[Featurizer] - Take a list of 13 features and weighted sum them.
[Featurizer] - The selected feature hidden_states's downsample rate is 960
[Runner] - Start a new experiment
Loading model from Local m-a-p/MERT-v1-95M
load local model succeed
load local feat extractor
Wav2Vec2FeatureExtractor {
  "do_normalize": false,
  "feature_extractor_type": "Wav2Vec2FeatureExtractor",
  "feature_size": 1,
  "padding_side": "right",
  "padding_value": 0,
  "return_attention_mask": true,
  "sampling_rate": 24000
}


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overall:  12%|█▏        | 490/4000 [02:36<18:40,  3.13it/s]

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overall:  12%|█▏        | 491/4000 [02:36<18:41,  3.13it/s]

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overall:  12%|█▏        | 492/4000 [02:37<18:39,  3.13it/s]

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overall:  12%|█▏        | 493/4000 [02:37<19:00,  3.08it/s]

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overall:  12%|█▏        | 494/4000 [02:37<18:56,  3.09it/s]

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overall:  12%|█▏        | 495/4000 [02:38<18:44,  3.12it/s]

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overall:  12%|█▏        | 496/4000 [02:38<18:34,  3.14it/s]

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overall:  12%|█▏        | 497/4000 [02:38<18:31,  3.15it/s]

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overall:  12%|█▏        | 498/4000 [02:38<18:31,  3.15it/s]

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overall:  12%|█▏        | 499/4000 [02:39<18:34,  3.14it/s]

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overall:  12%|█▎        | 500/4000 [02:39<18:32,  3.15it/s]

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overall:  13%|█▎        | 501/4000 [02:39<18:32,  3.15it/s]

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overall:  13%|█▎        | 502/4000 [02:40<18:39,  3.12it/s]

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overall:  13%|█▎        | 503/4000 [02:40<18:38,  3.13it/s]

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overall:  13%|█▎        | 506/4000 [02:41<18:43,  3.11it/s]

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overall:  13%|█▎        | 507/4000 [02:41<18:33,  3.14it/s]

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overall:  13%|█▎        | 508/4000 [02:42<18:34,  3.13it/s]

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overall:  13%|█▎        | 509/4000 [02:42<18:25,  3.16it/s]

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overall:  13%|█▎        | 510/4000 [02:42<18:23,  3.16it/s]

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overall:  13%|█▎        | 511/4000 [02:43<18:20,  3.17it/s]

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overall:  13%|█▎        | 512/4000 [02:43<18:24,  3.16it/s]

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overall:  13%|█▎        | 513/4000 [02:43<18:16,  3.18it/s]

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overall:  13%|█▎        | 514/4000 [02:44<18:23,  3.16it/s]

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overall:  13%|█▎        | 515/4000 [02:44<18:15,  3.18it/s]

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overall:  13%|█▎        | 516/4000 [02:44<18:21,  3.16it/s]

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overall:  13%|█▎        | 517/4000 [02:45<18:42,  3.10it/s]

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overall:  13%|█▎        | 518/4000 [02:45<18:40,  3.11it/s]

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overall:  13%|█▎        | 519/4000 [02:45<18:29,  3.14it/s]

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overall:  13%|█▎        | 520/4000 [02:45<18:37,  3.11it/s]

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overall:  13%|█▎        | 521/4000 [02:46<18:35,  3.12it/s]

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overall:  13%|█▎        | 522/4000 [02:46<18:35,  3.12it/s]

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overall:  13%|█▎        | 523/4000 [02:46<18:32,  3.13it/s]

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overall:  13%|█▎        | 524/4000 [02:47<18:35,  3.12it/s]

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overall:  13%|█▎        | 525/4000 [02:47<18:33,  3.12it/s]

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overall:  13%|█▎        | 526/4000 [02:47<18:36,  3.11it/s]

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overall:  13%|█▎        | 527/4000 [02:48<18:31,  3.13it/s]

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overall:  13%|█▎        | 528/4000 [02:48<18:35,  3.11it/s]

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overall:  13%|█▎        | 529/4000 [02:48<18:50,  3.07it/s]

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overall:  13%|█▎        | 530/4000 [02:49<18:45,  3.08it/s]

