | 3359/4000 [1:11:34<12:18,  1.15s/it]

train:  96%|█████████▌| 3359/3515 [1:11:32<02:59,  1.15s/it]
overall:  84%|████████▍ | 3360/4000 [1:11:35<12:36,  1.18s/it]

train:  96%|█████████▌| 3360/3515 [1:11:33<03:03,  1.18s/it]
overall:  84%|████████▍ | 3361/4000 [1:11:37<12:42,  1.19s/it]

train:  96%|█████████▌| 3361/3515 [1:11:35<03:03,  1.19s/it]
overall:  84%|████████▍ | 3362/4000 [1:11:38<12:44,  1.20s/it]

train:  96%|█████████▌| 3362/3515 [1:11:36<03:03,  1.20s/it]
overall:  84%|████████▍ | 3363/4000 [1:11:39<13:03,  1.23s/it]

train:  96%|█████████▌| 3363/3515 [1:11:37<03:07,  1.23s/it]
overall:  84%|████████▍ | 3364/4000 [1:11:40<13:04,  1.23s/it]

train:  96%|█████████▌| 3364/3515 [1:11:38<03:06,  1.23s/it]
overall:  84%|████████▍ | 3365/4000 [1:11:42<12:42,  1.20s/it]

train:  96%|█████████▌| 3365/3515 [1:11:40<03:00,  1.20s/it]
overall:  84%|████████▍ | 3366/4000 [1:11:43<12:36,  1.19s/it]

train:  96%|█████████▌| 3366/3515 [1:11:41<02:57,  1.19s/it]
overall:  84%|████████▍ | 3367/4000 [1:11:44<12:51,  1.22s/it]

train:  96%|█████████▌| 3367/3515 [1:11:42<03:00,  1.22s/it]
overall:  84%|████████▍ | 3368/4000 [1:11:45<12:40,  1.20s/it]

train:  96%|█████████▌| 3368/3515 [1:11:43<02:56,  1.20s/it]
overall:  84%|████████▍ | 3369/4000 [1:11:46<10:11,  1.03it/s]

train:  96%|█████████▌| 3369/3515 [1:11:44<02:21,  1.03it/s]
overall:  84%|████████▍ | 3370/4000 [1:11:47<11:13,  1.07s/it]

train:  96%|█████████▌| 3370/3515 [1:11:45<02:35,  1.07s/it]
overall:  84%|████████▍ | 3371/4000 [1:11:48<11:44,  1.12s/it]

train:  96%|█████████▌| 3371/3515 [1:11:46<02:41,  1.12s/it]
overall:  84%|████████▍ | 3372/4000 [1:11:49<11:52,  1.14s/it]

train:  96%|█████████▌| 3372/3515 [1:11:47<02:42,  1.14s/it]
overall:  84%|████████▍ | 3373/4000 [1:11:51<12:36,  1.21s/it]

train:  96%|█████████▌| 3373/3515 [1:11:49<02:51,  1.21s/it]
overall:  84%|████████▍ | 3374/4000 [1:11:52<12:46,  1.22s/it]

train:  96%|█████████▌| 3374/3515 [1:11:50<02:52,  1.22s/it]
overall:  84%|████████▍ | 3375/4000 [1:11:53<10:51,  1.04s/it]

train:  96%|█████████▌| 3375/3515 [1:11:51<02:25,  1.04s/it]
overall:  84%|████████▍ | 3376/4000 [1:11:54<11:25,  1.10s/it]

train:  96%|█████████▌| 3376/3515 [1:11:52<02:32,  1.10s/it]
overall:  84%|████████▍ | 3377/4000 [1:11:55<11:01,  1.06s/it]

train:  96%|█████████▌| 3377/3515 [1:11:53<02:26,  1.06s/it]
overall:  84%|████████▍ | 3378/4000 [1:11:56<11:27,  1.11s/it]

train:  96%|█████████▌| 3378/3515 [1:11:54<02:31,  1.11s/it]
overall:  84%|████████▍ | 3379/4000 [1:11:57<12:03,  1.16s/it]

train:  96%|█████████▌| 3379/3515 [1:11:55<02:38,  1.16s/it]
overall:  84%|████████▍ | 3380/4000 [1:11:58<11:59,  1.16s/it]

train:  96%|█████████▌| 3380/3515 [1:11:56<02:36,  1.16s/it]
overall:  85%|████████▍ | 3381/4000 [1:12:00<11:57,  1.16s/it]

train:  96%|█████████▌| 3381/3515 [1:11:58<02:35,  1.16s/it]
overall:  85%|████████▍ | 3382/4000 [1:12:01<12:05,  1.17s/it]

train:  96%|█████████▌| 3382/3515 [1:11:59<02:36,  1.17s/it]
overall:  85%|████████▍ | 3383/4000 [1:12:02<12:15,  1.19s/it]

train:  96%|█████████▌| 3383/3515 [1:12:00<02:37,  1.19s/it]
overall:  85%|████████▍ | 3384/4000 [1:12:03<12:22,  1.21s/it]

train:  96%|█████████▋| 3384/3515 [1:12:01<02:37,  1.21s/it]
overall:  85%|████████▍ | 3385/4000 [1:12:04<12:31,  1.22s/it]

train:  96%|█████████▋| 3385/3515 [1:12:03<02:38,  1.22s/it]
overall:  85%|████████▍ | 3386/4000 [1:12:06<12:30,  1.22s/it]

train:  96%|█████████▋| 3386/3515 [1:12:04<02:37,  1.22s/it]
overall:  85%|████████▍ | 3387/4000 [1:12:07<12:41,  1.24s/it]

train:  96%|█████████▋| 3387/3515 [1:12:05<02:38,  1.24s/it]
overall:  85%|████████▍ | 3388/4000 [1:12:08<13:18,  1.30s/it]

train:  96%|█████████▋| 3388/3515 [1:12:06<02:45,  1.30s/it]
overall:  85%|████████▍ | 3389/4000 [1:12:09<11:00,  1.08s/it]

train:  96%|█████████▋| 3389/3515 [1:12:07<02:16,  1.08s/it]
overall:  85%|████████▍ | 3390/4000 [1:12:10<09:44,  1.04it/s]

train:  96%|█████████▋| 3390/3515 [1:12:08<01:59,  1.04it/s]
overall:  85%|████████▍ | 3391/4000 [1:12:11<10:46,  1.06s/it]

train:  96%|█████████▋| 3391/3515 [1:12:09<02:11,  1.06s/it]
overall:  85%|████████▍ | 3392/4000 [1:12:12<11:16,  1.11s/it]

train:  97%|█████████▋| 3392/3515 [1:12:10<02:16,  1.11s/it]
overall:  85%|████████▍ | 3393/4000 [1:12:13<11:34,  1.14s/it]

train:  97%|█████████▋| 3393/3515 [1:12:11<02:19,  1.14s/it]
overall:  85%|████████▍ | 3394/4000 [1:12:15<11:51,  1.17s/it]

train:  97%|█████████▋| 3394/3515 [1:12:13<02:22,  1.17s/it]
overall:  85%|████████▍ | 3395/4000 [1:12:16<12:10,  1.21s/it]

train:  97%|█████████▋| 3395/3515 [1:12:14<02:24,  1.21s/it]
overall:  85%|████████▍ | 3396/4000 [1:12:17<12:04,  1.20s/it]

train:  97%|█████████▋| 3396/3515 [1:12:15<02:22,  1.20s/it]
overall:  85%|████████▍ | 3397/4000 [1:12:18<12:29,  1.24s/it]

train:  97%|█████████▋| 3397/3515 [1:12:16<02:26,  1.24s/it]
overall:  85%|████████▍ | 3398/4000 [1:12:20<12:24,  1.24s/it]

train:  97%|█████████▋| 3398/3515 [1:12:18<02:24,  1.24s/it]
overall:  85%|████████▍ | 3399/4000 [1:12:21<12:24,  1.24s/it]

train:  97%|█████████▋| 3399/3515 [1:12:19<02:23,  1.24s/it]
overall:  85%|████████▌ | 3400/4000 [1:12:22<12:21,  1.24s/it]

train:  97%|█████████▋| 3400/3515 [1:12:20<02:22,  1.24s/it]
overall:  85%|████████▌ | 3401/4000 [1:12:23<12:15,  1.23s/it]

train:  97%|█████████▋| 3401/3515 [1:12:21<02:19,  1.23s/it]
overall:  85%|████████▌ | 3402/4000 [1:12:24<09:25,  1.06it/s]

train:  97%|█████████▋| 3402/3515 [1:12:22<01:46,  1.06it/s]
overall:  85%|████████▌ | 3403/4000 [1:12:25<10:17,  1.03s/it]

train:  97%|█████████▋| 3403/3515 [1:12:23<01:55,  1.03s/it]
overall:  85%|████████▌ | 3404/4000 [1:12:26<10:46,  1.08s/it]

train:  97%|█████████▋| 3404/3515 [1:12:24<02:00,  1.08s/it]
overall:  85%|████████▌ | 3405/4000 [1:12:27<10:59,  1.11s/it]

train:  97%|█████████▋| 3405/3515 [1:12:25<02:01,  1.11s/it]
overall:  85%|████████▌ | 3406/4000 [1:12:28<10:00,  1.01s/it]

train:  97%|█████████▋| 3406/3515 [1:12:26<01:50,  1.01s/it]
overall:  85%|████████▌ | 3407/4000 [1:12:29<10:30,  1.06s/it]

train:  97%|█████████▋| 3407/3515 [1:12:27<01:54,  1.06s/it]
overall:  85%|████████▌ | 3408/4000 [1:12:30<10:47,  1.09s/it]

train:  97%|█████████▋| 3408/3515 [1:12:28<01:57,  1.09s/it]
overall:  85%|████████▌ | 3409/4000 [1:12:32<10:55,  1.11s/it]

train:  97%|█████████▋| 3409/3515 [1:12:30<01:57,  1.11s/it]
overall:  85%|████████▌ | 3410/4000 [1:12:32<09:52,  1.00s/it]

train:  97%|█████████▋| 3410/3515 [1:12:30<01:45,  1.00s/it]
overall:  85%|████████▌ | 3411/4000 [1:12:34<10:40,  1.09s/it]

train:  97%|█████████▋| 3411/3515 [1:12:32<01:53,  1.09s/it]
overall:  85%|████████▌ | 3412/4000 [1:12:35<11:29,  1.17s/it]

train:  97%|█████████▋| 3412/3515 [1:12:33<02:00,  1.17s/it]
overall:  85%|████████▌ | 3413/4000 [1:12:35<08:43,  1.12it/s]

train:  97%|█████████▋| 3413/3515 [1:12:33<01:31,  1.12it/s]
overall:  85%|████████▌ | 3414/4000 [1:12:36<09:19,  1.05it/s]

train:  97%|█████████▋| 3414/3515 [1:12:34<01:36,  1.05it/s]
overall:  85%|████████▌ | 3415/4000 [1:12:38<10:00,  1.03s/it]

train:  97%|█████████▋| 3415/3515 [1:12:36<01:42,  1.03s/it]
overall:  85%|████████▌ | 3416/4000 [1:12:39<10:35,  1.09s/it]

train:  97%|█████████▋| 3416/3515 [1:12:37<01:47,  1.09s/it]
overall:  85%|████████▌ | 3417/4000 [1:12:40<10:57,  1.13s/it]

train:  97%|█████████▋| 3417/3515 [1:12:38<01:50,  1.13s/it]
overall:  85%|████████▌ | 3418/4000 [1:12:41<11:25,  1.18s/it]

train:  97%|█████████▋| 3418/3515 [1:12:39<01:54,  1.18s/it]
overall:  85%|████████▌ | 3419/4000 [1:12:42<11:23,  1.18s/it]

train:  97%|█████████▋| 3419/3515 [1:12:40<01:52,  1.18s/it]
overall:  86%|████████▌ | 3420/4000 [1:12:44<11:32,  1.19s/it]

train:  97%|█████████▋| 3420/3515 [1:12:42<01:53,  1.19s/it]
overall:  86%|████████▌ | 3421/4000 [1:12:45<11:58,  1.24s/it]

train:  97%|█████████▋| 3421/3515 [1:12:43<01:56,  1.24s/it]
overall:  86%|████████▌ | 3422/4000 [1:12:46<11:08,  1.16s/it]

train:  97%|█████████▋| 3422/3515 [1:12:44<01:47,  1.16s/it]
overall:  86%|████████▌ | 3423/4000 [1:12:47<09:20,  1.03it/s]

train:  97%|█████████▋| 3423/3515 [1:12:45<01:29,  1.03it/s]
overall:  86%|████████▌ | 3424/4000 [1:12:47<07:21,  1.30it/s]

train:  97%|█████████▋| 3424/3515 [1:12:45<01:09,  1.30it/s]
overall:  86%|████████▌ | 3425/4000 [1:12:48<08:43,  1.10it/s]

train:  97%|█████████▋| 3425/3515 [1:12:46<01:21,  1.10it/s]
overall:  86%|████████▌ | 3426/4000 [1:12:49<09:50,  1.03s/it]

train:  97%|█████████▋| 3426/3515 [1:12:47<01:31,  1.03s/it]
overall:  86%|████████▌ | 3427/4000 [1:12:50<10:08,  1.06s/it]

train:  97%|█████████▋| 3427/3515 [1:12:49<01:33,  1.06s/it]
overall:  86%|████████▌ | 3428/4000 [1:12:52<10:43,  1.13s/it]

train:  98%|█████████▊| 3428/3515 [1:12:50<01:37,  1.13s/it]
overall:  86%|████████▌ | 3429/4000 [1:12:53<10:38,  1.12s/it]

train:  98%|█████████▊| 3429/3515 [1:12:51<01:36,  1.12s/it]
overall:  86%|████████▌ | 3430/4000 [1:12:54<10:42,  1.13s/it]

train:  98%|█████████▊| 3430/3515 [1:12:52<01:35,  1.13s/it]
overall:  86%|████████▌ | 3431/4000 [1:12:55<10:21,  1.09s/it]

train:  98%|█████████▊| 3431/3515 [1:12:53<01:31,  1.09s/it]
overall:  86%|████████▌ | 3432/4000 [1:12:56<10:07,  1.07s/it]

train:  98%|█████████▊| 3432/3515 [1:12:54<01:28,  1.07s/it]
overall:  86%|████████▌ | 3433/4000 [1:12:57<10:36,  1.12s/it]

train:  98%|█████████▊| 3433/3515 [1:12:55<01:32,  1.12s/it]
overall:  86%|████████▌ | 3434/4000 [1:12:58<08:05,  1.17it/s]

train:  98%|█████████▊| 3434/3515 [1:12:56<01:09,  1.17it/s]
overall:  86%|████████▌ | 3435/4000 [1:12:59<08:24,  1.12it/s]

train:  98%|█████████▊| 3435/3515 [1:12:57<01:11,  1.12it/s]
overall:  86%|████████▌ | 3436/4000 [1:13:00<09:22,  1.00it/s]

train:  98%|█████████▊| 3436/3515 [1:12:58<01:18,  1.00it/s]
overall:  86%|████████▌ | 3437/4000 [1:13:01<10:07,  1.08s/it]

train:  98%|█████████▊| 3437/3515 [1:12:59<01:24,  1.08s/it]
overall:  86%|████████▌ | 3438/4000 [1:13:02<10:19,  1.10s/it]

train:  98%|█████████▊| 3438/3515 [1:13:00<01:24,  1.10s/it]
overall:  86%|████████▌ | 3439/4000 [1:13:03<10:53,  1.16s/it]

train:  98%|█████████▊| 3439/3515 [1:13:01<01:28,  1.16s/it]
overall:  86%|████████▌ | 3440/4000 [1:13:05<11:13,  1.20s/it]

train:  98%|█████████▊| 3440/3515 [1:13:03<01:30,  1.20s/it]
overall:  86%|████████▌ | 3441/4000 [1:13:05<08:54,  1.05it/s]

train:  98%|█████████▊| 3441/3515 [1:13:03<01:10,  1.05it/s]
overall:  86%|████████▌ | 3442/4000 [1:13:06<09:22,  1.01s/it]

train:  98%|█████████▊| 3442/3515 [1:13:04<01:13,  1.01s/it]
overall:  86%|████████▌ | 3443/4000 [1:13:07<09:55,  1.07s/it]

train:  98%|█████████▊| 3443/3515 [1:13:06<01:17,  1.07s/it]
overall:  86%|████████▌ | 3444/4000 [1:13:09<10:17,  1.11s/it]

train:  98%|█████████▊| 3444/3515 [1:13:07<01:18,  1.11s/it]
overall:  86%|████████▌ | 3445/4000 [1:13:10<10:59,  1.19s/it]

train:  98%|█████████▊| 3445/3515 [1:13:08<01:23,  1.19s/it]
overall:  86%|████████▌ | 3446/4000 [1:13:11<11:03,  1.20s/it]

train:  98%|█████████▊| 3446/3515 [1:13:09<01:22,  1.20s/it]
overall:  86%|████████▌ | 3447/4000 [1:13:13<11:13,  1.22s/it]

train:  98%|█████████▊| 3447/3515 [1:13:11<01:22,  1.22s/it]
overall:  86%|████████▌ | 3448/4000 [1:13:13<09:26,  1.03s/it]

train:  98%|█████████▊| 3448/3515 [1:13:11<01:08,  1.03s/it]
overall:  86%|████████▌ | 3449/4000 [1:13:14<10:05,  1.10s/it]

train:  98%|█████████▊| 3449/3515 [1:13:12<01:12,  1.10s/it]
overall:  86%|████████▋ | 3450/4000 [1:13:16<10:33,  1.15s/it]

train:  98%|█████████▊| 3450/3515 [1:13:14<01:14,  1.15s/it]
overall:  86%|████████▋ | 3451/4000 [1:13:17<11:00,  1.20s/it]

train:  98%|█████████▊| 3451/3515 [1:13:15<01:17,  1.20s/it]
overall:  86%|████████▋ | 3452/4000 [1:13:18<11:02,  1.21s/it]

train:  98%|█████████▊| 3452/3515 [1:13:16<01:16,  1.21s/it]
overall:  86%|████████▋ | 3453/4000 [1:13:19<10:55,  1.20s/it]

train:  98%|█████████▊| 3453/3515 [1:13:17<01:14,  1.20s/it]
overall:  86%|████████▋ | 3454/4000 [1:13:21<11:09,  1.23s/it]

train:  98%|█████████▊| 3454/3515 [1:13:19<01:14,  1.23s/it]
overall:  86%|████████▋ | 3455/4000 [1:13:22<10:31,  1.16s/it]

train:  98%|█████████▊| 3455/3515 [1:13:20<01:09,  1.16s/it]
overall:  86%|████████▋ | 3456/4000 [1:13:23<10:42,  1.18s/it]

train:  98%|█████████▊| 3456/3515 [1:13:21<01:09,  1.18s/it]
overall:  86%|████████▋ | 3457/4000 [1:13:23<08:51,  1.02it/s]

train:  98%|█████████▊| 3457/3515 [1:13:21<00:56,  1.02it/s]
overall:  86%|████████▋ | 3458/4000 [1:13:24<08:49,  1.02it/s]

train:  98%|█████████▊| 3458/3515 [1:13:22<00:55,  1.02it/s]
overall:  86%|████████▋ | 3459/4000 [1:13:26<09:28,  1.05s/it]

train:  98%|█████████▊| 3459/3515 [1:13:24<00:58,  1.05s/it]
overall:  86%|████████▋ | 3460/4000 [1:13:27<10:12,  1.13s/it]

train:  98%|█████████▊| 3460/3515 [1:13:25<01:02,  1.13s/it]
overall:  87%|████████▋ | 3461/4000 [1:13:28<10:27,  1.16s/it]

train:  98%|█████████▊| 3461/3515 [1:13:26<01:02,  1.16s/it]
overall:  87%|████████▋ | 3462/4000 [1:13:29<10:25,  1.16s/it]

train:  98%|█████████▊| 3462/3515 [1:13:27<01:01,  1.16s/it]
overall:  87%|████████▋ | 3463/4000 [1:13:31<10:35,  1.18s/it]

train:  99%|█████████▊| 3463/3515 [1:13:29<01:01,  1.18s/it]
overall:  87%|████████▋ | 3464/4000 [1:13:32<10:42,  1.20s/it]

train:  99%|█████████▊| 3464/3515 [1:13:30<01:01,  1.20s/it]
overall:  87%|████████▋ | 3465/4000 [1:13:33<10:46,  1.21s/it]

train:  99%|█████████▊| 3465/3515 [1:13:31<01:00,  1.21s/it]
overall:  87%|████████▋ | 3466/4000 [1:13:34<10:46,  1.21s/it]

train:  99%|█████████▊| 3466/3515 [1:13:32<00:59,  1.21s/it]
overall:  87%|████████▋ | 3467/4000 [1:13:36<10:56,  1.23s/it]

train:  99%|█████████▊| 3467/3515 [1:13:34<00:59,  1.23s/it]
overall:  87%|████████▋ | 3468/4000 [1:13:37<11:02,  1.25s/it]

train:  99%|█████████▊| 3468/3515 [1:13:35<00:58,  1.25s/it]
overall:  87%|████████▋ | 3469/4000 [1:13:38<10:58,  1.24s/it]

train:  99%|█████████▊| 3469/3515 [1:13:36<00:57,  1.24s/it]
overall:  87%|████████▋ | 3470/4000 [1:13:39<10:52,  1.23s/it]

train:  99%|█████████▊| 3470/3515 [1:13:37<00:55,  1.23s/it]
overall:  87%|████████▋ | 3471/4000 [1:13:40<09:01,  1.02s/it]

train:  99%|█████████▊| 3471/3515 [1:13:38<00:45,  1.02s/it]
overall:  87%|████████▋ | 3472/4000 [1:13:41<09:02,  1.03s/it]

train:  99%|█████████▉| 3472/3515 [1:13:39<00:44,  1.03s/it]
overall:  87%|████████▋ | 3473/4000 [1:13:42<09:30,  1.08s/it]

train:  99%|█████████▉| 3473/3515 [1:13:40<00:45,  1.08s/it]
overall:  87%|████████▋ | 3474/4000 [1:13:43<09:30,  1.08s/it]

train:  99%|█████████▉| 3474/3515 [1:13:41<00:44,  1.08s/it]
overall:  87%|████████▋ | 3475/4000 [1:13:44<10:06,  1.16s/it]

train:  99%|█████████▉| 3475/3515 [1:13:42<00:46,  1.16s/it]
overall:  87%|████████▋ | 3476/4000 [1:13:45<08:35,  1.02it/s]

train:  99%|█████████▉| 3476/3515 [1:13:43<00:38,  1.02it/s]
overall:  87%|████████▋ | 3477/4000 [1:13:46<09:21,  1.07s/it]

train:  99%|█████████▉| 3477/3515 [1:13:44<00:40,  1.07s/it]
overall:  87%|████████▋ | 3478/4000 [1:13:48<09:43,  1.12s/it]

train:  99%|█████████▉| 3478/3515 [1:13:46<00:41,  1.12s/it]
overall:  87%|████████▋ | 3479/4000 [1:13:48<09:02,  1.04s/it]

train:  99%|█████████▉| 3479/3515 [1:13:46<00:37,  1.04s/it]
overall:  87%|████████▋ | 3480/4000 [1:13:49<08:15,  1.05it/s]

train:  99%|█████████▉| 3480/3515 [1:13:47<00:33,  1.05it/s]
overall:  87%|████████▋ | 3481/4000 [1:13:50<08:56,  1.03s/it]

train:  99%|█████████▉| 3481/3515 [1:13:48<00:35,  1.03s/it]
overall:  87%|████████▋ | 3482/4000 [1:13:52<09:13,  1.07s/it]

train:  99%|█████████▉| 3482/3515 [1:13:50<00:35,  1.07s/it]
overall:  87%|████████▋ | 3483/4000 [1:13:53<09:34,  1.11s/it]

train:  99%|█████████▉| 3483/3515 [1:13:51<00:35,  1.11s/it]
overall:  87%|████████▋ | 3484/4000 [1:13:54<10:18,  1.20s/it]

train:  99%|█████████▉| 3484/3515 [1:13:52<00:37,  1.20s/it]
overall:  87%|████████▋ | 3485/4000 [1:13:55<10:21,  1.21s/it]

train:  99%|█████████▉| 3485/3515 [1:13:53<00:36,  1.21s/it]
overall:  87%|████████▋ | 3486/4000 [1:13:57<10:11,  1.19s/it]

train:  99%|█████████▉| 3486/3515 [1:13:55<00:34,  1.19s/it]
overall:  87%|████████▋ | 3487/4000 [1:13:57<08:47,  1.03s/it]

train:  99%|█████████▉| 3487/3515 [1:13:55<00:28,  1.03s/it]
overall:  87%|████████▋ | 3488/4000 [1:13:58<09:06,  1.07s/it]

train:  99%|█████████▉| 3488/3515 [1:13:56<00:28,  1.07s/it]
overall:  87%|████████▋ | 3489/4000 [1:14:00<09:26,  1.11s/it]

train:  99%|█████████▉| 3489/3515 [1:13:58<00:28,  1.11s/it]
overall:  87%|████████▋ | 3490/4000 [1:14:00<08:28,  1.00it/s]

train:  99%|█████████▉| 3490/3515 [1:13:58<00:24,  1.00it/s]
overall:  87%|████████▋ | 3491/4000 [1:14:01<08:55,  1.05s/it]

train:  99%|█████████▉| 3491/3515 [1:13:59<00:25,  1.05s/it]
overall:  87%|████████▋ | 3492/4000 [1:14:02<08:37,  1.02s/it]

train:  99%|█████████▉| 3492/3515 [1:14:00<00:23,  1.02s/it]
overall:  87%|████████▋ | 3493/4000 [1:14:04<09:30,  1.13s/it]

train:  99%|█████████▉| 3493/3515 [1:14:02<00:24,  1.13s/it]
overall:  87%|████████▋ | 3494/4000 [1:14:05<09:52,  1.17s/it]

train:  99%|█████████▉| 3494/3515 [1:14:03<00:24,  1.17s/it]
overall:  87%|████████▋ | 3495/4000 [1:14:06<10:08,  1.20s/it]

train:  99%|█████████▉| 3495/3515 [1:14:04<00:24,  1.20s/it]
overall:  87%|████████▋ | 3496/4000 [1:14:08<10:10,  1.21s/it]

train:  99%|█████████▉| 3496/3515 [1:14:06<00:23,  1.21s/it]
overall:  87%|████████▋ | 3497/4000 [1:14:09<10:20,  1.23s/it]

train:  99%|█████████▉| 3497/3515 [1:14:07<00:22,  1.23s/it]
overall:  87%|████████▋ | 3498/4000 [1:14:10<10:27,  1.25s/it]

train: 100%|█████████▉| 3498/3515 [1:14:08<00:21,  1.25s/it]
overall:  87%|████████▋ | 3499/4000 [1:14:11<10:19,  1.24s/it]

train: 100%|█████████▉| 3499/3515 [1:14:09<00:19,  1.24s/it]
overall:  88%|████████▊ | 3500/4000 [1:14:13<10:10,  1.22s/it]

train: 100%|█████████▉| 3500/3515 [1:14:11<00:18,  1.22s/it]
overall:  88%|████████▊ | 3501/4000 [1:14:14<10:12,  1.23s/it]

train: 100%|█████████▉| 3501/3515 [1:14:12<00:17,  1.23s/it]
overall:  88%|████████▊ | 3502/4000 [1:14:15<10:09,  1.22s/it]

train: 100%|█████████▉| 3502/3515 [1:14:13<00:15,  1.22s/it]
overall:  88%|████████▊ | 3503/4000 [1:14:15<07:46,  1.06it/s]

train: 100%|█████████▉| 3503/3515 [1:14:13<00:11,  1.06it/s]
overall:  88%|████████▊ | 3504/4000 [1:14:17<08:36,  1.04s/it]

train: 100%|█████████▉| 3504/3515 [1:14:15<00:11,  1.04s/it]
overall:  88%|████████▊ | 3505/4000 [1:14:18<08:59,  1.09s/it]

train: 100%|█████████▉| 3505/3515 [1:14:16<00:10,  1.09s/it]
overall:  88%|████████▊ | 3506/4000 [1:14:19<09:24,  1.14s/it]

train: 100%|█████████▉| 3506/3515 [1:14:17<00:10,  1.14s/it]
overall:  88%|████████▊ | 3507/4000 [1:14:20<09:44,  1.19s/it]

train: 100%|█████████▉| 3507/3515 [1:14:18<00:09,  1.19s/it]
overall:  88%|████████▊ | 3508/4000 [1:14:22<09:49,  1.20s/it]

train: 100%|█████████▉| 3508/3515 [1:14:20<00:08,  1.20s/it]
overall:  88%|████████▊ | 3509/4000 [1:14:23<09:42,  1.19s/it]

train: 100%|█████████▉| 3509/3515 [1:14:21<00:07,  1.19s/it]
overall:  88%|████████▊ | 3510/4000 [1:14:23<07:58,  1.02it/s]

train: 100%|█████████▉| 3510/3515 [1:14:21<00:04,  1.02it/s]
overall:  88%|████████▊ | 3511/4000 [1:14:24<07:24,  1.10it/s]

train: 100%|█████████▉| 3511/3515 [1:14:22<00:03,  1.10it/s]
overall:  88%|████████▊ | 3512/4000 [1:14:25<08:09,  1.00s/it]

train: 100%|█████████▉| 3512/3515 [1:14:23<00:03,  1.00s/it]
overall:  88%|████████▊ | 3513/4000 [1:14:26<08:27,  1.04s/it]

train: 100%|█████████▉| 3513/3515 [1:14:24<00:02,  1.04s/it]
overall:  88%|████████▊ | 3514/4000 [1:14:27<08:53,  1.10s/it]

train: 100%|█████████▉| 3514/3515 [1:14:26<00:01,  1.10s/it]
overall:  88%|████████▊ | 3515/4000 [1:14:29<09:15,  1.15s/it]

train: 100%|██████████| 3515/3515 [1:14:27<00:00,  1.15s/it]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!!!
403-128339-0009 Failed!!!
403-128339-0009 Failed!!!

