/home/tony/Work/glockenspiel/s3prl/s3prl/upstream/byol_s/byol_a/common.py:20: UserWarning: torchaudio._backend.set_audio_backend has been deprecated. With dispatcher enabled, this function is no-op. You can remove the function call.
  torchaudio.set_audio_backend("sox_io")
2023-09-23 00:55:29 | WARNING | root | Pytorch pre-release version 2.1.0.dev20230831+cu118 - assuming intent to test it
/home/tony/Work/glockenspiel/s3prl/s3prl/run_downstream.py:157: UserWarning: torchaudio._backend.set_audio_backend has been deprecated. With dispatcher enabled, this function is no-op. You can remove the function call.
  torchaudio.set_audio_backend('sox_io')
Some weights of the model checkpoint at m-a-p/MERT-v1-95M were not used when initializing MERTModel: ['encoder.pos_conv_embed.conv.weight_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-v1-95M and are newly initialized: ['encoder.pos_conv_embed.conv.parametrizations.weight.original1', 'encoder.pos_conv_embed.conv.parametrizations.weight.original0']
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
mert_95M_encode {'model_config': None, 'refresh': False}
using suno's k-means clusters: mert_95M_encode

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:   7%|▋         | 243/3515 [00:00<00:01, 2425.43it/s]

word -> phonemes:  14%|█▍        | 486/3515 [00:00<00:01, 2322.55it/s]

word -> phonemes:  21%|██▏       | 755/3515 [00:00<00:01, 2485.61it/s]

word -> phonemes:  29%|██▊       | 1005/3515 [00:00<00:01, 2411.59it/s]

word -> phonemes:  37%|███▋      | 1290/3515 [00:00<00:00, 2562.24it/s]

word -> phonemes:  45%|████▌     | 1583/3515 [00:00<00:00, 2681.96it/s]

word -> phonemes:  53%|█████▎    | 1852/3515 [00:00<00:00, 2585.34it/s]

word -> phonemes:  60%|██████    | 2125/3515 [00:00<00:00, 2627.76it/s]

word -> phonemes:  68%|██████▊   | 2389/3515 [00:00<00:00, 2536.18it/s]

word -> phonemes:  75%|███████▌  | 2644/3515 [00:01<00:00, 2539.73it/s]

word -> phonemes:  83%|████████▎ | 2902/3515 [00:01<00:00, 2549.38it/s]

word -> phonemes:  91%|█████████ | 3184/3515 [00:01<00:00, 2629.75it/s]

word -> phonemes:  98%|█████████▊| 3448/3515 [00:01<00:00, 2570.97it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:01<00:00, 2556.24it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:   0%|          | 1/4000 [00:04<4:37:56,  4.17s/it]

train:   0%|          | 1/3515 [00:01<1:35:29,  1.63s/it]
overall:   0%|          | 2/4000 [00:04<2:20:37,  2.11s/it]

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overall:   0%|          | 3/4000 [00:05<1:32:01,  1.38s/it]

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overall:   0%|          | 4/4000 [00:05<1:09:01,  1.04s/it]

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overall:   0%|          | 5/4000 [00:06<55:55,  1.19it/s]  

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overall:   0%|          | 6/4000 [00:06<45:31,  1.46it/s]

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overall:   0%|          | 8/4000 [00:07<37:48,  1.76it/s]

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overall:   0%|          | 9/4000 [00:08<35:57,  1.85it/s]

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overall:   0%|          | 10/4000 [00:08<34:45,  1.91it/s]

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overall:   0%|          | 12/4000 [00:09<35:00,  1.90it/s]

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overall:   0%|          | 19/4000 [00:12<26:19,  2.52it/s]

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overall:   0%|          | 20/4000 [00:13<28:10,  2.35it/s]

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overall:   1%|          | 21/4000 [00:13<27:55,  2.37it/s]

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overall:   1%|          | 22/4000 [00:13<25:37,  2.59it/s]

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overall:   1%|          | 23/4000 [00:14<28:01,  2.36it/s]

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overall:   1%|          | 24/4000 [00:14<22:13,  2.98it/s]

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overall:   1%|          | 25/4000 [00:14<17:38,  3.76it/s]

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overall:   1%|          | 26/4000 [00:15<23:43,  2.79it/s]

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overall:   1%|          | 31/4000 [00:17<27:09,  2.44it/s]

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overall:   1%|          | 32/4000 [00:18<29:21,  2.25it/s]

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overall:   1%|          | 33/4000 [00:18<34:44,  1.90it/s]

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overall:   1%|          | 34/4000 [00:19<34:07,  1.94it/s]

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overall:   1%|          | 35/4000 [00:19<34:58,  1.89it/s]

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overall:   1%|          | 36/4000 [00:20<29:39,  2.23it/s]

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overall:   1%|          | 37/4000 [00:20<31:08,  2.12it/s]

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overall:   1%|          | 38/4000 [00:21<31:48,  2.08it/s]

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overall:   1%|          | 39/4000 [00:21<31:54,  2.07it/s]

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overall:   1%|          | 40/4000 [00:22<31:57,  2.06it/s]

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overall:   1%|          | 43/4000 [00:23<25:29,  2.59it/s]

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overall:   1%|          | 49/4000 [00:25<31:26,  2.09it/s]

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overall:   1%|▏         | 50/4000 [00:26<35:25,  1.86it/s]

train:   1%|▏         | 50/3515 [00:24<31:04,  1.86it/s]
overall:   1%|▏         | 51/4000 [00:27<33:30,  1.96it/s]

train:   1%|▏         | 51/3515 [00:24<29:23,  1.96it/s]
overall:   1%|▏         | 52/4000 [00:27<32:41,  2.01it/s]

train:   1%|▏         | 52/3515 [00:24<28:40,  2.01it/s]
overall:   1%|▏         | 53/4000 [00:28<32:57,  2.00it/s]

train:   2%|▏         | 53/3515 [00:25<28:54,  2.00it/s]
overall:   1%|▏         | 54/4000 [00:28<32:53,  2.00it/s]

train:   2%|▏         | 54/3515 [00:26<28:51,  2.00it/s]
overall:   1%|▏         | 55/4000 [00:28<30:32,  2.15it/s]

train:   2%|▏         | 55/3515 [00:26<26:47,  2.15it/s]
overall:   1%|▏         | 56/4000 [00:29<28:57,  2.27it/s]

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overall:   1%|▏         | 57/4000 [00:29<29:54,  2.20it/s]

train:   2%|▏         | 57/3515 [00:27<26:13,  2.20it/s]
overall:   1%|▏         | 58/4000 [00:30<30:48,  2.13it/s]

train:   2%|▏         | 58/3515 [00:27<27:01,  2.13it/s]
overall:   1%|▏         | 59/4000 [00:30<32:38,  2.01it/s]

train:   2%|▏         | 59/3515 [00:28<28:37,  2.01it/s]
overall:   2%|▏         | 60/4000 [00:31<32:54,  2.00it/s]

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overall:   2%|▏         | 61/4000 [00:31<32:53,  2.00it/s]

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overall:   2%|▏         | 62/4000 [00:32<32:34,  2.02it/s]

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overall:   2%|▏         | 63/4000 [00:32<32:20,  2.03it/s]

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overall:   2%|▏         | 64/4000 [00:33<31:49,  2.06it/s]

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overall:   2%|▏         | 65/4000 [00:33<32:25,  2.02it/s]

train:   2%|▏         | 65/3515 [00:31<28:25,  2.02it/s]
overall:   2%|▏         | 66/4000 [00:34<31:13,  2.10it/s]

train:   2%|▏         | 66/3515 [00:31<27:22,  2.10it/s]
overall:   2%|▏         | 67/4000 [00:34<30:40,  2.14it/s]

train:   2%|▏         | 67/3515 [00:32<26:53,  2.14it/s]
overall:   2%|▏         | 68/4000 [00:35<30:48,  2.13it/s]

train:   2%|▏         | 68/3515 [00:32<27:00,  2.13it/s]
overall:   2%|▏         | 69/4000 [00:35<31:19,  2.09it/s]

train:   2%|▏         | 69/3515 [00:33<27:27,  2.09it/s]
overall:   2%|▏         | 70/4000 [00:36<30:15,  2.16it/s]

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train:   2%|▏         | 71/3515 [00:33<21:24,  2.68it/s]
overall:   2%|▏         | 72/4000 [00:36<26:38,  2.46it/s]

train:   2%|▏         | 72/3515 [00:34<23:20,  2.46it/s]
overall:   2%|▏         | 73/4000 [00:37<28:26,  2.30it/s]

train:   2%|▏         | 73/3515 [00:34<24:55,  2.30it/s]
overall:   2%|▏         | 74/4000 [00:37<32:15,  2.03it/s]

train:   2%|▏         | 74/3515 [00:35<28:16,  2.03it/s]
overall:   2%|▏         | 75/4000 [00:38<31:56,  2.05it/s]

train:   2%|▏         | 75/3515 [00:35<27:59,  2.05it/s]
overall:   2%|▏         | 76/4000 [00:38<32:01,  2.04it/s]

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train:   2%|▏         | 77/3515 [00:36<28:30,  2.01it/s]
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train:   3%|▎         | 116/3515 [00:55<26:34,  2.13it/s]
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overall:   3%|▎         | 119/4000 [00:58<30:31,  2.12it/s]

train:   3%|▎         | 119/3515 [00:56<26:42,  2.12it/s]
overall:   3%|▎         | 120/4000 [00:59<29:44,  2.17it/s]

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train:   4%|▎         | 129/3515 [01:01<26:37,  2.12it/s]
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train:   4%|▎         | 130/3515 [01:01<27:00,  2.09it/s]
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train:   4%|▎         | 131/3515 [01:02<29:11,  1.93it/s]
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train:   4%|▍         | 135/3515 [01:04<28:47,  1.96it/s]
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train:   4%|▍         | 136/3515 [01:04<28:51,  1.95it/s]
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train:   4%|▍         | 137/3515 [01:05<27:45,  2.03it/s]
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train:   4%|▍         | 138/3515 [01:05<28:11,  2.00it/s]
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train:   4%|▍         | 139/3515 [01:06<28:34,  1.97it/s]
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train:   4%|▍         | 140/3515 [01:06<28:58,  1.94it/s]
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train:   4%|▍         | 142/3515 [01:07<23:31,  2.39it/s]
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train:   4%|▍         | 143/3515 [01:08<25:12,  2.23it/s]
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train:   4%|▍         | 144/3515 [01:08<22:11,  2.53it/s]
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train:   4%|▍         | 145/3515 [01:08<24:04,  2.33it/s]
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train:   4%|▍         | 146/3515 [01:09<27:38,  2.03it/s]
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train:   4%|▍         | 147/3515 [01:10<28:16,  1.98it/s]
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train:   4%|▍         | 148/3515 [01:10<28:05,  2.00it/s]
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train:   4%|▍         | 149/3515 [01:11<28:07,  2.00it/s]
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train:   4%|▍         | 150/3515 [01:11<27:44,  2.02it/s]
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train:   4%|▍         | 151/3515 [01:12<28:31,  1.97it/s]
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train:   4%|▍         | 152/3515 [01:12<28:42,  1.95it/s]
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train:   4%|▍         | 153/3515 [01:13<28:08,  1.99it/s]
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train:   4%|▍         | 154/3515 [01:13<27:07,  2.07it/s]
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train:   4%|▍         | 155/3515 [01:14<28:56,  1.93it/s]
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train:   4%|▍         | 156/3515 [01:14<28:48,  1.94it/s]
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train:   4%|▍         | 157/3515 [01:15<28:24,  1.97it/s]
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train:   4%|▍         | 158/3515 [01:15<28:17,  1.98it/s]
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train:   5%|▍         | 159/3515 [01:16<28:26,  1.97it/s]
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train:   5%|▍         | 160/3515 [01:16<24:06,  2.32it/s]
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train:   5%|▍         | 161/3515 [01:16<25:05,  2.23it/s]
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train:   5%|▍         | 162/3515 [01:17<25:56,  2.15it/s]
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train:   5%|▍         | 163/3515 [01:17<26:19,  2.12it/s]
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train:   5%|▍         | 164/3515 [01:18<27:01,  2.07it/s]
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train:   5%|▍         | 165/3515 [01:18<27:10,  2.06it/s]
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train:   5%|▍         | 166/3515 [01:19<27:04,  2.06it/s]
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train:   5%|▍         | 167/3515 [01:19<23:14,  2.40it/s]
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train:   5%|▍         | 168/3515 [01:20<25:04,  2.23it/s]
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train:   5%|▍         | 169/3515 [01:20<25:33,  2.18it/s]
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train:   5%|▍         | 170/3515 [01:21<28:28,  1.96it/s]
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train:   5%|▍         | 171/3515 [01:21<28:33,  1.95it/s]
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train:   5%|▍         | 172/3515 [01:22<28:31,  1.95it/s]
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train:   5%|▍         | 173/3515 [01:22<24:16,  2.30it/s]
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train:   5%|▍         | 174/3515 [01:23<25:39,  2.17it/s]
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train:   5%|▍         | 175/3515 [01:23<27:17,  2.04it/s]
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train:   5%|▌         | 176/3515 [01:24<27:50,  2.00it/s]
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train:   5%|▌         | 177/3515 [01:24<28:22,  1.96it/s]
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train:   5%|▌         | 178/3515 [01:25<28:13,  1.97it/s]
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train:   5%|▌         | 179/3515 [01:25<28:57,  1.92it/s]
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train:   5%|▌         | 180/3515 [01:26<29:09,  1.91it/s]
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train:   5%|▌         | 181/3515 [01:26<28:37,  1.94it/s]
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train:   5%|▌         | 182/3515 [01:27<29:03,  1.91it/s]
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train:   5%|▌         | 183/3515 [01:27<29:02,  1.91it/s]
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train:   5%|▌         | 184/3515 [01:28<27:39,  2.01it/s]
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train:   5%|▌         | 185/3515 [01:28<26:49,  2.07it/s]
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train:   5%|▌         | 186/3515 [01:29<27:09,  2.04it/s]
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train:   5%|▌         | 187/3515 [01:29<25:25,  2.18it/s]
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train:   5%|▌         | 188/3515 [01:29<24:08,  2.30it/s]
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train:   5%|▌         | 189/3515 [01:30<25:07,  2.21it/s]
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train:   5%|▌         | 190/3515 [01:30<24:09,  2.29it/s]
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train:   5%|▌         | 191/3515 [01:31<24:16,  2.28it/s]
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train:   5%|▌         | 192/3515 [01:31<20:24,  2.71it/s]
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train:   6%|▌         | 195/3515 [01:33<27:58,  1.98it/s]
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train:   6%|▋         | 223/3515 [01:46<27:11,  2.02it/s]
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train:   6%|▋         | 224/3515 [01:47<26:39,  2.06it/s]
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train:   7%|▋         | 229/3515 [01:49<22:44,  2.41it/s]
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overall:   6%|▌         | 233/4000 [01:53<27:12,  2.31it/s]