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overall:  13%|█▎        | 531/4000 [02:49<18:40,  3.10it/s]

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overall:  13%|█▎        | 532/4000 [02:49<18:35,  3.11it/s]

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overall:  13%|█▎        | 533/4000 [02:50<18:32,  3.12it/s]

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overall:  13%|█▎        | 534/4000 [02:50<18:33,  3.11it/s]

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overall:  13%|█▎        | 535/4000 [02:50<18:29,  3.12it/s]

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overall:  13%|█▎        | 536/4000 [02:51<18:33,  3.11it/s]

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overall:  13%|█▎        | 537/4000 [02:51<18:36,  3.10it/s]

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overall:  13%|█▎        | 538/4000 [02:51<18:43,  3.08it/s]

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overall:  13%|█▎        | 539/4000 [02:52<18:41,  3.09it/s]

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overall:  14%|█▎        | 540/4000 [02:52<18:36,  3.10it/s]

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overall:  14%|█▎        | 541/4000 [02:52<18:53,  3.05it/s]

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overall:  14%|█▎        | 542/4000 [02:53<18:46,  3.07it/s]

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overall:  14%|█▎        | 543/4000 [02:53<18:40,  3.09it/s]

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overall:  14%|█▎        | 545/4000 [02:54<18:31,  3.11it/s]

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overall:  14%|█▎        | 546/4000 [02:54<18:27,  3.12it/s]

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overall:  14%|█▎        | 547/4000 [02:54<18:18,  3.14it/s]

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overall:  14%|█▎        | 548/4000 [02:55<18:28,  3.12it/s]

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overall:  14%|█▎        | 549/4000 [02:55<18:27,  3.11it/s]

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overall:  14%|█▍        | 550/4000 [02:55<18:27,  3.12it/s]

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overall:  14%|█▍        | 551/4000 [02:55<18:25,  3.12it/s]

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overall:  14%|█▍        | 552/4000 [02:56<18:23,  3.12it/s]

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overall:  14%|█▍        | 553/4000 [02:56<18:42,  3.07it/s]

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overall:  14%|█▍        | 554/4000 [02:56<18:35,  3.09it/s]

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overall:  14%|█▍        | 555/4000 [02:57<18:31,  3.10it/s]

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overall:  14%|█▍        | 556/4000 [02:57<18:28,  3.11it/s]

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overall:  14%|█▍        | 557/4000 [02:57<18:24,  3.12it/s]

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overall:  14%|█▍        | 558/4000 [02:58<18:26,  3.11it/s]

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overall:  14%|█▍        | 559/4000 [02:58<18:24,  3.11it/s]

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overall:  14%|█▍        | 560/4000 [02:58<18:25,  3.11it/s]

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overall:  14%|█▍        | 561/4000 [02:59<18:21,  3.12it/s]

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overall:  14%|█▍        | 562/4000 [02:59<18:20,  3.12it/s]

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overall:  14%|█▍        | 563/4000 [02:59<18:18,  3.13it/s]

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overall:  14%|█▍        | 565/4000 [03:00<18:42,  3.06it/s]

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overall:  14%|█▍        | 566/4000 [03:00<18:42,  3.06it/s]

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overall:  14%|█▍        | 568/4000 [03:01<18:35,  3.08it/s]

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overall:  14%|█▍        | 577/4000 [03:04<18:37,  3.06it/s]

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overall:  47%|████▋     | 1899/4000 [10:13<11:22,  3.08it/s]

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overall:  48%|████▊     | 1937/4000 [10:26<11:14,  3.06it/s]