train: 100%|██████████| 3515/3515 [1:14:27<00:00,  1.27s/it]
dev loss: 14.468957901000977
dev per: 1.0154162330905308
train loss: 10.768926620483398
train per: 0.7797330952492834
train loss: 7.5044074058532715
train per: 0.6934712255522724
train loss: 5.644286155700684
train per: 0.6901721003800845
train loss: 4.950382709503174
train per: 0.6673874679989064
train loss: 6.178935527801514
train per: 0.7793819727794105
train loss: 7.043173313140869
train per: 0.7658835600220989
train loss: 6.937955379486084
train per: 0.7545211977468129
train loss: 5.598553657531738
train per: 0.6857632188344268
train loss: 5.461930274963379
train per: 0.7331724050311269
train loss: 5.301599025726318
train per: 0.7389906165254746
train loss: 6.2914581298828125
train per: 0.7213472510714379
train loss: 7.1120805740356445
train per: 0.7551208666445905
train loss: 8.005091667175293
train per: 0.753904611512744
train loss: 9.162581443786621
train per: 0.7758080832410039
train loss: 6.317174434661865
train per: 0.6987417615338526
train loss: 21.76032066345215
train per: 1.0843892485578255
train loss: 13.731054306030273
train per: 0.8668199826950226
train loss: 10.530792236328125
train per: 0.7879958657348164
train loss: 9.87672233581543
train per: 0.7965388446215139
train loss: 6.625593662261963
train per: 0.6861663757998836
train loss: 6.038037300109863
train per: 0.7127190653212958
train loss: 5.591810703277588
train per: 0.7516451312108698
train loss: 6.354498863220215
train per: 0.7716038649742915
train loss: 5.371368408203125
train per: 0.6935874486680004
train loss: 6.8629469871521
train per: 0.7336261703849266
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.


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

word -> phonemes:  13%|█▎        | 464/3515 [00:00<00:00, 4629.88it/s]

word -> phonemes:  27%|██▋       | 942/3515 [00:00<00:00, 4716.83it/s]

word -> phonemes:  41%|████▏     | 1452/3515 [00:00<00:00, 4889.75it/s]

word -> phonemes:  55%|█████▌    | 1941/3515 [00:00<00:00, 4773.10it/s]

word -> phonemes:  69%|██████▉   | 2419/3515 [00:00<00:00, 4753.35it/s]

word -> phonemes:  83%|████████▎ | 2902/3515 [00:00<00:00, 4777.69it/s]

word -> phonemes:  96%|█████████▌| 3380/3515 [00:00<00:00, 4625.60it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:00<00:00, 4710.59it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:  88%|████████▊ | 3516/4000 [1:14:33<17:17,  2.14s/it]

train:   0%|          | 1/3515 [00:02<2:26:27,  2.50s/it]
overall:  88%|████████▊ | 3517/4000 [1:14:35<15:34,  1.93s/it]

train:   0%|          | 2/3515 [00:03<1:50:05,  1.88s/it]
overall:  88%|████████▊ | 3518/4000 [1:14:36<14:03,  1.75s/it]

train:   0%|          | 3/3515 [00:05<1:35:07,  1.63s/it]
overall:  88%|████████▊ | 3519/4000 [1:14:37<12:39,  1.58s/it]

train:   0%|          | 4/3515 [00:06<1:24:48,  1.45s/it]
overall:  88%|████████▊ | 3520/4000 [1:14:38<11:51,  1.48s/it]

train:   0%|          | 5/3515 [00:07<1:20:44,  1.38s/it]
overall:  88%|████████▊ | 3521/4000 [1:14:40<11:23,  1.43s/it]

train:   0%|          | 6/3515 [00:09<1:19:03,  1.35s/it]
overall:  88%|████████▊ | 3522/4000 [1:14:41<10:43,  1.35s/it]

train:   0%|          | 7/3515 [00:10<1:15:20,  1.29s/it]
overall:  88%|████████▊ | 3523/4000 [1:14:41<08:31,  1.07s/it]

train:   0%|          | 8/3515 [00:10<59:26,  1.02s/it]  
overall:  88%|████████▊ | 3524/4000 [1:14:43<09:02,  1.14s/it]

train:   0%|          | 9/3515 [00:11<1:04:26,  1.10s/it]
overall:  88%|████████▊ | 3525/4000 [1:14:44<09:01,  1.14s/it]

train:   0%|          | 10/3515 [00:13<1:05:06,  1.11s/it]
overall:  88%|████████▊ | 3526/4000 [1:14:45<09:24,  1.19s/it]

train:   0%|          | 11/3515 [00:14<1:08:35,  1.17s/it]
overall:  88%|████████▊ | 3527/4000 [1:14:46<09:14,  1.17s/it]

train:   0%|          | 12/3515 [00:15<1:07:49,  1.16s/it]
overall:  88%|████████▊ | 3528/4000 [1:14:47<09:19,  1.19s/it]

train:   0%|          | 13/3515 [00:16<1:08:43,  1.18s/it]
overall:  88%|████████▊ | 3529/4000 [1:14:49<09:21,  1.19s/it]

train:   0%|          | 14/3515 [00:17<1:09:14,  1.19s/it]
overall:  88%|████████▊ | 3530/4000 [1:14:50<09:19,  1.19s/it]

train:   0%|          | 15/3515 [00:19<1:09:11,  1.19s/it]
overall:  88%|████████▊ | 3531/4000 [1:14:51<09:22,  1.20s/it]

train:   0%|          | 16/3515 [00:20<1:09:48,  1.20s/it]
overall:  88%|████████▊ | 3532/4000 [1:14:52<09:30,  1.22s/it]

train:   0%|          | 17/3515 [00:21<1:10:56,  1.22s/it]
overall:  88%|████████▊ | 3533/4000 [1:14:53<09:25,  1.21s/it]

train:   1%|          | 18/3515 [00:22<1:10:32,  1.21s/it]
overall:  88%|████████▊ | 3534/4000 [1:14:55<09:25,  1.21s/it]

train:   1%|          | 19/3515 [00:23<1:10:37,  1.21s/it]
overall:  88%|████████▊ | 3535/4000 [1:14:56<09:35,  1.24s/it]

train:   1%|          | 20/3515 [00:25<1:12:00,  1.24s/it]
overall:  88%|████████▊ | 3536/4000 [1:14:57<09:47,  1.27s/it]

train:   1%|          | 21/3515 [00:26<1:13:41,  1.27s/it]
overall:  88%|████████▊ | 3537/4000 [1:14:59<09:47,  1.27s/it]

train:   1%|          | 22/3515 [00:27<1:13:53,  1.27s/it]
overall:  88%|████████▊ | 3538/4000 [1:15:00<09:42,  1.26s/it]

train:   1%|          | 23/3515 [00:29<1:13:21,  1.26s/it]
overall:  88%|████████▊ | 3539/4000 [1:15:01<09:42,  1.26s/it]

train:   1%|          | 24/3515 [00:30<1:13:30,  1.26s/it]
overall:  88%|████████▊ | 3540/4000 [1:15:02<09:42,  1.27s/it]

train:   1%|          | 25/3515 [00:31<1:13:37,  1.27s/it]
overall:  89%|████████▊ | 3541/4000 [1:15:04<09:38,  1.26s/it]

train:   1%|          | 26/3515 [00:32<1:13:19,  1.26s/it]
overall:  89%|████████▊ | 3542/4000 [1:15:05<09:16,  1.21s/it]

train:   1%|          | 27/3515 [00:34<1:10:34,  1.21s/it]
overall:  89%|████████▊ | 3543/4000 [1:15:06<09:15,  1.22s/it]

train:   1%|          | 28/3515 [00:35<1:10:36,  1.22s/it]
overall:  89%|████████▊ | 3544/4000 [1:15:07<09:01,  1.19s/it]

train:   1%|          | 29/3515 [00:36<1:09:01,  1.19s/it]
overall:  89%|████████▊ | 3545/4000 [1:15:08<09:15,  1.22s/it]

train:   1%|          | 30/3515 [00:37<1:10:51,  1.22s/it]
overall:  89%|████████▊ | 3546/4000 [1:15:10<09:00,  1.19s/it]

train:   1%|          | 31/3515 [00:38<1:09:11,  1.19s/it]
overall:  89%|████████▊ | 3547/4000 [1:15:10<07:14,  1.04it/s]

train:   1%|          | 32/3515 [00:39<55:44,  1.04it/s]  
overall:  89%|████████▊ | 3548/4000 [1:15:11<08:05,  1.07s/it]

train:   1%|          | 33/3515 [00:40<1:02:21,  1.07s/it]
overall:  89%|████████▊ | 3549/4000 [1:15:13<08:31,  1.13s/it]

train:   1%|          | 34/3515 [00:41<1:05:47,  1.13s/it]
overall:  89%|████████▉ | 3550/4000 [1:15:14<08:41,  1.16s/it]

train:   1%|          | 35/3515 [00:43<1:07:12,  1.16s/it]
overall:  89%|████████▉ | 3551/4000 [1:15:15<08:39,  1.16s/it]

train:   1%|          | 36/3515 [00:44<1:07:02,  1.16s/it]
overall:  89%|████████▉ | 3552/4000 [1:15:16<08:44,  1.17s/it]

train:   1%|          | 37/3515 [00:45<1:07:53,  1.17s/it]
overall:  89%|████████▉ | 3553/4000 [1:15:17<08:50,  1.19s/it]

train:   1%|          | 38/3515 [00:46<1:08:47,  1.19s/it]
overall:  89%|████████▉ | 3554/4000 [1:15:19<09:04,  1.22s/it]

train:   1%|          | 39/3515 [00:47<1:10:40,  1.22s/it]
overall:  89%|████████▉ | 3555/4000 [1:15:20<09:03,  1.22s/it]

train:   1%|          | 40/3515 [00:49<1:10:47,  1.22s/it]
overall:  89%|████████▉ | 3556/4000 [1:15:21<09:05,  1.23s/it]

train:   1%|          | 41/3515 [00:50<1:11:08,  1.23s/it]
overall:  89%|████████▉ | 3557/4000 [1:15:22<09:03,  1.23s/it]

train:   1%|          | 42/3515 [00:51<1:10:58,  1.23s/it]
overall:  89%|████████▉ | 3558/4000 [1:15:23<08:33,  1.16s/it]

train:   1%|          | 43/3515 [00:52<1:07:14,  1.16s/it]
overall:  89%|████████▉ | 3559/4000 [1:15:25<08:32,  1.16s/it]

train:   1%|▏         | 44/3515 [00:53<1:07:16,  1.16s/it]
overall:  89%|████████▉ | 3560/4000 [1:15:26<08:55,  1.22s/it]

train:   1%|▏         | 45/3515 [00:55<1:10:20,  1.22s/it]
overall:  89%|████████▉ | 3561/4000 [1:15:27<08:53,  1.22s/it]

train:   1%|▏         | 46/3515 [00:56<1:10:16,  1.22s/it]
overall:  89%|████████▉ | 3562/4000 [1:15:28<07:34,  1.04s/it]

train:   1%|▏         | 47/3515 [00:56<59:55,  1.04s/it]  
overall:  89%|████████▉ | 3563/4000 [1:15:29<07:11,  1.01it/s]

train:   1%|▏         | 48/3515 [00:57<56:59,  1.01it/s]
overall:  89%|████████▉ | 3564/4000 [1:15:30<07:47,  1.07s/it]

train:   1%|▏         | 49/3515 [00:59<1:01:56,  1.07s/it]
overall:  89%|████████▉ | 3565/4000 [1:15:31<08:14,  1.14s/it]

train:   1%|▏         | 50/3515 [01:00<1:05:40,  1.14s/it]
overall:  89%|████████▉ | 3566/4000 [1:15:32<08:14,  1.14s/it]

train:   1%|▏         | 51/3515 [01:01<1:05:44,  1.14s/it]
overall:  89%|████████▉ | 3567/4000 [1:15:34<08:31,  1.18s/it]

train:   1%|▏         | 52/3515 [01:02<1:08:13,  1.18s/it]
overall:  89%|████████▉ | 3568/4000 [1:15:35<08:24,  1.17s/it]

train:   2%|▏         | 53/3515 [01:03<1:07:20,  1.17s/it]
overall:  89%|████████▉ | 3569/4000 [1:15:36<08:33,  1.19s/it]

train:   2%|▏         | 54/3515 [01:05<1:08:41,  1.19s/it]
overall:  89%|████████▉ | 3570/4000 [1:15:37<08:22,  1.17s/it]

train:   2%|▏         | 55/3515 [01:06<1:07:23,  1.17s/it]
overall:  89%|████████▉ | 3571/4000 [1:15:38<08:36,  1.20s/it]

train:   2%|▏         | 56/3515 [01:07<1:09:21,  1.20s/it]
overall:  89%|████████▉ | 3572/4000 [1:15:40<08:54,  1.25s/it]

train:   2%|▏         | 57/3515 [01:08<1:11:55,  1.25s/it]
overall:  89%|████████▉ | 3573/4000 [1:15:41<08:57,  1.26s/it]

train:   2%|▏         | 58/3515 [01:10<1:12:34,  1.26s/it]
overall:  89%|████████▉ | 3574/4000 [1:15:42<09:03,  1.27s/it]

train:   2%|▏         | 59/3515 [01:11<1:13:25,  1.27s/it]
overall:  89%|████████▉ | 3575/4000 [1:15:44<09:02,  1.28s/it]

train:   2%|▏         | 60/3515 [01:12<1:13:32,  1.28s/it]
overall:  89%|████████▉ | 3576/4000 [1:15:45<08:57,  1.27s/it]

train:   2%|▏         | 61/3515 [01:14<1:12:58,  1.27s/it]
overall:  89%|████████▉ | 3577/4000 [1:15:46<08:56,  1.27s/it]

train:   2%|▏         | 62/3515 [01:15<1:13:02,  1.27s/it]
overall:  89%|████████▉ | 3578/4000 [1:15:47<08:49,  1.26s/it]

train:   2%|▏         | 63/3515 [01:16<1:12:15,  1.26s/it]
overall:  89%|████████▉ | 3579/4000 [1:15:49<08:44,  1.25s/it]

train:   2%|▏         | 64/3515 [01:17<1:11:39,  1.25s/it]
overall:  90%|████████▉ | 3580/4000 [1:15:50<08:39,  1.24s/it]

train:   2%|▏         | 65/3515 [01:18<1:11:05,  1.24s/it]
overall:  90%|████████▉ | 3581/4000 [1:15:51<08:22,  1.20s/it]

train:   2%|▏         | 66/3515 [01:20<1:08:59,  1.20s/it]
overall:  90%|████████▉ | 3582/4000 [1:15:52<08:23,  1.20s/it]

train:   2%|▏         | 67/3515 [01:21<1:09:14,  1.20s/it]
overall:  90%|████████▉ | 3583/4000 [1:15:53<08:33,  1.23s/it]

train:   2%|▏         | 68/3515 [01:22<1:10:43,  1.23s/it]
overall:  90%|████████▉ | 3584/4000 [1:15:55<08:28,  1.22s/it]

train:   2%|▏         | 69/3515 [01:23<1:10:11,  1.22s/it]
overall:  90%|████████▉ | 3585/4000 [1:15:55<07:42,  1.11s/it]

train:   2%|▏         | 70/3515 [01:24<1:03:58,  1.11s/it]
overall:  90%|████████▉ | 3586/4000 [1:15:57<07:40,  1.11s/it]

train:   2%|▏         | 71/3515 [01:25<1:03:53,  1.11s/it]
overall:  90%|████████▉ | 3587/4000 [1:15:58<08:01,  1.17s/it]

train:   2%|▏         | 72/3515 [01:27<1:06:56,  1.17s/it]
overall:  90%|████████▉ | 3588/4000 [1:15:59<08:13,  1.20s/it]

train:   2%|▏         | 73/3515 [01:28<1:08:42,  1.20s/it]
overall:  90%|████████▉ | 3589/4000 [1:16:00<08:22,  1.22s/it]

train:   2%|▏         | 74/3515 [01:29<1:10:08,  1.22s/it]
overall:  90%|████████▉ | 3590/4000 [1:16:02<08:32,  1.25s/it]

train:   2%|▏         | 75/3515 [01:30<1:11:39,  1.25s/it]
overall:  90%|████████▉ | 3591/4000 [1:16:03<08:34,  1.26s/it]

train:   2%|▏         | 76/3515 [01:32<1:12:05,  1.26s/it]
overall:  90%|████████▉ | 3592/4000 [1:16:04<08:24,  1.24s/it]

train:   2%|▏         | 77/3515 [01:33<1:10:54,  1.24s/it]
overall:  90%|████████▉ | 3593/4000 [1:16:05<08:33,  1.26s/it]

train:   2%|▏         | 78/3515 [01:34<1:12:12,  1.26s/it]
overall:  90%|████████▉ | 3594/4000 [1:16:07<08:13,  1.22s/it]

train:   2%|▏         | 79/3515 [01:35<1:09:36,  1.22s/it]
overall:  90%|████████▉ | 3595/4000 [1:16:08<08:01,  1.19s/it]

train:   2%|▏         | 80/3515 [01:36<1:08:02,  1.19s/it]
overall:  90%|████████▉ | 3596/4000 [1:16:09<08:03,  1.20s/it]

train:   2%|▏         | 81/3515 [01:38<1:08:26,  1.20s/it]
overall:  90%|████████▉ | 3597/4000 [1:16:10<08:11,  1.22s/it]

train:   2%|▏         | 82/3515 [01:39<1:09:51,  1.22s/it]
overall:  90%|████████▉ | 3598/4000 [1:16:11<08:21,  1.25s/it]

train:   2%|▏         | 83/3515 [01:40<1:11:24,  1.25s/it]
overall:  90%|████████▉ | 3599/4000 [1:16:13<08:24,  1.26s/it]

train:   2%|▏         | 84/3515 [01:42<1:11:59,  1.26s/it]
overall:  90%|█████████ | 3600/4000 [1:16:14<08:31,  1.28s/it]

train:   2%|▏         | 85/3515 [01:43<1:13:06,  1.28s/it]
overall:  90%|█████████ | 3601/4000 [1:16:15<08:31,  1.28s/it]

train:   2%|▏         | 86/3515 [01:44<1:13:13,  1.28s/it]
overall:  90%|█████████ | 3602/4000 [1:16:17<08:16,  1.25s/it]

train:   2%|▏         | 87/3515 [01:45<1:11:15,  1.25s/it]
overall:  90%|█████████ | 3603/4000 [1:16:18<08:14,  1.25s/it]

train:   3%|▎         | 88/3515 [01:47<1:11:10,  1.25s/it]
overall:  90%|█████████ | 3604/4000 [1:16:19<07:59,  1.21s/it]

train:   3%|▎         | 89/3515 [01:48<1:09:08,  1.21s/it]
overall:  90%|█████████ | 3605/4000 [1:16:20<07:54,  1.20s/it]

train:   3%|▎         | 90/3515 [01:49<1:08:38,  1.20s/it]
overall:  90%|█████████ | 3606/4000 [1:16:21<07:49,  1.19s/it]

train:   3%|▎         | 91/3515 [01:50<1:07:55,  1.19s/it]
overall:  90%|█████████ | 3607/4000 [1:16:22<07:51,  1.20s/it]

train:   3%|▎         | 92/3515 [01:51<1:08:23,  1.20s/it]
overall:  90%|█████████ | 3608/4000 [1:16:24<08:04,  1.24s/it]

train:   3%|▎         | 93/3515 [01:53<1:10:30,  1.24s/it]
overall:  90%|█████████ | 3609/4000 [1:16:24<06:23,  1.02it/s]

train:   3%|▎         | 94/3515 [01:53<55:51,  1.02it/s]  
overall:  90%|█████████ | 3610/4000 [1:16:25<06:20,  1.02it/s]

train:   3%|▎         | 95/3515 [01:54<55:37,  1.02it/s]
overall:  90%|█████████ | 3611/4000 [1:16:26<06:40,  1.03s/it]

train:   3%|▎         | 96/3515 [01:55<58:38,  1.03s/it]
overall:  90%|█████████ | 3612/4000 [1:16:27<06:49,  1.05s/it]

train:   3%|▎         | 97/3515 [01:56<1:00:05,  1.05s/it]
overall:  90%|█████████ | 3613/4000 [1:16:29<07:00,  1.09s/it]

train:   3%|▎         | 98/3515 [01:57<1:01:56,  1.09s/it]
overall:  90%|█████████ | 3614/4000 [1:16:30<07:10,  1.12s/it]

train:   3%|▎         | 99/3515 [01:59<1:03:29,  1.12s/it]
overall:  90%|█████████ | 3615/4000 [1:16:31<07:17,  1.14s/it]

train:   3%|▎         | 100/3515 [02:00<1:04:44,  1.14s/it]
overall:  90%|█████████ | 3616/4000 [1:16:32<07:30,  1.17s/it]

train:   3%|▎         | 101/3515 [02:01<1:06:41,  1.17s/it]
overall:  90%|█████████ | 3617/4000 [1:16:33<07:37,  1.19s/it]

train:   3%|▎         | 102/3515 [02:02<1:07:53,  1.19s/it]
overall:  90%|█████████ | 3618/4000 [1:16:35<07:44,  1.22s/it]

train:   3%|▎         | 103/3515 [02:04<1:09:11,  1.22s/it]
overall:  90%|█████████ | 3619/4000 [1:16:35<06:34,  1.03s/it]

train:   3%|▎         | 104/3515 [02:04<58:49,  1.03s/it]  
overall:  90%|█████████ | 3620/4000 [1:16:36<05:41,  1.11it/s]

train:   3%|▎         | 105/3515 [02:05<51:08,  1.11it/s]
overall:  91%|█████████ | 3621/4000 [1:16:36<04:28,  1.41it/s]

train:   3%|▎         | 106/3515 [02:05<40:10,  1.41it/s]
overall:  91%|█████████ | 3622/4000 [1:16:37<05:25,  1.16it/s]

train:   3%|▎         | 107/3515 [02:06<48:52,  1.16it/s]
overall:  91%|█████████ | 3623/4000 [1:16:39<06:14,  1.01it/s]

train:   3%|▎         | 108/3515 [02:07<56:25,  1.01it/s]
overall:  91%|█████████ | 3624/4000 [1:16:40<06:30,  1.04s/it]

train:   3%|▎         | 109/3515 [02:09<58:56,  1.04s/it]
overall:  91%|█████████ | 3625/4000 [1:16:40<05:23,  1.16it/s]

train:   3%|▎         | 110/3515 [02:09<49:01,  1.16it/s]
overall:  91%|█████████ | 3626/4000 [1:16:42<06:12,  1.00it/s]

train:   3%|▎         | 111/3515 [02:10<56:33,  1.00it/s]
overall:  91%|█████████ | 3627/4000 [1:16:43<06:30,  1.05s/it]

train:   3%|▎         | 112/3515 [02:12<59:18,  1.05s/it]
overall:  91%|█████████ | 3628/4000 [1:16:44<06:58,  1.13s/it]

train:   3%|▎         | 113/3515 [02:13<1:03:48,  1.13s/it]
overall:  91%|█████████ | 3629/4000 [1:16:45<07:08,  1.15s/it]

train:   3%|▎         | 114/3515 [02:14<1:05:24,  1.15s/it]
overall:  91%|█████████ | 3630/4000 [1:16:46<05:29,  1.12it/s]

train:   3%|▎         | 115/3515 [02:14<50:30,  1.12it/s]  
overall:  91%|█████████ | 3631/4000 [1:16:47<06:06,  1.01it/s]

train:   3%|▎         | 116/3515 [02:16<56:13,  1.01it/s]
overall:  91%|█████████ | 3632/4000 [1:16:48<06:33,  1.07s/it]

train:   3%|▎         | 117/3515 [02:17<1:00:36,  1.07s/it]
overall:  91%|█████████ | 3633/4000 [1:16:49<06:17,  1.03s/it]

train:   3%|▎         | 118/3515 [02:18<58:14,  1.03s/it]  
overall:  91%|█████████ | 3634/4000 [1:16:50<06:37,  1.08s/it]

train:   3%|▎         | 119/3515 [02:19<1:01:24,  1.08s/it]
overall:  91%|█████████ | 3635/4000 [1:16:51<06:23,  1.05s/it]