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overall:   6%|▌         | 234/4000 [01:53<28:58,  2.17it/s]

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overall:   6%|▌         | 235/4000 [01:54<29:51,  2.10it/s]

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overall:   6%|▌         | 236/4000 [01:54<29:20,  2.14it/s]

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overall:   6%|▌         | 237/4000 [01:55<29:12,  2.15it/s]

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overall:   6%|▌         | 238/4000 [01:55<30:00,  2.09it/s]

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overall:   6%|▌         | 239/4000 [01:56<30:53,  2.03it/s]

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overall:   6%|▌         | 240/4000 [01:56<31:17,  2.00it/s]

train:   7%|▋         | 240/3515 [01:54<27:15,  2.00it/s]
overall:   6%|▌         | 241/4000 [01:57<30:21,  2.06it/s]

train:   7%|▋         | 241/3515 [01:54<26:26,  2.06it/s]
overall:   6%|▌         | 242/4000 [01:58<34:08,  1.83it/s]

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overall:   6%|▌         | 243/4000 [01:58<33:35,  1.86it/s]

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overall:   6%|▌         | 244/4000 [01:59<32:31,  1.92it/s]

train:   7%|▋         | 244/3515 [01:56<28:19,  1.92it/s]
overall:   6%|▌         | 245/4000 [01:59<31:46,  1.97it/s]

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overall:   6%|▌         | 246/4000 [01:59<30:38,  2.04it/s]

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overall:   6%|▌         | 247/4000 [02:00<31:11,  2.01it/s]

train:   7%|▋         | 247/3515 [01:57<27:09,  2.01it/s]
overall:   6%|▌         | 248/4000 [02:01<30:55,  2.02it/s]

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overall:   6%|▌         | 249/4000 [02:01<29:56,  2.09it/s]

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overall:   6%|▋         | 250/4000 [02:01<30:21,  2.06it/s]

train:   7%|▋         | 250/3515 [01:59<26:26,  2.06it/s]
overall:   6%|▋         | 251/4000 [02:02<29:14,  2.14it/s]

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overall:   6%|▋         | 252/4000 [02:02<30:30,  2.05it/s]

train:   7%|▋         | 252/3515 [02:00<26:33,  2.05it/s]
overall:   6%|▋         | 253/4000 [02:03<30:00,  2.08it/s]

train:   7%|▋         | 253/3515 [02:00<26:07,  2.08it/s]
overall:   6%|▋         | 254/4000 [02:03<30:21,  2.06it/s]

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train:   7%|▋         | 256/3515 [02:02<26:56,  2.02it/s]
overall:   6%|▋         | 257/4000 [02:05<31:14,  2.00it/s]

train:   7%|▋         | 257/3515 [02:02<27:11,  2.00it/s]
overall:   6%|▋         | 258/4000 [02:05<31:07,  2.00it/s]

train:   7%|▋         | 258/3515 [02:03<27:05,  2.00it/s]
overall:   6%|▋         | 259/4000 [02:06<31:31,  1.98it/s]

train:   7%|▋         | 259/3515 [02:03<27:26,  1.98it/s]
overall:   6%|▋         | 260/4000 [02:06<31:48,  1.96it/s]

train:   7%|▋         | 260/3515 [02:04<27:41,  1.96it/s]
overall:   7%|▋         | 261/4000 [02:07<31:21,  1.99it/s]

train:   7%|▋         | 261/3515 [02:04<27:17,  1.99it/s]
overall:   7%|▋         | 262/4000 [02:07<31:10,  2.00it/s]

train:   7%|▋         | 262/3515 [02:05<27:07,  2.00it/s]
overall:   7%|▋         | 263/4000 [02:08<31:00,  2.01it/s]

train:   7%|▋         | 263/3515 [02:05<26:59,  2.01it/s]
overall:   7%|▋         | 264/4000 [02:08<31:13,  1.99it/s]

train:   8%|▊         | 264/3515 [02:06<27:10,  1.99it/s]
overall:   7%|▋         | 265/4000 [02:09<30:21,  2.05it/s]

train:   8%|▊         | 265/3515 [02:06<26:25,  2.05it/s]
overall:   7%|▋         | 266/4000 [02:10<33:18,  1.87it/s]

train:   8%|▊         | 266/3515 [02:07<28:58,  1.87it/s]
overall:   7%|▋         | 267/4000 [02:10<32:42,  1.90it/s]

train:   8%|▊         | 267/3515 [02:07<28:27,  1.90it/s]
overall:   7%|▋         | 268/4000 [02:10<31:12,  1.99it/s]

train:   8%|▊         | 268/3515 [02:08<27:09,  1.99it/s]
overall:   7%|▋         | 269/4000 [02:11<29:17,  2.12it/s]

train:   8%|▊         | 269/3515 [02:08<25:28,  2.12it/s]
overall:   7%|▋         | 270/4000 [02:11<28:36,  2.17it/s]

train:   8%|▊         | 270/3515 [02:09<24:52,  2.17it/s]
overall:   7%|▋         | 271/4000 [02:12<30:21,  2.05it/s]

train:   8%|▊         | 271/3515 [02:09<26:24,  2.05it/s]
overall:   7%|▋         | 272/4000 [02:12<31:04,  2.00it/s]

train:   8%|▊         | 272/3515 [02:10<27:01,  2.00it/s]
overall:   7%|▋         | 273/4000 [02:13<30:56,  2.01it/s]

train:   8%|▊         | 273/3515 [02:10<26:54,  2.01it/s]
overall:   7%|▋         | 274/4000 [02:13<31:01,  2.00it/s]

train:   8%|▊         | 274/3515 [02:11<26:58,  2.00it/s]
overall:   7%|▋         | 275/4000 [02:14<32:42,  1.90it/s]

train:   8%|▊         | 275/3515 [02:11<28:27,  1.90it/s]
overall:   7%|▋         | 276/4000 [02:14<32:33,  1.91it/s]

train:   8%|▊         | 276/3515 [02:12<28:18,  1.91it/s]
overall:   7%|▋         | 277/4000 [02:15<31:19,  1.98it/s]

train:   8%|▊         | 277/3515 [02:12<27:14,  1.98it/s]
overall:   7%|▋         | 278/4000 [02:15<30:10,  2.06it/s]

train:   8%|▊         | 278/3515 [02:13<26:14,  2.06it/s]
overall:   7%|▋         | 279/4000 [02:16<30:28,  2.04it/s]

train:   8%|▊         | 279/3515 [02:13<26:29,  2.04it/s]
overall:   7%|▋         | 280/4000 [02:16<31:14,  1.98it/s]

train:   8%|▊         | 280/3515 [02:14<27:10,  1.98it/s]
overall:   7%|▋         | 281/4000 [02:17<31:27,  1.97it/s]

train:   8%|▊         | 281/3515 [02:14<27:21,  1.97it/s]
overall:   7%|▋         | 282/4000 [02:17<30:21,  2.04it/s]

train:   8%|▊         | 282/3515 [02:15<26:23,  2.04it/s]
overall:   7%|▋         | 283/4000 [02:18<27:00,  2.29it/s]

train:   8%|▊         | 283/3515 [02:15<23:29,  2.29it/s]
overall:   7%|▋         | 284/4000 [02:18<28:30,  2.17it/s]

train:   8%|▊         | 284/3515 [02:16<24:47,  2.17it/s]
overall:   7%|▋         | 285/4000 [02:19<29:20,  2.11it/s]

train:   8%|▊         | 285/3515 [02:16<25:30,  2.11it/s]
overall:   7%|▋         | 286/4000 [02:19<29:47,  2.08it/s]

train:   8%|▊         | 286/3515 [02:17<25:54,  2.08it/s]
overall:   7%|▋         | 287/4000 [02:20<28:37,  2.16it/s]

train:   8%|▊         | 287/3515 [02:17<24:53,  2.16it/s]
overall:   7%|▋         | 288/4000 [02:20<27:57,  2.21it/s]

train:   8%|▊         | 288/3515 [02:18<24:18,  2.21it/s]
overall:   7%|▋         | 289/4000 [02:21<28:52,  2.14it/s]

train:   8%|▊         | 289/3515 [02:18<25:06,  2.14it/s]
overall:   7%|▋         | 290/4000 [02:21<33:00,  1.87it/s]

train:   8%|▊         | 290/3515 [02:19<28:41,  1.87it/s]
overall:   7%|▋         | 291/4000 [02:22<32:44,  1.89it/s]

train:   8%|▊         | 291/3515 [02:19<28:27,  1.89it/s]
overall:   7%|▋         | 292/4000 [02:22<32:06,  1.93it/s]

train:   8%|▊         | 292/3515 [02:20<27:54,  1.93it/s]
overall:   7%|▋         | 293/4000 [02:23<30:55,  2.00it/s]

train:   8%|▊         | 293/3515 [02:20<26:52,  2.00it/s]
overall:   7%|▋         | 294/4000 [02:23<31:07,  1.98it/s]

train:   8%|▊         | 294/3515 [02:21<27:02,  1.98it/s]
overall:   7%|▋         | 295/4000 [02:24<32:09,  1.92it/s]

train:   8%|▊         | 295/3515 [02:21<27:57,  1.92it/s]
overall:   7%|▋         | 296/4000 [02:24<32:10,  1.92it/s]

train:   8%|▊         | 296/3515 [02:22<27:57,  1.92it/s]
overall:   7%|▋         | 297/4000 [02:25<31:39,  1.95it/s]

train:   8%|▊         | 297/3515 [02:22<27:31,  1.95it/s]
overall:   7%|▋         | 298/4000 [02:25<31:51,  1.94it/s]

train:   8%|▊         | 298/3515 [02:23<27:40,  1.94it/s]
overall:   7%|▋         | 299/4000 [02:26<30:58,  1.99it/s]

train:   9%|▊         | 299/3515 [02:23<26:54,  1.99it/s]
overall:   8%|▊         | 300/4000 [02:26<31:19,  1.97it/s]

train:   9%|▊         | 300/3515 [02:24<27:13,  1.97it/s]
overall:   8%|▊         | 301/4000 [02:27<30:19,  2.03it/s]

train:   9%|▊         | 301/3515 [02:24<26:21,  2.03it/s]
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overall:   8%|▊         | 304/4000 [02:28<31:18,  1.97it/s]

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overall:   8%|▊         | 305/4000 [02:29<30:53,  1.99it/s]

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overall:  12%|█▏        | 482/4000 [03:52<28:41,  2.04it/s]

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overall:  12%|█▏        | 483/4000 [03:53<28:10,  2.08it/s]

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overall:  12%|█▏        | 487/4000 [03:55<27:19,  2.14it/s]

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overall:  12%|█▏        | 488/4000 [03:55<27:59,  2.09it/s]

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overall:  12%|█▏        | 490/4000 [03:56<27:22,  2.14it/s]

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overall:  13%|█▎        | 508/4000 [04:04<27:49,  2.09it/s]

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overall:  13%|█▎        | 514/4000 [04:07<25:35,  2.27it/s]

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overall:  13%|█▎        | 515/4000 [04:07<22:14,  2.61it/s]

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overall:  13%|█▎        | 516/4000 [04:08<24:29,  2.37it/s]

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overall:  13%|█▎        | 517/4000 [04:08<26:30,  2.19it/s]

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overall:  13%|█▎        | 518/4000 [04:09<27:00,  2.15it/s]

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overall:  13%|█▎        | 519/4000 [04:09<27:56,  2.08it/s]

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overall:  13%|█▎        | 527/4000 [04:13<27:11,  2.13it/s]

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overall:  13%|█▎        | 531/4000 [04:15<28:34,  2.02it/s]

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overall:  13%|█▎        | 538/4000 [04:18<23:34,  2.45it/s]

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overall:  14%|█▎        | 540/4000 [04:18<17:44,  3.25it/s]

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overall:  14%|█▎        | 541/4000 [04:18<14:14,  4.05it/s]

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overall:  14%|█▎        | 542/4000 [04:19<17:45,  3.25it/s]

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overall:  14%|█▎        | 543/4000 [04:19<19:04,  3.02it/s]

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overall:  14%|█▎        | 546/4000 [04:21<25:53,  2.22it/s]

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overall:  14%|█▎        | 549/4000 [04:22<24:52,  2.31it/s]

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overall:  15%|█▍        | 596/4000 [04:44<27:22,  2.07it/s]

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overall:  15%|█▍        | 597/4000 [04:45<27:38,  2.05it/s]

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overall:  15%|█▍        | 598/4000 [04:45<28:05,  2.02it/s]

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overall:  15%|█▍        | 599/4000 [04:45<23:15,  2.44it/s]

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overall:  15%|█▌        | 601/4000 [04:46<25:58,  2.18it/s]

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overall:  15%|█▌        | 603/4000 [04:48<29:30,  1.92it/s]

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overall:  15%|█▌        | 604/4000 [04:48<29:31,  1.92it/s]

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overall:  15%|█▌        | 605/4000 [04:48<23:42,  2.39it/s]