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train:  69%|██████▉   | 1993/2893 [10:44<04:56,  3.04it/s]
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train:  69%|██████▉   | 1994/2893 [10:44<04:55,  3.05it/s]
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train:  69%|██████▉   | 1996/2893 [10:45<04:52,  3.07it/s]
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overall:  72%|███████▏  | 2871/4000 [15:47<06:08,  3.07it/s]

train:  99%|█████████▉| 2871/2893 [15:47<00:07,  3.07it/s]
overall:  72%|███████▏  | 2872/4000 [15:47<06:10,  3.05it/s]

train:  99%|█████████▉| 2872/2893 [15:47<00:06,  3.05it/s]
overall:  72%|███████▏  | 2873/4000 [15:47<06:09,  3.05it/s]

train:  99%|█████████▉| 2873/2893 [15:47<00:06,  3.05it/s]
overall:  72%|███████▏  | 2874/4000 [15:48<06:12,  3.02it/s]

train:  99%|█████████▉| 2874/2893 [15:48<00:06,  3.02it/s]
overall:  72%|███████▏  | 2875/4000 [15:48<06:08,  3.06it/s]

train:  99%|█████████▉| 2875/2893 [15:48<00:05,  3.06it/s]
overall:  72%|███████▏  | 2876/4000 [15:48<06:07,  3.06it/s]

train:  99%|█████████▉| 2876/2893 [15:48<00:05,  3.06it/s]
overall:  72%|███████▏  | 2877/4000 [15:49<06:03,  3.09it/s]

train:  99%|█████████▉| 2877/2893 [15:49<00:05,  3.09it/s]
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train:  99%|█████████▉| 2878/2893 [15:49<00:04,  3.04it/s]
overall:  72%|███████▏  | 2879/4000 [15:49<06:05,  3.07it/s]

train: 100%|█████████▉| 2879/2893 [15:49<00:04,  3.07it/s]
overall:  72%|███████▏  | 2880/4000 [15:50<06:12,  3.01it/s]

train: 100%|█████████▉| 2880/2893 [15:50<00:04,  3.01it/s]
overall:  72%|███████▏  | 2881/4000 [15:50<06:08,  3.03it/s]

train: 100%|█████████▉| 2881/2893 [15:50<00:03,  3.03it/s]
overall:  72%|███████▏  | 2882/4000 [15:50<06:09,  3.03it/s]

train: 100%|█████████▉| 2882/2893 [15:50<00:03,  3.03it/s]
overall:  72%|███████▏  | 2883/4000 [15:51<06:04,  3.06it/s]

train: 100%|█████████▉| 2883/2893 [15:51<00:03,  3.06it/s]
overall:  72%|███████▏  | 2884/4000 [15:51<06:05,  3.06it/s]

train: 100%|█████████▉| 2884/2893 [15:51<00:02,  3.06it/s]
overall:  72%|███████▏  | 2885/4000 [15:51<06:01,  3.08it/s]

train: 100%|█████████▉| 2885/2893 [15:51<00:02,  3.08it/s]
overall:  72%|███████▏  | 2886/4000 [15:52<05:58,  3.11it/s]

train: 100%|█████████▉| 2886/2893 [15:52<00:02,  3.11it/s]
overall:  72%|███████▏  | 2887/4000 [15:52<05:58,  3.11it/s]

train: 100%|█████████▉| 2887/2893 [15:52<00:01,  3.11it/s]
overall:  72%|███████▏  | 2888/4000 [15:52<05:57,  3.11it/s]

train: 100%|█████████▉| 2888/2893 [15:52<00:01,  3.11it/s]
overall:  72%|███████▏  | 2889/4000 [15:53<05:57,  3.10it/s]

train: 100%|█████████▉| 2889/2893 [15:53<00:01,  3.10it/s]
overall:  72%|███████▏  | 2890/4000 [15:53<06:00,  3.08it/s]

train: 100%|█████████▉| 2890/2893 [15:53<00:00,  3.08it/s]
overall:  72%|███████▏  | 2891/4000 [15:53<06:00,  3.07it/s]

train: 100%|█████████▉| 2891/2893 [15:53<00:00,  3.07it/s]
overall:  72%|███████▏  | 2892/4000 [15:54<06:01,  3.06it/s]

train: 100%|█████████▉| 2892/2893 [15:54<00:00,  3.06it/s]
train: 100%|██████████| 2893/2893 [15:54<00:00,  3.03it/s]
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train loss: 0.9740055203437805
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train loss: 0.9609654545783997
train acc: 0.781000018119812


train:   0%|          | 0/2893 [00:00<?, ?it/s]
overall:  72%|███████▏  | 2894/4000 [15:55<08:42,  2.12it/s]