train:   3%|▎         | 120/3515 [02:20<59:25,  1.05s/it]  
overall:  91%|█████████ | 3636/4000 [1:16:52<06:41,  1.10s/it]

train:   3%|▎         | 121/3515 [02:21<1:02:25,  1.10s/it]
overall:  91%|█████████ | 3637/4000 [1:16:53<06:35,  1.09s/it]

train:   3%|▎         | 122/3515 [02:22<1:01:37,  1.09s/it]
overall:  91%|█████████ | 3638/4000 [1:16:55<06:46,  1.12s/it]

train:   3%|▎         | 123/3515 [02:23<1:03:25,  1.12s/it]
overall:  91%|█████████ | 3639/4000 [1:16:56<07:01,  1.17s/it]

train:   4%|▎         | 124/3515 [02:25<1:06:01,  1.17s/it]
overall:  91%|█████████ | 3640/4000 [1:16:57<06:52,  1.15s/it]

train:   4%|▎         | 125/3515 [02:26<1:04:43,  1.15s/it]
overall:  91%|█████████ | 3641/4000 [1:16:57<05:33,  1.08it/s]

train:   4%|▎         | 126/3515 [02:26<52:29,  1.08it/s]  
overall:  91%|█████████ | 3642/4000 [1:16:59<06:05,  1.02s/it]

train:   4%|▎         | 127/3515 [02:27<57:38,  1.02s/it]
overall:  91%|█████████ | 3643/4000 [1:17:00<06:07,  1.03s/it]

train:   4%|▎         | 128/3515 [02:29<58:02,  1.03s/it]
overall:  91%|█████████ | 3644/4000 [1:17:01<06:33,  1.10s/it]

train:   4%|▎         | 129/3515 [02:30<1:02:18,  1.10s/it]
overall:  91%|█████████ | 3645/4000 [1:17:02<06:20,  1.07s/it]

train:   4%|▎         | 130/3515 [02:31<1:00:27,  1.07s/it]
overall:  91%|█████████ | 3646/4000 [1:17:03<06:43,  1.14s/it]

train:   4%|▎         | 131/3515 [02:32<1:04:20,  1.14s/it]
overall:  91%|█████████ | 3647/4000 [1:17:04<06:40,  1.13s/it]

train:   4%|▍         | 132/3515 [02:33<1:03:54,  1.13s/it]
overall:  91%|█████████ | 3648/4000 [1:17:06<06:58,  1.19s/it]

train:   4%|▍         | 133/3515 [02:35<1:07:04,  1.19s/it]
overall:  91%|█████████ | 3649/4000 [1:17:07<06:57,  1.19s/it]

train:   4%|▍         | 134/3515 [02:36<1:06:57,  1.19s/it]
overall:  91%|█████████▏| 3650/4000 [1:17:08<07:00,  1.20s/it]

train:   4%|▍         | 135/3515 [02:37<1:07:40,  1.20s/it]
overall:  91%|█████████▏| 3651/4000 [1:17:09<07:05,  1.22s/it]

train:   4%|▍         | 136/3515 [02:38<1:08:37,  1.22s/it]
overall:  91%|█████████▏| 3652/4000 [1:17:11<06:50,  1.18s/it]

train:   4%|▍         | 137/3515 [02:39<1:06:22,  1.18s/it]
overall:  91%|█████████▏| 3653/4000 [1:17:12<06:54,  1.20s/it]

train:   4%|▍         | 138/3515 [02:41<1:07:17,  1.20s/it]
overall:  91%|█████████▏| 3654/4000 [1:17:13<06:58,  1.21s/it]

train:   4%|▍         | 139/3515 [02:42<1:08:05,  1.21s/it]
overall:  91%|█████████▏| 3655/4000 [1:17:14<06:59,  1.22s/it]

train:   4%|▍         | 140/3515 [02:43<1:08:20,  1.22s/it]
overall:  91%|█████████▏| 3656/4000 [1:17:15<06:55,  1.21s/it]

train:   4%|▍         | 141/3515 [02:44<1:07:55,  1.21s/it]
overall:  91%|█████████▏| 3657/4000 [1:17:16<06:40,  1.17s/it]

train:   4%|▍         | 142/3515 [02:45<1:05:37,  1.17s/it]
overall:  91%|█████████▏| 3658/4000 [1:17:18<06:52,  1.21s/it]

train:   4%|▍         | 143/3515 [02:47<1:07:46,  1.21s/it]
overall:  91%|█████████▏| 3659/4000 [1:17:19<06:50,  1.20s/it]

train:   4%|▍         | 144/3515 [02:48<1:07:40,  1.20s/it]
overall:  92%|█████████▏| 3660/4000 [1:17:20<06:56,  1.23s/it]

train:   4%|▍         | 145/3515 [02:49<1:08:51,  1.23s/it]
overall:  92%|█████████▏| 3661/4000 [1:17:22<07:04,  1.25s/it]

train:   4%|▍         | 146/3515 [02:50<1:10:15,  1.25s/it]
overall:  92%|█████████▏| 3662/4000 [1:17:22<05:24,  1.04it/s]

train:   4%|▍         | 147/3515 [02:51<53:49,  1.04it/s]  
overall:  92%|█████████▏| 3663/4000 [1:17:22<04:24,  1.27it/s]

train:   4%|▍         | 148/3515 [02:51<44:04,  1.27it/s]
overall:  92%|█████████▏| 3664/4000 [1:17:23<05:08,  1.09it/s]

train:   4%|▍         | 149/3515 [02:52<51:26,  1.09it/s]
overall:  92%|█████████▏| 3665/4000 [1:17:25<05:36,  1.01s/it]

train:   4%|▍         | 150/3515 [02:53<56:24,  1.01s/it]
overall:  92%|█████████▏| 3666/4000 [1:17:26<06:04,  1.09s/it]

train:   4%|▍         | 151/3515 [02:55<1:01:11,  1.09s/it]
overall:  92%|█████████▏| 3667/4000 [1:17:27<06:22,  1.15s/it]

train:   4%|▍         | 152/3515 [02:56<1:04:22,  1.15s/it]
overall:  92%|█████████▏| 3668/4000 [1:17:28<06:28,  1.17s/it]

train:   4%|▍         | 153/3515 [02:57<1:05:36,  1.17s/it]
overall:  92%|█████████▏| 3669/4000 [1:17:30<06:40,  1.21s/it]

train:   4%|▍         | 154/3515 [02:59<1:07:42,  1.21s/it]
overall:  92%|█████████▏| 3670/4000 [1:17:31<06:46,  1.23s/it]

train:   4%|▍         | 155/3515 [03:00<1:08:56,  1.23s/it]
overall:  92%|█████████▏| 3671/4000 [1:17:32<06:49,  1.24s/it]

train:   4%|▍         | 156/3515 [03:01<1:09:41,  1.24s/it]
overall:  92%|█████████▏| 3672/4000 [1:17:34<06:48,  1.24s/it]

train:   4%|▍         | 157/3515 [03:02<1:09:37,  1.24s/it]
overall:  92%|█████████▏| 3673/4000 [1:17:35<06:49,  1.25s/it]

train:   4%|▍         | 158/3515 [03:04<1:10:00,  1.25s/it]
overall:  92%|█████████▏| 3674/4000 [1:17:36<06:52,  1.27s/it]

train:   5%|▍         | 159/3515 [03:05<1:10:48,  1.27s/it]
overall:  92%|█████████▏| 3675/4000 [1:17:37<06:36,  1.22s/it]

train:   5%|▍         | 160/3515 [03:06<1:08:13,  1.22s/it]
overall:  92%|█████████▏| 3676/4000 [1:17:39<06:44,  1.25s/it]

train:   5%|▍         | 161/3515 [03:07<1:09:42,  1.25s/it]
overall:  92%|█████████▏| 3677/4000 [1:17:39<06:05,  1.13s/it]

train:   5%|▍         | 162/3515 [03:08<1:03:11,  1.13s/it]
overall:  92%|█████████▏| 3678/4000 [1:17:41<06:03,  1.13s/it]

train:   5%|▍         | 163/3515 [03:09<1:03:06,  1.13s/it]
overall:  92%|█████████▏| 3679/4000 [1:17:41<05:16,  1.02it/s]

train:   5%|▍         | 164/3515 [03:10<55:00,  1.02it/s]  
overall:  92%|█████████▏| 3680/4000 [1:17:42<05:39,  1.06s/it]

train:   5%|▍         | 165/3515 [03:11<59:09,  1.06s/it]
overall:  92%|█████████▏| 3681/4000 [1:17:44<05:53,  1.11s/it]

train:   5%|▍         | 166/3515 [03:12<1:01:53,  1.11s/it]
overall:  92%|█████████▏| 3682/4000 [1:17:45<05:59,  1.13s/it]

train:   5%|▍         | 167/3515 [03:14<1:03:03,  1.13s/it]
overall:  92%|█████████▏| 3683/4000 [1:17:46<06:07,  1.16s/it]

train:   5%|▍         | 168/3515 [03:15<1:04:37,  1.16s/it]
overall:  92%|█████████▏| 3684/4000 [1:17:47<06:11,  1.18s/it]

train:   5%|▍         | 169/3515 [03:16<1:05:33,  1.18s/it]
overall:  92%|█████████▏| 3685/4000 [1:17:49<06:20,  1.21s/it]

train:   5%|▍         | 170/3515 [03:17<1:07:23,  1.21s/it]
overall:  92%|█████████▏| 3686/4000 [1:17:50<06:30,  1.24s/it]

train:   5%|▍         | 171/3515 [03:19<1:09:13,  1.24s/it]
overall:  92%|█████████▏| 3687/4000 [1:17:51<06:22,  1.22s/it]

train:   5%|▍         | 172/3515 [03:20<1:08:08,  1.22s/it]
overall:  92%|█████████▏| 3688/4000 [1:17:52<06:25,  1.24s/it]

train:   5%|▍         | 173/3515 [03:21<1:08:52,  1.24s/it]
overall:  92%|█████████▏| 3689/4000 [1:17:54<06:20,  1.22s/it]

train:   5%|▍         | 174/3515 [03:22<1:08:03,  1.22s/it]
overall:  92%|█████████▏| 3690/4000 [1:17:55<06:20,  1.23s/it]

train:   5%|▍         | 175/3515 [03:24<1:08:16,  1.23s/it]
overall:  92%|█████████▏| 3691/4000 [1:17:56<06:18,  1.23s/it]

train:   5%|▌         | 176/3515 [03:25<1:08:13,  1.23s/it]
overall:  92%|█████████▏| 3692/4000 [1:17:57<05:48,  1.13s/it]

train:   5%|▌         | 177/3515 [03:26<1:02:53,  1.13s/it]
overall:  92%|█████████▏| 3693/4000 [1:17:57<04:42,  1.09it/s]

train:   5%|▌         | 178/3515 [03:26<51:13,  1.09it/s]  
overall:  92%|█████████▏| 3694/4000 [1:17:59<05:13,  1.02s/it]

train:   5%|▌         | 179/3515 [03:27<56:57,  1.02s/it]
overall:  92%|█████████▏| 3695/4000 [1:18:00<05:36,  1.10s/it]

train:   5%|▌         | 180/3515 [03:29<1:01:16,  1.10s/it]
overall:  92%|█████████▏| 3696/4000 [1:18:01<05:53,  1.16s/it]

train:   5%|▌         | 181/3515 [03:30<1:04:37,  1.16s/it]
overall:  92%|█████████▏| 3697/4000 [1:18:02<04:55,  1.02it/s]

train:   5%|▌         | 182/3515 [03:30<54:15,  1.02it/s]  
overall:  92%|█████████▏| 3698/4000 [1:18:03<05:11,  1.03s/it]

train:   5%|▌         | 183/3515 [03:32<57:16,  1.03s/it]
overall:  92%|█████████▏| 3699/4000 [1:18:04<05:28,  1.09s/it]

train:   5%|▌         | 184/3515 [03:33<1:00:31,  1.09s/it]
overall:  92%|█████████▎| 3700/4000 [1:18:05<05:42,  1.14s/it]

train:   5%|▌         | 185/3515 [03:34<1:03:24,  1.14s/it]
overall:  93%|█████████▎| 3701/4000 [1:18:06<04:33,  1.09it/s]

train:   5%|▌         | 186/3515 [03:35<50:42,  1.09it/s]  
overall:  93%|█████████▎| 3702/4000 [1:18:07<04:58,  1.00s/it]

train:   5%|▌         | 187/3515 [03:36<55:30,  1.00s/it]
overall:  93%|█████████▎| 3703/4000 [1:18:08<05:15,  1.06s/it]

train:   5%|▌         | 188/3515 [03:37<58:51,  1.06s/it]
overall:  93%|█████████▎| 3704/4000 [1:18:09<05:18,  1.08s/it]

train:   5%|▌         | 189/3515 [03:38<59:40,  1.08s/it]
overall:  93%|█████████▎| 3705/4000 [1:18:11<05:37,  1.14s/it]

train:   5%|▌         | 190/3515 [03:39<1:03:20,  1.14s/it]
overall:  93%|█████████▎| 3706/4000 [1:18:12<05:43,  1.17s/it]

train:   5%|▌         | 191/3515 [03:41<1:04:40,  1.17s/it]
overall:  93%|█████████▎| 3707/4000 [1:18:13<05:52,  1.20s/it]

train:   5%|▌         | 192/3515 [03:42<1:06:40,  1.20s/it]
overall:  93%|█████████▎| 3708/4000 [1:18:14<05:53,  1.21s/it]

train:   5%|▌         | 193/3515 [03:43<1:07:03,  1.21s/it]
overall:  93%|█████████▎| 3709/4000 [1:18:16<05:54,  1.22s/it]

train:   6%|▌         | 194/3515 [03:44<1:07:23,  1.22s/it]
overall:  93%|█████████▎| 3710/4000 [1:18:17<05:47,  1.20s/it]

train:   6%|▌         | 195/3515 [03:45<1:06:13,  1.20s/it]
overall:  93%|█████████▎| 3711/4000 [1:18:18<05:49,  1.21s/it]

train:   6%|▌         | 196/3515 [03:47<1:06:48,  1.21s/it]
overall:  93%|█████████▎| 3712/4000 [1:18:19<05:49,  1.21s/it]

train:   6%|▌         | 197/3515 [03:48<1:07:11,  1.21s/it]
overall:  93%|█████████▎| 3713/4000 [1:18:20<05:57,  1.25s/it]

train:   6%|▌         | 198/3515 [03:49<1:08:53,  1.25s/it]
overall:  93%|█████████▎| 3714/4000 [1:18:22<05:50,  1.23s/it]

train:   6%|▌         | 199/3515 [03:50<1:07:44,  1.23s/it]
overall:  93%|█████████▎| 3715/4000 [1:18:23<05:49,  1.23s/it]

train:   6%|▌         | 200/3515 [03:52<1:07:50,  1.23s/it]
overall:  93%|█████████▎| 3716/4000 [1:18:24<05:53,  1.24s/it]

train:   6%|▌         | 201/3515 [03:53<1:08:45,  1.24s/it]
overall:  93%|█████████▎| 3717/4000 [1:18:25<05:49,  1.23s/it]

train:   6%|▌         | 202/3515 [03:54<1:08:09,  1.23s/it]
overall:  93%|█████████▎| 3718/4000 [1:18:27<05:47,  1.23s/it]

train:   6%|▌         | 203/3515 [03:55<1:08:06,  1.23s/it]
overall:  93%|█████████▎| 3719/4000 [1:18:28<05:49,  1.24s/it]

train:   6%|▌         | 204/3515 [03:57<1:08:37,  1.24s/it]
overall:  93%|█████████▎| 3720/4000 [1:18:29<05:41,  1.22s/it]

train:   6%|▌         | 205/3515 [03:58<1:07:19,  1.22s/it]
overall:  93%|█████████▎| 3721/4000 [1:18:30<04:51,  1.04s/it]

train:   6%|▌         | 206/3515 [03:58<57:32,  1.04s/it]  
overall:  93%|█████████▎| 3722/4000 [1:18:31<04:57,  1.07s/it]

train:   6%|▌         | 207/3515 [04:00<59:05,  1.07s/it]
overall:  93%|█████████▎| 3723/4000 [1:18:32<05:14,  1.13s/it]

train:   6%|▌         | 208/3515 [04:01<1:02:33,  1.13s/it]
overall:  93%|█████████▎| 3724/4000 [1:18:33<05:21,  1.16s/it]

train:   6%|▌         | 209/3515 [04:02<1:04:08,  1.16s/it]
overall:  93%|█████████▎| 3725/4000 [1:18:35<05:26,  1.19s/it]

train:   6%|▌         | 210/3515 [04:03<1:05:27,  1.19s/it]
overall:  93%|█████████▎| 3726/4000 [1:18:36<05:33,  1.22s/it]

train:   6%|▌         | 211/3515 [04:05<1:06:59,  1.22s/it]
overall:  93%|█████████▎| 3727/4000 [1:18:37<05:25,  1.19s/it]

train:   6%|▌         | 212/3515 [04:06<1:05:42,  1.19s/it]
overall:  93%|█████████▎| 3728/4000 [1:18:38<04:49,  1.07s/it]

train:   6%|▌         | 213/3515 [04:07<58:38,  1.07s/it]  
overall:  93%|█████████▎| 3729/4000 [1:18:39<05:06,  1.13s/it]

train:   6%|▌         | 214/3515 [04:08<1:02:14,  1.13s/it]
overall:  93%|█████████▎| 3730/4000 [1:18:40<04:44,  1.05s/it]

train:   6%|▌         | 215/3515 [04:09<57:53,  1.05s/it]  
overall:  93%|█████████▎| 3731/4000 [1:18:41<04:50,  1.08s/it]

train:   6%|▌         | 216/3515 [04:10<59:18,  1.08s/it]
overall:  93%|█████████▎| 3732/4000 [1:18:42<05:03,  1.13s/it]

train:   6%|▌         | 217/3515 [04:11<1:02:17,  1.13s/it]
overall:  93%|█████████▎| 3733/4000 [1:18:44<05:18,  1.19s/it]

train:   6%|▌         | 218/3515 [04:12<1:05:34,  1.19s/it]
overall:  93%|█████████▎| 3734/4000 [1:18:44<04:42,  1.06s/it]

train:   6%|▌         | 219/3515 [04:13<58:24,  1.06s/it]  
overall:  93%|█████████▎| 3735/4000 [1:18:46<04:48,  1.09s/it]

train:   6%|▋         | 220/3515 [04:14<59:52,  1.09s/it]
overall:  93%|█████████▎| 3736/4000 [1:18:47<04:58,  1.13s/it]

train:   6%|▋         | 221/3515 [04:16<1:02:10,  1.13s/it]
overall:  93%|█████████▎| 3737/4000 [1:18:48<05:12,  1.19s/it]

train:   6%|▋         | 222/3515 [04:17<1:05:15,  1.19s/it]
overall:  93%|█████████▎| 3738/4000 [1:18:49<05:15,  1.20s/it]

train:   6%|▋         | 223/3515 [04:18<1:05:58,  1.20s/it]
overall:  93%|█████████▎| 3739/4000 [1:18:50<04:18,  1.01it/s]

train:   6%|▋         | 224/3515 [04:19<54:21,  1.01it/s]  
overall:  94%|█████████▎| 3740/4000 [1:18:51<04:37,  1.07s/it]

train:   6%|▋         | 225/3515 [04:20<58:32,  1.07s/it]
overall:  94%|█████████▎| 3741/4000 [1:18:52<04:05,  1.06it/s]

train:   6%|▋         | 226/3515 [04:21<51:52,  1.06it/s]
overall:  94%|█████████▎| 3742/4000 [1:18:53<04:32,  1.05s/it]

train:   6%|▋         | 227/3515 [04:22<57:47,  1.05s/it]
overall:  94%|█████████▎| 3743/4000 [1:18:54<04:32,  1.06s/it]

train:   6%|▋         | 228/3515 [04:23<58:04,  1.06s/it]
overall:  94%|█████████▎| 3744/4000 [1:18:55<04:41,  1.10s/it]

train:   7%|▋         | 229/3515 [04:24<1:00:14,  1.10s/it]
overall:  94%|█████████▎| 3745/4000 [1:18:57<04:54,  1.15s/it]

train:   7%|▋         | 230/3515 [04:25<1:03:13,  1.15s/it]
overall:  94%|█████████▎| 3746/4000 [1:18:58<04:42,  1.11s/it]

train:   7%|▋         | 231/3515 [04:26<1:00:56,  1.11s/it]
overall:  94%|█████████▎| 3747/4000 [1:18:59<04:50,  1.15s/it]

train:   7%|▋         | 232/3515 [04:28<1:02:48,  1.15s/it]
overall:  94%|█████████▎| 3748/4000 [1:19:00<04:50,  1.15s/it]

train:   7%|▋         | 233/3515 [04:29<1:02:57,  1.15s/it]
overall:  94%|█████████▎| 3749/4000 [1:19:01<04:51,  1.16s/it]

train:   7%|▋         | 234/3515 [04:30<1:03:25,  1.16s/it]
overall:  94%|█████████▍| 3750/4000 [1:19:02<04:55,  1.18s/it]

train:   7%|▋         | 235/3515 [04:31<1:04:40,  1.18s/it]
overall:  94%|█████████▍| 3751/4000 [1:19:03<04:42,  1.14s/it]

train:   7%|▋         | 236/3515 [04:32<1:02:06,  1.14s/it]
overall:  94%|█████████▍| 3752/4000 [1:19:04<04:26,  1.07s/it]

train:   7%|▋         | 237/3515 [04:33<58:39,  1.07s/it]  
overall:  94%|█████████▍| 3753/4000 [1:19:06<04:36,  1.12s/it]

train:   7%|▋         | 238/3515 [04:34<1:01:10,  1.12s/it]
overall:  94%|█████████▍| 3754/4000 [1:19:07<04:41,  1.14s/it]

train:   7%|▋         | 239/3515 [04:36<1:02:25,  1.14s/it]
overall:  94%|█████████▍| 3755/4000 [1:19:08<04:46,  1.17s/it]

train:   7%|▋         | 240/3515 [04:37<1:03:45,  1.17s/it]
overall:  94%|█████████▍| 3756/4000 [1:19:08<03:51,  1.05it/s]

train:   7%|▋         | 241/3515 [04:37<51:45,  1.05it/s]  
overall:  94%|█████████▍| 3757/4000 [1:19:10<04:14,  1.05s/it]

train:   7%|▋         | 242/3515 [04:39<57:09,  1.05s/it]
overall:  94%|█████████▍| 3758/4000 [1:19:11<04:28,  1.11s/it]

train:   7%|▋         | 243/3515 [04:40<1:00:30,  1.11s/it]
overall:  94%|█████████▍| 3759/4000 [1:19:12<04:34,  1.14s/it]

train:   7%|▋         | 244/3515 [04:41<1:02:03,  1.14s/it]
overall:  94%|█████████▍| 3760/4000 [1:19:13<04:35,  1.15s/it]

train:   7%|▋         | 245/3515 [04:42<1:02:40,  1.15s/it]
overall:  94%|█████████▍| 3761/4000 [1:19:15<04:41,  1.18s/it]

train:   7%|▋         | 246/3515 [04:43<1:04:08,  1.18s/it]
overall:  94%|█████████▍| 3762/4000 [1:19:16<04:44,  1.19s/it]

train:   7%|▋         | 247/3515 [04:45<1:05:04,  1.19s/it]
overall:  94%|█████████▍| 3763/4000 [1:19:17<04:43,  1.20s/it]

train:   7%|▋         | 248/3515 [04:46<1:05:05,  1.20s/it]
overall:  94%|█████████▍| 3764/4000 [1:19:18<04:45,  1.21s/it]

train:   7%|▋         | 249/3515 [04:47<1:05:56,  1.21s/it]
overall:  94%|█████████▍| 3765/4000 [1:19:19<03:54,  1.00it/s]

train:   7%|▋         | 250/3515 [04:48<54:15,  1.00it/s]  
overall:  94%|█████████▍| 3766/4000 [1:19:20<04:09,  1.07s/it]

train:   7%|▋         | 251/3515 [04:49<58:07,  1.07s/it]
overall:  94%|█████████▍| 3767/4000 [1:19:21<04:13,  1.09s/it]

train:   7%|▋         | 252/3515 [04:50<59:12,  1.09s/it]
overall:  94%|█████████▍| 3768/4000 [1:19:22<04:25,  1.14s/it]

train:   7%|▋         | 253/3515 [04:51<1:02:07,  1.14s/it]
overall:  94%|█████████▍| 3769/4000 [1:19:24<04:36,  1.20s/it]

train:   7%|▋         | 254/3515 [04:53<1:05:03,  1.20s/it]
overall:  94%|█████████▍| 3770/4000 [1:19:25<04:36,  1.20s/it]

train:   7%|▋         | 255/3515 [04:54<1:05:22,  1.20s/it]
overall:  94%|█████████▍| 3771/4000 [1:19:26<04:30,  1.18s/it]

train:   7%|▋         | 256/3515 [04:55<1:04:05,  1.18s/it]
overall:  94%|█████████▍| 3772/4000 [1:19:27<04:31,  1.19s/it]

train:   7%|▋         | 257/3515 [04:56<1:04:41,  1.19s/it]
overall:  94%|█████████▍| 3773/4000 [1:19:29<04:30,  1.19s/it]

train:   7%|▋         | 258/3515 [04:57<1:04:42,  1.19s/it]
overall:  94%|█████████▍| 3774/4000 [1:19:30<04:35,  1.22s/it]

train:   7%|▋         | 259/3515 [04:59<1:06:11,  1.22s/it]
overall:  94%|█████████▍| 3775/4000 [1:19:31<04:30,  1.20s/it]

train:   7%|▋         | 260/3515 [05:00<1:05:12,  1.20s/it]
overall:  94%|█████████▍| 3776/4000 [1:19:32<04:34,  1.23s/it]

train:   7%|▋         | 261/3515 [05:01<1:06:27,  1.23s/it]
overall:  94%|█████████▍| 3777/4000 [1:19:33<04:34,  1.23s/it]

train:   7%|▋         | 262/3515 [05:02<1:06:37,  1.23s/it]
overall:  94%|█████████▍| 3778/4000 [1:19:35<04:26,  1.20s/it]

train:   7%|▋         | 263/3515 [05:03<1:05:05,  1.20s/it]
overall:  94%|█████████▍| 3779/4000 [1:19:35<03:55,  1.07s/it]

train:   8%|▊         | 264/3515 [05:04<57:49,  1.07s/it]  
overall:  94%|█████████▍| 3780/4000 [1:19:37<04:11,  1.14s/it]

train:   8%|▊         | 265/3515 [05:05<1:01:55,  1.14s/it]
overall:  95%|█████████▍| 3781/4000 [1:19:38<04:14,  1.16s/it]

train:   8%|▊         | 266/3515 [05:07<1:02:49,  1.16s/it]
overall:  95%|█████████▍| 3782/4000 [1:19:39<04:17,  1.18s/it]

train:   8%|▊         | 267/3515 [05:08<1:03:49,  1.18s/it]
overall:  95%|█████████▍| 3783/4000 [1:19:40<04:09,  1.15s/it]

train:   8%|▊         | 268/3515 [05:09<1:02:08,  1.15s/it]
overall:  95%|█████████▍| 3784/4000 [1:19:41<04:18,  1.20s/it]