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overall:  15%|█▌        | 607/4000 [04:49<25:19,  2.23it/s]

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overall:  15%|█▌        | 609/4000 [04:50<25:13,  2.24it/s]

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overall:  15%|█▌        | 610/4000 [04:51<26:03,  2.17it/s]

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overall:  15%|█▌        | 611/4000 [04:51<28:18,  2.00it/s]

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overall:  15%|█▌        | 613/4000 [04:52<28:31,  1.98it/s]

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overall:  15%|█▌        | 614/4000 [04:53<28:13,  2.00it/s]

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overall:  15%|█▌        | 615/4000 [04:53<27:33,  2.05it/s]

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overall:  15%|█▌        | 616/4000 [04:54<26:43,  2.11it/s]

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overall:  15%|█▌        | 617/4000 [04:54<27:36,  2.04it/s]

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overall:  15%|█▌        | 618/4000 [04:55<26:59,  2.09it/s]

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overall:  15%|█▌        | 619/4000 [04:55<24:15,  2.32it/s]

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overall:  16%|█▌        | 620/4000 [04:55<24:01,  2.34it/s]

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overall:  16%|█▌        | 621/4000 [04:56<25:12,  2.23it/s]

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overall:  16%|█▌        | 622/4000 [04:56<26:18,  2.14it/s]

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overall:  16%|█▌        | 623/4000 [04:57<26:14,  2.15it/s]

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overall:  16%|█▌        | 624/4000 [04:57<26:57,  2.09it/s]

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overall:  16%|█▌        | 625/4000 [04:58<27:35,  2.04it/s]

train:  18%|█▊        | 625/3515 [04:55<23:37,  2.04it/s]
overall:  16%|█▌        | 626/4000 [04:58<31:02,  1.81it/s]

train:  18%|█▊        | 626/3515 [04:56<26:35,  1.81it/s]
overall:  16%|█▌        | 627/4000 [04:59<30:31,  1.84it/s]

train:  18%|█▊        | 627/3515 [04:56<26:07,  1.84it/s]
overall:  16%|█▌        | 628/4000 [05:00<30:07,  1.87it/s]

train:  18%|█▊        | 628/3515 [04:57<25:47,  1.87it/s]
overall:  16%|█▌        | 629/4000 [05:00<29:46,  1.89it/s]

train:  18%|█▊        | 629/3515 [04:58<25:29,  1.89it/s]
overall:  16%|█▌        | 630/4000 [05:00<27:41,  2.03it/s]

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overall:  16%|█▌        | 631/4000 [05:01<27:38,  2.03it/s]

train:  18%|█▊        | 631/3515 [04:58<23:39,  2.03it/s]
overall:  16%|█▌        | 632/4000 [05:01<26:04,  2.15it/s]

train:  18%|█▊        | 632/3515 [04:59<22:18,  2.15it/s]
overall:  16%|█▌        | 633/4000 [05:02<26:33,  2.11it/s]

train:  18%|█▊        | 633/3515 [04:59<22:44,  2.11it/s]
overall:  16%|█▌        | 634/4000 [05:02<27:12,  2.06it/s]

train:  18%|█▊        | 634/3515 [05:00<23:17,  2.06it/s]
overall:  16%|█▌        | 635/4000 [05:03<28:37,  1.96it/s]

train:  18%|█▊        | 635/3515 [05:00<24:30,  1.96it/s]
overall:  16%|█▌        | 636/4000 [05:03<24:03,  2.33it/s]

train:  18%|█▊        | 636/3515 [05:01<20:35,  2.33it/s]
overall:  16%|█▌        | 637/4000 [05:04<24:38,  2.28it/s]

train:  18%|█▊        | 637/3515 [05:01<21:04,  2.28it/s]
overall:  16%|█▌        | 638/4000 [05:04<19:55,  2.81it/s]

train:  18%|█▊        | 638/3515 [05:01<17:03,  2.81it/s]
overall:  16%|█▌        | 639/4000 [05:04<22:12,  2.52it/s]

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overall:  16%|█▌        | 640/4000 [05:05<24:37,  2.27it/s]

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overall:  16%|█▌        | 641/4000 [05:05<25:31,  2.19it/s]

train:  18%|█▊        | 641/3515 [05:03<21:50,  2.19it/s]
overall:  16%|█▌        | 642/4000 [05:06<26:36,  2.10it/s]

train:  18%|█▊        | 642/3515 [05:03<22:46,  2.10it/s]
overall:  16%|█▌        | 643/4000 [05:06<27:13,  2.06it/s]

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overall:  16%|█▌        | 644/4000 [05:07<27:36,  2.03it/s]

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overall:  16%|█▌        | 645/4000 [05:07<27:43,  2.02it/s]

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overall:  16%|█▌        | 646/4000 [05:08<27:01,  2.07it/s]

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overall:  16%|█▌        | 647/4000 [05:08<27:36,  2.02it/s]

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overall:  16%|█▌        | 648/4000 [05:09<26:25,  2.11it/s]

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overall:  16%|█▌        | 649/4000 [05:09<26:52,  2.08it/s]

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overall:  16%|█▋        | 650/4000 [05:10<29:46,  1.88it/s]

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overall:  16%|█▋        | 651/4000 [05:10<27:02,  2.06it/s]

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overall:  16%|█▋        | 652/4000 [05:11<27:18,  2.04it/s]

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overall:  16%|█▋        | 653/4000 [05:11<27:30,  2.03it/s]

train:  19%|█▊        | 653/3515 [05:09<23:31,  2.03it/s]
overall:  16%|█▋        | 654/4000 [05:12<27:49,  2.00it/s]

train:  19%|█▊        | 654/3515 [05:09<23:47,  2.00it/s]
overall:  16%|█▋        | 655/4000 [05:12<23:10,  2.41it/s]

train:  19%|█▊        | 655/3515 [05:09<19:48,  2.41it/s]
overall:  16%|█▋        | 656/4000 [05:12<20:53,  2.67it/s]

train:  19%|█▊        | 656/3515 [05:10<17:51,  2.67it/s]
overall:  16%|█▋        | 657/4000 [05:13<23:09,  2.41it/s]

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overall:  16%|█▋        | 658/4000 [05:13<23:27,  2.37it/s]

train:  19%|█▊        | 658/3515 [05:11<20:03,  2.37it/s]
overall:  16%|█▋        | 659/4000 [05:13<20:37,  2.70it/s]

train:  19%|█▊        | 659/3515 [05:11<17:38,  2.70it/s]
overall:  16%|█▋        | 660/4000 [05:14<21:19,  2.61it/s]

train:  19%|█▉        | 660/3515 [05:11<18:14,  2.61it/s]
overall:  17%|█▋        | 661/4000 [05:14<16:55,  3.29it/s]

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overall:  17%|█▋        | 662/4000 [05:15<20:25,  2.72it/s]

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overall:  17%|█▋        | 663/4000 [05:15<22:55,  2.43it/s]

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overall:  17%|█▋        | 664/4000 [05:16<24:51,  2.24it/s]

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overall:  17%|█▋        | 665/4000 [05:16<26:08,  2.13it/s]

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overall:  17%|█▋        | 666/4000 [05:16<22:39,  2.45it/s]

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overall:  17%|█▋        | 667/4000 [05:17<24:30,  2.27it/s]

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overall:  17%|█▋        | 668/4000 [05:17<24:41,  2.25it/s]

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overall:  17%|█▋        | 669/4000 [05:18<24:50,  2.24it/s]

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overall:  17%|█▋        | 670/4000 [05:18<24:46,  2.24it/s]

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overall:  17%|█▋        | 671/4000 [05:19<25:02,  2.22it/s]

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overall:  17%|█▋        | 672/4000 [05:19<25:02,  2.21it/s]

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overall:  17%|█▋        | 673/4000 [05:19<20:47,  2.67it/s]

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overall:  17%|█▋        | 674/4000 [05:20<25:43,  2.15it/s]

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overall:  17%|█▋        | 675/4000 [05:21<26:20,  2.10it/s]

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overall:  17%|█▋        | 676/4000 [05:21<22:49,  2.43it/s]

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overall:  17%|█▋        | 677/4000 [05:21<24:29,  2.26it/s]

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overall:  17%|█▋        | 678/4000 [05:22<24:42,  2.24it/s]

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overall:  17%|█▋        | 679/4000 [05:22<26:00,  2.13it/s]

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overall:  17%|█▋        | 680/4000 [05:22<20:24,  2.71it/s]

train:  19%|█▉        | 680/3515 [05:20<17:25,  2.71it/s]
overall:  17%|█▋        | 681/4000 [05:23<22:33,  2.45it/s]

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overall:  17%|█▋        | 682/4000 [05:23<24:17,  2.28it/s]

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overall:  17%|█▋        | 683/4000 [05:24<26:21,  2.10it/s]

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overall:  17%|█▋        | 684/4000 [05:24<26:41,  2.07it/s]

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overall:  17%|█▋        | 685/4000 [05:25<27:14,  2.03it/s]

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overall:  17%|█▋        | 686/4000 [05:25<26:37,  2.07it/s]

train:  20%|█▉        | 686/3515 [05:23<22:43,  2.07it/s]
overall:  17%|█▋        | 687/4000 [05:26<26:29,  2.08it/s]

train:  20%|█▉        | 687/3515 [05:23<22:36,  2.08it/s]
overall:  17%|█▋        | 688/4000 [05:26<23:12,  2.38it/s]

train:  20%|█▉        | 688/3515 [05:24<19:48,  2.38it/s]
overall:  17%|█▋        | 689/4000 [05:27<24:46,  2.23it/s]

train:  20%|█▉        | 689/3515 [05:24<21:08,  2.23it/s]
overall:  17%|█▋        | 690/4000 [05:27<25:21,  2.18it/s]

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overall:  17%|█▋        | 691/4000 [05:28<26:18,  2.10it/s]

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overall:  17%|█▋        | 692/4000 [05:28<26:32,  2.08it/s]

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overall:  17%|█▋        | 693/4000 [05:29<27:15,  2.02it/s]

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overall:  17%|█▋        | 694/4000 [05:29<27:30,  2.00it/s]

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overall:  17%|█▋        | 696/4000 [05:30<24:04,  2.29it/s]

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overall:  17%|█▋        | 697/4000 [05:31<25:09,  2.19it/s]

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overall:  17%|█▋        | 698/4000 [05:31<27:59,  1.97it/s]

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overall:  17%|█▋        | 699/4000 [05:31<24:16,  2.27it/s]

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overall:  18%|█▊        | 700/4000 [05:32<25:16,  2.18it/s]

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overall:  18%|█▊        | 701/4000 [05:32<26:07,  2.10it/s]

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overall:  18%|█▊        | 702/4000 [05:33<26:24,  2.08it/s]

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overall:  18%|█▊        | 703/4000 [05:34<27:13,  2.02it/s]

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overall:  18%|█▊        | 704/4000 [05:34<27:38,  1.99it/s]

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overall:  18%|█▊        | 705/4000 [05:35<27:26,  2.00it/s]

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overall:  18%|█▊        | 707/4000 [05:35<26:45,  2.05it/s]

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overall:  18%|█▊        | 708/4000 [05:36<27:12,  2.02it/s]

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overall:  18%|█▊        | 709/4000 [05:37<27:55,  1.96it/s]

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overall:  18%|█▊        | 711/4000 [05:38<27:37,  1.98it/s]

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overall:  18%|█▊        | 712/4000 [05:38<23:41,  2.31it/s]

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train:  28%|██▊       | 996/3515 [07:53<22:21,  1.88it/s]
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train:  28%|██▊       | 997/3515 [07:54<22:06,  1.90it/s]
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overall:  25%|██▍       | 999/4000 [07:58<26:12,  1.91it/s]

train:  28%|██▊       | 999/3515 [07:55<21:58,  1.91it/s]train loss: 7.515570163726807
train per: 0.9980041911984832
train loss: 5.4178266525268555
train per: 0.9096666490010069
train loss: 5.465679168701172
train per: 0.9386927043794665
train loss: 4.798495769500732
train per: 0.9295547628484608
train loss: 5.439935207366943
train per: 0.9354601866325613
train loss: 4.806435585021973
train per: 0.9381953028430161
train loss: 4.6878437995910645
train per: 0.9354627981889037
train loss: 4.808897972106934
train per: 0.9210797755918387
train loss: 4.624142169952393
train per: 0.9355180450596794
train loss: 5.099704742431641
train per: 0.9261146496815287
train loss: 4.754385948181152
train per: 0.9332160398797742
train loss: 4.955783367156982
train per: 0.9397728978040119
train loss: 4.635557174682617
train per: 0.9330058165133363
train loss: 4.800210475921631
train per: 0.9378408923394428
train loss: 4.732839584350586
train per: 0.9323665698302562
train loss: 4.822091579437256
train per: 0.9430501208782992
train loss: 4.628599643707275
train per: 0.9222227227678169
train loss: 4.973874568939209
train per: 0.9204834095345045
train loss: 4.911160469055176
train per: 0.9388684871745313
train loss: 4.696380615234375
train per: 0.931657232473229
train loss: 4.66233491897583
train per: 0.94492381127226
train loss: 4.706686973571777
train per: 0.9516474311243485
train loss: 4.882147789001465
train per: 0.9403875586915355
train loss: 4.684586524963379
train per: 0.9452967453733249
train loss: 4.727387428283691
train per: 0.9483230855226383
train loss: 4.802279472351074
train per: 0.9412836172720455
train loss: 4.929973125457764
train per: 0.9330160361286135
train loss: 4.810888290405273
train per: 0.9413172727974674
train loss: 5.64687442779541
train per: 0.9356049890703356
train loss: 4.990938186645508
train per: 0.9422563243073377
train loss: 4.806584358215332
train per: 0.9359470755660402
train loss: 4.694484233856201
train per: 0.9383819726634651
train loss: 4.796135425567627
train per: 0.9351658577069135
train loss: 5.4731526374816895
train per: 0.9319300392069627
train loss: 4.732572555541992
train per: 0.9288424350720877
train loss: 4.654026985168457
train per: 0.9408722426691684
train loss: 4.7782206535339355
train per: 0.943629030333405
train loss: 4.720517635345459
train per: 0.9301870378425402
train loss: 4.611441135406494
train per: 0.9298623695939658
train loss: 4.751084327697754
train per: 0.9288478371032386
train loss: 4.638861656188965
train per: 0.9375573921028466
train loss: 4.747738838195801
train per: 0.947791622058723
train loss: 4.672687530517578
train per: 0.9291951852725986
train loss: 4.694180488586426
train per: 0.946254028982469
train loss: 5.244134426116943
train per: 0.9406024498600447
train loss: 4.787878513336182
train per: 0.9318964226912139
train loss: 4.563337326049805
train per: 0.9359913395983048
train loss: 4.841673374176025
train per: 0.9389062769549252
train loss: 4.6546125411987305
train per: 0.933007747577284
train loss: 4.680337905883789
train per: 0.9419548262026058
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:   6%|▌         | 162/2703 [00:00<00:01, 1571.78it/s]


word -> phonemes:  15%|█▌        | 408/2703 [00:00<00:01, 2083.74it/s]


word -> phonemes:  26%|██▌       | 692/2703 [00:00<00:00, 2424.15it/s]


word -> phonemes:  35%|███▍      | 935/2703 [00:00<00:00, 2379.60it/s]


word -> phonemes:  44%|████▎     | 1176/2703 [00:00<00:00, 2387.99it/s]


word -> phonemes:  56%|█████▌    | 1508/2703 [00:00<00:00, 2699.19it/s]


word -> phonemes:  67%|██████▋   | 1816/2703 [00:00<00:00, 2820.49it/s]


word -> phonemes:  79%|███████▉  | 2144/2703 [00:00<00:00, 2964.21it/s]


word -> phonemes:  90%|█████████ | 2441/2703 [00:00<00:00, 2960.24it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2631.05it/s]