train:   0%|          | 1/2893 [00:01<52:48,  1.10s/it]
overall:  72%|███████▏  | 2895/4000 [15:55<08:02,  2.29it/s]

train:   0%|          | 2/2893 [00:01<31:03,  1.55it/s]
overall:  72%|███████▏  | 2896/4000 [15:56<07:30,  2.45it/s]

train:   0%|          | 3/2893 [00:01<24:03,  2.00it/s]
overall:  72%|███████▏  | 2897/4000 [15:56<07:09,  2.57it/s]

train:   0%|          | 4/2893 [00:02<20:59,  2.29it/s]
overall:  72%|███████▏  | 2898/4000 [15:56<06:47,  2.70it/s]

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overall:  72%|███████▏  | 2899/4000 [15:57<06:32,  2.80it/s]

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overall:  72%|███████▎  | 2900/4000 [15:57<06:20,  2.89it/s]

train:   0%|          | 7/2893 [00:03<16:59,  2.83it/s]
overall:  73%|███████▎  | 2901/4000 [15:57<06:13,  2.94it/s]

train:   0%|          | 8/2893 [00:03<16:34,  2.90it/s]
overall:  73%|███████▎  | 2902/4000 [15:58<06:05,  3.01it/s]

train:   0%|          | 9/2893 [00:03<16:07,  2.98it/s]
overall:  73%|███████▎  | 2903/4000 [15:58<06:05,  3.00it/s]

train:   0%|          | 10/2893 [00:04<16:06,  2.98it/s]
overall:  73%|███████▎  | 2904/4000 [15:58<05:58,  3.05it/s]

train:   0%|          | 11/2893 [00:04<15:46,  3.04it/s]
overall:  73%|███████▎  | 2905/4000 [15:59<05:56,  3.07it/s]

train:   0%|          | 12/2893 [00:04<15:40,  3.06it/s]
overall:  73%|███████▎  | 2906/4000 [15:59<05:56,  3.07it/s]

train:   0%|          | 13/2893 [00:04<15:40,  3.06it/s]
overall:  73%|███████▎  | 2907/4000 [15:59<05:56,  3.06it/s]

train:   0%|          | 14/2893 [00:05<15:40,  3.06it/s]
overall:  73%|███████▎  | 2908/4000 [15:59<05:56,  3.06it/s]

train:   1%|          | 15/2893 [00:05<15:39,  3.06it/s]
overall:  73%|███████▎  | 2909/4000 [16:00<05:59,  3.03it/s]

train:   1%|          | 16/2893 [00:05<15:49,  3.03it/s]
overall:  73%|███████▎  | 2910/4000 [16:00<05:53,  3.08it/s]

train:   1%|          | 17/2893 [00:06<15:33,  3.08it/s]
overall:  73%|███████▎  | 2911/4000 [16:00<05:51,  3.10it/s]

train:   1%|          | 18/2893 [00:06<15:27,  3.10it/s]
overall:  73%|███████▎  | 2912/4000 [16:01<05:50,  3.11it/s]

train:   1%|          | 19/2893 [00:06<15:25,  3.10it/s]
overall:  73%|███████▎  | 2913/4000 [16:01<05:48,  3.12it/s]

train:   1%|          | 20/2893 [00:07<15:22,  3.12it/s]
overall:  73%|███████▎  | 2914/4000 [16:01<05:47,  3.13it/s]

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overall:  73%|███████▎  | 2915/4000 [16:02<05:49,  3.11it/s]

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overall:  73%|███████▎  | 2916/4000 [16:02<05:46,  3.12it/s]

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overall:  73%|███████▎  | 2917/4000 [16:02<05:48,  3.11it/s]

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overall:  73%|███████▎  | 2918/4000 [16:03<05:48,  3.11it/s]

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overall:  73%|███████▎  | 2919/4000 [16:03<05:50,  3.08it/s]

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overall:  73%|███████▎  | 2920/4000 [16:03<05:49,  3.09it/s]