train:   8%|▊         | 269/3515 [05:10<1:04:40,  1.20s/it]
overall:  95%|█████████▍| 3785/4000 [1:19:43<04:23,  1.23s/it]

train:   8%|▊         | 270/3515 [05:12<1:06:19,  1.23s/it]
overall:  95%|█████████▍| 3786/4000 [1:19:44<04:16,  1.20s/it]

train:   8%|▊         | 271/3515 [05:13<1:04:46,  1.20s/it]
overall:  95%|█████████▍| 3787/4000 [1:19:45<04:17,  1.21s/it]

train:   8%|▊         | 272/3515 [05:14<1:05:18,  1.21s/it]
overall:  95%|█████████▍| 3788/4000 [1:19:46<04:20,  1.23s/it]

train:   8%|▊         | 273/3515 [05:15<1:06:18,  1.23s/it]
overall:  95%|█████████▍| 3789/4000 [1:19:47<03:15,  1.08it/s]

train:   8%|▊         | 274/3515 [05:15<50:00,  1.08it/s]  
overall:  95%|█████████▍| 3790/4000 [1:19:48<03:29,  1.00it/s]

train:   8%|▊         | 275/3515 [05:17<53:49,  1.00it/s]
overall:  95%|█████████▍| 3791/4000 [1:19:49<03:35,  1.03s/it]

train:   8%|▊         | 276/3515 [05:18<55:34,  1.03s/it]
overall:  95%|█████████▍| 3792/4000 [1:19:50<03:43,  1.08s/it]

train:   8%|▊         | 277/3515 [05:19<58:03,  1.08s/it]
overall:  95%|█████████▍| 3793/4000 [1:19:50<02:55,  1.18it/s]

train:   8%|▊         | 278/3515 [05:19<45:40,  1.18it/s]
overall:  95%|█████████▍| 3794/4000 [1:19:52<03:18,  1.04it/s]

train:   8%|▊         | 279/3515 [05:20<52:03,  1.04it/s]
overall:  95%|█████████▍| 3795/4000 [1:19:53<03:33,  1.04s/it]

train:   8%|▊         | 280/3515 [05:22<56:06,  1.04s/it]
overall:  95%|█████████▍| 3796/4000 [1:19:54<03:48,  1.12s/it]

train:   8%|▊         | 281/3515 [05:23<1:00:21,  1.12s/it]
overall:  95%|█████████▍| 3797/4000 [1:19:55<03:55,  1.16s/it]

train:   8%|▊         | 282/3515 [05:24<1:02:30,  1.16s/it]
overall:  95%|█████████▍| 3798/4000 [1:19:57<03:59,  1.18s/it]

train:   8%|▊         | 283/3515 [05:25<1:03:45,  1.18s/it]
overall:  95%|█████████▍| 3799/4000 [1:19:58<04:02,  1.21s/it]

train:   8%|▊         | 284/3515 [05:27<1:05:06,  1.21s/it]
overall:  95%|█████████▌| 3800/4000 [1:19:59<04:07,  1.24s/it]

train:   8%|▊         | 285/3515 [05:28<1:06:29,  1.24s/it]
overall:  95%|█████████▌| 3801/4000 [1:20:00<04:05,  1.23s/it]

train:   8%|▊         | 286/3515 [05:29<1:06:25,  1.23s/it]
overall:  95%|█████████▌| 3802/4000 [1:20:02<03:56,  1.20s/it]

train:   8%|▊         | 287/3515 [05:30<1:04:22,  1.20s/it]
overall:  95%|█████████▌| 3803/4000 [1:20:03<03:57,  1.21s/it]

train:   8%|▊         | 288/3515 [05:32<1:04:58,  1.21s/it]
overall:  95%|█████████▌| 3804/4000 [1:20:04<03:59,  1.22s/it]

train:   8%|▊         | 289/3515 [05:33<1:05:41,  1.22s/it]
overall:  95%|█████████▌| 3805/4000 [1:20:05<04:01,  1.24s/it]

train:   8%|▊         | 290/3515 [05:34<1:06:34,  1.24s/it]
overall:  95%|█████████▌| 3806/4000 [1:20:06<03:26,  1.06s/it]

train:   8%|▊         | 291/3515 [05:35<57:05,  1.06s/it]  
overall:  95%|█████████▌| 3807/4000 [1:20:07<03:32,  1.10s/it]

train:   8%|▊         | 292/3515 [05:36<59:13,  1.10s/it]
overall:  95%|█████████▌| 3808/4000 [1:20:08<03:37,  1.13s/it]

train:   8%|▊         | 293/3515 [05:37<1:00:45,  1.13s/it]
overall:  95%|█████████▌| 3809/4000 [1:20:10<03:39,  1.15s/it]

train:   8%|▊         | 294/3515 [05:38<1:01:37,  1.15s/it]
overall:  95%|█████████▌| 3810/4000 [1:20:11<03:42,  1.17s/it]

train:   8%|▊         | 295/3515 [05:40<1:02:58,  1.17s/it]
overall:  95%|█████████▌| 3811/4000 [1:20:12<03:44,  1.19s/it]

train:   8%|▊         | 296/3515 [05:41<1:03:47,  1.19s/it]
overall:  95%|█████████▌| 3812/4000 [1:20:13<03:45,  1.20s/it]

train:   8%|▊         | 297/3515 [05:42<1:04:14,  1.20s/it]
overall:  95%|█████████▌| 3813/4000 [1:20:14<03:46,  1.21s/it]

train:   8%|▊         | 298/3515 [05:43<1:04:49,  1.21s/it]
overall:  95%|█████████▌| 3814/4000 [1:20:15<03:19,  1.07s/it]

train:   9%|▊         | 299/3515 [05:44<57:34,  1.07s/it]  
overall:  95%|█████████▌| 3815/4000 [1:20:17<03:30,  1.14s/it]

train:   9%|▊         | 300/3515 [05:45<1:01:00,  1.14s/it]
overall:  95%|█████████▌| 3816/4000 [1:20:18<03:36,  1.18s/it]

train:   9%|▊         | 301/3515 [05:47<1:03:01,  1.18s/it]
overall:  95%|█████████▌| 3817/4000 [1:20:19<03:43,  1.22s/it]

train:   9%|▊         | 302/3515 [05:48<1:05:27,  1.22s/it]
overall:  95%|█████████▌| 3818/4000 [1:20:20<03:40,  1.21s/it]

train:   9%|▊         | 303/3515 [05:49<1:04:47,  1.21s/it]
overall:  95%|█████████▌| 3819/4000 [1:20:22<03:42,  1.23s/it]

train:   9%|▊         | 304/3515 [05:50<1:05:45,  1.23s/it]
overall:  96%|█████████▌| 3820/4000 [1:20:23<03:39,  1.22s/it]

train:   9%|▊         | 305/3515 [05:52<1:05:15,  1.22s/it]
overall:  96%|█████████▌| 3821/4000 [1:20:24<03:33,  1.19s/it]

train:   9%|▊         | 306/3515 [05:53<1:03:45,  1.19s/it]
overall:  96%|█████████▌| 3822/4000 [1:20:25<03:30,  1.18s/it]

train:   9%|▊         | 307/3515 [05:54<1:03:16,  1.18s/it]
overall:  96%|█████████▌| 3823/4000 [1:20:26<03:29,  1.18s/it]

train:   9%|▉         | 308/3515 [05:55<1:03:14,  1.18s/it]
overall:  96%|█████████▌| 3824/4000 [1:20:27<03:24,  1.16s/it]

train:   9%|▉         | 309/3515 [05:56<1:01:59,  1.16s/it]
overall:  96%|█████████▌| 3825/4000 [1:20:29<03:23,  1.16s/it]

train:   9%|▉         | 310/3515 [05:57<1:02:00,  1.16s/it]
overall:  96%|█████████▌| 3826/4000 [1:20:30<03:27,  1.19s/it]

train:   9%|▉         | 311/3515 [05:59<1:03:33,  1.19s/it]
overall:  96%|█████████▌| 3827/4000 [1:20:31<03:28,  1.20s/it]

train:   9%|▉         | 312/3515 [06:00<1:04:13,  1.20s/it]
overall:  96%|█████████▌| 3828/4000 [1:20:32<03:33,  1.24s/it]

train:   9%|▉         | 313/3515 [06:01<1:06:09,  1.24s/it]
overall:  96%|█████████▌| 3829/4000 [1:20:33<03:26,  1.21s/it]

train:   9%|▉         | 314/3515 [06:02<1:04:33,  1.21s/it]
overall:  96%|█████████▌| 3830/4000 [1:20:35<03:23,  1.20s/it]

train:   9%|▉         | 315/3515 [06:03<1:03:57,  1.20s/it]
overall:  96%|█████████▌| 3831/4000 [1:20:35<02:53,  1.03s/it]

train:   9%|▉         | 316/3515 [06:04<54:51,  1.03s/it]  
overall:  96%|█████████▌| 3832/4000 [1:20:36<03:00,  1.08s/it]

train:   9%|▉         | 317/3515 [06:05<57:23,  1.08s/it]
overall:  96%|█████████▌| 3833/4000 [1:20:38<03:04,  1.11s/it]

train:   9%|▉         | 318/3515 [06:06<58:58,  1.11s/it]
overall:  96%|█████████▌| 3834/4000 [1:20:39<03:10,  1.15s/it]

train:   9%|▉         | 319/3515 [06:08<1:01:13,  1.15s/it]
overall:  96%|█████████▌| 3835/4000 [1:20:40<03:14,  1.18s/it]

train:   9%|▉         | 320/3515 [06:09<1:02:49,  1.18s/it]
overall:  96%|█████████▌| 3836/4000 [1:20:41<03:18,  1.21s/it]

train:   9%|▉         | 321/3515 [06:10<1:04:31,  1.21s/it]
overall:  96%|█████████▌| 3837/4000 [1:20:43<03:17,  1.21s/it]

train:   9%|▉         | 322/3515 [06:11<1:04:32,  1.21s/it]
overall:  96%|█████████▌| 3838/4000 [1:20:44<03:16,  1.21s/it]

train:   9%|▉         | 323/3515 [06:13<1:04:25,  1.21s/it]
overall:  96%|█████████▌| 3839/4000 [1:20:45<03:12,  1.20s/it]

train:   9%|▉         | 324/3515 [06:14<1:03:37,  1.20s/it]
overall:  96%|█████████▌| 3840/4000 [1:20:46<03:15,  1.22s/it]

train:   9%|▉         | 325/3515 [06:15<1:04:58,  1.22s/it]
overall:  96%|█████████▌| 3841/4000 [1:20:48<03:19,  1.26s/it]

train:   9%|▉         | 326/3515 [06:16<1:06:48,  1.26s/it]
overall:  96%|█████████▌| 3842/4000 [1:20:49<03:20,  1.27s/it]

train:   9%|▉         | 327/3515 [06:18<1:07:34,  1.27s/it]
overall:  96%|█████████▌| 3843/4000 [1:20:50<03:14,  1.24s/it]

train:   9%|▉         | 328/3515 [06:19<1:05:39,  1.24s/it]
overall:  96%|█████████▌| 3844/4000 [1:20:51<03:13,  1.24s/it]

train:   9%|▉         | 329/3515 [06:20<1:05:54,  1.24s/it]
overall:  96%|█████████▌| 3845/4000 [1:20:53<03:12,  1.24s/it]

train:   9%|▉         | 330/3515 [06:21<1:05:55,  1.24s/it]
overall:  96%|█████████▌| 3846/4000 [1:20:54<03:06,  1.21s/it]

train:   9%|▉         | 331/3515 [06:23<1:04:18,  1.21s/it]
overall:  96%|█████████▌| 3847/4000 [1:20:55<03:06,  1.22s/it]

train:   9%|▉         | 332/3515 [06:24<1:04:37,  1.22s/it]
overall:  96%|█████████▌| 3848/4000 [1:20:56<03:07,  1.23s/it]

train:   9%|▉         | 333/3515 [06:25<1:05:14,  1.23s/it]
overall:  96%|█████████▌| 3849/4000 [1:20:57<03:03,  1.22s/it]

train:  10%|▉         | 334/3515 [06:26<1:04:33,  1.22s/it]
overall:  96%|█████████▋| 3850/4000 [1:20:59<03:03,  1.22s/it]

train:  10%|▉         | 335/3515 [06:27<1:04:46,  1.22s/it]
overall:  96%|█████████▋| 3851/4000 [1:21:00<02:58,  1.20s/it]

train:  10%|▉         | 336/3515 [06:29<1:03:37,  1.20s/it]
overall:  96%|█████████▋| 3852/4000 [1:21:01<03:00,  1.22s/it]

train:  10%|▉         | 337/3515 [06:30<1:04:33,  1.22s/it]
overall:  96%|█████████▋| 3853/4000 [1:21:02<03:00,  1.23s/it]

train:  10%|▉         | 338/3515 [06:31<1:05:00,  1.23s/it]
overall:  96%|█████████▋| 3854/4000 [1:21:03<02:57,  1.21s/it]

train:  10%|▉         | 339/3515 [06:32<1:04:12,  1.21s/it]
overall:  96%|█████████▋| 3855/4000 [1:21:05<02:55,  1.21s/it]

train:  10%|▉         | 340/3515 [06:33<1:04:12,  1.21s/it]
overall:  96%|█████████▋| 3856/4000 [1:21:06<02:56,  1.22s/it]

train:  10%|▉         | 341/3515 [06:35<1:04:43,  1.22s/it]
overall:  96%|█████████▋| 3857/4000 [1:21:07<02:56,  1.24s/it]

train:  10%|▉         | 342/3515 [06:36<1:05:22,  1.24s/it]
overall:  96%|█████████▋| 3858/4000 [1:21:09<02:57,  1.25s/it]

train:  10%|▉         | 343/3515 [06:37<1:06:13,  1.25s/it]
overall:  96%|█████████▋| 3859/4000 [1:21:09<02:18,  1.02it/s]

train:  10%|▉         | 344/3515 [06:38<51:46,  1.02it/s]  
overall:  96%|█████████▋| 3860/4000 [1:21:10<02:33,  1.09s/it]

train:  10%|▉         | 345/3515 [06:39<57:44,  1.09s/it]
overall:  97%|█████████▋| 3861/4000 [1:21:11<02:39,  1.15s/it]

train:  10%|▉         | 346/3515 [06:40<1:00:43,  1.15s/it]
overall:  97%|█████████▋| 3862/4000 [1:21:13<02:43,  1.19s/it]

train:  10%|▉         | 347/3515 [06:42<1:02:37,  1.19s/it]
overall:  97%|█████████▋| 3863/4000 [1:21:14<02:37,  1.15s/it]

train:  10%|▉         | 348/3515 [06:43<1:00:45,  1.15s/it]
overall:  97%|█████████▋| 3864/4000 [1:21:14<02:15,  1.00it/s]

train:  10%|▉         | 349/3515 [06:43<52:42,  1.00it/s]  
overall:  97%|█████████▋| 3865/4000 [1:21:16<02:28,  1.10s/it]

train:  10%|▉         | 350/3515 [06:45<58:05,  1.10s/it]
overall:  97%|█████████▋| 3866/4000 [1:21:17<02:29,  1.11s/it]

train:  10%|▉         | 351/3515 [06:46<58:43,  1.11s/it]
overall:  97%|█████████▋| 3867/4000 [1:21:18<02:32,  1.15s/it]

train:  10%|█         | 352/3515 [06:47<1:00:27,  1.15s/it]
overall:  97%|█████████▋| 3868/4000 [1:21:19<02:33,  1.16s/it]

train:  10%|█         | 353/3515 [06:48<1:01:05,  1.16s/it]
overall:  97%|█████████▋| 3869/4000 [1:21:21<02:32,  1.16s/it]

train:  10%|█         | 354/3515 [06:49<1:01:16,  1.16s/it]
overall:  97%|█████████▋| 3870/4000 [1:21:21<02:22,  1.09s/it]

train:  10%|█         | 355/3515 [06:50<57:39,  1.09s/it]  
overall:  97%|█████████▋| 3871/4000 [1:21:23<02:26,  1.13s/it]

train:  10%|█         | 356/3515 [06:51<59:40,  1.13s/it]
overall:  97%|█████████▋| 3872/4000 [1:21:23<01:52,  1.14it/s]

train:  10%|█         | 357/3515 [06:52<46:04,  1.14it/s]
overall:  97%|█████████▋| 3873/4000 [1:21:24<02:01,  1.04it/s]

train:  10%|█         | 358/3515 [06:53<50:25,  1.04it/s]
overall:  97%|█████████▋| 3874/4000 [1:21:25<02:12,  1.05s/it]

train:  10%|█         | 359/3515 [06:54<55:11,  1.05s/it]
overall:  97%|█████████▋| 3875/4000 [1:21:26<01:47,  1.16it/s]

train:  10%|█         | 360/3515 [06:55<45:09,  1.16it/s]
overall:  97%|█████████▋| 3876/4000 [1:21:27<01:57,  1.05it/s]

train:  10%|█         | 361/3515 [06:56<49:55,  1.05it/s]
overall:  97%|█████████▋| 3877/4000 [1:21:28<02:11,  1.07s/it]

train:  10%|█         | 362/3515 [06:57<56:04,  1.07s/it]
overall:  97%|█████████▋| 3878/4000 [1:21:30<02:16,  1.12s/it]

train:  10%|█         | 363/3515 [06:58<58:43,  1.12s/it]
overall:  97%|█████████▋| 3879/4000 [1:21:31<02:14,  1.11s/it]

train:  10%|█         | 364/3515 [06:59<58:26,  1.11s/it]
overall:  97%|█████████▋| 3880/4000 [1:21:32<02:14,  1.12s/it]

train:  10%|█         | 365/3515 [07:01<58:54,  1.12s/it]
overall:  97%|█████████▋| 3881/4000 [1:21:33<02:18,  1.16s/it]

train:  10%|█         | 366/3515 [07:02<1:00:57,  1.16s/it]
overall:  97%|█████████▋| 3882/4000 [1:21:34<02:13,  1.13s/it]

train:  10%|█         | 367/3515 [07:03<59:15,  1.13s/it]  
overall:  97%|█████████▋| 3883/4000 [1:21:35<02:16,  1.16s/it]

train:  10%|█         | 368/3515 [07:04<1:01:04,  1.16s/it]
overall:  97%|█████████▋| 3884/4000 [1:21:37<02:21,  1.22s/it]

train:  10%|█         | 369/3515 [07:05<1:04:00,  1.22s/it]
overall:  97%|█████████▋| 3885/4000 [1:21:38<02:21,  1.23s/it]

train:  11%|█         | 370/3515 [07:07<1:04:20,  1.23s/it]
overall:  97%|█████████▋| 3886/4000 [1:21:39<02:21,  1.24s/it]

train:  11%|█         | 371/3515 [07:08<1:04:54,  1.24s/it]
overall:  97%|█████████▋| 3887/4000 [1:21:40<02:04,  1.10s/it]

train:  11%|█         | 372/3515 [07:09<57:41,  1.10s/it]  
overall:  97%|█████████▋| 3888/4000 [1:21:40<01:42,  1.09it/s]

train:  11%|█         | 373/3515 [07:09<47:54,  1.09it/s]
overall:  97%|█████████▋| 3889/4000 [1:21:42<01:53,  1.02s/it]

train:  11%|█         | 374/3515 [07:11<53:22,  1.02s/it]
overall:  97%|█████████▋| 3890/4000 [1:21:43<01:57,  1.07s/it]

train:  11%|█         | 375/3515 [07:12<56:00,  1.07s/it]
overall:  97%|█████████▋| 3891/4000 [1:21:44<02:03,  1.13s/it]

train:  11%|█         | 376/3515 [07:13<59:02,  1.13s/it]
overall:  97%|█████████▋| 3892/4000 [1:21:45<02:07,  1.18s/it]

train:  11%|█         | 377/3515 [07:14<1:01:58,  1.18s/it]
overall:  97%|█████████▋| 3893/4000 [1:21:47<02:08,  1.20s/it]

train:  11%|█         | 378/3515 [07:16<1:02:50,  1.20s/it]
overall:  97%|█████████▋| 3894/4000 [1:21:48<02:04,  1.18s/it]

train:  11%|█         | 379/3515 [07:17<1:01:30,  1.18s/it]
overall:  97%|█████████▋| 3895/4000 [1:21:49<02:03,  1.18s/it]

train:  11%|█         | 380/3515 [07:18<1:01:38,  1.18s/it]
overall:  97%|█████████▋| 3896/4000 [1:21:50<02:02,  1.18s/it]

train:  11%|█         | 381/3515 [07:19<1:01:23,  1.18s/it]
overall:  97%|█████████▋| 3897/4000 [1:21:51<02:02,  1.19s/it]

train:  11%|█         | 382/3515 [07:20<1:02:00,  1.19s/it]
overall:  97%|█████████▋| 3898/4000 [1:21:53<02:02,  1.20s/it]

train:  11%|█         | 383/3515 [07:21<1:02:32,  1.20s/it]
overall:  97%|█████████▋| 3899/4000 [1:21:54<01:53,  1.13s/it]

train:  11%|█         | 384/3515 [07:22<58:46,  1.13s/it]  
overall:  98%|█████████▊| 3900/4000 [1:21:55<01:57,  1.17s/it]

train:  11%|█         | 385/3515 [07:24<1:01:08,  1.17s/it]
overall:  98%|█████████▊| 3901/4000 [1:21:56<02:01,  1.22s/it]

train:  11%|█         | 386/3515 [07:25<1:03:44,  1.22s/it]
overall:  98%|█████████▊| 3902/4000 [1:21:57<01:59,  1.22s/it]

train:  11%|█         | 387/3515 [07:26<1:03:34,  1.22s/it]
overall:  98%|█████████▊| 3903/4000 [1:21:59<01:57,  1.22s/it]

train:  11%|█         | 388/3515 [07:27<1:03:21,  1.22s/it]
overall:  98%|█████████▊| 3904/4000 [1:22:00<01:59,  1.24s/it]

train:  11%|█         | 389/3515 [07:29<1:04:35,  1.24s/it]
overall:  98%|█████████▊| 3905/4000 [1:22:01<01:55,  1.22s/it]

train:  11%|█         | 390/3515 [07:30<1:03:31,  1.22s/it]
overall:  98%|█████████▊| 3906/4000 [1:22:02<01:52,  1.20s/it]

train:  11%|█         | 391/3515 [07:31<1:02:31,  1.20s/it]
overall:  98%|█████████▊| 3907/4000 [1:22:03<01:51,  1.20s/it]

train:  11%|█         | 392/3515 [07:32<1:02:15,  1.20s/it]
overall:  98%|█████████▊| 3908/4000 [1:22:05<01:54,  1.24s/it]

train:  11%|█         | 393/3515 [07:34<1:04:33,  1.24s/it]
overall:  98%|█████████▊| 3909/4000 [1:22:06<01:48,  1.19s/it]

train:  11%|█         | 394/3515 [07:35<1:01:57,  1.19s/it]
overall:  98%|█████████▊| 3910/4000 [1:22:07<01:48,  1.21s/it]

train:  11%|█         | 395/3515 [07:36<1:02:43,  1.21s/it]
overall:  98%|█████████▊| 3911/4000 [1:22:08<01:48,  1.21s/it]

train:  11%|█▏        | 396/3515 [07:37<1:03:08,  1.21s/it]
overall:  98%|█████████▊| 3912/4000 [1:22:09<01:35,  1.09s/it]

train:  11%|█▏        | 397/3515 [07:38<56:23,  1.09s/it]  
overall:  98%|█████████▊| 3913/4000 [1:22:10<01:32,  1.06s/it]

train:  11%|█▏        | 398/3515 [07:39<55:07,  1.06s/it]
overall:  98%|█████████▊| 3914/4000 [1:22:11<01:15,  1.14it/s]

train:  11%|█▏        | 399/3515 [07:39<45:42,  1.14it/s]
overall:  98%|█████████▊| 3915/4000 [1:22:12<01:24,  1.00it/s]

train:  11%|█▏        | 400/3515 [07:41<51:46,  1.00it/s]
overall:  98%|█████████▊| 3916/4000 [1:22:13<01:28,  1.05s/it]

train:  11%|█▏        | 401/3515 [07:42<54:25,  1.05s/it]
overall:  98%|█████████▊| 3917/4000 [1:22:14<01:31,  1.11s/it]

train:  11%|█▏        | 402/3515 [07:43<57:20,  1.11s/it]
overall:  98%|█████████▊| 3918/4000 [1:22:16<01:33,  1.14s/it]

train:  11%|█▏        | 403/3515 [07:44<59:20,  1.14s/it]
overall:  98%|█████████▊| 3919/4000 [1:22:17<01:33,  1.16s/it]

train:  11%|█▏        | 404/3515 [07:45<1:00:02,  1.16s/it]
overall:  98%|█████████▊| 3920/4000 [1:22:18<01:34,  1.18s/it]

train:  12%|█▏        | 405/3515 [07:47<1:01:06,  1.18s/it]
overall:  98%|█████████▊| 3921/4000 [1:22:19<01:34,  1.20s/it]

train:  12%|█▏        | 406/3515 [07:48<1:02:05,  1.20s/it]
overall:  98%|█████████▊| 3922/4000 [1:22:20<01:25,  1.10s/it]

train:  12%|█▏        | 407/3515 [07:49<56:53,  1.10s/it]  
overall:  98%|█████████▊| 3923/4000 [1:22:21<01:27,  1.14s/it]

train:  12%|█▏        | 408/3515 [07:50<59:01,  1.14s/it]
overall:  98%|█████████▊| 3924/4000 [1:22:22<01:23,  1.10s/it]

train:  12%|█▏        | 409/3515 [07:51<57:01,  1.10s/it]
overall:  98%|█████████▊| 3925/4000 [1:22:24<01:26,  1.15s/it]

train:  12%|█▏        | 410/3515 [07:52<59:27,  1.15s/it]
overall:  98%|█████████▊| 3926/4000 [1:22:25<01:22,  1.12s/it]

train:  12%|█▏        | 411/3515 [07:53<57:58,  1.12s/it]
overall:  98%|█████████▊| 3927/4000 [1:22:25<01:08,  1.06it/s]

train:  12%|█▏        | 412/3515 [07:54<48:52,  1.06it/s]
overall:  98%|█████████▊| 3928/4000 [1:22:26<01:16,  1.06s/it]

train:  12%|█▏        | 413/3515 [07:55<54:44,  1.06s/it]
overall:  98%|█████████▊| 3929/4000 [1:22:28<01:20,  1.13s/it]

train:  12%|█▏        | 414/3515 [07:57<58:28,  1.13s/it]
overall:  98%|█████████▊| 3930/4000 [1:22:29<01:20,  1.15s/it]

train:  12%|█▏        | 415/3515 [07:58<59:30,  1.15s/it]
overall:  98%|█████████▊| 3931/4000 [1:22:30<01:17,  1.12s/it]

train:  12%|█▏        | 416/3515 [07:59<57:52,  1.12s/it]
overall:  98%|█████████▊| 3932/4000 [1:22:31<01:16,  1.12s/it]

train:  12%|█▏        | 417/3515 [08:00<57:44,  1.12s/it]
overall:  98%|█████████▊| 3933/4000 [1:22:32<01:15,  1.12s/it]