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overall:  49%|████▊     | 1944/4000 [17:34<15:21,  2.23it/s]

train:  55%|█████▌    | 1944/3515 [17:31<11:44,  2.23it/s]
overall:  49%|████▊     | 1945/4000 [17:34<15:59,  2.14it/s]

train:  55%|█████▌    | 1945/3515 [17:32<12:13,  2.14it/s]
overall:  49%|████▊     | 1946/4000 [17:35<16:20,  2.09it/s]

train:  55%|█████▌    | 1946/3515 [17:32<12:28,  2.10it/s]
overall:  49%|████▊     | 1947/4000 [17:35<16:36,  2.06it/s]

train:  55%|█████▌    | 1947/3515 [17:33<12:41,  2.06it/s]
overall:  49%|████▊     | 1948/4000 [17:36<16:23,  2.09it/s]

train:  55%|█████▌    | 1948/3515 [17:33<12:30,  2.09it/s]
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train:  55%|█████▌    | 1949/3515 [17:34<12:42,  2.05it/s]
overall:  49%|████▉     | 1950/4000 [17:37<16:35,  2.06it/s]

train:  55%|█████▌    | 1950/3515 [17:34<12:40,  2.06it/s]
overall:  49%|████▉     | 1951/4000 [17:37<17:48,  1.92it/s]

train:  56%|█████▌    | 1951/3515 [17:35<13:35,  1.92it/s]
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train:  56%|█████▌    | 1952/3515 [17:35<13:40,  1.91it/s]
overall:  49%|████▉     | 1953/4000 [17:38<17:19,  1.97it/s]

train:  56%|█████▌    | 1953/3515 [17:36<13:12,  1.97it/s]
overall:  49%|████▉     | 1954/4000 [17:39<18:45,  1.82it/s]

train:  56%|█████▌    | 1954/3515 [17:37<14:18,  1.82it/s]
overall:  49%|████▉     | 1955/4000 [17:40<18:31,  1.84it/s]

train:  56%|█████▌    | 1955/3515 [17:37<14:08,  1.84it/s]
overall:  49%|████▉     | 1956/4000 [17:40<18:16,  1.86it/s]

train:  56%|█████▌    | 1956/3515 [17:38<13:56,  1.86it/s]
overall:  49%|████▉     | 1957/4000 [17:41<17:26,  1.95it/s]

train:  56%|█████▌    | 1957/3515 [17:38<13:18,  1.95it/s]
overall:  49%|████▉     | 1958/4000 [17:41<16:51,  2.02it/s]

train:  56%|█████▌    | 1958/3515 [17:39<12:51,  2.02it/s]
overall:  49%|████▉     | 1959/4000 [17:41<15:34,  2.18it/s]

train:  56%|█████▌    | 1959/3515 [17:39<11:52,  2.18it/s]
overall:  49%|████▉     | 1960/4000 [17:42<13:52,  2.45it/s]

train:  56%|█████▌    | 1960/3515 [17:39<10:35,  2.45it/s]
overall:  49%|████▉     | 1961/4000 [17:42<15:00,  2.27it/s]

train:  56%|█████▌    | 1961/3515 [17:40<11:25,  2.27it/s]
overall:  49%|████▉     | 1962/4000 [17:43<15:59,  2.12it/s]

train:  56%|█████▌    | 1962/3515 [17:40<12:11,  2.12it/s]
overall:  49%|████▉     | 1963/4000 [17:43<16:16,  2.09it/s]

train:  56%|█████▌    | 1963/3515 [17:41<12:24,  2.09it/s]
overall:  49%|████▉     | 1964/4000 [17:44<16:22,  2.07it/s]

train:  56%|█████▌    | 1964/3515 [17:41<12:28,  2.07it/s]
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train:  56%|█████▌    | 1965/3515 [17:42<12:12,  2.12it/s]
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train:  56%|█████▌    | 1966/3515 [17:42<12:20,  2.09it/s]
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train:  56%|█████▌    | 1967/3515 [17:43<13:23,  1.93it/s]
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train:  56%|█████▌    | 1968/3515 [17:43<13:22,  1.93it/s]
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train:  56%|█████▌    | 1969/3515 [17:44<13:22,  1.93it/s]
overall:  49%|████▉     | 1970/4000 [17:47<17:30,  1.93it/s]

train:  56%|█████▌    | 1970/3515 [17:44<13:19,  1.93it/s]
overall:  49%|████▉     | 1971/4000 [17:47<17:22,  1.95it/s]

train:  56%|█████▌    | 1971/3515 [17:45<13:13,  1.95it/s]
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train:  56%|█████▌    | 1972/3515 [17:45<12:30,  2.05it/s]
overall:  49%|████▉     | 1973/4000 [17:48<15:47,  2.14it/s]

train:  56%|█████▌    | 1973/3515 [17:46<12:00,  2.14it/s]
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train:  56%|█████▌    | 1974/3515 [17:46<12:23,  2.07it/s]
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train:  56%|█████▌    | 1975/3515 [17:47<13:14,  1.94it/s]
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train:  56%|█████▌    | 1976/3515 [17:47<13:12,  1.94it/s]
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train:  56%|█████▌    | 1977/3515 [17:48<10:33,  2.43it/s]
overall:  49%|████▉     | 1978/4000 [17:51<15:57,  2.11it/s]

train:  56%|█████▋    | 1978/3515 [17:48<12:07,  2.11it/s]
overall:  49%|████▉     | 1979/4000 [17:51<16:23,  2.05it/s]

train:  56%|█████▋    | 1979/3515 [17:49<12:27,  2.05it/s]
overall:  50%|████▉     | 1980/4000 [17:52<17:03,  1.97it/s]

train:  56%|█████▋    | 1980/3515 [17:49<12:57,  1.97it/s]
overall:  50%|████▉     | 1981/4000 [17:52<13:12,  2.55it/s]

train:  56%|█████▋    | 1981/3515 [17:49<10:02,  2.55it/s]
overall:  50%|████▉     | 1982/4000 [17:52<14:35,  2.30it/s]

train:  56%|█████▋    | 1982/3515 [17:50<11:05,  2.30it/s]
overall:  50%|████▉     | 1983/4000 [17:53<14:35,  2.30it/s]

train:  56%|█████▋    | 1983/3515 [17:50<11:05,  2.30it/s]
overall:  50%|████▉     | 1984/4000 [17:53<15:49,  2.12it/s]

train:  56%|█████▋    | 1984/3515 [17:51<12:01,  2.12it/s]
overall:  50%|████▉     | 1985/4000 [17:54<16:23,  2.05it/s]

train:  56%|█████▋    | 1985/3515 [17:51<12:26,  2.05it/s]
overall:  50%|████▉     | 1986/4000 [17:54<13:44,  2.44it/s]

train:  57%|█████▋    | 1986/3515 [17:52<10:26,  2.44it/s]
overall:  50%|████▉     | 1987/4000 [17:55<14:26,  2.32it/s]

train:  57%|█████▋    | 1987/3515 [17:52<10:57,  2.32it/s]
overall:  50%|████▉     | 1988/4000 [17:55<15:18,  2.19it/s]

train:  57%|█████▋    | 1988/3515 [17:53<11:36,  2.19it/s]
overall:  50%|████▉     | 1989/4000 [17:56<15:49,  2.12it/s]

train:  57%|█████▋    | 1989/3515 [17:53<12:00,  2.12it/s]
overall:  50%|████▉     | 1990/4000 [17:56<16:24,  2.04it/s]

train:  57%|█████▋    | 1990/3515 [17:54<12:26,  2.04it/s]
overall:  50%|████▉     | 1991/4000 [17:57<17:43,  1.89it/s]

train:  57%|█████▋    | 1991/3515 [17:54<13:27,  1.89it/s]
overall:  50%|████▉     | 1992/4000 [17:57<17:24,  1.92it/s]

train:  57%|█████▋    | 1992/3515 [17:55<13:12,  1.92it/s]
overall:  50%|████▉     | 1993/4000 [17:58<17:23,  1.92it/s]

train:  57%|█████▋    | 1993/3515 [17:55<13:11,  1.92it/s]
overall:  50%|████▉     | 1994/4000 [17:58<17:27,  1.92it/s]

train:  57%|█████▋    | 1994/3515 [17:56<13:14,  1.92it/s]
overall:  50%|████▉     | 1995/4000 [17:59<17:22,  1.92it/s]

train:  57%|█████▋    | 1995/3515 [17:56<13:10,  1.92it/s]
overall:  50%|████▉     | 1996/4000 [17:59<16:45,  1.99it/s]

train:  57%|█████▋    | 1996/3515 [17:57<12:41,  1.99it/s]
overall:  50%|████▉     | 1997/4000 [18:00<16:35,  2.01it/s]

train:  57%|█████▋    | 1997/3515 [17:57<12:34,  2.01it/s]
overall:  50%|████▉     | 1998/4000 [18:00<16:43,  2.00it/s]

train:  57%|█████▋    | 1998/3515 [17:58<12:40,  2.00it/s]
overall:  50%|████▉     | 1999/4000 [18:01<17:37,  1.89it/s]

train:  57%|█████▋    | 1999/3515 [17:58<13:21,  1.89it/s]dev loss: 6.103673934936523
dev per: 0.9505671175858481
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 4.734200477600098
train per: 0.9435972629521017
train loss: 4.934649467468262
train per: 0.9362775278238219
train loss: 4.68862771987915
train per: 0.9286710090275397
train loss: 4.755190849304199
train per: 0.9425494603205967
train loss: 4.709347248077393
train per: 0.9312581958727311
train loss: 4.976320266723633
train per: 0.9211213517665131
train loss: 5.284736156463623
train per: 0.9275424047302884
train loss: 4.6538591384887695
train per: 0.9309275514542226
train loss: 5.87583065032959
train per: 0.9258910162002946
train loss: 4.694853782653809
train per: 0.9191167843818194
train loss: 4.762053489685059
train per: 0.9322326609560652
train loss: 4.661881446838379
train per: 0.9403219376059005
train loss: 5.305973529815674
train per: 0.9311227788842046
train loss: 4.872543811798096
train per: 0.9351790703581407
train loss: 4.687016487121582
train per: 0.9440747935891209
train loss: 4.733949184417725
train per: 0.9446010352072977
train loss: 4.95831823348999
train per: 0.9237351821774018
train loss: 4.661871910095215
train per: 0.9310879004811642
train loss: 4.782172203063965
train per: 0.9343280602824492
train loss: 4.664702415466309
train per: 0.9313539016377245
train loss: 4.829110145568848
train per: 0.9238428486891193
train loss: 4.760470390319824
train per: 0.924643431096826
train loss: 4.682951927185059
train per: 0.9299925600595195
train loss: 4.611375331878662
train per: 0.9443059793622324
train loss: 4.703724384307861
train per: 0.9354466415326614
train loss: 4.860873699188232
train per: 0.9416197855853944
train loss: 4.936553478240967
train per: 0.9397860500297153
train loss: 4.586330413818359
train per: 0.9420459056202862
train loss: 5.331020355224609
train per: 0.939467738622693
train loss: 4.696450233459473
train per: 0.9392329831293726
train loss: 4.657441139221191
train per: 0.9352561213759952
train loss: 4.860493183135986
train per: 0.9377688100674348
train loss: 5.188365459442139
train per: 0.9278642829680892
train loss: 4.810738563537598
train per: 0.9315260186898154
train loss: 4.827103614807129
train per: 0.9352436656754565
train loss: 4.855487823486328
train per: 0.9144755509316183
train loss: 4.637478828430176
train per: 0.9253438578248334
train loss: 4.796168327331543
train per: 0.9347368960919069
train loss: 4.900799751281738
train per: 0.9217878326828516
train loss: 4.900958061218262
train per: 0.9249134786268824
train loss: 4.74550724029541
train per: 0.9197781449138541
train loss: 5.184230327606201
train per: 0.9183658868140516
train loss: 4.580179214477539
train per: 0.9425830886802178
train loss: 4.662839889526367
train per: 0.9298219838879502
train loss: 4.684760093688965
train per: 0.9275638858026183
train loss: 4.739255905151367
train per: 0.9309305130346043
train loss: 5.120882511138916
train per: 0.9263387374109555
train loss: 5.061018466949463
train per: 0.9203480105077965
train loss: 4.74043607711792
train per: 0.926018780198742
train loss: 4.906390190124512
train per: 0.9329035457475825
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:  11%|█         | 291/2703 [00:00<00:00, 2900.44it/s]


word -> phonemes:  22%|██▏       | 582/2703 [00:00<00:00, 2905.96it/s]


word -> phonemes:  32%|███▏      | 873/2703 [00:00<00:00, 2899.78it/s]


word -> phonemes:  43%|████▎     | 1163/2703 [00:00<00:00, 2660.07it/s]


word -> phonemes:  54%|█████▍    | 1457/2703 [00:00<00:00, 2718.03it/s]


word -> phonemes:  64%|██████▍   | 1731/2703 [00:00<00:00, 2336.29it/s]


word -> phonemes:  74%|███████▍  | 2009/2703 [00:00<00:00, 2461.85it/s]


word -> phonemes:  84%|████████▎ | 2263/2703 [00:00<00:00, 2482.80it/s]


word -> phonemes:  95%|█████████▍| 2563/2703 [00:00<00:00, 2631.79it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2634.73it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


dev:   0%|          | 1/2703 [00:01<56:17,  1.25s/it]