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overall:  73%|███████▎  | 2921/4000 [16:04<05:54,  3.04it/s]

train:   1%|          | 28/2893 [00:09<15:42,  3.04it/s]
overall:  73%|███████▎  | 2922/4000 [16:04<05:50,  3.08it/s]

train:   1%|          | 29/2893 [00:10<15:31,  3.08it/s]
overall:  73%|███████▎  | 2923/4000 [16:04<05:49,  3.08it/s]

train:   1%|          | 30/2893 [00:10<15:29,  3.08it/s]
overall:  73%|███████▎  | 2924/4000 [16:05<05:47,  3.10it/s]

train:   1%|          | 31/2893 [00:10<15:24,  3.10it/s]
overall:  73%|███████▎  | 2925/4000 [16:05<05:46,  3.11it/s]

train:   1%|          | 32/2893 [00:11<15:21,  3.11it/s]
overall:  73%|███████▎  | 2926/4000 [16:05<05:44,  3.12it/s]

train:   1%|          | 33/2893 [00:11<15:17,  3.12it/s]
overall:  73%|███████▎  | 2927/4000 [16:06<05:46,  3.10it/s]

train:   1%|          | 34/2893 [00:11<15:22,  3.10it/s]
overall:  73%|███████▎  | 2928/4000 [16:06<05:44,  3.11it/s]

train:   1%|          | 35/2893 [00:12<15:19,  3.11it/s]
overall:  73%|███████▎  | 2929/4000 [16:06<05:42,  3.13it/s]

train:   1%|          | 36/2893 [00:12<15:13,  3.13it/s]
overall:  73%|███████▎  | 2930/4000 [16:07<05:42,  3.13it/s]

train:   1%|▏         | 37/2893 [00:12<15:13,  3.13it/s]
overall:  73%|███████▎  | 2931/4000 [16:07<05:43,  3.12it/s]

train:   1%|▏         | 38/2893 [00:13<15:16,  3.12it/s]
overall:  73%|███████▎  | 2932/4000 [16:07<05:46,  3.08it/s]

train:   1%|▏         | 39/2893 [00:13<15:26,  3.08it/s]
overall:  73%|███████▎  | 2933/4000 [16:08<05:50,  3.05it/s]

train:   1%|▏         | 40/2893 [00:13<15:35,  3.05it/s]
overall:  73%|███████▎  | 2934/4000 [16:08<05:46,  3.07it/s]

train:   1%|▏         | 41/2893 [00:14<15:28,  3.07it/s]
overall:  73%|███████▎  | 2935/4000 [16:08<05:46,  3.07it/s]

train:   1%|▏         | 42/2893 [00:14<15:27,  3.07it/s]
overall:  73%|███████▎  | 2936/4000 [16:09<05:44,  3.08it/s]

train:   1%|▏         | 43/2893 [00:14<15:23,  3.08it/s]
overall:  73%|███████▎  | 2937/4000 [16:09<05:46,  3.06it/s]

train:   2%|▏         | 44/2893 [00:15<15:29,  3.06it/s]
overall:  73%|███████▎  | 2938/4000 [16:09<05:44,  3.09it/s]

train:   2%|▏         | 45/2893 [00:15<15:22,  3.09it/s]
overall:  73%|███████▎  | 2939/4000 [16:10<05:45,  3.07it/s]

train:   2%|▏         | 46/2893 [00:15<15:27,  3.07it/s]
overall:  74%|███████▎  | 2940/4000 [16:10<05:45,  3.07it/s]

train:   2%|▏         | 47/2893 [00:15<15:28,  3.07it/s]
overall:  74%|███████▎  | 2941/4000 [16:10<05:46,  3.05it/s]

train:   2%|▏         | 48/2893 [00:16<15:31,  3.05it/s]
overall:  74%|███████▎  | 2942/4000 [16:10<05:46,  3.06it/s]

train:   2%|▏         | 49/2893 [00:16<15:30,  3.06it/s]
overall:  74%|███████▎  | 2943/4000 [16:11<05:48,  3.03it/s]

train:   2%|▏         | 50/2893 [00:16<15:38,  3.03it/s]
overall:  74%|███████▎  | 2944/4000 [16:11<05:46,  3.05it/s]

train:   2%|▏         | 51/2893 [00:17<15:32,  3.05it/s]
overall:  74%|███████▎  | 2945/4000 [16:11<05:48,  3.03it/s]