train:  12%|█▏        | 418/3515 [08:01<57:48,  1.12s/it]
overall:  98%|█████████▊| 3934/4000 [1:22:34<01:17,  1.18s/it]

train:  12%|█▏        | 419/3515 [08:02<1:00:38,  1.18s/it]
overall:  98%|█████████▊| 3935/4000 [1:22:35<01:15,  1.17s/it]

train:  12%|█▏        | 420/3515 [08:03<1:00:12,  1.17s/it]
overall:  98%|█████████▊| 3936/4000 [1:22:36<01:14,  1.17s/it]

train:  12%|█▏        | 421/3515 [08:05<1:00:12,  1.17s/it]
overall:  98%|█████████▊| 3937/4000 [1:22:37<01:13,  1.17s/it]

train:  12%|█▏        | 422/3515 [08:06<1:00:11,  1.17s/it]
overall:  98%|█████████▊| 3938/4000 [1:22:38<01:12,  1.17s/it]

train:  12%|█▏        | 423/3515 [08:07<1:00:11,  1.17s/it]
overall:  98%|█████████▊| 3939/4000 [1:22:39<01:11,  1.16s/it]

train:  12%|█▏        | 424/3515 [08:08<59:58,  1.16s/it]  
overall:  98%|█████████▊| 3940/4000 [1:22:41<01:12,  1.21s/it]

train:  12%|█▏        | 425/3515 [08:09<1:02:05,  1.21s/it]
overall:  99%|█████████▊| 3941/4000 [1:22:42<01:09,  1.18s/it]

train:  12%|█▏        | 426/3515 [08:11<1:00:32,  1.18s/it]
overall:  99%|█████████▊| 3942/4000 [1:22:43<01:10,  1.21s/it]

train:  12%|█▏        | 427/3515 [08:12<1:02:23,  1.21s/it]
overall:  99%|█████████▊| 3943/4000 [1:22:44<01:08,  1.21s/it]

train:  12%|█▏        | 428/3515 [08:13<1:02:11,  1.21s/it]
overall:  99%|█████████▊| 3944/4000 [1:22:45<00:58,  1.04s/it]

train:  12%|█▏        | 429/3515 [08:14<53:29,  1.04s/it]  
overall:  99%|█████████▊| 3945/4000 [1:22:46<00:50,  1.10it/s]

train:  12%|█▏        | 430/3515 [08:14<46:47,  1.10it/s]
overall:  99%|█████████▊| 3946/4000 [1:22:47<00:54,  1.01s/it]

train:  12%|█▏        | 431/3515 [08:16<51:50,  1.01s/it]
overall:  99%|█████████▊| 3947/4000 [1:22:48<00:56,  1.06s/it]

train:  12%|█▏        | 432/3515 [08:17<54:20,  1.06s/it]
overall:  99%|█████████▊| 3948/4000 [1:22:49<00:56,  1.08s/it]

train:  12%|█▏        | 433/3515 [08:18<55:24,  1.08s/it]
overall:  99%|█████████▊| 3949/4000 [1:22:50<00:57,  1.12s/it]

train:  12%|█▏        | 434/3515 [08:19<57:33,  1.12s/it]
overall:  99%|█████████▉| 3950/4000 [1:22:52<00:57,  1.16s/it]

train:  12%|█▏        | 435/3515 [08:20<59:20,  1.16s/it]
overall:  99%|█████████▉| 3951/4000 [1:22:53<00:57,  1.18s/it]

train:  12%|█▏        | 436/3515 [08:22<1:00:24,  1.18s/it]
overall:  99%|█████████▉| 3952/4000 [1:22:53<00:46,  1.04it/s]

train:  12%|█▏        | 437/3515 [08:22<49:26,  1.04it/s]  
overall:  99%|█████████▉| 3953/4000 [1:22:54<00:48,  1.03s/it]

train:  12%|█▏        | 438/3515 [08:23<52:50,  1.03s/it]
overall:  99%|█████████▉| 3954/4000 [1:22:56<00:50,  1.10s/it]

train:  12%|█▏        | 439/3515 [08:24<56:35,  1.10s/it]
overall:  99%|█████████▉| 3955/4000 [1:22:57<00:50,  1.11s/it]

train:  13%|█▎        | 440/3515 [08:26<57:04,  1.11s/it]
overall:  99%|█████████▉| 3956/4000 [1:22:58<00:49,  1.12s/it]

train:  13%|█▎        | 441/3515 [08:27<57:36,  1.12s/it]
overall:  99%|█████████▉| 3957/4000 [1:22:59<00:50,  1.17s/it]

train:  13%|█▎        | 442/3515 [08:28<1:00:01,  1.17s/it]
overall:  99%|█████████▉| 3958/4000 [1:23:00<00:50,  1.19s/it]

train:  13%|█▎        | 443/3515 [08:29<1:00:57,  1.19s/it]
overall:  99%|█████████▉| 3959/4000 [1:23:02<00:48,  1.18s/it]

train:  13%|█▎        | 444/3515 [08:30<1:00:29,  1.18s/it]
overall:  99%|█████████▉| 3960/4000 [1:23:03<00:47,  1.18s/it]

train:  13%|█▎        | 445/3515 [08:32<1:00:34,  1.18s/it]
overall:  99%|█████████▉| 3961/4000 [1:23:04<00:47,  1.22s/it]

train:  13%|█▎        | 446/3515 [08:33<1:02:09,  1.22s/it]
overall:  99%|█████████▉| 3962/4000 [1:23:05<00:46,  1.23s/it]

train:  13%|█▎        | 447/3515 [08:34<1:02:44,  1.23s/it]
overall:  99%|█████████▉| 3963/4000 [1:23:06<00:36,  1.01it/s]

train:  13%|█▎        | 448/3515 [08:35<50:44,  1.01it/s]  
overall:  99%|█████████▉| 3964/4000 [1:23:07<00:36,  1.03s/it]

train:  13%|█▎        | 449/3515 [08:36<52:29,  1.03s/it]
overall:  99%|█████████▉| 3965/4000 [1:23:08<00:38,  1.10s/it]

train:  13%|█▎        | 450/3515 [08:37<56:01,  1.10s/it]
overall:  99%|█████████▉| 3966/4000 [1:23:09<00:38,  1.12s/it]

train:  13%|█▎        | 451/3515 [08:38<57:07,  1.12s/it]
overall:  99%|█████████▉| 3967/4000 [1:23:11<00:38,  1.17s/it]

train:  13%|█▎        | 452/3515 [08:39<59:36,  1.17s/it]
overall:  99%|█████████▉| 3968/4000 [1:23:12<00:37,  1.18s/it]

train:  13%|█▎        | 453/3515 [08:41<1:00:11,  1.18s/it]
overall:  99%|█████████▉| 3969/4000 [1:23:13<00:36,  1.19s/it]

train:  13%|█▎        | 454/3515 [08:42<1:00:52,  1.19s/it]
overall:  99%|█████████▉| 3970/4000 [1:23:14<00:36,  1.20s/it]

train:  13%|█▎        | 455/3515 [08:43<1:01:24,  1.20s/it]
overall:  99%|█████████▉| 3971/4000 [1:23:15<00:34,  1.19s/it]

train:  13%|█▎        | 456/3515 [08:44<1:00:39,  1.19s/it]
overall:  99%|█████████▉| 3972/4000 [1:23:17<00:33,  1.21s/it]

train:  13%|█▎        | 457/3515 [08:45<1:01:40,  1.21s/it]
overall:  99%|█████████▉| 3973/4000 [1:23:18<00:31,  1.17s/it]

train:  13%|█▎        | 458/3515 [08:47<59:26,  1.17s/it]  
overall:  99%|█████████▉| 3974/4000 [1:23:19<00:28,  1.11s/it]

train:  13%|█▎        | 459/3515 [08:48<56:39,  1.11s/it]
overall:  99%|█████████▉| 3975/4000 [1:23:20<00:28,  1.15s/it]

train:  13%|█▎        | 460/3515 [08:49<58:33,  1.15s/it]
overall:  99%|█████████▉| 3976/4000 [1:23:21<00:27,  1.14s/it]

train:  13%|█▎        | 461/3515 [08:50<58:00,  1.14s/it]
overall:  99%|█████████▉| 3977/4000 [1:23:22<00:26,  1.15s/it]

train:  13%|█▎        | 462/3515 [08:51<58:38,  1.15s/it]
overall:  99%|█████████▉| 3978/4000 [1:23:23<00:24,  1.13s/it]

train:  13%|█▎        | 463/3515 [08:52<57:27,  1.13s/it]
overall:  99%|█████████▉| 3979/4000 [1:23:25<00:23,  1.14s/it]

train:  13%|█▎        | 464/3515 [08:53<57:53,  1.14s/it]
overall: 100%|█████████▉| 3980/4000 [1:23:26<00:23,  1.19s/it]

train:  13%|█▎        | 465/3515 [08:55<1:00:33,  1.19s/it]
overall: 100%|█████████▉| 3981/4000 [1:23:27<00:22,  1.21s/it]

train:  13%|█▎        | 466/3515 [08:56<1:01:18,  1.21s/it]
overall: 100%|█████████▉| 3982/4000 [1:23:28<00:21,  1.21s/it]

train:  13%|█▎        | 467/3515 [08:57<1:01:22,  1.21s/it]
overall: 100%|█████████▉| 3983/4000 [1:23:29<00:19,  1.13s/it]

train:  13%|█▎        | 468/3515 [08:58<57:31,  1.13s/it]  
overall: 100%|█████████▉| 3984/4000 [1:23:30<00:15,  1.03it/s]

train:  13%|█▎        | 469/3515 [08:59<49:03,  1.03it/s]
overall: 100%|█████████▉| 3985/4000 [1:23:31<00:15,  1.06s/it]

train:  13%|█▎        | 470/3515 [09:00<54:02,  1.06s/it]
overall: 100%|█████████▉| 3986/4000 [1:23:32<00:15,  1.14s/it]

train:  13%|█▎        | 471/3515 [09:01<57:41,  1.14s/it]
overall: 100%|█████████▉| 3987/4000 [1:23:34<00:15,  1.18s/it]

train:  13%|█▎        | 472/3515 [09:02<59:49,  1.18s/it]
overall: 100%|█████████▉| 3988/4000 [1:23:35<00:13,  1.12s/it]

train:  13%|█▎        | 473/3515 [09:03<56:42,  1.12s/it]
overall: 100%|█████████▉| 3989/4000 [1:23:35<00:10,  1.02it/s]

train:  13%|█▎        | 474/3515 [09:04<49:27,  1.02it/s]
overall: 100%|█████████▉| 3990/4000 [1:23:37<00:10,  1.04s/it]

train:  14%|█▎        | 475/3515 [09:05<52:49,  1.04s/it]
overall: 100%|█████████▉| 3991/4000 [1:23:38<00:09,  1.10s/it]

train:  14%|█▎        | 476/3515 [09:07<55:36,  1.10s/it]
overall: 100%|█████████▉| 3992/4000 [1:23:39<00:09,  1.17s/it]

train:  14%|█▎        | 477/3515 [09:08<59:27,  1.17s/it]
overall: 100%|█████████▉| 3993/4000 [1:23:40<00:08,  1.15s/it]

train:  14%|█▎        | 478/3515 [09:09<57:57,  1.15s/it]
overall: 100%|█████████▉| 3994/4000 [1:23:41<00:07,  1.17s/it]

train:  14%|█▎        | 479/3515 [09:10<59:16,  1.17s/it]
overall: 100%|█████████▉| 3995/4000 [1:23:43<00:05,  1.18s/it]

train:  14%|█▎        | 480/3515 [09:11<59:26,  1.18s/it]
overall: 100%|█████████▉| 3996/4000 [1:23:44<00:04,  1.19s/it]

train:  14%|█▎        | 481/3515 [09:13<59:58,  1.19s/it]
overall: 100%|█████████▉| 3997/4000 [1:23:45<00:03,  1.22s/it]

train:  14%|█▎        | 482/3515 [09:14<1:01:35,  1.22s/it]
overall: 100%|█████████▉| 3998/4000 [1:23:46<00:02,  1.05s/it]

train:  14%|█▎        | 483/3515 [09:15<52:48,  1.05s/it]  
overall: 100%|█████████▉| 3999/4000 [1:23:47<00:01,  1.10s/it]

train:  14%|█▍        | 484/3515 [09:16<55:43,  1.10s/it]train loss: 8.7095947265625
train per: 0.8157148351120085
train loss: 7.349550724029541
train per: 0.6911870245442802
train loss: 11.193388938903809
train per: 0.8154237112332745
train loss: 9.115805625915527
train per: 0.7307206670637284
train loss: 6.4959001541137695
train per: 0.6958231387626704
train loss: 5.542988300323486
train per: 0.6999174280158751
train loss: 10.658296585083008
train per: 0.8526095147125156
train loss: 7.254731178283691
train per: 0.7047226153071259
train loss: 7.198671817779541
train per: 0.7336712150747239
train loss: 6.823537349700928
train per: 0.6975452812202098
train loss: 11.838911056518555
train per: 0.8052238461893125
train loss: 7.233773708343506
train per: 0.7323196605374823
train loss: 6.793759822845459
train per: 0.7705700218263032
train loss: 6.73239278793335
train per: 0.7526760156832559
train loss: 9.527132987976074
train per: 0.7435044125622442
train loss: 9.959924697875977
train per: 0.7403024953480605
train loss: 7.770750522613525
train per: 0.6972914147521161
train loss: 6.41892147064209
train per: 0.7204525226027076
train loss: 6.429548740386963
train per: 0.7397181870213404
train loss: 5.057095527648926
train per: 0.6697448421481086
train loss: 5.439087867736816
train per: 0.6987216371050459
train loss: 7.400237083435059
train per: 0.7295069416088199
train loss: 7.764918327331543
train per: 0.7621434879734013
train loss: 6.5176568031311035
train per: 0.7037819827436159
train loss: 7.188214302062988
train per: 0.7592602253756261
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  20%|█▉        | 539/2703 [00:00<00:00, 5386.72it/s]


word -> phonemes:  41%|████      | 1107/2703 [00:00<00:00, 5558.64it/s]


word -> phonemes:  62%|██████▏   | 1680/2703 [00:00<00:00, 5636.03it/s]


word -> phonemes:  83%|████████▎ | 2244/2703 [00:00<00:00, 5569.86it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:00<00:00, 5550.08it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<57:53,  1.29s/it]


dev:   0%|          | 2/2703 [00:01<29:55,  1.50it/s]


dev:   0%|          | 3/2703 [00:01<20:48,  2.16it/s]


dev:   0%|          | 4/2703 [00:01<16:19,  2.76it/s]


dev:   0%|          | 5/2703 [00:02<13:59,  3.22it/s]


dev:   0%|          | 6/2703 [00:02<12:35,  3.57it/s]


dev:   0%|          | 7/2703 [00:02<11:34,  3.88it/s]


dev:   0%|          | 8/2703 [00:02<10:39,  4.21it/s]


dev:   0%|          | 9/2703 [00:03<10:18,  4.36it/s]


dev:   0%|          | 10/2703 [00:03<09:49,  4.57it/s]


dev:   0%|          | 11/2703 [00:03<08:59,  4.99it/s]


dev:   0%|          | 12/2703 [00:03<09:09,  4.90it/s]


dev:   0%|          | 13/2703 [00:03<08:44,  5.13it/s]


dev:   1%|          | 14/2703 [00:03<08:19,  5.38it/s]


dev:   1%|          | 15/2703 [00:04<08:21,  5.36it/s]


dev:   1%|          | 16/2703 [00:04<07:45,  5.78it/s]


dev:   1%|          | 17/2703 [00:04<07:38,  5.86it/s]


dev:   1%|          | 18/2703 [00:04<07:45,  5.76it/s]


dev:   1%|          | 19/2703 [00:04<07:56,  5.63it/s]


dev:   1%|          | 20/2703 [00:04<07:32,  5.93it/s]


dev:   1%|          | 21/2703 [00:05<07:24,  6.04it/s]


dev:   1%|          | 22/2703 [00:05<07:49,  5.72it/s]


dev:   1%|          | 23/2703 [00:05<07:35,  5.88it/s]


dev:   1%|          | 24/2703 [00:05<07:22,  6.05it/s]


dev:   1%|          | 25/2703 [00:05<07:42,  5.79it/s]


dev:   1%|          | 26/2703 [00:05<08:04,  5.52it/s]


dev:   1%|          | 27/2703 [00:06<07:50,  5.69it/s]


dev:   1%|          | 28/2703 [00:06<08:07,  5.49it/s]


dev:   1%|          | 29/2703 [00:06<07:50,  5.69it/s]


dev:   1%|          | 30/2703 [00:06<07:17,  6.11it/s]


dev:   1%|          | 31/2703 [00:06<07:12,  6.18it/s]


dev:   1%|          | 32/2703 [00:06<06:48,  6.54it/s]


dev:   1%|          | 33/2703 [00:07<06:53,  6.45it/s]


dev:   1%|▏         | 34/2703 [00:07<06:42,  6.64it/s]


dev:   1%|▏         | 35/2703 [00:07<06:16,  7.09it/s]


dev:   1%|▏         | 36/2703 [00:07<06:37,  6.72it/s]


dev:   1%|▏         | 37/2703 [00:07<06:45,  6.58it/s]


dev:   1%|▏         | 38/2703 [00:07<06:45,  6.57it/s]


dev:   1%|▏         | 39/2703 [00:07<06:33,  6.76it/s]


dev:   1%|▏         | 40/2703 [00:08<06:18,  7.03it/s]


dev:   2%|▏         | 41/2703 [00:08<06:08,  7.23it/s]


dev:   2%|▏         | 42/2703 [00:08<06:08,  7.22it/s]


dev:   2%|▏         | 43/2703 [00:08<06:01,  7.36it/s]


dev:   2%|▏         | 44/2703 [00:08<05:47,  7.66it/s]


dev:   2%|▏         | 45/2703 [00:08<05:48,  7.62it/s]


dev:   2%|▏         | 46/2703 [00:08<05:36,  7.90it/s]


dev:   2%|▏         | 47/2703 [00:08<05:33,  7.96it/s]


dev:   2%|▏         | 48/2703 [00:09<05:42,  7.76it/s]


dev:   2%|▏         | 49/2703 [00:09<06:00,  7.37it/s]


dev:   2%|▏         | 50/2703 [00:09<05:52,  7.53it/s]


dev:   2%|▏         | 51/2703 [00:09<05:46,  7.66it/s]


dev:   2%|▏         | 52/2703 [00:09<06:25,  6.87it/s]


dev:   2%|▏         | 53/2703 [00:09<06:12,  7.11it/s]


dev:   2%|▏         | 54/2703 [00:09<06:02,  7.30it/s]


dev:   2%|▏         | 55/2703 [00:10<05:37,  7.84it/s]


dev:   2%|▏         | 56/2703 [00:10<05:16,  8.37it/s]


dev:   2%|▏         | 57/2703 [00:10<05:23,  8.19it/s]


dev:   2%|▏         | 58/2703 [00:10<05:25,  8.13it/s]


dev:   2%|▏         | 59/2703 [00:10<05:26,  8.11it/s]


dev:   2%|▏         | 60/2703 [00:10<05:11,  8.49it/s]


dev:   2%|▏         | 61/2703 [00:10<05:17,  8.32it/s]


dev:   2%|▏         | 62/2703 [00:10<05:05,  8.64it/s]


dev:   2%|▏         | 63/2703 [00:10<05:05,  8.65it/s]


dev:   2%|▏         | 64/2703 [00:11<05:22,  8.18it/s]


dev:   2%|▏         | 65/2703 [00:11<05:18,  8.28it/s]


dev:   2%|▏         | 66/2703 [00:11<05:25,  8.10it/s]


dev:   2%|▏         | 67/2703 [00:11<05:14,  8.38it/s]


dev:   3%|▎         | 68/2703 [00:11<05:14,  8.37it/s]


dev:   3%|▎         | 70/2703 [00:11<05:13,  8.39it/s]


dev:   3%|▎         | 71/2703 [00:11<05:07,  8.57it/s]


dev:   3%|▎         | 72/2703 [00:12<05:29,  7.98it/s]


dev:   3%|▎         | 73/2703 [00:12<05:30,  7.96it/s]


dev:   3%|▎         | 74/2703 [00:12<05:21,  8.18it/s]


dev:   3%|▎         | 75/2703 [00:12<05:14,  8.36it/s]


dev:   3%|▎         | 76/2703 [00:12<05:12,  8.41it/s]


dev:   3%|▎         | 77/2703 [00:12<05:16,  8.30it/s]


dev:   3%|▎         | 79/2703 [00:12<04:58,  8.78it/s]


dev:   3%|▎         | 80/2703 [00:13<04:55,  8.88it/s]


dev:   3%|▎         | 81/2703 [00:13<04:55,  8.87it/s]


dev:   3%|▎         | 82/2703 [00:13<04:58,  8.79it/s]


dev:   3%|▎         | 83/2703 [00:13<04:57,  8.79it/s]


dev:   3%|▎         | 84/2703 [00:13<05:04,  8.60it/s]


dev:   3%|▎         | 85/2703 [00:13<05:52,  7.42it/s]


dev:   3%|▎         | 86/2703 [00:13<05:38,  7.74it/s]


dev:   3%|▎         | 87/2703 [00:13<05:22,  8.12it/s]


dev:   3%|▎         | 88/2703 [00:14<05:17,  8.24it/s]


dev:   3%|▎         | 89/2703 [00:14<05:46,  7.55it/s]


dev:   3%|▎         | 90/2703 [00:14<05:29,  7.93it/s]


dev:   3%|▎         | 91/2703 [00:14<05:37,  7.75it/s]


dev:   3%|▎         | 92/2703 [00:14<05:30,  7.90it/s]


dev:   3%|▎         | 93/2703 [00:14<05:23,  8.07it/s]


dev:   3%|▎         | 94/2703 [00:14<05:10,  8.41it/s]


dev:   4%|▎         | 95/2703 [00:14<05:04,  8.57it/s]


dev:   4%|▎         | 96/2703 [00:14<05:14,  8.28it/s]


dev:   4%|▎         | 97/2703 [00:15<05:08,  8.46it/s]


dev:   4%|▎         | 98/2703 [00:15<05:13,  8.32it/s]


dev:   4%|▎         | 99/2703 [00:15<05:06,  8.49it/s]


dev:   4%|▎         | 100/2703 [00:15<04:59,  8.69it/s]


dev:   4%|▎         | 101/2703 [00:15<04:55,  8.79it/s]


dev:   4%|▍         | 102/2703 [00:15<05:02,  8.60it/s]


dev:   4%|▍         | 103/2703 [00:15<05:07,  8.46it/s]


dev:   4%|▍         | 104/2703 [00:15<05:06,  8.48it/s]


dev:   4%|▍         | 105/2703 [00:16<05:13,  8.30it/s]


dev:   4%|▍         | 106/2703 [00:16<04:59,  8.67it/s]


dev:   4%|▍         | 107/2703 [00:16<04:47,  9.02it/s]


dev:   4%|▍         | 108/2703 [00:16<04:58,  8.71it/s]


dev:   4%|▍         | 109/2703 [00:16<05:07,  8.45it/s]


dev:   4%|▍         | 110/2703 [00:16<04:55,  8.78it/s]


dev:   4%|▍         | 111/2703 [00:16<04:56,  8.73it/s]


dev:   4%|▍         | 112/2703 [00:16<05:07,  8.42it/s]


dev:   4%|▍         | 114/2703 [00:17<04:48,  8.98it/s]


dev:   4%|▍         | 116/2703 [00:17<04:55,  8.75it/s]


dev:   4%|▍         | 117/2703 [00:17<05:24,  7.98it/s]


dev:   4%|▍         | 118/2703 [00:17<05:09,  8.35it/s]


dev:   4%|▍         | 119/2703 [00:17<05:05,  8.47it/s]


dev:   4%|▍         | 121/2703 [00:17<04:50,  8.90it/s]


dev:   5%|▍         | 122/2703 [00:17<04:44,  9.08it/s]


dev:   5%|▍         | 123/2703 [00:18<04:38,  9.25it/s]


dev:   5%|▍         | 124/2703 [00:18<04:54,  8.75it/s]


dev:   5%|▍         | 125/2703 [00:18<04:57,  8.66it/s]


dev:   5%|▍         | 127/2703 [00:18<04:40,  9.18it/s]


dev:   5%|▍         | 128/2703 [00:18<04:35,  9.36it/s]


dev:   5%|▍         | 130/2703 [00:18<04:14, 10.13it/s]


dev:   5%|▍         | 131/2703 [00:18<04:29,  9.53it/s]


dev:   5%|▍         | 132/2703 [00:19<04:38,  9.24it/s]


dev:   5%|▍         | 133/2703 [00:19<04:43,  9.07it/s]


dev:   5%|▍         | 134/2703 [00:19<04:51,  8.82it/s]


dev:   5%|▍         | 135/2703 [00:19<04:48,  8.91it/s]


dev:   5%|▌         | 136/2703 [00:19<04:39,  9.19it/s]


dev:   5%|▌         | 138/2703 [00:19<04:23,  9.75it/s]


dev:   5%|▌         | 139/2703 [00:19<04:26,  9.63it/s]


dev:   5%|▌         | 140/2703 [00:19<04:29,  9.51it/s]


dev:   5%|▌         | 142/2703 [00:20<04:31,  9.44it/s]


dev:   5%|▌         | 143/2703 [00:20<04:47,  8.90it/s]


dev:   5%|▌         | 144/2703 [00:20<04:45,  8.98it/s]


dev:   5%|▌         | 145/2703 [00:20<04:46,  8.94it/s]


dev:   5%|▌         | 146/2703 [00:20<04:45,  8.97it/s]


dev:   5%|▌         | 148/2703 [00:20<04:51,  8.76it/s]


dev:   6%|▌         | 149/2703 [00:20<04:53,  8.69it/s]


dev:   6%|▌         | 150/2703 [00:21<05:01,  8.47it/s]


dev:   6%|▌         | 152/2703 [00:21<04:45,  8.92it/s]


dev:   6%|▌         | 154/2703 [00:21<04:26,  9.58it/s]


dev:   6%|▌         | 155/2703 [00:21<04:35,  9.24it/s]


dev:   6%|▌         | 156/2703 [00:21<04:32,  9.36it/s]


dev:   6%|▌         | 157/2703 [00:21<04:32,  9.33it/s]


dev:   6%|▌         | 158/2703 [00:21<04:46,  8.89it/s]


dev:   6%|▌         | 159/2703 [00:22<04:39,  9.12it/s]


dev:   6%|▌         | 160/2703 [00:22<04:34,  9.26it/s]


dev:   6%|▌         | 161/2703 [00:22<04:53,  8.67it/s]


dev:   6%|▌         | 162/2703 [00:22<04:49,  8.76it/s]


dev:   6%|▌         | 163/2703 [00:22<04:40,  9.06it/s]


dev:   6%|▌         | 164/2703 [00:22<04:34,  9.24it/s]


dev:   6%|▌         | 165/2703 [00:22<04:33,  9.29it/s]


dev:   6%|▌         | 167/2703 [00:22<04:27,  9.48it/s]