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dev:   2%|▏         | 51/2703 [00:05<03:25, 12.92it/s]


dev:   2%|▏         | 53/2703 [00:05<03:27, 12.76it/s]


dev:   2%|▏         | 55/2703 [00:06<03:21, 13.15it/s]


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dev:   2%|▏         | 67/2703 [00:06<03:23, 12.93it/s]


dev:   3%|▎         | 69/2703 [00:07<03:14, 13.53it/s]


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dev:   4%|▍         | 117/2703 [00:10<03:10, 13.58it/s]


dev:   4%|▍         | 119/2703 [00:10<03:09, 13.65it/s]


dev:   4%|▍         | 121/2703 [00:10<03:14, 13.28it/s]


dev:   5%|▍         | 123/2703 [00:11<03:02, 14.15it/s]


dev:   5%|▍         | 125/2703 [00:11<03:04, 13.95it/s]


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overall:  50%|████▉     | 1999/4000 [20:11<17:37,  1.89it/s]

train:  57%|█████▋    | 1999/3515 [20:09<13:21,  1.89it/s]
                                                            

                                                          

overall:  50%|████▉     | 1999/4000 [20:11<17:37,  1.89it/s]

train:  57%|█████▋    | 1999/3515 [20:09<13:21,  1.89it/s]
overall:  50%|█████     | 2000/4000 [20:11<21:57:05, 39.51s/it]

train:  57%|█████▋    | 2000/3515 [20:09<16:37:41, 39.51s/it]
overall:  50%|█████     | 2001/4000 [20:12<15:26:31, 27.81s/it]

train:  57%|█████▋    | 2001/3515 [20:09<11:41:43, 27.81s/it]
overall:  50%|█████     | 2002/4000 [20:12<10:53:52, 19.64s/it]

train:  57%|█████▋    | 2002/3515 [20:10<8:15:08, 19.64s/it] 
overall:  50%|█████     | 2003/4000 [20:13<7:42:23, 13.89s/it] 

train:  57%|█████▋    | 2003/3515 [20:10<5:50:05, 13.89s/it]
overall:  50%|█████     | 2004/4000 [20:14<5:29:09,  9.89s/it]

train:  57%|█████▋    | 2004/3515 [20:11<4:09:10,  9.89s/it]
overall:  50%|█████     | 2005/4000 [20:14<3:55:20,  7.08s/it]

train:  57%|█████▋    | 2005/3515 [20:11<2:58:07,  7.08s/it]
overall:  50%|█████     | 2006/4000 [20:14<2:49:26,  5.10s/it]

train:  57%|█████▋    | 2006/3515 [20:12<2:08:13,  5.10s/it]
overall:  50%|█████     | 2007/4000 [20:15<2:03:10,  3.71s/it]

train:  57%|█████▋    | 2007/3515 [20:12<1:33:11,  3.71s/it]
overall:  50%|█████     | 2008/4000 [20:15<1:31:36,  2.76s/it]

train:  57%|█████▋    | 2008/3515 [20:13<1:09:18,  2.76s/it]
overall:  50%|█████     | 2009/4000 [20:16<1:08:33,  2.07s/it]

train:  57%|█████▋    | 2009/3515 [20:13<51:51,  2.07s/it]  
overall:  50%|█████     | 2010/4000 [20:16<52:52,  1.59s/it]  

train:  57%|█████▋    | 2010/3515 [20:14<39:59,  1.59s/it]
overall:  50%|█████     | 2011/4000 [20:17<41:53,  1.26s/it]

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overall:  50%|█████     | 2012/4000 [20:17<34:17,  1.03s/it]

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train:  85%|████████▌ | 2996/3515 [28:01<04:04,  2.12it/s]
overall:  75%|███████▍  | 2997/4000 [28:04<06:23,  2.62it/s]

train:  85%|████████▌ | 2997/3515 [28:01<03:17,  2.62it/s]
overall:  75%|███████▍  | 2998/4000 [28:04<05:43,  2.92it/s]

train:  85%|████████▌ | 2998/3515 [28:01<02:56,  2.92it/s]
overall:  75%|███████▍  | 2999/4000 [28:04<06:25,  2.59it/s]

train:  85%|████████▌ | 2999/3515 [28:02<03:18,  2.59it/s]dev loss: 6.041388988494873
dev per: 0.9484443288241415
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 4.55515193939209
train per: 0.9383213962867673
train loss: 5.1613030433654785
train per: 0.9392732579711579
train loss: 4.70278787612915
train per: 0.9388713506744241
train loss: 5.887234687805176
train per: 0.9273200024763202
train loss: 4.725663185119629
train per: 0.930932139443634
train loss: 5.063078880310059
train per: 0.9198379320955995
train loss: 4.981721878051758
train per: 0.929621503017005
train loss: 5.034998416900635
train per: 0.9341061929137809
train loss: 5.333715915679932
train per: 0.9321663624799513
train loss: 4.719012260437012
train per: 0.9274568107536922
train loss: 5.164888858795166
train per: 0.938912598803
train loss: 5.04049825668335
train per: 0.9282016241360279
train loss: 4.620543003082275
train per: 0.9273095791970887
train loss: 4.750218391418457
train per: 0.9434086533590029
train loss: 5.069722652435303
train per: 0.9316346232289996
train loss: 4.906236171722412
train per: 0.9342119247528962
train loss: 4.767139434814453
train per: 0.9268249602583836
train loss: 4.768314361572266
train per: 0.927672285043738
train loss: 4.817046642303467
train per: 0.9230283199819475
train loss: 6.2750444412231445
train per: 0.9124619897204058
train loss: 4.670525074005127
train per: 0.9188497773842029
train loss: 4.696949481964111
train per: 0.9288739248231055
train loss: 4.555838584899902
train per: 0.9325822523452578
train loss: 4.663758277893066
train per: 0.9405993233446109
train loss: 4.6936869621276855
train per: 0.9384034379476495
train loss: 5.13009786605835
train per: 0.9423018524142119
train loss: 4.7926154136657715
train per: 0.9386515580736544
train loss: 4.942936897277832
train per: 0.9426390232424378
train loss: 4.579979419708252
train per: 0.9322982443107248
train loss: 4.793597221374512
train per: 0.9287554090253451
train loss: 4.607470512390137
train per: 0.9332850383718561
train loss: 4.6848039627075195
train per: 0.9340616654527798
train loss: 4.66875696182251
train per: 0.9323003744083641
train loss: 4.655327796936035
train per: 0.9365772453128838
train loss: 4.653280735015869
train per: 0.9394575191486134
train loss: 4.758714199066162
train per: 0.9255786623064739
train loss: 5.340660572052002
train per: 0.9384534979219034
train loss: 4.654374599456787
train per: 0.9388019583373332
train loss: 4.821629524230957
train per: 0.9450529246447614
train loss: 4.6664137840271
train per: 0.9475362538911244
train loss: 4.732824802398682
train per: 0.9206536626836065
train loss: 4.7690534591674805
train per: 0.9314163840065782
train loss: 4.735686302185059
train per: 0.9317029281858334
train loss: 4.941008567810059
train per: 0.9377064173568416
train loss: 5.2665534019470215
train per: 0.9276872292139468
train loss: 5.064829349517822
train per: 0.9317472306143001
train loss: 4.74169397354126
train per: 0.9416370460590092
train loss: 4.751029014587402
train per: 0.9298777529834094
train loss: 5.153720855712891
train per: 0.9325386950679341
train loss: 4.636242866516113
train per: 0.9357481121208243
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:   8%|▊         | 219/2703 [00:00<00:01, 2183.63it/s]


word -> phonemes:  16%|█▌        | 438/2703 [00:00<00:01, 2163.20it/s]


word -> phonemes:  24%|██▍       | 655/2703 [00:00<00:00, 2151.35it/s]


word -> phonemes:  33%|███▎      | 885/2703 [00:00<00:00, 2207.61it/s]


word -> phonemes:  41%|████      | 1106/2703 [00:00<00:00, 2193.44it/s]


word -> phonemes:  49%|████▉     | 1326/2703 [00:00<00:00, 2191.12it/s]


word -> phonemes:  58%|█████▊    | 1555/2703 [00:00<00:00, 2222.90it/s]


word -> phonemes:  66%|██████▌   | 1790/2703 [00:00<00:00, 2262.49it/s]


word -> phonemes:  75%|███████▌  | 2036/2703 [00:00<00:00, 2323.48it/s]


word -> phonemes:  87%|████████▋ | 2361/2703 [00:01<00:00, 2606.87it/s]


word -> phonemes:  99%|█████████▉| 2678/2703 [00:01<00:00, 2777.75it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2423.10it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


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overall:  87%|████████▋ | 3498/4000 [33:33<03:22,  2.48it/s]

train: 100%|█████████▉| 3498/3515 [33:31<00:06,  2.48it/s]
overall:  87%|████████▋ | 3499/4000 [33:34<03:32,  2.36it/s]

train: 100%|█████████▉| 3499/3515 [33:31<00:06,  2.36it/s]
overall:  88%|████████▊ | 3500/4000 [33:34<03:42,  2.25it/s]

train: 100%|█████████▉| 3500/3515 [33:32<00:06,  2.25it/s]
overall:  88%|████████▊ | 3501/4000 [33:35<03:45,  2.22it/s]

train: 100%|█████████▉| 3501/3515 [33:32<00:06,  2.22it/s]
overall:  88%|████████▊ | 3502/4000 [33:35<03:53,  2.14it/s]

train: 100%|█████████▉| 3502/3515 [33:33<00:06,  2.14it/s]
overall:  88%|████████▊ | 3503/4000 [33:36<03:50,  2.15it/s]

train: 100%|█████████▉| 3503/3515 [33:33<00:05,  2.15it/s]
overall:  88%|████████▊ | 3504/4000 [33:36<03:46,  2.19it/s]

train: 100%|█████████▉| 3504/3515 [33:34<00:05,  2.19it/s]
overall:  88%|████████▊ | 3505/4000 [33:37<04:01,  2.05it/s]

train: 100%|█████████▉| 3505/3515 [33:34<00:04,  2.05it/s]
overall:  88%|████████▊ | 3506/4000 [33:37<04:04,  2.02it/s]

train: 100%|█████████▉| 3506/3515 [33:35<00:04,  2.02it/s]
overall:  88%|████████▊ | 3507/4000 [33:38<04:05,  2.00it/s]

train: 100%|█████████▉| 3507/3515 [33:35<00:03,  2.00it/s]
overall:  88%|████████▊ | 3508/4000 [33:38<04:07,  1.99it/s]

train: 100%|█████████▉| 3508/3515 [33:36<00:03,  1.99it/s]
overall:  88%|████████▊ | 3509/4000 [33:39<03:58,  2.06it/s]

train: 100%|█████████▉| 3509/3515 [33:36<00:02,  2.06it/s]
overall:  88%|████████▊ | 3510/4000 [33:39<03:56,  2.07it/s]

train: 100%|█████████▉| 3510/3515 [33:37<00:02,  2.07it/s]
overall:  88%|████████▊ | 3511/4000 [33:39<03:36,  2.26it/s]

train: 100%|█████████▉| 3511/3515 [33:37<00:01,  2.26it/s]
overall:  88%|████████▊ | 3512/4000 [33:40<03:44,  2.18it/s]

train: 100%|█████████▉| 3512/3515 [33:37<00:01,  2.18it/s]
overall:  88%|████████▊ | 3513/4000 [33:40<03:53,  2.09it/s]

train: 100%|█████████▉| 3513/3515 [33:38<00:00,  2.09it/s]
overall:  88%|████████▊ | 3514/4000 [33:41<03:52,  2.09it/s]

train: 100%|█████████▉| 3514/3515 [33:38<00:00,  2.09it/s]
overall:  88%|████████▊ | 3515/4000 [33:41<03:56,  2.05it/s]

train: 100%|██████████| 3515/3515 [33:39<00:00,  2.05it/s]403-128339-0009 Failed!!!
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/home/victor/glockenspiel/s3prl/data/LibriSpeech/train-clean-100/403/128339/403-128339-0009.flac WTF Failed!!!
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train: 100%|██████████| 3515/3515 [33:39<00:00,  1.74it/s]
dev loss: 6.037023544311523
dev per: 0.9481477627471384
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
train loss: 4.829303741455078
train per: 0.9326925404934266
train loss: 4.662049293518066
train per: 0.9426680528437762
train loss: 4.728747367858887
train per: 0.9372192569888496
train loss: 4.757429122924805
train per: 0.9403935617085852
train loss: 4.796637535095215
train per: 0.9308194774346793
train loss: 4.591649055480957
train per: 0.9363097398669087
train loss: 4.675168037414551
train per: 0.9257939739413681
train loss: 4.765807151794434
train per: 0.9309729095454313
train loss: 4.821593284606934
train per: 0.938223222560572
train loss: 4.706807613372803
train per: 0.9295061484842507
train loss: 4.711536884307861
train per: 0.9322195199323252
train loss: 4.807775497436523
train per: 0.9215963270351404
train loss: 4.743522644042969
train per: 0.925376293508937
train loss: 4.691059589385986
train per: 0.9335969638260039
train loss: 5.388671875
train per: 0.9259334415584416
train loss: 4.739834785461426
train per: 0.9326188483654132
train loss: 4.669435977935791
train per: 0.9270446096654275
train loss: 4.579450607299805
train per: 0.9483339921408143
train loss: 4.608424186706543
train per: 0.9392729864575908
train loss: 5.212038516998291
train per: 0.9421166905344851
train loss: 4.559835910797119
train per: 0.9350658415150528
train loss: 4.8231730461120605
train per: 0.9347264728385616
train loss: 4.681225776672363
train per: 0.937185020857949
train loss: 4.602221488952637
train per: 0.932920646779444
train loss: 5.258408546447754
train per: 0.9294841735052755
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.