train:   2%|▏         | 52/2893 [00:17<15:38,  3.03it/s]
overall:  74%|███████▎  | 2946/4000 [16:12<05:43,  3.07it/s]

train:   2%|▏         | 53/2893 [00:17<15:26,  3.07it/s]
overall:  74%|███████▎  | 2947/4000 [16:12<05:42,  3.08it/s]

train:   2%|▏         | 54/2893 [00:18<15:22,  3.08it/s]
overall:  74%|███████▎  | 2948/4000 [16:12<05:40,  3.09it/s]

train:   2%|▏         | 55/2893 [00:18<15:18,  3.09it/s]
overall:  74%|███████▎  | 2949/4000 [16:13<05:39,  3.10it/s]

train:   2%|▏         | 56/2893 [00:18<15:16,  3.10it/s]
overall:  74%|███████▍  | 2950/4000 [16:13<05:39,  3.09it/s]

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overall:  75%|███████▍  | 2981/4000 [16:23<05:31,  3.07it/s]

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overall:  75%|███████▍  | 2984/4000 [16:24<05:27,  3.10it/s]

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overall:  75%|███████▍  | 2985/4000 [16:24<05:26,  3.11it/s]

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overall:  75%|███████▍  | 2986/4000 [16:25<05:25,  3.12it/s]

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overall:  75%|███████▍  | 2987/4000 [16:25<05:27,  3.09it/s]

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overall:  75%|███████▍  | 2988/4000 [16:25<05:23,  3.13it/s]

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overall:  75%|███████▍  | 2989/4000 [16:26<05:28,  3.08it/s]

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overall:  75%|███████▍  | 2990/4000 [16:26<05:27,  3.09it/s]

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overall:  75%|███████▍  | 2993/4000 [16:27<05:51,  2.86it/s]

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overall:  75%|███████▍  | 2995/4000 [16:28<05:38,  2.97it/s]

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overall:  75%|███████▌  | 3002/4000 [16:30<05:22,  3.10it/s]

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overall:  75%|███████▌  | 3005/4000 [16:31<05:29,  3.02it/s]

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overall:  75%|███████▌  | 3006/4000 [16:31<05:25,  3.05it/s]

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overall:  75%|███████▌  | 3011/4000 [16:33<05:25,  3.04it/s]

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overall:  75%|███████▌  | 3012/4000 [16:33<05:21,  3.07it/s]

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overall:  76%|███████▌  | 3025/4000 [16:38<05:17,  3.07it/s]

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overall: 100%|█████████▉| 3994/4000 [21:54<00:01,  3.09it/s]

train:  38%|███▊      | 1101/2893 [06:00<09:39,  3.09it/s]
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train:  38%|███▊      | 1103/2893 [06:01<09:37,  3.10it/s]
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train:  38%|███▊      | 1104/2893 [06:01<09:34,  3.11it/s]
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overall: 100%|█████████▉| 3999/4000 [21:56<00:00,  3.12it/s]

train:  38%|███▊      | 1106/2893 [06:02<09:32,  3.12it/s]train loss: 1.0226333141326904
train acc: 0.781215488910675
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train loss: 0.8416496515274048
train acc: 0.8230000138282776
train loss: 0.8685252070426941
train acc: 0.8140000104904175



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overall: 100%|█████████▉| 3999/4000 [22:10<00:00,  3.12it/s]

train:  38%|███▊      | 1106/2893 [06:15<09:32,  3.12it/s]
                                                            

                                                          

overall: 100%|█████████▉| 3999/4000 [22:10<00:00,  3.12it/s]

train:  38%|███▊      | 1106/2893 [06:15<09:32,  3.12it/s]
overall: 100%|██████████| 4000/4000 [22:10<00:00,  4.35s/it]

train:  38%|███▊      | 1107/2893 [06:16<2:09:35,  4.35s/it]
train:  38%|███▊      | 1107/2893 [06:16<10:07,  2.94it/s]  

overall: 100%|██████████| 4000/4000 [22:10<00:00,  3.01it/s]
test loss: 0.7797631621360779
test acc: 0.815185546875
[Runner] - Save the checkpoint to:
1. result/downstream/grid/states-4000.ckpt