dev:   6%|▌         | 168/2703 [00:22<04:24,  9.57it/s]


dev:   6%|▋         | 170/2703 [00:23<04:16,  9.89it/s]


dev:   6%|▋         | 172/2703 [00:23<04:06, 10.28it/s]


dev:   6%|▋         | 174/2703 [00:23<04:13,  9.97it/s]


dev:   6%|▋         | 175/2703 [00:23<04:21,  9.66it/s]


dev:   7%|▋         | 177/2703 [00:23<04:08, 10.18it/s]


dev:   7%|▋         | 179/2703 [00:24<04:02, 10.43it/s]


dev:   7%|▋         | 181/2703 [00:24<04:16,  9.84it/s]


dev:   7%|▋         | 182/2703 [00:24<04:25,  9.50it/s]


dev:   7%|▋         | 184/2703 [00:24<04:12,  9.96it/s]


dev:   7%|▋         | 186/2703 [00:24<04:09, 10.09it/s]


dev:   7%|▋         | 188/2703 [00:24<04:07, 10.17it/s]


dev:   7%|▋         | 190/2703 [00:25<04:15,  9.84it/s]


dev:   7%|▋         | 192/2703 [00:25<04:06, 10.21it/s]


dev:   7%|▋         | 194/2703 [00:25<04:04, 10.27it/s]


dev:   7%|▋         | 196/2703 [00:25<03:59, 10.46it/s]


dev:   7%|▋         | 198/2703 [00:25<03:59, 10.44it/s]


dev:   7%|▋         | 200/2703 [00:26<04:01, 10.36it/s]


dev:   7%|▋         | 202/2703 [00:26<04:01, 10.34it/s]


dev:   8%|▊         | 204/2703 [00:26<04:07, 10.10it/s]


dev:   8%|▊         | 206/2703 [00:26<04:15,  9.76it/s]


dev:   8%|▊         | 208/2703 [00:26<04:07, 10.10it/s]


dev:   8%|▊         | 210/2703 [00:27<04:02, 10.26it/s]


dev:   8%|▊         | 212/2703 [00:27<03:59, 10.42it/s]


dev:   8%|▊         | 214/2703 [00:27<04:05, 10.14it/s]


dev:   8%|▊         | 216/2703 [00:27<03:58, 10.42it/s]


dev:   8%|▊         | 218/2703 [00:27<03:55, 10.57it/s]


dev:   8%|▊         | 220/2703 [00:28<03:44, 11.05it/s]


dev:   8%|▊         | 222/2703 [00:28<03:53, 10.63it/s]


dev:   8%|▊         | 224/2703 [00:28<04:02, 10.20it/s]


dev:   8%|▊         | 226/2703 [00:28<03:54, 10.58it/s]


dev:   8%|▊         | 228/2703 [00:28<03:46, 10.93it/s]


dev:   9%|▊         | 230/2703 [00:28<03:44, 11.01it/s]


dev:   9%|▊         | 232/2703 [00:29<03:53, 10.57it/s]


dev:   9%|▊         | 234/2703 [00:29<03:56, 10.46it/s]


dev:   9%|▊         | 236/2703 [00:29<03:51, 10.66it/s]


dev:   9%|▉         | 238/2703 [00:29<03:53, 10.56it/s]


dev:   9%|▉         | 240/2703 [00:29<03:47, 10.82it/s]


dev:   9%|▉         | 242/2703 [00:30<04:01, 10.17it/s]


dev:   9%|▉         | 244/2703 [00:30<03:56, 10.38it/s]


dev:   9%|▉         | 246/2703 [00:30<03:55, 10.44it/s]


dev:   9%|▉         | 248/2703 [00:30<03:54, 10.47it/s]


dev:   9%|▉         | 250/2703 [00:30<03:49, 10.69it/s]


dev:   9%|▉         | 252/2703 [00:31<03:44, 10.90it/s]


dev:   9%|▉         | 254/2703 [00:31<03:53, 10.49it/s]


dev:   9%|▉         | 256/2703 [00:31<03:49, 10.65it/s]


dev:  10%|▉         | 258/2703 [00:31<03:44, 10.88it/s]


dev:  10%|▉         | 260/2703 [00:31<03:43, 10.92it/s]


dev:  10%|▉         | 262/2703 [00:32<03:48, 10.70it/s]


dev:  10%|▉         | 264/2703 [00:32<03:44, 10.86it/s]


dev:  10%|▉         | 266/2703 [00:32<03:49, 10.64it/s]


dev:  10%|▉         | 268/2703 [00:32<03:41, 11.01it/s]


dev:  10%|▉         | 270/2703 [00:32<03:36, 11.24it/s]


dev:  10%|█         | 272/2703 [00:32<03:35, 11.28it/s]


dev:  10%|█         | 274/2703 [00:33<03:33, 11.39it/s]


dev:  10%|█         | 276/2703 [00:33<03:29, 11.58it/s]


dev:  10%|█         | 278/2703 [00:33<03:27, 11.67it/s]


dev:  10%|█         | 280/2703 [00:33<03:34, 11.29it/s]


dev:  10%|█         | 282/2703 [00:33<03:32, 11.37it/s]


dev:  11%|█         | 284/2703 [00:33<03:34, 11.26it/s]


dev:  11%|█         | 286/2703 [00:34<03:23, 11.86it/s]


dev:  11%|█         | 288/2703 [00:34<03:17, 12.22it/s]


dev:  11%|█         | 290/2703 [00:34<03:25, 11.72it/s]


dev:  11%|█         | 292/2703 [00:34<03:25, 11.71it/s]


dev:  11%|█         | 294/2703 [00:34<03:27, 11.60it/s]


dev:  11%|█         | 296/2703 [00:34<03:22, 11.87it/s]


dev:  11%|█         | 298/2703 [00:35<03:22, 11.91it/s]


dev:  11%|█         | 300/2703 [00:35<03:22, 11.85it/s]


dev:  11%|█         | 302/2703 [00:35<03:24, 11.74it/s]


dev:  11%|█         | 304/2703 [00:35<03:21, 11.92it/s]


dev:  11%|█▏        | 306/2703 [00:35<03:20, 11.95it/s]


dev:  11%|█▏        | 308/2703 [00:35<03:23, 11.77it/s]


dev:  11%|█▏        | 310/2703 [00:36<03:22, 11.82it/s]


dev:  12%|█▏        | 312/2703 [00:36<03:27, 11.54it/s]


dev:  12%|█▏        | 314/2703 [00:36<03:27, 11.52it/s]


dev:  12%|█▏        | 316/2703 [00:36<03:18, 12.05it/s]


dev:  12%|█▏        | 318/2703 [00:36<03:30, 11.33it/s]


dev:  12%|█▏        | 320/2703 [00:36<03:22, 11.78it/s]


dev:  12%|█▏        | 322/2703 [00:37<03:27, 11.49it/s]


dev:  12%|█▏        | 324/2703 [00:37<03:26, 11.51it/s]


dev:  12%|█▏        | 326/2703 [00:37<03:21, 11.80it/s]


dev:  12%|█▏        | 328/2703 [00:37<03:16, 12.11it/s]


dev:  12%|█▏        | 330/2703 [00:37<03:15, 12.14it/s]


dev:  12%|█▏        | 332/2703 [00:37<03:11, 12.38it/s]


dev:  12%|█▏        | 334/2703 [00:38<03:09, 12.49it/s]


dev:  12%|█▏        | 336/2703 [00:38<03:04, 12.84it/s]


dev:  13%|█▎        | 338/2703 [00:38<03:00, 13.14it/s]


dev:  13%|█▎        | 340/2703 [00:38<03:10, 12.44it/s]


dev:  13%|█▎        | 342/2703 [00:38<03:04, 12.81it/s]


dev:  13%|█▎        | 344/2703 [00:38<03:11, 12.31it/s]


dev:  13%|█▎        | 346/2703 [00:39<03:16, 12.00it/s]


dev:  13%|█▎        | 348/2703 [00:39<03:16, 11.97it/s]


dev:  13%|█▎        | 350/2703 [00:39<03:21, 11.69it/s]


dev:  13%|█▎        | 352/2703 [00:39<03:12, 12.18it/s]


dev:  13%|█▎        | 354/2703 [00:39<03:17, 11.87it/s]


dev:  13%|█▎        | 356/2703 [00:39<03:11, 12.28it/s]


dev:  13%|█▎        | 358/2703 [00:40<03:11, 12.22it/s]


dev:  13%|█▎        | 360/2703 [00:40<03:10, 12.32it/s]


dev:  13%|█▎        | 362/2703 [00:40<03:25, 11.39it/s]


dev:  13%|█▎        | 364/2703 [00:40<03:18, 11.76it/s]


dev:  14%|█▎        | 366/2703 [00:40<03:07, 12.43it/s]


dev:  14%|█▎        | 368/2703 [00:40<03:01, 12.89it/s]


dev:  14%|█▎        | 370/2703 [00:41<02:53, 13.43it/s]


dev:  14%|█▍        | 372/2703 [00:41<02:50, 13.65it/s]


dev:  14%|█▍        | 374/2703 [00:41<02:59, 12.95it/s]


dev:  14%|█▍        | 376/2703 [00:41<03:03, 12.67it/s]


dev:  14%|█▍        | 378/2703 [00:41<02:58, 13.02it/s]


dev:  14%|█▍        | 380/2703 [00:41<03:01, 12.81it/s]


dev:  14%|█▍        | 382/2703 [00:42<03:09, 12.27it/s]


dev:  14%|█▍        | 384/2703 [00:42<03:02, 12.70it/s]


dev:  14%|█▍        | 386/2703 [00:42<03:01, 12.74it/s]


dev:  14%|█▍        | 388/2703 [00:42<03:07, 12.36it/s]


dev:  14%|█▍        | 390/2703 [00:42<03:09, 12.24it/s]


dev:  15%|█▍        | 392/2703 [00:42<03:04, 12.50it/s]


dev:  15%|█▍        | 394/2703 [00:42<03:07, 12.34it/s]


dev:  15%|█▍        | 396/2703 [00:43<03:07, 12.29it/s]


dev:  15%|█▍        | 398/2703 [00:43<03:03, 12.54it/s]


dev:  15%|█▍        | 400/2703 [00:43<02:54, 13.17it/s]


dev:  15%|█▍        | 402/2703 [00:43<03:05, 12.42it/s]


dev:  15%|█▍        | 404/2703 [00:43<03:02, 12.59it/s]


dev:  15%|█▌        | 406/2703 [00:43<02:57, 12.91it/s]


dev:  15%|█▌        | 408/2703 [00:44<02:50, 13.44it/s]


dev:  15%|█▌        | 410/2703 [00:44<02:59, 12.79it/s]


dev:  15%|█▌        | 412/2703 [00:44<02:58, 12.81it/s]


dev:  15%|█▌        | 414/2703 [00:44<02:56, 12.96it/s]


dev:  15%|█▌        | 416/2703 [00:44<02:56, 12.99it/s]


dev:  15%|█▌        | 418/2703 [00:44<02:57, 12.90it/s]


dev:  16%|█▌        | 420/2703 [00:44<03:02, 12.53it/s]


dev:  16%|█▌        | 422/2703 [00:45<03:02, 12.52it/s]


dev:  16%|█▌        | 424/2703 [00:45<03:01, 12.59it/s]


dev:  16%|█▌        | 426/2703 [00:45<02:54, 13.03it/s]


dev:  16%|█▌        | 428/2703 [00:45<02:46, 13.69it/s]


dev:  16%|█▌        | 430/2703 [00:45<02:44, 13.84it/s]


dev:  16%|█▌        | 432/2703 [00:45<02:44, 13.84it/s]


dev:  16%|█▌        | 434/2703 [00:46<02:46, 13.64it/s]


dev:  16%|█▌        | 436/2703 [00:46<02:54, 13.02it/s]


dev:  16%|█▌        | 438/2703 [00:46<02:51, 13.24it/s]


dev:  16%|█▋        | 440/2703 [00:46<02:49, 13.37it/s]


dev:  16%|█▋        | 442/2703 [00:46<02:41, 13.99it/s]


dev:  16%|█▋        | 444/2703 [00:46<02:44, 13.72it/s]


dev:  17%|█▋        | 446/2703 [00:46<02:57, 12.74it/s]


dev:  17%|█▋        | 448/2703 [00:47<02:46, 13.57it/s]


dev:  17%|█▋        | 450/2703 [00:47<02:46, 13.56it/s]


dev:  17%|█▋        | 452/2703 [00:47<02:45, 13.57it/s]


dev:  17%|█▋        | 454/2703 [00:47<02:47, 13.41it/s]


dev:  17%|█▋        | 456/2703 [00:47<02:52, 13.01it/s]


dev:  17%|█▋        | 458/2703 [00:47<03:02, 12.31it/s]


dev:  17%|█▋        | 460/2703 [00:47<02:51, 13.08it/s]


dev:  17%|█▋        | 462/2703 [00:48<02:47, 13.37it/s]


dev:  17%|█▋        | 464/2703 [00:48<02:43, 13.66it/s]


dev:  17%|█▋        | 466/2703 [00:48<02:55, 12.78it/s]


dev:  17%|█▋        | 468/2703 [00:48<02:44, 13.55it/s]


dev:  17%|█▋        | 470/2703 [00:48<02:47, 13.36it/s]


dev:  17%|█▋        | 472/2703 [00:48<02:42, 13.70it/s]


dev:  18%|█▊        | 474/2703 [00:49<02:56, 12.63it/s]


dev:  18%|█▊        | 476/2703 [00:49<02:53, 12.85it/s]


dev:  18%|█▊        | 478/2703 [00:49<02:47, 13.31it/s]


dev:  18%|█▊        | 480/2703 [00:49<02:44, 13.51it/s]


dev:  18%|█▊        | 482/2703 [00:49<02:47, 13.26it/s]


dev:  18%|█▊        | 484/2703 [00:49<02:40, 13.79it/s]


dev:  18%|█▊        | 486/2703 [00:49<02:37, 14.05it/s]


dev:  18%|█▊        | 488/2703 [00:50<02:41, 13.74it/s]


dev:  18%|█▊        | 490/2703 [00:50<02:45, 13.40it/s]


dev:  18%|█▊        | 492/2703 [00:50<02:42, 13.60it/s]


dev:  18%|█▊        | 494/2703 [00:50<02:46, 13.27it/s]


dev:  18%|█▊        | 496/2703 [00:50<02:38, 13.93it/s]


dev:  18%|█▊        | 498/2703 [00:50<02:31, 14.58it/s]


dev:  18%|█▊        | 500/2703 [00:50<02:31, 14.54it/s]


dev:  19%|█▊        | 502/2703 [00:51<02:38, 13.88it/s]


dev:  19%|█▊        | 504/2703 [00:51<02:34, 14.26it/s]


dev:  19%|█▊        | 506/2703 [00:51<02:30, 14.60it/s]


dev:  19%|█▉        | 508/2703 [00:51<02:34, 14.24it/s]


dev:  19%|█▉        | 510/2703 [00:51<02:33, 14.31it/s]


dev:  19%|█▉        | 512/2703 [00:51<02:27, 14.81it/s]


dev:  19%|█▉        | 514/2703 [00:51<02:27, 14.85it/s]


dev:  19%|█▉        | 516/2703 [00:51<02:22, 15.30it/s]


dev:  19%|█▉        | 518/2703 [00:52<02:25, 14.97it/s]


dev:  19%|█▉        | 520/2703 [00:52<02:24, 15.12it/s]


dev:  19%|█▉        | 522/2703 [00:52<02:20, 15.53it/s]


dev:  19%|█▉        | 524/2703 [00:52<02:23, 15.20it/s]


dev:  19%|█▉        | 526/2703 [00:52<02:21, 15.40it/s]


dev:  20%|█▉        | 528/2703 [00:52<02:19, 15.62it/s]


dev:  20%|█▉        | 530/2703 [00:52<02:24, 14.99it/s]


dev:  20%|█▉        | 532/2703 [00:53<02:24, 15.06it/s]


dev:  20%|█▉        | 534/2703 [00:53<02:22, 15.18it/s]


dev:  20%|█▉        | 536/2703 [00:53<02:20, 15.44it/s]


dev:  20%|█▉        | 538/2703 [00:53<02:25, 14.92it/s]


dev:  20%|█▉        | 540/2703 [00:53<02:24, 14.95it/s]


dev:  20%|██        | 542/2703 [00:53<02:30, 14.37it/s]


dev:  20%|██        | 544/2703 [00:53<02:28, 14.58it/s]


dev:  20%|██        | 546/2703 [00:53<02:21, 15.23it/s]


dev:  20%|██        | 548/2703 [00:54<02:23, 14.98it/s]


dev:  20%|██        | 550/2703 [00:54<02:23, 15.02it/s]


dev:  20%|██        | 552/2703 [00:54<02:13, 16.05it/s]


dev:  20%|██        | 554/2703 [00:54<02:19, 15.43it/s]


dev:  21%|██        | 556/2703 [00:54<02:15, 15.84it/s]


dev:  21%|██        | 558/2703 [00:54<02:26, 14.65it/s]


dev:  21%|██        | 560/2703 [00:54<02:26, 14.61it/s]


dev:  21%|██        | 562/2703 [00:55<02:25, 14.74it/s]


dev:  21%|██        | 564/2703 [00:55<02:29, 14.34it/s]


dev:  21%|██        | 566/2703 [00:55<02:29, 14.31it/s]


dev:  21%|██        | 568/2703 [00:55<02:29, 14.32it/s]


dev:  21%|██        | 570/2703 [00:55<02:32, 13.94it/s]


dev:  21%|██        | 572/2703 [00:55<02:39, 13.35it/s]


dev:  21%|██        | 574/2703 [00:55<02:36, 13.60it/s]


dev:  21%|██▏       | 576/2703 [00:56<02:30, 14.13it/s]


dev:  21%|██▏       | 578/2703 [00:56<02:30, 14.12it/s]


dev:  21%|██▏       | 580/2703 [00:56<02:21, 15.00it/s]


dev:  22%|██▏       | 582/2703 [00:56<02:23, 14.83it/s]


dev:  22%|██▏       | 584/2703 [00:56<02:25, 14.56it/s]


dev:  22%|██▏       | 586/2703 [00:56<02:26, 14.41it/s]


dev:  22%|██▏       | 588/2703 [00:56<02:25, 14.51it/s]


dev:  22%|██▏       | 590/2703 [00:56<02:18, 15.24it/s]


dev:  22%|██▏       | 592/2703 [00:57<02:19, 15.16it/s]


dev:  22%|██▏       | 594/2703 [00:57<02:24, 14.60it/s]


dev:  22%|██▏       | 596/2703 [00:57<02:18, 15.19it/s]


dev:  22%|██▏       | 598/2703 [00:57<02:13, 15.74it/s]


dev:  22%|██▏       | 600/2703 [00:57<02:12, 15.84it/s]


dev:  22%|██▏       | 602/2703 [00:57<02:23, 14.60it/s]


dev:  22%|██▏       | 604/2703 [00:57<02:13, 15.75it/s]


dev:  22%|██▏       | 606/2703 [00:58<02:09, 16.17it/s]


dev:  22%|██▏       | 608/2703 [00:58<02:18, 15.11it/s]


dev:  23%|██▎       | 610/2703 [00:58<02:19, 14.98it/s]


dev:  23%|██▎       | 612/2703 [00:58<02:24, 14.46it/s]


dev:  23%|██▎       | 614/2703 [00:58<02:21, 14.78it/s]


dev:  23%|██▎       | 616/2703 [00:58<02:15, 15.45it/s]


dev:  23%|██▎       | 618/2703 [00:58<02:17, 15.22it/s]


dev:  23%|██▎       | 620/2703 [00:58<02:08, 16.17it/s]


dev:  23%|██▎       | 622/2703 [00:59<02:13, 15.60it/s]


dev:  23%|██▎       | 624/2703 [00:59<02:11, 15.80it/s]


dev:  23%|██▎       | 626/2703 [00:59<02:07, 16.25it/s]


dev:  23%|██▎       | 628/2703 [00:59<02:02, 16.89it/s]


dev:  23%|██▎       | 630/2703 [00:59<01:59, 17.41it/s]


dev:  23%|██▎       | 632/2703 [00:59<02:00, 17.21it/s]


dev:  23%|██▎       | 634/2703 [00:59<02:04, 16.64it/s]


dev:  24%|██▎       | 636/2703 [00:59<02:00, 17.14it/s]


dev:  24%|██▎       | 638/2703 [01:00<02:03, 16.72it/s]


dev:  24%|██▎       | 640/2703 [01:00<02:03, 16.73it/s]


dev:  24%|██▍       | 642/2703 [01:00<02:05, 16.38it/s]


dev:  24%|██▍       | 644/2703 [01:00<02:01, 16.90it/s]


dev:  24%|██▍       | 647/2703 [01:00<01:57, 17.51it/s]


dev:  24%|██▍       | 649/2703 [01:00<02:04, 16.43it/s]


dev:  24%|██▍       | 651/2703 [01:00<02:07, 16.13it/s]


dev:  24%|██▍       | 653/2703 [01:00<02:06, 16.26it/s]


dev:  24%|██▍       | 655/2703 [01:01<02:08, 15.91it/s]


dev:  24%|██▍       | 657/2703 [01:01<02:20, 14.52it/s]


dev:  24%|██▍       | 659/2703 [01:01<02:21, 14.49it/s]


dev:  24%|██▍       | 661/2703 [01:01<02:15, 15.10it/s]


dev:  25%|██▍       | 663/2703 [01:01<02:14, 15.18it/s]


dev:  25%|██▍       | 665/2703 [01:01<02:08, 15.85it/s]


dev:  25%|██▍       | 667/2703 [01:01<02:01, 16.79it/s]


dev:  25%|██▍       | 669/2703 [01:01<01:58, 17.14it/s]


dev:  25%|██▍       | 671/2703 [01:02<01:58, 17.20it/s]


dev:  25%|██▍       | 673/2703 [01:02<02:05, 16.21it/s]


dev:  25%|██▍       | 675/2703 [01:02<02:12, 15.30it/s]


dev:  25%|██▌       | 677/2703 [01:02<02:12, 15.27it/s]


dev:  25%|██▌       | 679/2703 [01:02<02:16, 14.81it/s]


dev:  25%|██▌       | 681/2703 [01:02<02:17, 14.75it/s]


dev:  25%|██▌       | 683/2703 [01:02<02:09, 15.58it/s]


dev:  25%|██▌       | 685/2703 [01:03<02:11, 15.38it/s]


dev:  25%|██▌       | 687/2703 [01:03<02:14, 15.03it/s]


dev:  25%|██▌       | 689/2703 [01:03<02:21, 14.27it/s]


dev:  26%|██▌       | 691/2703 [01:03<02:16, 14.74it/s]


dev:  26%|██▌       | 693/2703 [01:03<02:10, 15.43it/s]


dev:  26%|██▌       | 695/2703 [01:03<02:07, 15.69it/s]


dev:  26%|██▌       | 697/2703 [01:03<02:10, 15.33it/s]


dev:  26%|██▌       | 699/2703 [01:03<02:12, 15.16it/s]


dev:  26%|██▌       | 701/2703 [01:04<02:08, 15.53it/s]


dev:  26%|██▌       | 703/2703 [01:04<02:08, 15.61it/s]


dev:  26%|██▌       | 705/2703 [01:04<02:05, 15.98it/s]


dev:  26%|██▌       | 707/2703 [01:04<01:58, 16.79it/s]


dev:  26%|██▌       | 709/2703 [01:04<01:58, 16.82it/s]


dev:  26%|██▋       | 711/2703 [01:04<01:53, 17.54it/s]


dev:  26%|██▋       | 713/2703 [01:04<01:56, 17.09it/s]


dev:  26%|██▋       | 715/2703 [01:04<01:57, 16.97it/s]


dev:  27%|██▋       | 717/2703 [01:04<01:57, 16.87it/s]


dev:  27%|██▋       | 719/2703 [01:05<01:56, 17.05it/s]


dev:  27%|██▋       | 721/2703 [01:05<02:01, 16.34it/s]


dev:  27%|██▋       | 723/2703 [01:05<01:59, 16.54it/s]


dev:  27%|██▋       | 725/2703 [01:05<01:55, 17.11it/s]


dev:  27%|██▋       | 727/2703 [01:05<01:50, 17.85it/s]


dev:  27%|██▋       | 729/2703 [01:05<01:57, 16.85it/s]


dev:  27%|██▋       | 731/2703 [01:05<01:57, 16.72it/s]


dev:  27%|██▋       | 733/2703 [01:05<02:09, 15.16it/s]


dev:  27%|██▋       | 735/2703 [01:06<02:03, 15.97it/s]


dev:  27%|██▋       | 737/2703 [01:06<02:03, 15.93it/s]


dev:  27%|██▋       | 739/2703 [01:06<02:02, 15.97it/s]


dev:  27%|██▋       | 741/2703 [01:06<01:59, 16.47it/s]


dev:  28%|██▊       | 744/2703 [01:06<01:51, 17.54it/s]


dev:  28%|██▊       | 746/2703 [01:06<01:50, 17.73it/s]


dev:  28%|██▊       | 748/2703 [01:06<01:53, 17.27it/s]


dev:  28%|██▊       | 750/2703 [01:06<01:58, 16.49it/s]


dev:  28%|██▊       | 752/2703 [01:07<01:58, 16.44it/s]


dev:  28%|██▊       | 754/2703 [01:07<02:00, 16.15it/s]


dev:  28%|██▊       | 756/2703 [01:07<01:55, 16.85it/s]


dev:  28%|██▊       | 758/2703 [01:07<02:00, 16.14it/s]


dev:  28%|██▊       | 760/2703 [01:07<01:57, 16.59it/s]


dev:  28%|██▊       | 762/2703 [01:07<02:01, 15.94it/s]


dev:  28%|██▊       | 764/2703 [01:07<02:05, 15.50it/s]


dev:  28%|██▊       | 766/2703 [01:07<02:02, 15.75it/s]


dev:  28%|██▊       | 768/2703 [01:08<01:59, 16.26it/s]


dev:  28%|██▊       | 770/2703 [01:08<01:56, 16.55it/s]


dev:  29%|██▊       | 772/2703 [01:08<01:51, 17.28it/s]


dev:  29%|██▊       | 774/2703 [01:08<01:48, 17.76it/s]


dev:  29%|██▊       | 776/2703 [01:08<01:55, 16.66it/s]


dev:  29%|██▉       | 778/2703 [01:08<02:02, 15.67it/s]


dev:  29%|██▉       | 780/2703 [01:08<01:55, 16.59it/s]


dev:  29%|██▉       | 782/2703 [01:08<02:02, 15.72it/s]


dev:  29%|██▉       | 784/2703 [01:09<01:58, 16.13it/s]


dev:  29%|██▉       | 786/2703 [01:09<01:57, 16.25it/s]


dev:  29%|██▉       | 788/2703 [01:09<01:56, 16.47it/s]


dev:  29%|██▉       | 791/2703 [01:09<01:44, 18.26it/s]


dev:  29%|██▉       | 793/2703 [01:09<01:50, 17.36it/s]


dev:  29%|██▉       | 795/2703 [01:09<01:52, 16.94it/s]


dev:  29%|██▉       | 797/2703 [01:09<01:49, 17.36it/s]