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

word -> phonemes:   5%|▍         | 175/3515 [00:00<00:01, 1744.98it/s]

word -> phonemes:  10%|▉         | 350/3515 [00:00<00:01, 1594.86it/s]

word -> phonemes:  15%|█▌        | 531/3515 [00:00<00:01, 1683.56it/s]

word -> phonemes:  20%|██        | 720/3515 [00:00<00:01, 1760.38it/s]

word -> phonemes:  26%|██▌       | 897/3515 [00:00<00:01, 1753.86it/s]

word -> phonemes:  31%|███       | 1084/3515 [00:00<00:01, 1790.30it/s]

word -> phonemes:  36%|███▋      | 1278/3515 [00:00<00:01, 1838.11it/s]

word -> phonemes:  42%|████▏     | 1463/3515 [00:00<00:01, 1840.43it/s]

word -> phonemes:  47%|████▋     | 1648/3515 [00:00<00:01, 1838.99it/s]

word -> phonemes:  52%|█████▏    | 1840/3515 [00:01<00:00, 1859.47it/s]

word -> phonemes:  58%|█████▊    | 2027/3515 [00:01<00:00, 1843.85it/s]

word -> phonemes:  63%|██████▎   | 2224/3515 [00:01<00:00, 1880.74it/s]

word -> phonemes:  69%|██████▊   | 2413/3515 [00:01<00:00, 1782.22it/s]

word -> phonemes:  74%|███████▍  | 2597/3515 [00:01<00:00, 1797.93it/s]

word -> phonemes:  79%|███████▉  | 2782/3515 [00:01<00:00, 1812.90it/s]

word -> phonemes:  84%|████████▍ | 2964/3515 [00:01<00:00, 1783.84it/s]

word -> phonemes:  89%|████████▉ | 3143/3515 [00:01<00:00, 1757.88it/s]

word -> phonemes:  94%|█████████▍| 3320/3515 [00:01<00:00, 1743.23it/s]

word -> phonemes:  99%|█████████▉| 3495/3515 [00:01<00:00, 1724.34it/s]
word -> phonemes: 100%|██████████| 3515/3515 [00:01<00:00, 1779.60it/s]


train:   0%|          | 0/3515 [00:00<?, ?it/s]
overall:  88%|████████▊ | 3516/4000 [33:47<15:04,  1.87s/it]

train:   0%|          | 1/3515 [00:01<1:42:58,  1.76s/it]
overall:  88%|████████▊ | 3517/4000 [33:47<10:58,  1.36s/it]

train:   0%|          | 2/3515 [00:01<48:44,  1.20it/s]  
overall:  88%|████████▊ | 3518/4000 [33:47<08:43,  1.09s/it]

train:   0%|          | 3/3515 [00:02<38:16,  1.53it/s]
overall:  88%|████████▊ | 3519/4000 [33:48<07:18,  1.10it/s]

train:   0%|          | 4/3515 [00:02<34:48,  1.68it/s]
overall:  88%|████████▊ | 3520/4000 [33:48<06:05,  1.31it/s]

train:   0%|          | 5/3515 [00:03<30:57,  1.89it/s]
overall:  88%|████████▊ | 3521/4000 [33:48<05:09,  1.55it/s]

train:   0%|          | 6/3515 [00:03<27:51,  2.10it/s]
overall:  88%|████████▊ | 3522/4000 [33:49<04:00,  1.99it/s]

train:   0%|          | 7/3515 [00:03<22:00,  2.66it/s]
overall:  88%|████████▊ | 3523/4000 [33:49<04:13,  1.88it/s]

train:   0%|          | 8/3515 [00:04<26:08,  2.24it/s]
overall:  88%|████████▊ | 3524/4000 [33:50<04:12,  1.89it/s]

train:   0%|          | 9/3515 [00:04<27:34,  2.12it/s]
overall:  88%|████████▊ | 3525/4000 [33:50<03:48,  2.08it/s]

train:   0%|          | 10/3515 [00:05<25:40,  2.27it/s]
overall:  88%|████████▊ | 3526/4000 [33:50<03:03,  2.58it/s]

train:   0%|          | 11/3515 [00:05<20:48,  2.81it/s]
overall:  88%|████████▊ | 3527/4000 [33:51<03:20,  2.36it/s]

train:   0%|          | 12/3515 [00:06<23:32,  2.48it/s]
overall:  88%|████████▊ | 3528/4000 [33:51<03:14,  2.43it/s]

train:   0%|          | 13/3515 [00:06<23:11,  2.52it/s]
overall:  88%|████████▊ | 3529/4000 [33:52<03:27,  2.27it/s]

train:   0%|          | 14/3515 [00:06<25:10,  2.32it/s]
overall:  88%|████████▊ | 3530/4000 [33:52<03:23,  2.31it/s]

train:   0%|          | 15/3515 [00:07<24:47,  2.35it/s]
overall:  88%|████████▊ | 3531/4000 [33:53<03:25,  2.28it/s]

train:   0%|          | 16/3515 [00:07<25:17,  2.31it/s]
overall:  88%|████████▊ | 3532/4000 [33:53<03:35,  2.17it/s]

train:   0%|          | 17/3515 [00:08<26:37,  2.19it/s]
overall:  88%|████████▊ | 3533/4000 [33:53<03:26,  2.26it/s]

train:   1%|          | 18/3515 [00:08<25:39,  2.27it/s]
overall:  88%|████████▊ | 3534/4000 [33:54<03:36,  2.15it/s]

train:   1%|          | 19/3515 [00:09<26:58,  2.16it/s]
overall:  88%|████████▊ | 3535/4000 [33:55<03:48,  2.04it/s]

train:   1%|          | 20/3515 [00:09<28:31,  2.04it/s]
overall:  88%|████████▊ | 3536/4000 [33:55<03:47,  2.04it/s]

train:   1%|          | 21/3515 [00:10<28:33,  2.04it/s]
overall:  88%|████████▊ | 3537/4000 [33:55<03:03,  2.52it/s]

train:   1%|          | 22/3515 [00:10<23:01,  2.53it/s]
overall:  88%|████████▊ | 3538/4000 [33:56<03:16,  2.36it/s]

train:   1%|          | 23/3515 [00:10<24:40,  2.36it/s]
overall:  88%|████████▊ | 3539/4000 [33:56<03:27,  2.22it/s]

train:   1%|          | 24/3515 [00:11<26:10,  2.22it/s]
overall:  88%|████████▊ | 3540/4000 [33:57<03:48,  2.01it/s]

train:   1%|          | 25/3515 [00:12<28:55,  2.01it/s]
overall:  89%|████████▊ | 3541/4000 [33:57<03:50,  1.99it/s]

train:   1%|          | 26/3515 [00:12<29:12,  1.99it/s]
overall:  89%|████████▊ | 3542/4000 [33:58<03:47,  2.01it/s]

train:   1%|          | 27/3515 [00:13<28:54,  2.01it/s]
overall:  89%|████████▊ | 3543/4000 [33:58<03:03,  2.50it/s]

train:   1%|          | 28/3515 [00:13<23:16,  2.50it/s]
overall:  89%|████████▊ | 3544/4000 [33:58<03:15,  2.33it/s]

train:   1%|          | 29/3515 [00:13<24:57,  2.33it/s]
overall:  89%|████████▊ | 3545/4000 [33:59<02:40,  2.84it/s]

train:   1%|          | 30/3515 [00:13<20:27,  2.84it/s]
overall:  89%|████████▊ | 3546/4000 [33:59<03:02,  2.48it/s]

train:   1%|          | 31/3515 [00:14<23:23,  2.48it/s]
overall:  89%|████████▊ | 3547/4000 [34:00<03:26,  2.19it/s]

train:   1%|          | 32/3515 [00:14<26:29,  2.19it/s]
overall:  89%|████████▊ | 3548/4000 [34:00<03:33,  2.12it/s]

train:   1%|          | 33/3515 [00:15<27:25,  2.12it/s]
overall:  89%|████████▊ | 3549/4000 [34:01<03:36,  2.09it/s]

train:   1%|          | 34/3515 [00:15<27:47,  2.09it/s]
overall:  89%|████████▉ | 3550/4000 [34:01<03:29,  2.15it/s]

train:   1%|          | 35/3515 [00:16<26:59,  2.15it/s]
overall:  89%|████████▉ | 3551/4000 [34:02<03:36,  2.08it/s]

train:   1%|          | 36/3515 [00:16<27:55,  2.08it/s]
overall:  89%|████████▉ | 3552/4000 [34:02<03:52,  1.93it/s]

train:   1%|          | 37/3515 [00:17<30:03,  1.93it/s]
overall:  89%|████████▉ | 3553/4000 [34:03<03:51,  1.93it/s]

train:   1%|          | 38/3515 [00:18<30:03,  1.93it/s]
overall:  89%|████████▉ | 3554/4000 [34:03<03:50,  1.94it/s]

train:   1%|          | 39/3515 [00:18<29:55,  1.94it/s]
overall:  89%|████████▉ | 3555/4000 [34:04<03:04,  2.42it/s]

train:   1%|          | 40/3515 [00:18<23:58,  2.42it/s]
overall:  89%|████████▉ | 3556/4000 [34:04<03:13,  2.30it/s]

train:   1%|          | 41/3515 [00:19<25:13,  2.30it/s]
overall:  89%|████████▉ | 3557/4000 [34:05<03:20,  2.21it/s]

train:   1%|          | 42/3515 [00:19<26:14,  2.21it/s]
overall:  89%|████████▉ | 3558/4000 [34:05<03:25,  2.15it/s]

train:   1%|          | 43/3515 [00:20<26:58,  2.15it/s]
overall:  89%|████████▉ | 3559/4000 [34:05<03:02,  2.42it/s]

train:   1%|▏         | 44/3515 [00:20<23:56,  2.42it/s]
overall:  89%|████████▉ | 3560/4000 [34:06<03:14,  2.26it/s]

train:   1%|▏         | 45/3515 [00:21<25:35,  2.26it/s]
overall:  89%|████████▉ | 3561/4000 [34:06<03:23,  2.16it/s]

train:   1%|▏         | 46/3515 [00:21<26:44,  2.16it/s]
overall:  89%|████████▉ | 3562/4000 [34:07<03:30,  2.08it/s]

train:   1%|▏         | 47/3515 [00:22<27:45,  2.08it/s]
overall:  89%|████████▉ | 3563/4000 [34:07<03:03,  2.38it/s]

train:   1%|▏         | 48/3515 [00:22<24:17,  2.38it/s]
overall:  89%|████████▉ | 3564/4000 [34:08<03:35,  2.02it/s]

train:   1%|▏         | 49/3515 [00:23<28:36,  2.02it/s]
overall:  89%|████████▉ | 3565/4000 [34:08<03:02,  2.38it/s]

train:   1%|▏         | 50/3515 [00:23<24:14,  2.38it/s]
overall:  89%|████████▉ | 3566/4000 [34:09<03:13,  2.24it/s]

train:   1%|▏         | 51/3515 [00:23<25:43,  2.24it/s]
overall:  89%|████████▉ | 3567/4000 [34:09<03:15,  2.22it/s]

train:   1%|▏         | 52/3515 [00:24<26:00,  2.22it/s]
overall:  89%|████████▉ | 3568/4000 [34:09<02:37,  2.75it/s]

train:   2%|▏         | 53/3515 [00:24<20:59,  2.75it/s]
overall:  89%|████████▉ | 3569/4000 [34:10<02:52,  2.49it/s]

train:   2%|▏         | 54/3515 [00:24<23:08,  2.49it/s]
overall:  89%|████████▉ | 3570/4000 [34:10<03:03,  2.35it/s]

train:   2%|▏         | 55/3515 [00:25<24:32,  2.35it/s]
overall:  89%|████████▉ | 3571/4000 [34:11<03:20,  2.14it/s]

train:   2%|▏         | 56/3515 [00:25<26:54,  2.14it/s]
overall:  89%|████████▉ | 3572/4000 [34:11<03:26,  2.07it/s]

train:   2%|▏         | 57/3515 [00:26<27:51,  2.07it/s]
overall:  89%|████████▉ | 3573/4000 [34:12<03:27,  2.06it/s]

train:   2%|▏         | 58/3515 [00:26<28:01,  2.06it/s]
overall:  89%|████████▉ | 3574/4000 [34:12<03:30,  2.02it/s]

train:   2%|▏         | 59/3515 [00:27<28:27,  2.02it/s]
overall:  89%|████████▉ | 3575/4000 [34:13<03:29,  2.03it/s]

train:   2%|▏         | 60/3515 [00:27<28:24,  2.03it/s]
overall:  89%|████████▉ | 3576/4000 [34:13<03:50,  1.84it/s]

train:   2%|▏         | 61/3515 [00:28<31:17,  1.84it/s]
overall:  89%|████████▉ | 3577/4000 [34:14<03:39,  1.92it/s]

train:   2%|▏         | 62/3515 [00:29<29:54,  1.92it/s]
overall:  89%|████████▉ | 3578/4000 [34:14<03:37,  1.94it/s]

train:   2%|▏         | 63/3515 [00:29<29:42,  1.94it/s]
overall:  89%|████████▉ | 3579/4000 [34:15<03:38,  1.93it/s]

train:   2%|▏         | 64/3515 [00:30<29:51,  1.93it/s]
overall:  90%|████████▉ | 3580/4000 [34:15<03:38,  1.92it/s]

train:   2%|▏         | 65/3515 [00:30<29:53,  1.92it/s]
overall:  90%|████████▉ | 3581/4000 [34:16<03:36,  1.94it/s]

train:   2%|▏         | 66/3515 [00:31<29:40,  1.94it/s]
overall:  90%|████████▉ | 3582/4000 [34:16<03:36,  1.93it/s]

train:   2%|▏         | 67/3515 [00:31<29:42,  1.93it/s]
overall:  90%|████████▉ | 3583/4000 [34:17<03:36,  1.93it/s]

train:   2%|▏         | 68/3515 [00:32<29:46,  1.93it/s]
overall:  90%|████████▉ | 3584/4000 [34:17<02:58,  2.33it/s]

train:   2%|▏         | 69/3515 [00:32<24:41,  2.33it/s]
overall:  90%|████████▉ | 3585/4000 [34:17<02:17,  3.01it/s]

train:   2%|▏         | 70/3515 [00:32<19:02,  3.01it/s]
overall:  90%|████████▉ | 3586/4000 [34:18<02:38,  2.61it/s]

train:   2%|▏         | 71/3515 [00:32<21:59,  2.61it/s]
overall:  90%|████████▉ | 3587/4000 [34:18<02:51,  2.41it/s]