dev:  30%|██▉       | 799/2703 [01:09<01:47, 17.66it/s]


dev:  30%|██▉       | 801/2703 [01:10<01:53, 16.70it/s]


dev:  30%|██▉       | 803/2703 [01:10<01:49, 17.30it/s]


dev:  30%|██▉       | 805/2703 [01:10<01:50, 17.23it/s]


dev:  30%|██▉       | 807/2703 [01:10<01:52, 16.79it/s]


dev:  30%|██▉       | 809/2703 [01:10<01:53, 16.65it/s]


dev:  30%|███       | 811/2703 [01:10<01:49, 17.35it/s]


dev:  30%|███       | 813/2703 [01:10<01:46, 17.70it/s]


dev:  30%|███       | 815/2703 [01:10<01:47, 17.49it/s]


dev:  30%|███       | 817/2703 [01:10<01:56, 16.23it/s]


dev:  30%|███       | 819/2703 [01:11<01:54, 16.48it/s]


dev:  30%|███       | 821/2703 [01:11<01:53, 16.58it/s]


dev:  30%|███       | 823/2703 [01:11<01:51, 16.84it/s]


dev:  31%|███       | 826/2703 [01:11<01:42, 18.22it/s]


dev:  31%|███       | 828/2703 [01:11<01:46, 17.61it/s]


dev:  31%|███       | 830/2703 [01:11<01:43, 18.15it/s]


dev:  31%|███       | 832/2703 [01:11<01:45, 17.71it/s]


dev:  31%|███       | 834/2703 [01:11<01:44, 17.84it/s]


dev:  31%|███       | 836/2703 [01:12<01:44, 17.90it/s]


dev:  31%|███       | 838/2703 [01:12<01:41, 18.35it/s]


dev:  31%|███       | 840/2703 [01:12<01:42, 18.20it/s]


dev:  31%|███       | 842/2703 [01:12<01:47, 17.38it/s]


dev:  31%|███       | 844/2703 [01:12<01:49, 16.93it/s]


dev:  31%|███▏      | 846/2703 [01:12<01:49, 16.89it/s]


dev:  31%|███▏      | 848/2703 [01:12<01:53, 16.39it/s]


dev:  31%|███▏      | 851/2703 [01:12<01:43, 17.82it/s]


dev:  32%|███▏      | 854/2703 [01:13<01:45, 17.49it/s]


dev:  32%|███▏      | 856/2703 [01:13<01:43, 17.91it/s]


dev:  32%|███▏      | 858/2703 [01:13<01:43, 17.90it/s]


dev:  32%|███▏      | 860/2703 [01:13<01:44, 17.61it/s]


dev:  32%|███▏      | 862/2703 [01:13<01:44, 17.67it/s]


dev:  32%|███▏      | 864/2703 [01:13<01:45, 17.43it/s]


dev:  32%|███▏      | 866/2703 [01:13<01:50, 16.58it/s]


dev:  32%|███▏      | 869/2703 [01:13<01:42, 17.96it/s]


dev:  32%|███▏      | 871/2703 [01:14<01:44, 17.47it/s]


dev:  32%|███▏      | 873/2703 [01:14<01:43, 17.63it/s]


dev:  32%|███▏      | 875/2703 [01:14<01:40, 18.11it/s]


dev:  32%|███▏      | 877/2703 [01:14<01:41, 18.03it/s]


dev:  33%|███▎      | 879/2703 [01:14<01:38, 18.52it/s]


dev:  33%|███▎      | 881/2703 [01:14<01:42, 17.85it/s]


dev:  33%|███▎      | 883/2703 [01:14<01:48, 16.77it/s]


dev:  33%|███▎      | 885/2703 [01:14<01:47, 16.87it/s]


dev:  33%|███▎      | 888/2703 [01:15<01:41, 17.87it/s]


dev:  33%|███▎      | 890/2703 [01:15<01:40, 17.96it/s]


dev:  33%|███▎      | 892/2703 [01:15<01:47, 16.85it/s]


dev:  33%|███▎      | 894/2703 [01:15<01:49, 16.56it/s]


dev:  33%|███▎      | 896/2703 [01:15<01:50, 16.40it/s]


dev:  33%|███▎      | 898/2703 [01:15<01:47, 16.78it/s]


dev:  33%|███▎      | 900/2703 [01:15<01:45, 17.07it/s]


dev:  33%|███▎      | 902/2703 [01:15<01:51, 16.09it/s]


dev:  33%|███▎      | 904/2703 [01:15<01:47, 16.75it/s]


dev:  34%|███▎      | 906/2703 [01:16<01:44, 17.23it/s]


dev:  34%|███▎      | 908/2703 [01:16<01:48, 16.48it/s]


dev:  34%|███▎      | 910/2703 [01:16<01:46, 16.90it/s]


dev:  34%|███▎      | 912/2703 [01:16<01:46, 16.81it/s]


dev:  34%|███▍      | 914/2703 [01:16<01:50, 16.22it/s]


dev:  34%|███▍      | 917/2703 [01:16<01:39, 17.92it/s]


dev:  34%|███▍      | 919/2703 [01:16<01:43, 17.31it/s]


dev:  34%|███▍      | 922/2703 [01:17<01:40, 17.71it/s]


dev:  34%|███▍      | 924/2703 [01:17<01:40, 17.69it/s]


dev:  34%|███▍      | 926/2703 [01:17<01:41, 17.51it/s]


dev:  34%|███▍      | 928/2703 [01:17<01:39, 17.77it/s]


dev:  34%|███▍      | 931/2703 [01:17<01:39, 17.83it/s]


dev:  35%|███▍      | 933/2703 [01:17<01:36, 18.33it/s]


dev:  35%|███▍      | 935/2703 [01:17<01:36, 18.32it/s]


dev:  35%|███▍      | 937/2703 [01:17<01:37, 18.09it/s]


dev:  35%|███▍      | 940/2703 [01:18<01:33, 18.88it/s]


dev:  35%|███▍      | 942/2703 [01:18<01:33, 18.89it/s]


dev:  35%|███▍      | 944/2703 [01:18<01:33, 18.86it/s]


dev:  35%|███▍      | 946/2703 [01:18<01:33, 18.79it/s]


dev:  35%|███▌      | 948/2703 [01:18<01:40, 17.48it/s]


dev:  35%|███▌      | 950/2703 [01:18<01:37, 18.07it/s]


dev:  35%|███▌      | 953/2703 [01:18<01:33, 18.64it/s]


dev:  35%|███▌      | 955/2703 [01:18<01:34, 18.55it/s]


dev:  35%|███▌      | 958/2703 [01:18<01:27, 19.83it/s]


dev:  36%|███▌      | 961/2703 [01:19<01:22, 21.11it/s]


dev:  36%|███▌      | 964/2703 [01:19<01:25, 20.34it/s]


dev:  36%|███▌      | 967/2703 [01:19<01:25, 20.33it/s]


dev:  36%|███▌      | 970/2703 [01:19<01:28, 19.60it/s]


dev:  36%|███▌      | 972/2703 [01:19<01:28, 19.63it/s]


dev:  36%|███▌      | 974/2703 [01:19<01:29, 19.36it/s]


dev:  36%|███▌      | 976/2703 [01:19<01:33, 18.39it/s]


dev:  36%|███▌      | 978/2703 [01:19<01:32, 18.64it/s]


dev:  36%|███▋      | 981/2703 [01:20<01:26, 19.86it/s]


dev:  36%|███▋      | 983/2703 [01:20<01:30, 19.02it/s]


dev:  36%|███▋      | 985/2703 [01:20<01:29, 19.10it/s]


dev:  37%|███▋      | 987/2703 [01:20<01:29, 19.27it/s]


dev:  37%|███▋      | 989/2703 [01:20<01:28, 19.35it/s]


dev:  37%|███▋      | 992/2703 [01:20<01:30, 18.87it/s]


dev:  37%|███▋      | 995/2703 [01:20<01:28, 19.35it/s]


dev:  37%|███▋      | 997/2703 [01:20<01:30, 18.77it/s]


dev:  37%|███▋      | 1000/2703 [01:21<01:27, 19.40it/s]


dev:  37%|███▋      | 1002/2703 [01:21<01:28, 19.19it/s]


dev:  37%|███▋      | 1004/2703 [01:21<01:29, 18.90it/s]


dev:  37%|███▋      | 1007/2703 [01:21<01:26, 19.52it/s]


dev:  37%|███▋      | 1009/2703 [01:21<01:29, 18.94it/s]


dev:  37%|███▋      | 1011/2703 [01:21<01:32, 18.39it/s]


dev:  38%|███▊      | 1014/2703 [01:21<01:29, 18.85it/s]


dev:  38%|███▊      | 1016/2703 [01:21<01:34, 17.94it/s]


dev:  38%|███▊      | 1019/2703 [01:22<01:25, 19.65it/s]


dev:  38%|███▊      | 1021/2703 [01:22<01:25, 19.66it/s]


dev:  38%|███▊      | 1023/2703 [01:22<01:30, 18.52it/s]


dev:  38%|███▊      | 1025/2703 [01:22<01:30, 18.55it/s]


dev:  38%|███▊      | 1028/2703 [01:22<01:26, 19.45it/s]


dev:  38%|███▊      | 1030/2703 [01:22<01:27, 19.07it/s]


dev:  38%|███▊      | 1032/2703 [01:22<01:27, 19.08it/s]


dev:  38%|███▊      | 1034/2703 [01:22<01:27, 19.05it/s]


dev:  38%|███▊      | 1036/2703 [01:23<01:30, 18.38it/s]


dev:  38%|███▊      | 1038/2703 [01:23<01:36, 17.22it/s]


dev:  39%|███▊      | 1041/2703 [01:23<01:31, 18.16it/s]


dev:  39%|███▊      | 1043/2703 [01:23<01:34, 17.62it/s]


dev:  39%|███▊      | 1046/2703 [01:23<01:31, 18.13it/s]


dev:  39%|███▉      | 1049/2703 [01:23<01:26, 19.19it/s]


dev:  39%|███▉      | 1051/2703 [01:23<01:25, 19.22it/s]


dev:  39%|███▉      | 1053/2703 [01:23<01:25, 19.40it/s]


dev:  39%|███▉      | 1056/2703 [01:24<01:19, 20.80it/s]


dev:  39%|███▉      | 1059/2703 [01:24<01:18, 20.97it/s]


dev:  39%|███▉      | 1062/2703 [01:24<01:22, 19.85it/s]


dev:  39%|███▉      | 1065/2703 [01:24<01:21, 20.06it/s]


dev:  40%|███▉      | 1068/2703 [01:24<01:23, 19.61it/s]


dev:  40%|███▉      | 1070/2703 [01:24<01:24, 19.21it/s]


dev:  40%|███▉      | 1073/2703 [01:24<01:23, 19.62it/s]


dev:  40%|███▉      | 1076/2703 [01:25<01:22, 19.78it/s]


dev:  40%|███▉      | 1078/2703 [01:25<01:22, 19.65it/s]


dev:  40%|███▉      | 1080/2703 [01:25<01:24, 19.24it/s]


dev:  40%|████      | 1082/2703 [01:25<01:23, 19.38it/s]


dev:  40%|████      | 1085/2703 [01:25<01:17, 20.91it/s]


dev:  40%|████      | 1088/2703 [01:25<01:20, 19.95it/s]


dev:  40%|████      | 1091/2703 [01:25<01:18, 20.43it/s]


dev:  40%|████      | 1094/2703 [01:25<01:19, 20.32it/s]


dev:  41%|████      | 1097/2703 [01:26<01:16, 20.89it/s]


dev:  41%|████      | 1100/2703 [01:26<01:17, 20.75it/s]


dev:  41%|████      | 1103/2703 [01:26<01:23, 19.24it/s]


dev:  41%|████      | 1105/2703 [01:26<01:23, 19.14it/s]


dev:  41%|████      | 1107/2703 [01:26<01:26, 18.49it/s]


dev:  41%|████      | 1110/2703 [01:26<01:20, 19.73it/s]


dev:  41%|████      | 1113/2703 [01:26<01:16, 20.86it/s]


dev:  41%|████▏     | 1116/2703 [01:27<01:19, 20.08it/s]


dev:  41%|████▏     | 1119/2703 [01:27<01:22, 19.13it/s]


dev:  41%|████▏     | 1121/2703 [01:27<01:21, 19.31it/s]


dev:  42%|████▏     | 1123/2703 [01:27<01:21, 19.28it/s]


dev:  42%|████▏     | 1125/2703 [01:27<01:24, 18.75it/s]


dev:  42%|████▏     | 1128/2703 [01:27<01:25, 18.41it/s]


dev:  42%|████▏     | 1130/2703 [01:27<01:27, 17.88it/s]


dev:  42%|████▏     | 1132/2703 [01:27<01:27, 17.98it/s]


dev:  42%|████▏     | 1135/2703 [01:28<01:18, 20.06it/s]


dev:  42%|████▏     | 1138/2703 [01:28<01:18, 19.90it/s]


dev:  42%|████▏     | 1141/2703 [01:28<01:15, 20.82it/s]


dev:  42%|████▏     | 1144/2703 [01:28<01:15, 20.75it/s]


dev:  42%|████▏     | 1147/2703 [01:28<01:16, 20.39it/s]


dev:  43%|████▎     | 1150/2703 [01:28<01:21, 19.10it/s]


dev:  43%|████▎     | 1153/2703 [01:29<01:18, 19.67it/s]


dev:  43%|████▎     | 1156/2703 [01:29<01:17, 19.94it/s]


dev:  43%|████▎     | 1159/2703 [01:29<01:15, 20.48it/s]


dev:  43%|████▎     | 1162/2703 [01:29<01:13, 20.95it/s]


dev:  43%|████▎     | 1165/2703 [01:29<01:16, 20.19it/s]


dev:  43%|████▎     | 1168/2703 [01:29<01:18, 19.51it/s]


dev:  43%|████▎     | 1171/2703 [01:29<01:15, 20.24it/s]


dev:  43%|████▎     | 1174/2703 [01:30<01:17, 19.81it/s]


dev:  44%|████▎     | 1177/2703 [01:30<01:15, 20.16it/s]


dev:  44%|████▎     | 1180/2703 [01:30<01:17, 19.63it/s]


dev:  44%|████▍     | 1183/2703 [01:30<01:14, 20.40it/s]


dev:  44%|████▍     | 1186/2703 [01:30<01:13, 20.61it/s]


dev:  44%|████▍     | 1189/2703 [01:30<01:15, 20.12it/s]


dev:  44%|████▍     | 1192/2703 [01:30<01:17, 19.56it/s]


dev:  44%|████▍     | 1194/2703 [01:31<01:18, 19.32it/s]


dev:  44%|████▍     | 1197/2703 [01:31<01:16, 19.73it/s]


dev:  44%|████▍     | 1200/2703 [01:31<01:13, 20.52it/s]


dev:  45%|████▍     | 1203/2703 [01:31<01:14, 20.18it/s]


dev:  45%|████▍     | 1206/2703 [01:31<01:10, 21.29it/s]


dev:  45%|████▍     | 1209/2703 [01:31<01:07, 22.08it/s]


dev:  45%|████▍     | 1212/2703 [01:31<01:08, 21.81it/s]


dev:  45%|████▍     | 1215/2703 [01:32<01:11, 20.92it/s]


dev:  45%|████▌     | 1218/2703 [01:32<01:15, 19.75it/s]


dev:  45%|████▌     | 1221/2703 [01:32<01:12, 20.48it/s]


dev:  45%|████▌     | 1224/2703 [01:32<01:09, 21.15it/s]


dev:  45%|████▌     | 1227/2703 [01:32<01:10, 21.07it/s]


dev:  46%|████▌     | 1230/2703 [01:32<01:10, 20.87it/s]


dev:  46%|████▌     | 1233/2703 [01:32<01:07, 21.73it/s]


dev:  46%|████▌     | 1236/2703 [01:33<01:10, 20.78it/s]


dev:  46%|████▌     | 1239/2703 [01:33<01:11, 20.58it/s]


dev:  46%|████▌     | 1242/2703 [01:33<01:11, 20.54it/s]


dev:  46%|████▌     | 1245/2703 [01:33<01:13, 19.86it/s]


dev:  46%|████▌     | 1248/2703 [01:33<01:10, 20.64it/s]


dev:  46%|████▋     | 1251/2703 [01:33<01:09, 20.87it/s]


dev:  46%|████▋     | 1254/2703 [01:33<01:10, 20.43it/s]


dev:  47%|████▋     | 1257/2703 [01:34<01:07, 21.29it/s]


dev:  47%|████▋     | 1260/2703 [01:34<01:04, 22.39it/s]


dev:  47%|████▋     | 1263/2703 [01:34<01:08, 20.91it/s]


dev:  47%|████▋     | 1266/2703 [01:34<01:08, 20.86it/s]


dev:  47%|████▋     | 1269/2703 [01:34<01:05, 21.76it/s]


dev:  47%|████▋     | 1272/2703 [01:34<01:06, 21.55it/s]


dev:  47%|████▋     | 1275/2703 [01:34<01:03, 22.35it/s]


dev:  47%|████▋     | 1278/2703 [01:34<01:01, 23.16it/s]


dev:  47%|████▋     | 1281/2703 [01:35<01:06, 21.40it/s]


dev:  48%|████▊     | 1284/2703 [01:35<01:08, 20.75it/s]


dev:  48%|████▊     | 1287/2703 [01:35<01:06, 21.45it/s]


dev:  48%|████▊     | 1290/2703 [01:35<01:06, 21.19it/s]


dev:  48%|████▊     | 1293/2703 [01:35<01:08, 20.68it/s]


dev:  48%|████▊     | 1296/2703 [01:35<01:08, 20.47it/s]


dev:  48%|████▊     | 1299/2703 [01:36<01:08, 20.63it/s]


dev:  48%|████▊     | 1302/2703 [01:36<01:08, 20.31it/s]


dev:  48%|████▊     | 1305/2703 [01:36<01:06, 21.05it/s]


dev:  48%|████▊     | 1308/2703 [01:36<01:03, 22.14it/s]


dev:  49%|████▊     | 1311/2703 [01:36<01:01, 22.71it/s]


dev:  49%|████▊     | 1314/2703 [01:36<00:59, 23.37it/s]


dev:  49%|████▊     | 1317/2703 [01:36<00:57, 24.08it/s]


dev:  49%|████▉     | 1320/2703 [01:36<00:59, 23.40it/s]


dev:  49%|████▉     | 1323/2703 [01:37<01:01, 22.52it/s]


dev:  49%|████▉     | 1326/2703 [01:37<01:01, 22.45it/s]


dev:  49%|████▉     | 1329/2703 [01:37<01:06, 20.80it/s]


dev:  49%|████▉     | 1332/2703 [01:37<01:03, 21.74it/s]


dev:  49%|████▉     | 1335/2703 [01:37<01:02, 22.05it/s]


dev:  50%|████▉     | 1338/2703 [01:37<01:01, 22.09it/s]


dev:  50%|████▉     | 1341/2703 [01:37<01:00, 22.68it/s]


dev:  50%|████▉     | 1344/2703 [01:38<00:59, 22.97it/s]


dev:  50%|████▉     | 1347/2703 [01:38<01:02, 21.83it/s]


dev:  50%|████▉     | 1350/2703 [01:38<00:59, 22.91it/s]


dev:  50%|█████     | 1353/2703 [01:38<00:58, 23.06it/s]


dev:  50%|█████     | 1356/2703 [01:38<00:56, 23.98it/s]


dev:  50%|█████     | 1359/2703 [01:38<00:56, 23.99it/s]


dev:  50%|█████     | 1362/2703 [01:38<00:54, 24.47it/s]


dev:  50%|█████     | 1365/2703 [01:38<00:56, 23.84it/s]


dev:  51%|█████     | 1368/2703 [01:39<00:56, 23.58it/s]


dev:  51%|█████     | 1371/2703 [01:39<01:01, 21.51it/s]


dev:  51%|█████     | 1374/2703 [01:39<01:01, 21.66it/s]


dev:  51%|█████     | 1377/2703 [01:39<01:00, 22.05it/s]


dev:  51%|█████     | 1380/2703 [01:39<00:57, 22.90it/s]


dev:  51%|█████     | 1383/2703 [01:39<00:57, 23.13it/s]


dev:  51%|█████▏    | 1386/2703 [01:39<00:57, 22.96it/s]


dev:  51%|█████▏    | 1389/2703 [01:40<01:00, 21.87it/s]


dev:  51%|█████▏    | 1392/2703 [01:40<00:57, 22.63it/s]


dev:  52%|█████▏    | 1395/2703 [01:40<00:56, 23.00it/s]


dev:  52%|█████▏    | 1398/2703 [01:40<00:53, 24.25it/s]


dev:  52%|█████▏    | 1401/2703 [01:40<00:56, 23.05it/s]


dev:  52%|█████▏    | 1404/2703 [01:40<00:54, 24.04it/s]


dev:  52%|█████▏    | 1407/2703 [01:40<00:57, 22.48it/s]


dev:  52%|█████▏    | 1410/2703 [01:40<00:54, 23.83it/s]


dev:  52%|█████▏    | 1413/2703 [01:40<00:52, 24.59it/s]


dev:  52%|█████▏    | 1416/2703 [01:41<00:50, 25.62it/s]


dev:  52%|█████▏    | 1419/2703 [01:41<00:49, 25.78it/s]


dev:  53%|█████▎    | 1422/2703 [01:41<00:48, 26.25it/s]


dev:  53%|█████▎    | 1425/2703 [01:41<00:50, 25.39it/s]


dev:  53%|█████▎    | 1428/2703 [01:41<00:50, 25.37it/s]


dev:  53%|█████▎    | 1431/2703 [01:41<00:51, 24.91it/s]


dev:  53%|█████▎    | 1434/2703 [01:41<00:55, 23.00it/s]


dev:  53%|█████▎    | 1437/2703 [01:41<00:54, 23.44it/s]


dev:  53%|█████▎    | 1440/2703 [01:42<00:55, 22.83it/s]


dev:  53%|█████▎    | 1443/2703 [01:42<00:58, 21.68it/s]


dev:  53%|█████▎    | 1446/2703 [01:42<00:58, 21.64it/s]


dev:  54%|█████▎    | 1449/2703 [01:42<00:57, 21.95it/s]


dev:  54%|█████▎    | 1452/2703 [01:42<00:54, 22.98it/s]


dev:  54%|█████▍    | 1455/2703 [01:42<00:53, 23.18it/s]


dev:  54%|█████▍    | 1458/2703 [01:42<00:51, 24.08it/s]


dev:  54%|█████▍    | 1461/2703 [01:43<00:51, 24.34it/s]


dev:  54%|█████▍    | 1464/2703 [01:43<00:52, 23.60it/s]


dev:  54%|█████▍    | 1467/2703 [01:43<00:52, 23.40it/s]


dev:  54%|█████▍    | 1470/2703 [01:43<00:51, 24.12it/s]


dev:  54%|█████▍    | 1473/2703 [01:43<00:53, 23.11it/s]


dev:  55%|█████▍    | 1476/2703 [01:43<00:54, 22.61it/s]


dev:  55%|█████▍    | 1479/2703 [01:43<00:55, 22.25it/s]


dev:  55%|█████▍    | 1482/2703 [01:43<00:55, 22.11it/s]


dev:  55%|█████▍    | 1485/2703 [01:44<00:54, 22.31it/s]


dev:  55%|█████▌    | 1488/2703 [01:44<00:52, 23.28it/s]


dev:  55%|█████▌    | 1491/2703 [01:44<00:50, 23.80it/s]


dev:  55%|█████▌    | 1494/2703 [01:44<00:49, 24.26it/s]


dev:  55%|█████▌    | 1497/2703 [01:44<00:53, 22.61it/s]


dev:  55%|█████▌    | 1500/2703 [01:44<00:49, 24.25it/s]


dev:  56%|█████▌    | 1503/2703 [01:44<00:47, 25.20it/s]


dev:  56%|█████▌    | 1506/2703 [01:44<00:47, 25.14it/s]


dev:  56%|█████▌    | 1509/2703 [01:45<00:45, 26.13it/s]


dev:  56%|█████▌    | 1512/2703 [01:45<00:44, 26.95it/s]


dev:  56%|█████▌    | 1515/2703 [01:45<00:46, 25.35it/s]


dev:  56%|█████▌    | 1518/2703 [01:45<00:48, 24.39it/s]


dev:  56%|█████▋    | 1521/2703 [01:45<00:49, 23.78it/s]


dev:  56%|█████▋    | 1524/2703 [01:45<00:46, 25.25it/s]


dev:  56%|█████▋    | 1527/2703 [01:45<00:47, 24.80it/s]


dev:  57%|█████▋    | 1530/2703 [01:45<00:46, 25.08it/s]


dev:  57%|█████▋    | 1533/2703 [01:45<00:45, 25.99it/s]


dev:  57%|█████▋    | 1536/2703 [01:46<00:44, 26.52it/s]


dev:  57%|█████▋    | 1539/2703 [01:46<00:47, 24.69it/s]


dev:  57%|█████▋    | 1542/2703 [01:46<00:46, 25.17it/s]


dev:  57%|█████▋    | 1545/2703 [01:46<00:44, 25.89it/s]


dev:  57%|█████▋    | 1548/2703 [01:46<00:44, 25.86it/s]


dev:  57%|█████▋    | 1551/2703 [01:46<00:47, 24.39it/s]


dev:  57%|█████▋    | 1554/2703 [01:46<00:45, 25.50it/s]


dev:  58%|█████▊    | 1557/2703 [01:46<00:45, 25.32it/s]


dev:  58%|█████▊    | 1560/2703 [01:47<00:46, 24.38it/s]


dev:  58%|█████▊    | 1563/2703 [01:47<00:44, 25.36it/s]


dev:  58%|█████▊    | 1566/2703 [01:47<00:43, 26.15it/s]


dev:  58%|█████▊    | 1569/2703 [01:47<00:44, 25.59it/s]


dev:  58%|█████▊    | 1572/2703 [01:47<00:45, 24.98it/s]


dev:  58%|█████▊    | 1575/2703 [01:47<00:44, 25.29it/s]


dev:  58%|█████▊    | 1578/2703 [01:47<00:45, 24.63it/s]


dev:  58%|█████▊    | 1581/2703 [01:47<00:44, 25.30it/s]


dev:  59%|█████▊    | 1584/2703 [01:48<00:45, 24.45it/s]


dev:  59%|█████▊    | 1587/2703 [01:48<00:44, 25.16it/s]


dev:  59%|█████▉    | 1590/2703 [01:48<00:45, 24.71it/s]


dev:  59%|█████▉    | 1593/2703 [01:48<00:44, 24.74it/s]


dev:  59%|█████▉    | 1596/2703 [01:48<00:45, 24.14it/s]


dev:  59%|█████▉    | 1599/2703 [01:48<00:44, 24.98it/s]


dev:  59%|█████▉    | 1603/2703 [01:48<00:41, 26.49it/s]


dev:  59%|█████▉    | 1606/2703 [01:48<00:40, 26.94it/s]


dev:  60%|█████▉    | 1609/2703 [01:49<00:44, 24.50it/s]


dev:  60%|█████▉    | 1612/2703 [01:49<00:44, 24.24it/s]


dev:  60%|█████▉    | 1615/2703 [01:49<00:43, 25.20it/s]


dev:  60%|█████▉    | 1618/2703 [01:49<00:43, 24.74it/s]


dev:  60%|█████▉    | 1621/2703 [01:49<00:43, 25.02it/s]


dev:  60%|██████    | 1624/2703 [01:49<00:43, 24.77it/s]


dev:  60%|██████    | 1627/2703 [01:49<00:41, 26.13it/s]


dev:  60%|██████    | 1630/2703 [01:49<00:40, 26.76it/s]


dev:  60%|██████    | 1634/2703 [01:49<00:38, 27.50it/s]


dev:  61%|██████    | 1638/2703 [01:50<00:36, 28.98it/s]


dev:  61%|██████    | 1641/2703 [01:50<00:38, 27.95it/s]


dev:  61%|██████    | 1644/2703 [01:50<00:37, 28.05it/s]


dev:  61%|██████    | 1647/2703 [01:50<00:38, 27.35it/s]


dev:  61%|██████    | 1650/2703 [01:50<00:37, 27.77it/s]


dev:  61%|██████    | 1653/2703 [01:50<00:37, 28.02it/s]


dev:  61%|██████▏   | 1657/2703 [01:50<00:37, 27.71it/s]


dev:  61%|██████▏   | 1660/2703 [01:50<00:37, 27.55it/s]


dev:  62%|██████▏   | 1664/2703 [01:51<00:37, 27.87it/s]


dev:  62%|██████▏   | 1668/2703 [01:51<00:35, 28.78it/s]


dev:  62%|██████▏   | 1671/2703 [01:51<00:36, 28.13it/s]


dev:  62%|██████▏   | 1674/2703 [01:51<00:38, 26.61it/s]


dev:  62%|██████▏   | 1677/2703 [01:51<00:40, 25.48it/s]


dev:  62%|██████▏   | 1680/2703 [01:51<00:39, 25.73it/s]


dev:  62%|██████▏   | 1683/2703 [01:51<00:40, 25.07it/s]


dev:  62%|██████▏   | 1686/2703 [01:51<00:39, 25.68it/s]


dev:  62%|██████▏   | 1689/2703 [01:51<00:37, 26.69it/s]


dev:  63%|██████▎   | 1692/2703 [01:52<00:38, 26.19it/s]


dev:  63%|██████▎   | 1696/2703 [01:52<00:38, 26.34it/s]


dev:  63%|██████▎   | 1699/2703 [01:52<00:37, 26.72it/s]


dev:  63%|██████▎   | 1702/2703 [01:52<00:39, 25.51it/s]


dev:  63%|██████▎   | 1705/2703 [01:52<00:40, 24.84it/s]


dev:  63%|██████▎   | 1708/2703 [01:52<00:39, 25.04it/s]


dev:  63%|██████▎   | 1711/2703 [01:52<00:38, 25.49it/s]


dev:  63%|██████▎   | 1714/2703 [01:52<00:37, 26.64it/s]


dev:  64%|██████▎   | 1717/2703 [01:53<00:37, 26.37it/s]


dev:  64%|██████▎   | 1720/2703 [01:53<00:36, 27.23it/s]


dev:  64%|██████▎   | 1723/2703 [01:53<00:35, 27.93it/s]


dev:  64%|██████▍   | 1727/2703 [01:53<00:33, 29.37it/s]


dev:  64%|██████▍   | 1730/2703 [01:53<00:33, 29.23it/s]


dev:  64%|██████▍   | 1733/2703 [01:53<00:33, 29.12it/s]


dev:  64%|██████▍   | 1736/2703 [01:53<00:34, 27.73it/s]


dev:  64%|██████▍   | 1740/2703 [01:53<00:33, 28.75it/s]


dev:  64%|██████▍   | 1743/2703 [01:53<00:33, 28.48it/s]


dev:  65%|██████▍   | 1747/2703 [01:54<00:33, 28.59it/s]


dev:  65%|██████▍   | 1751/2703 [01:54<00:32, 29.25it/s]


dev:  65%|██████▍   | 1754/2703 [01:54<00:33, 28.60it/s]


dev:  65%|██████▌   | 1758/2703 [01:54<00:32, 29.47it/s]


dev:  65%|██████▌   | 1761/2703 [01:54<00:32, 28.99it/s]


dev:  65%|██████▌   | 1764/2703 [01:54<00:32, 28.85it/s]


dev:  65%|██████▌   | 1767/2703 [01:54<00:33, 28.27it/s]


dev:  65%|██████▌   | 1770/2703 [01:54<00:33, 27.97it/s]


dev:  66%|██████▌   | 1774/2703 [01:55<00:32, 28.34it/s]


dev:  66%|██████▌   | 1778/2703 [01:55<00:32, 28.85it/s]


dev:  66%|██████▌   | 1782/2703 [01:55<00:31, 29.23it/s]


dev:  66%|██████▌   | 1785/2703 [01:55<00:33, 27.41it/s]


dev:  66%|██████▌   | 1788/2703 [01:55<00:32, 27.92it/s]


dev:  66%|██████▋   | 1792/2703 [01:55<00:33, 27.53it/s]


dev:  66%|██████▋   | 1795/2703 [01:55<00:33, 27.24it/s]


dev:  67%|██████▋   | 1798/2703 [01:55<00:33, 27.28it/s]


dev:  67%|██████▋   | 1802/2703 [01:56<00:32, 27.98it/s]


dev:  67%|██████▋   | 1805/2703 [01:56<00:31, 28.29it/s]


dev:  67%|██████▋   | 1808/2703 [01:56<00:31, 28.41it/s]


dev:  67%|██████▋   | 1811/2703 [01:56<00:31, 28.47it/s]


dev:  67%|██████▋   | 1814/2703 [01:56<00:30, 28.71it/s]


dev:  67%|██████▋   | 1818/2703 [01:56<00:29, 30.00it/s]


dev:  67%|██████▋   | 1821/2703 [01:56<00:30, 29.10it/s]


dev:  67%|██████▋   | 1824/2703 [01:56<00:30, 29.24it/s]


dev:  68%|██████▊   | 1827/2703 [01:56<00:32, 27.24it/s]


dev:  68%|██████▊   | 1831/2703 [01:57<00:30, 28.86it/s]


dev:  68%|██████▊   | 1834/2703 [01:57<00:32, 26.80it/s]


dev:  68%|██████▊   | 1837/2703 [01:57<00:31, 27.47it/s]


dev:  68%|██████▊   | 1840/2703 [01:57<00:32, 26.95it/s]


dev:  68%|██████▊   | 1844/2703 [01:57<00:30, 28.01it/s]


dev:  68%|██████▊   | 1847/2703 [01:57<00:31, 27.50it/s]


dev:  68%|██████▊   | 1850/2703 [01:57<00:32, 26.64it/s]


dev:  69%|██████▊   | 1854/2703 [01:57<00:31, 27.28it/s]


dev:  69%|██████▊   | 1857/2703 [01:58<00:31, 27.29it/s]


dev:  69%|██████▉   | 1861/2703 [01:58<00:29, 28.60it/s]


dev:  69%|██████▉   | 1865/2703 [01:58<00:28, 29.52it/s]


dev:  69%|██████▉   | 1868/2703 [01:58<00:28, 29.28it/s]


dev:  69%|██████▉   | 1871/2703 [01:58<00:29, 28.17it/s]


dev:  69%|██████▉   | 1874/2703 [01:58<00:29, 28.41it/s]


dev:  69%|██████▉   | 1877/2703 [01:58<00:28, 28.82it/s]


dev:  70%|██████▉   | 1880/2703 [01:58<00:29, 27.92it/s]


dev:  70%|██████▉   | 1884/2703 [01:58<00:29, 27.61it/s]


dev:  70%|██████▉   | 1888/2703 [01:59<00:27, 29.11it/s]


dev:  70%|██████▉   | 1892/2703 [01:59<00:28, 28.82it/s]


dev:  70%|███████   | 1896/2703 [01:59<00:27, 29.69it/s]


dev:  70%|███████   | 1899/2703 [01:59<00:27, 28.89it/s]


dev:  70%|███████   | 1903/2703 [01:59<00:26, 30.14it/s]


dev:  71%|███████   | 1907/2703 [01:59<00:25, 30.68it/s]


dev:  71%|███████   | 1911/2703 [01:59<00:25, 30.57it/s]


dev:  71%|███████   | 1915/2703 [01:59<00:25, 31.09it/s]


dev:  71%|███████   | 1919/2703 [02:00<00:24, 32.50it/s]


dev:  71%|███████   | 1923/2703 [02:00<00:25, 30.79it/s]


dev:  71%|███████▏  | 1927/2703 [02:00<00:24, 31.13it/s]


dev:  71%|███████▏  | 1931/2703 [02:00<00:24, 31.37it/s]


dev:  72%|███████▏  | 1935/2703 [02:00<00:24, 31.09it/s]


dev:  72%|███████▏  | 1939/2703 [02:00<00:26, 28.83it/s]


dev:  72%|███████▏  | 1942/2703 [02:00<00:26, 28.35it/s]


dev:  72%|███████▏  | 1946/2703 [02:00<00:25, 29.86it/s]


dev:  72%|███████▏  | 1950/2703 [02:01<00:24, 30.61it/s]


dev:  72%|███████▏  | 1954/2703 [02:01<00:23, 31.34it/s]


dev:  72%|███████▏  | 1958/2703 [02:01<00:24, 30.39it/s]


dev:  73%|███████▎  | 1962/2703 [02:01<00:24, 29.80it/s]


dev:  73%|███████▎  | 1966/2703 [02:01<00:24, 30.31it/s]


dev:  73%|███████▎  | 1970/2703 [02:01<00:24, 30.47it/s]


dev:  73%|███████▎  | 1974/2703 [02:01<00:23, 30.86it/s]


dev:  73%|███████▎  | 1978/2703 [02:02<00:24, 29.89it/s]


dev:  73%|███████▎  | 1982/2703 [02:02<00:24, 29.64it/s]


dev:  73%|███████▎  | 1986/2703 [02:02<00:23, 29.88it/s]


dev:  74%|███████▎  | 1989/2703 [02:02<00:24, 28.86it/s]


dev:  74%|███████▎  | 1992/2703 [02:02<00:25, 27.56it/s]


dev:  74%|███████▍  | 1996/2703 [02:02<00:23, 29.57it/s]


dev:  74%|███████▍  | 1999/2703 [02:02<00:25, 28.11it/s]


dev:  74%|███████▍  | 2002/2703 [02:02<00:24, 28.57it/s]


dev:  74%|███████▍  | 2006/2703 [02:03<00:23, 29.24it/s]


dev:  74%|███████▍  | 2010/2703 [02:03<00:22, 30.97it/s]


dev:  75%|███████▍  | 2014/2703 [02:03<00:22, 31.10it/s]


dev:  75%|███████▍  | 2018/2703 [02:03<00:21, 32.16it/s]


dev:  75%|███████▍  | 2022/2703 [02:03<00:21, 31.47it/s]


dev:  75%|███████▍  | 2026/2703 [02:03<00:22, 30.20it/s]


dev:  75%|███████▌  | 2030/2703 [02:03<00:21, 31.75it/s]


dev:  75%|███████▌  | 2034/2703 [02:03<00:21, 30.92it/s]


dev:  75%|███████▌  | 2038/2703 [02:04<00:21, 30.67it/s]


dev:  76%|███████▌  | 2042/2703 [02:04<00:21, 30.59it/s]


dev:  76%|███████▌  | 2046/2703 [02:04<00:22, 29.66it/s]


dev:  76%|███████▌  | 2050/2703 [02:04<00:21, 30.44it/s]


dev:  76%|███████▌  | 2054/2703 [02:04<00:22, 29.50it/s]


dev:  76%|███████▌  | 2058/2703 [02:04<00:21, 29.92it/s]


dev:  76%|███████▋  | 2062/2703 [02:04<00:21, 30.01it/s]


dev:  76%|███████▋  | 2066/2703 [02:04<00:20, 31.26it/s]


dev:  77%|███████▋  | 2070/2703 [02:05<00:20, 31.20it/s]


dev:  77%|███████▋  | 2074/2703 [02:05<00:19, 32.19it/s]


dev:  77%|███████▋  | 2078/2703 [02:05<00:19, 31.83it/s]


dev:  77%|███████▋  | 2082/2703 [02:05<00:20, 30.42it/s]


dev:  77%|███████▋  | 2086/2703 [02:05<00:20, 30.33it/s]


dev:  77%|███████▋  | 2090/2703 [02:05<00:20, 30.33it/s]


dev:  77%|███████▋  | 2094/2703 [02:05<00:19, 31.17it/s]


dev:  78%|███████▊  | 2098/2703 [02:06<00:20, 30.03it/s]


dev:  78%|███████▊  | 2102/2703 [02:06<00:19, 31.30it/s]


dev:  78%|███████▊  | 2106/2703 [02:06<00:18, 32.11it/s]


dev:  78%|███████▊  | 2110/2703 [02:06<00:18, 31.82it/s]


dev:  78%|███████▊  | 2114/2703 [02:06<00:18, 32.16it/s]


dev:  78%|███████▊  | 2118/2703 [02:06<00:17, 33.64it/s]


dev:  79%|███████▊  | 2122/2703 [02:06<00:18, 31.64it/s]


dev:  79%|███████▊  | 2126/2703 [02:06<00:17, 32.29it/s]


dev:  79%|███████▉  | 2130/2703 [02:06<00:17, 31.91it/s]


dev:  79%|███████▉  | 2134/2703 [02:07<00:17, 32.06it/s]


dev:  79%|███████▉  | 2138/2703 [02:07<00:18, 30.81it/s]


dev:  79%|███████▉  | 2142/2703 [02:07<00:17, 31.58it/s]


dev:  79%|███████▉  | 2146/2703 [02:07<00:17, 32.13it/s]


dev:  80%|███████▉  | 2150/2703 [02:07<00:17, 31.09it/s]


dev:  80%|███████▉  | 2154/2703 [02:07<00:16, 32.47it/s]


dev:  80%|███████▉  | 2158/2703 [02:07<00:17, 31.57it/s]


dev:  80%|███████▉  | 2162/2703 [02:07<00:16, 32.17it/s]


dev:  80%|████████  | 2166/2703 [02:08<00:17, 31.02it/s]


dev:  80%|████████  | 2170/2703 [02:08<00:18, 29.29it/s]


dev:  80%|████████  | 2173/2703 [02:08<00:18, 28.60it/s]


dev:  81%|████████  | 2177/2703 [02:08<00:17, 30.23it/s]


dev:  81%|████████  | 2181/2703 [02:08<00:17, 30.33it/s]


dev:  81%|████████  | 2185/2703 [02:08<00:16, 30.71it/s]


dev:  81%|████████  | 2189/2703 [02:08<00:16, 30.43it/s]


dev:  81%|████████  | 2193/2703 [02:09<00:16, 31.54it/s]


dev:  81%|████████▏ | 2197/2703 [02:09<00:15, 32.85it/s]


dev:  81%|████████▏ | 2201/2703 [02:09<00:16, 29.89it/s]


dev:  82%|████████▏ | 2205/2703 [02:09<00:16, 30.98it/s]


dev:  82%|████████▏ | 2209/2703 [02:09<00:15, 31.66it/s]


dev:  82%|████████▏ | 2213/2703 [02:09<00:14, 33.26it/s]


dev:  82%|████████▏ | 2217/2703 [02:09<00:15, 31.20it/s]


dev:  82%|████████▏ | 2221/2703 [02:09<00:15, 31.31it/s]


dev:  82%|████████▏ | 2225/2703 [02:10<00:15, 30.24it/s]


dev:  82%|████████▏ | 2229/2703 [02:10<00:14, 32.11it/s]


dev:  83%|████████▎ | 2233/2703 [02:10<00:14, 31.80it/s]


dev:  83%|████████▎ | 2237/2703 [02:10<00:14, 33.18it/s]


dev:  83%|████████▎ | 2241/2703 [02:10<00:13, 33.73it/s]


dev:  83%|████████▎ | 2245/2703 [02:10<00:13, 32.96it/s]


dev:  83%|████████▎ | 2249/2703 [02:10<00:13, 34.24it/s]


dev:  83%|████████▎ | 2253/2703 [02:10<00:13, 32.63it/s]


dev:  83%|████████▎ | 2257/2703 [02:11<00:13, 32.14it/s]


dev:  84%|████████▎ | 2261/2703 [02:11<00:13, 32.77it/s]


dev:  84%|████████▍ | 2265/2703 [02:11<00:14, 30.84it/s]


dev:  84%|████████▍ | 2269/2703 [02:11<00:13, 32.09it/s]


dev:  84%|████████▍ | 2273/2703 [02:11<00:12, 33.96it/s]


dev:  84%|████████▍ | 2277/2703 [02:11<00:12, 34.39it/s]


dev:  84%|████████▍ | 2281/2703 [02:11<00:12, 32.91it/s]


dev:  85%|████████▍ | 2285/2703 [02:11<00:12, 32.25it/s]


dev:  85%|████████▍ | 2289/2703 [02:12<00:13, 31.14it/s]


dev:  85%|████████▍ | 2293/2703 [02:12<00:12, 31.80it/s]


dev:  85%|████████▍ | 2297/2703 [02:12<00:12, 32.02it/s]


dev:  85%|████████▌ | 2301/2703 [02:12<00:12, 32.72it/s]


dev:  85%|████████▌ | 2305/2703 [02:12<00:12, 32.63it/s]


dev:  85%|████████▌ | 2309/2703 [02:12<00:12, 32.48it/s]


dev:  86%|████████▌ | 2313/2703 [02:12<00:11, 32.58it/s]


dev:  86%|████████▌ | 2317/2703 [02:12<00:11, 33.37it/s]


dev:  86%|████████▌ | 2321/2703 [02:12<00:12, 31.80it/s]


dev:  86%|████████▌ | 2325/2703 [02:13<00:11, 31.57it/s]


dev:  86%|████████▌ | 2329/2703 [02:13<00:11, 31.99it/s]


dev:  86%|████████▋ | 2333/2703 [02:13<00:11, 32.17it/s]


dev:  86%|████████▋ | 2337/2703 [02:13<00:11, 31.90it/s]


dev:  87%|████████▋ | 2341/2703 [02:13<00:10, 33.86it/s]


dev:  87%|████████▋ | 2345/2703 [02:13<00:10, 35.05it/s]


dev:  87%|████████▋ | 2349/2703 [02:13<00:09, 35.98it/s]


dev:  87%|████████▋ | 2353/2703 [02:13<00:09, 36.99it/s]


dev:  87%|████████▋ | 2357/2703 [02:14<00:09, 36.38it/s]


dev:  87%|████████▋ | 2361/2703 [02:14<00:09, 34.51it/s]


dev:  87%|████████▋ | 2365/2703 [02:14<00:09, 35.53it/s]


dev:  88%|████████▊ | 2369/2703 [02:14<00:09, 36.08it/s]


dev:  88%|████████▊ | 2373/2703 [02:14<00:09, 35.47it/s]


dev:  88%|████████▊ | 2377/2703 [02:14<00:08, 36.32it/s]


dev:  88%|████████▊ | 2381/2703 [02:14<00:08, 36.86it/s]


dev:  88%|████████▊ | 2385/2703 [02:14<00:08, 36.66it/s]


dev:  88%|████████▊ | 2389/2703 [02:14<00:08, 36.07it/s]


dev:  89%|████████▊ | 2393/2703 [02:15<00:08, 36.03it/s]


dev:  89%|████████▊ | 2397/2703 [02:15<00:08, 35.62it/s]


dev:  89%|████████▉ | 2401/2703 [02:15<00:08, 34.79it/s]


dev:  89%|████████▉ | 2405/2703 [02:15<00:08, 34.86it/s]


dev:  89%|████████▉ | 2409/2703 [02:15<00:08, 34.74it/s]


dev:  89%|████████▉ | 2413/2703 [02:15<00:08, 33.74it/s]


dev:  89%|████████▉ | 2417/2703 [02:15<00:08, 35.09it/s]


dev:  90%|████████▉ | 2421/2703 [02:15<00:07, 36.08it/s]


dev:  90%|████████▉ | 2425/2703 [02:15<00:07, 35.88it/s]


dev:  90%|████████▉ | 2429/2703 [02:16<00:07, 36.31it/s]


dev:  90%|█████████ | 2433/2703 [02:16<00:07, 35.64it/s]


dev:  90%|█████████ | 2437/2703 [02:16<00:07, 34.66it/s]


dev:  90%|█████████ | 2442/2703 [02:16<00:07, 36.40it/s]


dev:  91%|█████████ | 2447/2703 [02:16<00:06, 36.76it/s]


dev:  91%|█████████ | 2451/2703 [02:16<00:06, 36.84it/s]


dev:  91%|█████████ | 2455/2703 [02:16<00:06, 35.59it/s]


dev:  91%|█████████ | 2459/2703 [02:16<00:06, 35.89it/s]


dev:  91%|█████████ | 2463/2703 [02:16<00:06, 34.52it/s]


dev:  91%|█████████▏| 2467/2703 [02:17<00:06, 35.88it/s]


dev:  91%|█████████▏| 2471/2703 [02:17<00:06, 35.24it/s]


dev:  92%|█████████▏| 2475/2703 [02:17<00:06, 35.08it/s]


dev:  92%|█████████▏| 2479/2703 [02:17<00:06, 35.67it/s]


dev:  92%|█████████▏| 2483/2703 [02:17<00:06, 35.30it/s]


dev:  92%|█████████▏| 2487/2703 [02:17<00:06, 35.98it/s]


dev:  92%|█████████▏| 2491/2703 [02:17<00:05, 35.46it/s]


dev:  92%|█████████▏| 2496/2703 [02:17<00:05, 37.19it/s]


dev:  92%|█████████▏| 2500/2703 [02:18<00:05, 35.39it/s]


dev:  93%|█████████▎| 2504/2703 [02:18<00:05, 35.24it/s]


dev:  93%|█████████▎| 2508/2703 [02:18<00:05, 35.72it/s]


dev:  93%|█████████▎| 2512/2703 [02:18<00:05, 35.02it/s]


dev:  93%|█████████▎| 2516/2703 [02:18<00:05, 34.57it/s]


dev:  93%|█████████▎| 2521/2703 [02:18<00:04, 37.54it/s]


dev:  93%|█████████▎| 2525/2703 [02:18<00:04, 36.28it/s]


dev:  94%|█████████▎| 2529/2703 [02:18<00:04, 35.25it/s]


dev:  94%|█████████▎| 2533/2703 [02:18<00:04, 35.27it/s]


dev:  94%|█████████▍| 2537/2703 [02:19<00:04, 35.73it/s]


dev:  94%|█████████▍| 2541/2703 [02:19<00:04, 35.58it/s]


dev:  94%|█████████▍| 2546/2703 [02:19<00:04, 37.06it/s]


dev:  94%|█████████▍| 2550/2703 [02:19<00:04, 37.46it/s]


dev:  95%|█████████▍| 2555/2703 [02:19<00:03, 38.77it/s]


dev:  95%|█████████▍| 2559/2703 [02:19<00:03, 38.82it/s]


dev:  95%|█████████▍| 2563/2703 [02:19<00:03, 37.57it/s]


dev:  95%|█████████▍| 2567/2703 [02:19<00:03, 37.44it/s]


dev:  95%|█████████▌| 2572/2703 [02:19<00:03, 37.90it/s]


dev:  95%|█████████▌| 2577/2703 [02:20<00:03, 39.02it/s]


dev:  96%|█████████▌| 2582/2703 [02:20<00:03, 39.87it/s]


dev:  96%|█████████▌| 2586/2703 [02:20<00:02, 39.78it/s]


dev:  96%|█████████▌| 2591/2703 [02:20<00:02, 40.25it/s]


dev:  96%|█████████▌| 2596/2703 [02:20<00:02, 40.39it/s]


dev:  96%|█████████▌| 2601/2703 [02:20<00:02, 40.66it/s]


dev:  96%|█████████▋| 2606/2703 [02:20<00:02, 39.14it/s]


dev:  97%|█████████▋| 2610/2703 [02:20<00:02, 39.33it/s]


dev:  97%|█████████▋| 2614/2703 [02:21<00:02, 38.36it/s]


dev:  97%|█████████▋| 2618/2703 [02:21<00:02, 38.64it/s]


dev:  97%|█████████▋| 2622/2703 [02:21<00:02, 38.82it/s]


dev:  97%|█████████▋| 2626/2703 [02:21<00:02, 37.72it/s]


dev:  97%|█████████▋| 2631/2703 [02:21<00:01, 39.68it/s]


dev:  97%|█████████▋| 2635/2703 [02:21<00:01, 36.61it/s]


dev:  98%|█████████▊| 2639/2703 [02:21<00:01, 37.40it/s]


dev:  98%|█████████▊| 2644/2703 [02:21<00:01, 37.65it/s]


dev:  98%|█████████▊| 2649/2703 [02:21<00:01, 38.42it/s]


dev:  98%|█████████▊| 2653/2703 [02:22<00:01, 38.04it/s]


dev:  98%|█████████▊| 2658/2703 [02:22<00:01, 38.53it/s]


dev:  98%|█████████▊| 2662/2703 [02:22<00:01, 38.29it/s]


dev:  99%|█████████▊| 2667/2703 [02:22<00:00, 39.14it/s]


dev:  99%|█████████▉| 2672/2703 [02:22<00:00, 40.51it/s]


dev:  99%|█████████▉| 2677/2703 [02:22<00:00, 39.58it/s]


dev:  99%|█████████▉| 2682/2703 [02:22<00:00, 41.01it/s]


dev:  99%|█████████▉| 2687/2703 [02:22<00:00, 40.47it/s]


dev: 100%|█████████▉| 2692/2703 [02:23<00:00, 40.94it/s]


dev: 100%|█████████▉| 2697/2703 [02:23<00:00, 40.06it/s]


dev: 100%|█████████▉| 2702/2703 [02:23<00:00, 38.58it/s]
dev: 100%|██████████| 2703/2703 [02:23<00:00, 18.83it/s]

                                                              

                                                         

overall: 100%|█████████▉| 3999/4000 [1:26:13<00:01,  1.10s/it]

train:  14%|█▍        | 484/3515 [11:42<55:43,  1.10s/it]
                                                              

                                                         

overall: 100%|█████████▉| 3999/4000 [1:26:13<00:01,  1.10s/it]

train:  14%|█▍        | 484/3515 [11:42<55:43,  1.10s/it]
overall: 100%|██████████| 4000/4000 [1:26:13<00:00, 44.70s/it]

train:  14%|█▍        | 485/3515 [11:42<37:37:28, 44.70s/it]/home/victor/glockenspiel/s3prl/data/LibriSpeech/train-clean-100/403/128339/403-128339-0009.flac WTF Failed!!!
403-128339-0009 Failed!!!

train:  14%|█▍        | 485/3515 [11:43<1:13:12,  1.45s/it] 

overall: 100%|██████████| 4000/4000 [1:26:14<00:00,  1.29s/it]
dev loss: 9.339369773864746
dev per: 0.7494953173777316
[Runner] - Save the checkpoint to:
1. result/downstream/grid/states-4000.ckpt