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overall:  90%|████████▉ | 3588/4000 [34:19<03:20,  2.05it/s]

train:   2%|▏         | 73/3515 [00:34<27:57,  2.05it/s]
overall:  90%|████████▉ | 3589/4000 [34:19<03:25,  2.00it/s]

train:   2%|▏         | 74/3515 [00:34<28:43,  2.00it/s]
overall:  90%|████████▉ | 3590/4000 [34:20<03:26,  1.98it/s]

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overall:  90%|████████▉ | 3591/4000 [34:20<03:15,  2.09it/s]

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overall:  90%|████████▉ | 3592/4000 [34:21<03:05,  2.20it/s]

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overall:  90%|████████▉ | 3593/4000 [34:21<03:13,  2.11it/s]

train:   2%|▏         | 78/3515 [00:36<27:11,  2.11it/s]
overall:  90%|████████▉ | 3594/4000 [34:22<03:13,  2.09it/s]

train:   2%|▏         | 79/3515 [00:36<27:21,  2.09it/s]
overall:  90%|████████▉ | 3595/4000 [34:22<03:04,  2.19it/s]

train:   2%|▏         | 80/3515 [00:37<26:07,  2.19it/s]
overall:  90%|████████▉ | 3596/4000 [34:23<03:02,  2.22it/s]

train:   2%|▏         | 81/3515 [00:37<25:47,  2.22it/s]
overall:  90%|████████▉ | 3597/4000 [34:23<03:09,  2.12it/s]

train:   2%|▏         | 82/3515 [00:38<26:58,  2.12it/s]
overall:  90%|████████▉ | 3598/4000 [34:24<03:07,  2.14it/s]

train:   2%|▏         | 83/3515 [00:38<26:43,  2.14it/s]
overall:  90%|████████▉ | 3599/4000 [34:24<02:58,  2.25it/s]

train:   2%|▏         | 84/3515 [00:39<25:25,  2.25it/s]
overall:  90%|█████████ | 3600/4000 [34:25<03:24,  1.95it/s]

train:   2%|▏         | 85/3515 [00:39<29:17,  1.95it/s]
overall:  90%|█████████ | 3601/4000 [34:25<03:25,  1.94it/s]

train:   2%|▏         | 86/3515 [00:40<29:24,  1.94it/s]
overall:  90%|█████████ | 3602/4000 [34:26<03:17,  2.01it/s]

train:   2%|▏         | 87/3515 [00:40<28:23,  2.01it/s]
overall:  90%|█████████ | 3603/4000 [34:26<03:19,  1.99it/s]

train:   3%|▎         | 88/3515 [00:41<28:38,  1.99it/s]
overall:  90%|█████████ | 3604/4000 [34:27<03:18,  2.00it/s]

train:   3%|▎         | 89/3515 [00:41<28:36,  2.00it/s]
overall:  90%|█████████ | 3605/4000 [34:27<02:30,  2.63it/s]

train:   3%|▎         | 90/3515 [00:41<21:44,  2.63it/s]
overall:  90%|█████████ | 3606/4000 [34:27<02:31,  2.59it/s]

train:   3%|▎         | 91/3515 [00:42<21:59,  2.59it/s]
overall:  90%|█████████ | 3607/4000 [34:28<02:48,  2.33it/s]

train:   3%|▎         | 92/3515 [00:42<24:29,  2.33it/s]
overall:  90%|█████████ | 3608/4000 [34:28<02:40,  2.45it/s]

train:   3%|▎         | 93/3515 [00:43<23:17,  2.45it/s]
overall:  90%|█████████ | 3609/4000 [34:29<02:45,  2.36it/s]

train:   3%|▎         | 94/3515 [00:43<24:11,  2.36it/s]
overall:  90%|█████████ | 3610/4000 [34:29<02:53,  2.25it/s]

train:   3%|▎         | 95/3515 [00:44<25:20,  2.25it/s]
overall:  90%|█████████ | 3611/4000 [34:30<02:59,  2.16it/s]

train:   3%|▎         | 96/3515 [00:44<26:21,  2.16it/s]
overall:  90%|█████████ | 3612/4000 [34:30<03:18,  1.96it/s]

train:   3%|▎         | 97/3515 [00:45<29:06,  1.96it/s]
overall:  90%|█████████ | 3613/4000 [34:31<03:11,  2.02it/s]

train:   3%|▎         | 98/3515 [00:45<28:12,  2.02it/s]
overall:  90%|█████████ | 3614/4000 [34:31<03:09,  2.03it/s]

train:   3%|▎         | 99/3515 [00:46<28:01,  2.03it/s]
overall:  90%|█████████ | 3615/4000 [34:32<03:12,  2.00it/s]

train:   3%|▎         | 100/3515 [00:46<28:23,  2.00it/s]
overall:  90%|█████████ | 3616/4000 [34:32<03:14,  1.97it/s]

train:   3%|▎         | 101/3515 [00:47<28:50,  1.97it/s]
overall:  90%|█████████ | 3617/4000 [34:33<03:12,  1.99it/s]

train:   3%|▎         | 102/3515 [00:47<28:31,  1.99it/s]
overall:  90%|█████████ | 3618/4000 [34:33<03:14,  1.96it/s]

train:   3%|▎         | 103/3515 [00:48<28:58,  1.96it/s]
overall:  90%|█████████ | 3619/4000 [34:34<03:20,  1.90it/s]

train:   3%|▎         | 104/3515 [00:48<29:55,  1.90it/s]
overall:  90%|█████████ | 3620/4000 [34:34<03:19,  1.91it/s]

train:   3%|▎         | 105/3515 [00:49<29:47,  1.91it/s]
overall:  91%|█████████ | 3621/4000 [34:35<03:18,  1.91it/s]

train:   3%|▎         | 106/3515 [00:49<29:42,  1.91it/s]
overall:  91%|█████████ | 3622/4000 [34:35<03:13,  1.95it/s]

train:   3%|▎         | 107/3515 [00:50<29:06,  1.95it/s]
overall:  91%|█████████ | 3623/4000 [34:36<03:11,  1.97it/s]

train:   3%|▎         | 108/3515 [00:50<28:48,  1.97it/s]
overall:  91%|█████████ | 3624/4000 [34:36<03:27,  1.81it/s]

train:   3%|▎         | 109/3515 [00:51<31:17,  1.81it/s]
overall:  91%|█████████ | 3625/4000 [34:37<03:23,  1.85it/s]

train:   3%|▎         | 110/3515 [00:52<30:44,  1.85it/s]
overall:  91%|█████████ | 3626/4000 [34:37<03:10,  1.96it/s]

train:   3%|▎         | 111/3515 [00:52<28:55,  1.96it/s]
overall:  91%|█████████ | 3627/4000 [34:38<03:09,  1.97it/s]

train:   3%|▎         | 112/3515 [00:53<28:51,  1.97it/s]
overall:  91%|█████████ | 3628/4000 [34:38<02:32,  2.45it/s]

train:   3%|▎         | 113/3515 [00:53<23:10,  2.45it/s]
overall:  91%|█████████ | 3629/4000 [34:38<02:40,  2.31it/s]

train:   3%|▎         | 114/3515 [00:53<24:33,  2.31it/s]
overall:  91%|█████████ | 3630/4000 [34:39<02:46,  2.22it/s]

train:   3%|▎         | 115/3515 [00:54<25:32,  2.22it/s]
overall:  91%|█████████ | 3631/4000 [34:39<02:50,  2.17it/s]

train:   3%|▎         | 116/3515 [00:54<26:08,  2.17it/s]
overall:  91%|█████████ | 3632/4000 [34:40<02:54,  2.11it/s]

train:   3%|▎         | 117/3515 [00:55<26:49,  2.11it/s]
overall:  91%|█████████ | 3633/4000 [34:40<02:59,  2.05it/s]

train:   3%|▎         | 118/3515 [00:55<27:36,  2.05it/s]
overall:  91%|█████████ | 3634/4000 [34:41<03:01,  2.02it/s]

train:   3%|▎         | 119/3515 [00:56<28:01,  2.02it/s]
overall:  91%|█████████ | 3635/4000 [34:42<03:01,  2.01it/s]

train:   3%|▎         | 120/3515 [00:56<28:12,  2.01it/s]
overall:  91%|█████████ | 3636/4000 [34:42<03:19,  1.82it/s]

train:   3%|▎         | 121/3515 [00:57<31:00,  1.82it/s]
overall:  91%|█████████ | 3637/4000 [34:43<03:17,  1.84it/s]

train:   3%|▎         | 122/3515 [00:57<30:41,  1.84it/s]
overall:  91%|█████████ | 3638/4000 [34:43<03:10,  1.90it/s]

train:   3%|▎         | 123/3515 [00:58<29:45,  1.90it/s]
overall:  91%|█████████ | 3639/4000 [34:44<03:08,  1.91it/s]

train:   4%|▎         | 124/3515 [00:58<29:31,  1.91it/s]
overall:  91%|█████████ | 3640/4000 [34:44<03:06,  1.93it/s]

train:   4%|▎         | 125/3515 [00:59<29:17,  1.93it/s]
overall:  91%|█████████ | 3641/4000 [34:45<03:05,  1.93it/s]

train:   4%|▎         | 126/3515 [00:59<29:15,  1.93it/s]
overall:  91%|█████████ | 3642/4000 [34:45<03:04,  1.94it/s]

train:   4%|▎         | 127/3515 [01:00<29:05,  1.94it/s]
overall:  91%|█████████ | 3643/4000 [34:46<03:06,  1.92it/s]

train:   4%|▎         | 128/3515 [01:00<29:27,  1.92it/s]
overall:  91%|█████████ | 3644/4000 [34:46<03:02,  1.95it/s]

train:   4%|▎         | 129/3515 [01:01<28:54,  1.95it/s]
overall:  91%|█████████ | 3645/4000 [34:47<03:01,  1.96it/s]

train:   4%|▎         | 130/3515 [01:01<28:47,  1.96it/s]
overall:  91%|█████████ | 3646/4000 [34:47<03:02,  1.94it/s]

train:   4%|▎         | 131/3515 [01:02<29:00,  1.94it/s]
overall:  91%|█████████ | 3647/4000 [34:48<02:39,  2.21it/s]

train:   4%|▍         | 132/3515 [01:02<25:31,  2.21it/s]
overall:  91%|█████████ | 3648/4000 [34:48<02:37,  2.23it/s]

train:   4%|▍         | 133/3515 [01:03<25:16,  2.23it/s]
overall:  91%|█████████ | 3649/4000 [34:49<02:40,  2.18it/s]

train:   4%|▍         | 134/3515 [01:03<25:50,  2.18it/s]
overall:  91%|█████████▏| 3650/4000 [34:49<02:30,  2.32it/s]

train:   4%|▍         | 135/3515 [01:04<24:17,  2.32it/s]
overall:  91%|█████████▏| 3651/4000 [34:49<02:14,  2.59it/s]

train:   4%|▍         | 136/3515 [01:04<21:45,  2.59it/s]
overall:  91%|█████████▏| 3652/4000 [34:50<02:24,  2.41it/s]

train:   4%|▍         | 137/3515 [01:04<23:24,  2.41it/s]
overall:  91%|█████████▏| 3653/4000 [34:50<02:36,  2.22it/s]

train:   4%|▍         | 138/3515 [01:05<25:24,  2.21it/s]
overall:  91%|█████████▏| 3655/4000 [34:51<02:16,  2.53it/s]

train:   4%|▍         | 140/3515 [01:06<22:13,  2.53it/s]
overall:  91%|█████████▏| 3656/4000 [34:51<02:27,  2.33it/s]

train:   4%|▍         | 141/3515 [01:06<24:06,  2.33it/s]
overall:  91%|█████████▏| 3657/4000 [34:52<02:35,  2.20it/s]

train:   4%|▍         | 142/3515 [01:07<25:32,  2.20it/s]
overall:  91%|█████████▏| 3658/4000 [34:52<02:38,  2.15it/s]

train:   4%|▍         | 143/3515 [01:07<26:05,  2.15it/s]
overall:  91%|█████████▏| 3659/4000 [34:53<02:39,  2.13it/s]

train:   4%|▍         | 144/3515 [01:08<26:19,  2.13it/s]
overall:  92%|█████████▏| 3660/4000 [34:54<02:53,  1.96it/s]

train:   4%|▍         | 145/3515 [01:08<28:40,  1.96it/s]
overall:  92%|█████████▏| 3661/4000 [34:54<02:51,  1.98it/s]

train:   4%|▍         | 146/3515 [01:09<28:21,  1.98it/s]
overall:  92%|█████████▏| 3662/4000 [34:54<02:50,  1.98it/s]

train:   4%|▍         | 147/3515 [01:09<28:19,  1.98it/s]
overall:  92%|█████████▏| 3663/4000 [34:55<02:11,  2.56it/s]

train:   4%|▍         | 148/3515 [01:09<21:57,  2.56it/s]
overall:  92%|█████████▏| 3664/4000 [34:55<02:24,  2.33it/s]

train:   4%|▍         | 149/3515 [01:10<24:07,  2.33it/s]
overall:  92%|█████████▏| 3665/4000 [34:56<02:31,  2.21it/s]

train:   4%|▍         | 150/3515 [01:10<25:24,  2.21it/s]
overall:  92%|█████████▏| 3666/4000 [34:56<02:36,  2.14it/s]

train:   4%|▍         | 151/3515 [01:11<26:12,  2.14it/s]
overall:  92%|█████████▏| 3667/4000 [34:56<02:08,  2.59it/s]

train:   4%|▍         | 152/3515 [01:11<21:38,  2.59it/s]
overall:  92%|█████████▏| 3669/4000 [34:57<01:52,  2.94it/s]

train:   4%|▍         | 154/3515 [01:12<19:03,  2.94it/s]
overall:  92%|█████████▏| 3670/4000 [34:57<02:07,  2.59it/s]

train:   4%|▍         | 155/3515 [01:12<21:39,  2.59it/s]
overall:  92%|█████████▏| 3671/4000 [34:58<02:16,  2.41it/s]

train:   4%|▍         | 156/3515 [01:13<23:13,  2.41it/s]
overall:  92%|█████████▏| 3672/4000 [34:59<02:34,  2.13it/s]

train:   4%|▍         | 157/3515 [01:13<26:19,  2.13it/s]
overall:  92%|█████████▏| 3673/4000 [34:59<02:01,  2.68it/s]

train:   4%|▍         | 158/3515 [01:13<20:52,  2.68it/s]
overall:  92%|█████████▏| 3674/4000 [34:59<02:13,  2.45it/s]

train:   5%|▍         | 159/3515 [01:14<22:49,  2.45it/s]
overall:  92%|█████████▏| 3675/4000 [35:00<02:21,  2.30it/s]

train:   5%|▍         | 160/3515 [01:14<24:21,  2.30it/s]
overall:  92%|█████████▏| 3676/4000 [35:00<02:26,  2.21it/s]

train:   5%|▍         | 161/3515 [01:15<25:18,  2.21it/s]
overall:  92%|█████████▏| 3677/4000 [35:01<02:25,  2.22it/s]

train:   5%|▍         | 162/3515 [01:15<25:12,  2.22it/s]
overall:  92%|█████████▏| 3678/4000 [35:01<02:30,  2.14it/s]

train:   5%|▍         | 163/3515 [01:16<26:06,  2.14it/s]
overall:  92%|█████████▏| 3679/4000 [35:02<02:37,  2.04it/s]

train:   5%|▍         | 164/3515 [01:16<27:19,  2.04it/s]
overall:  92%|█████████▏| 3680/4000 [35:02<02:36,  2.04it/s]

train:   5%|▍         | 165/3515 [01:17<27:21,  2.04it/s]
overall:  92%|█████████▏| 3681/4000 [35:03<02:40,  1.99it/s]

train:   5%|▍         | 166/3515 [01:17<28:06,  1.99it/s]
overall:  92%|█████████▏| 3682/4000 [35:03<02:08,  2.48it/s]

train:   5%|▍         | 167/3515 [01:18<22:29,  2.48it/s]
overall:  92%|█████████▏| 3683/4000 [35:03<02:15,  2.33it/s]

train:   5%|▍         | 168/3515 [01:18<23:54,  2.33it/s]
overall:  92%|█████████▏| 3684/4000 [35:04<02:32,  2.08it/s]

train:   5%|▍         | 169/3515 [01:19<26:49,  2.08it/s]
overall:  92%|█████████▏| 3685/4000 [35:04<02:29,  2.11it/s]

train:   5%|▍         | 170/3515 [01:19<26:22,  2.11it/s]
overall:  92%|█████████▏| 3686/4000 [35:05<02:29,  2.10it/s]

train:   5%|▍         | 171/3515 [01:20<26:30,  2.10it/s]
overall:  92%|█████████▏| 3687/4000 [35:05<02:17,  2.27it/s]

train:   5%|▍         | 172/3515 [01:20<24:32,  2.27it/s]
overall:  92%|█████████▏| 3688/4000 [35:06<02:16,  2.28it/s]

train:   5%|▍         | 173/3515 [01:20<24:22,  2.28it/s]
overall:  92%|█████████▏| 3689/4000 [35:06<02:22,  2.18it/s]

train:   5%|▍         | 174/3515 [01:21<25:32,  2.18it/s]
overall:  92%|█████████▏| 3690/4000 [35:07<02:27,  2.11it/s]

train:   5%|▍         | 175/3515 [01:21<26:25,  2.11it/s]
overall:  92%|█████████▏| 3691/4000 [35:07<02:34,  2.00it/s]

train:   5%|▌         | 176/3515 [01:22<27:51,  2.00it/s]
overall:  92%|█████████▏| 3692/4000 [35:08<02:35,  1.98it/s]

train:   5%|▌         | 177/3515 [01:22<28:02,  1.98it/s]
overall:  92%|█████████▏| 3693/4000 [35:08<02:34,  1.98it/s]

train:   5%|▌         | 178/3515 [01:23<28:02,  1.98it/s]
overall:  92%|█████████▏| 3694/4000 [35:09<02:35,  1.96it/s]

train:   5%|▌         | 179/3515 [01:24<28:19,  1.96it/s]
overall:  92%|█████████▏| 3695/4000 [35:09<02:14,  2.27it/s]

train:   5%|▌         | 180/3515 [01:24<24:26,  2.27it/s]
overall:  92%|█████████▏| 3696/4000 [35:10<02:18,  2.20it/s]

train:   5%|▌         | 181/3515 [01:24<25:17,  2.20it/s]
overall:  92%|█████████▏| 3697/4000 [35:10<01:46,  2.85it/s]

train:   5%|▌         | 182/3515 [01:24<19:29,  2.85it/s]
overall:  92%|█████████▏| 3698/4000 [35:10<02:01,  2.48it/s]

train:   5%|▌         | 183/3515 [01:25<22:22,  2.48it/s]
overall:  92%|█████████▏| 3699/4000 [35:11<02:10,  2.31it/s]

train:   5%|▌         | 184/3515 [01:25<24:00,  2.31it/s]
overall:  92%|█████████▎| 3700/4000 [35:11<02:11,  2.29it/s]

train:   5%|▌         | 185/3515 [01:26<24:15,  2.29it/s]
overall:  93%|█████████▎| 3701/4000 [35:12<02:16,  2.19it/s]

train:   5%|▌         | 186/3515 [01:26<25:19,  2.19it/s]
overall:  93%|█████████▎| 3702/4000 [35:12<02:09,  2.30it/s]

train:   5%|▌         | 187/3515 [01:27<24:08,  2.30it/s]
overall:  93%|█████████▎| 3703/4000 [35:13<02:19,  2.12it/s]

train:   5%|▌         | 188/3515 [01:27<26:06,  2.12it/s]
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overall:  99%|█████████▉| 3965/4000 [37:17<00:15,  2.31it/s]

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overall:  99%|█████████▉| 3967/4000 [37:17<00:15,  2.18it/s]

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overall:  99%|█████████▉| 3968/4000 [37:18<00:15,  2.11it/s]

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overall:  99%|█████████▉| 3973/4000 [37:20<00:11,  2.27it/s]

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overall:  99%|█████████▉| 3974/4000 [37:21<00:11,  2.18it/s]

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overall:  99%|█████████▉| 3976/4000 [37:22<00:11,  2.07it/s]

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train:  13%|█▎        | 463/3515 [03:37<22:03,  2.31it/s]
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overall: 100%|█████████▉| 3994/4000 [37:30<00:02,  2.39it/s]

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overall: 100%|█████████▉| 3995/4000 [37:30<00:01,  3.06it/s]

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overall: 100%|█████████▉| 3996/4000 [37:31<00:01,  2.34it/s]

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overall: 100%|█████████▉| 3997/4000 [37:31<00:01,  2.25it/s]

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overall: 100%|█████████▉| 3998/4000 [37:32<00:00,  2.16it/s]

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overall: 100%|█████████▉| 3999/4000 [37:32<00:00,  2.18it/s]

train:  14%|█▍        | 484/3515 [03:47<23:12,  2.18it/s]train loss: 4.6720991134643555
train per: 0.933974905591424
train loss: 4.821684837341309
train per: 0.9368393465536822
train loss: 4.7186408042907715
train per: 0.9367156276251813
train loss: 4.657639503479004
train per: 0.9433569739952719
train loss: 5.2213640213012695
train per: 0.9414255648249106
train loss: 4.88417911529541
train per: 0.9360424729582217
train loss: 4.641606330871582
train per: 0.936477337923121
train loss: 5.208836555480957
train per: 0.9275869110214916
train loss: 5.308477401733398
train per: 0.9318320766252293
train loss: 4.766550540924072
train per: 0.9357220300480149
train loss: 4.716679573059082
train per: 0.9323026469899274
train loss: 4.598654747009277
train per: 0.9287817938420349
train loss: 4.648319244384766
train per: 0.9331568998109641
train loss: 4.845241069793701
train per: 0.937377639719126
train loss: 4.974715232849121
train per: 0.9301673823052992
train loss: 4.762299537658691
train per: 0.934902378957524
train loss: 4.78099250793457
train per: 0.9318013890941333
train loss: 4.729328632354736
train per: 0.9402719018871513
train loss: 4.8200459480285645
train per: 0.9405437410568905
train loss: 4.555662631988525
train per: 0.9352027105970324
train loss: 5.40662145614624
train per: 0.9401200651200651
train loss: 4.662035942077637
train per: 0.9278182219280829
train loss: 4.601621150970459
train per: 0.9410404899787899
train loss: 4.737329959869385
train per: 0.9187171756467614
train loss: 4.7258100509643555
train per: 0.9407044137316094
[LibriPhone] - Taking the first phoneme sequences for a deterministic behavior.



word -> phonemes:   0%|          | 0/2703 [00:00<?, ?it/s]


word -> phonemes:   8%|▊         | 213/2703 [00:00<00:01, 2125.83it/s]


word -> phonemes:  16%|█▌        | 430/2703 [00:00<00:01, 2149.26it/s]


word -> phonemes:  24%|██▍       | 645/2703 [00:00<00:00, 2130.96it/s]


word -> phonemes:  32%|███▏      | 861/2703 [00:00<00:00, 2139.64it/s]


word -> phonemes:  40%|███▉      | 1079/2703 [00:00<00:00, 2150.55it/s]


word -> phonemes:  48%|████▊     | 1296/2703 [00:00<00:00, 2155.30it/s]


word -> phonemes:  56%|█████▌    | 1513/2703 [00:00<00:00, 2159.08it/s]


word -> phonemes:  64%|██████▍   | 1734/2703 [00:00<00:00, 2171.99it/s]


word -> phonemes:  72%|███████▏  | 1952/2703 [00:00<00:00, 2173.81it/s]


word -> phonemes:  80%|████████  | 2173/2703 [00:01<00:00, 2183.85it/s]


word -> phonemes:  88%|████████▊ | 2392/2703 [00:01<00:00, 2163.23it/s]


word -> phonemes:  97%|█████████▋| 2609/2703 [00:01<00:00, 2155.11it/s]
word -> phonemes: 100%|██████████| 2703/2703 [00:01<00:00, 2149.76it/s]



dev:   0%|          | 0/2703 [00:00<?, ?it/s]


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dev:   4%|▍         | 109/2703 [00:09<02:48, 15.44it/s]


dev:   4%|▍         | 111/2703 [00:09<02:40, 16.18it/s]


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dev:   4%|▍         | 115/2703 [00:09<02:41, 16.04it/s]


dev:   4%|▍         | 117/2703 [00:09<02:56, 14.61it/s]


dev:   4%|▍         | 119/2703 [00:09<02:49, 15.22it/s]


dev:   4%|▍         | 121/2703 [00:09<02:42, 15.88it/s]


dev:   5%|▍         | 123/2703 [00:10<02:35, 16.60it/s]


dev:   5%|▍         | 125/2703 [00:10<02:41, 15.98it/s]


dev:   5%|▍         | 127/2703 [00:10<02:36, 16.50it/s]


dev:   5%|▍         | 129/2703 [00:10<02:29, 17.19it/s]


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overall: 100%|█████████▉| 3999/4000 [39:08<00:00,  2.18it/s]

train:  14%|█▍        | 484/3515 [05:23<23:12,  2.18it/s]
                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [39:08<00:00,  2.18it/s]

train:  14%|█▍        | 484/3515 [05:23<23:12,  2.18it/s]
                                                            

                                                         

overall: 100%|█████████▉| 3999/4000 [39:08<00:00,  2.18it/s]

train:  14%|█▍        | 484/3515 [05:23<23:12,  2.18it/s]
overall: 100%|██████████| 4000/4000 [39:08<00:00, 29.00s/it]

train:  14%|█▍        | 485/3515 [05:23<24:24:25, 29.00s/it]403-128339-0009 Failed!!!

train:  14%|█▍        | 485/3515 [05:23<33:41,  1.50it/s]   

overall: 100%|██████████| 4000/4000 [39:08<00:00,  1.70it/s]
dev loss: 6.075517177581787
dev per: 0.9368262226847034
[Runner] - Save the checkpoint to:
1. result/downstream/grid/dev-best.ckpt
2. result/downstream/grid/states-4000.ckpt