diff --git "a/wandb/run-20220201_234440-21bzabyi/files/output.log" "b/wandb/run-20220201_234440-21bzabyi/files/output.log"
--- "a/wandb/run-20220201_234440-21bzabyi/files/output.log"
+++ "b/wandb/run-20220201_234440-21bzabyi/files/output.log"
@@ -1504,3 +1504,21508 @@ Model weights saved in ./checkpoint-1000/pytorch_model.bin
 Configuration saved in ./checkpoint-1000/preprocessor_config.json
 Configuration saved in ./preprocessor_config.json
 02/02/2022 03:37:03 - WARNING - huggingface_hub.repository - Adding files tracked by Git LFS: ['wandb/run-20220201_234440-21bzabyi/run-21bzabyi.wandb']. This may take a bit of time if the files are large.
+Adding files tracked by Git LFS: ['wandb/run-20220201_234440-21bzabyi/run-21bzabyi.wandb']. This may take a bit of time if the files are large.
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+  7%|█████████                                                                                                                      | 1100/15430 [4:15:32<29:59:37,  7.54s/it]
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+  8%|█████████▊                                                                                                                     | 1199/15430 [4:37:01<30:36:31,  7.74s/it]
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+  8%|██████████▋                                                                                                                    | 1299/15430 [4:58:24<30:09:17,  7.68s/it]
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+  9%|███████████▌                                                                                                                   | 1399/15430 [5:19:52<29:53:48,  7.67s/it]
+{'loss': 1.0439, 'learning_rate': 5.2424999999999994e-05, 'epoch': 0.45}
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+ 10%|████████████▎                                                                                                                  | 1499/15430 [5:41:23<29:40:43,  7.67s/it]
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+ 10%|█████████████▏                                                                                                                 | 1600/15430 [6:02:50<28:00:13,  7.29s/it]
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+ 11%|█████████████▉                                                                                                                 | 1700/15430 [6:24:17<27:06:50,  7.11s/it]
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+ 12%|██████████████▊                                                                                                                | 1800/15430 [6:45:41<27:27:55,  7.25s/it]
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+ 12%|███████████████▋                                                                                                               | 1899/15430 [7:07:01<28:56:58,  7.70s/it]
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+ 13%|████████████████▍                                                                                                              | 2000/15430 [7:28:31<27:02:06,  7.25s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+{'loss': 1.0828, 'learning_rate': 7.48875e-05, 'epoch': 0.65}
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+100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 997/997 [16:29<00:00,  1.58it/s]
+
+Configuration saved in ./checkpoint-2000/config.json
+Model weights saved in ./checkpoint-2000/pytorch_model.bin
+Configuration saved in ./checkpoint-2000/preprocessor_config.json
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+ 14%|█████████████████▎                                                                                                             | 2099/15430 [8:07:02<28:26:01,  7.68s/it]
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+ 14%|██████████████████                                                                                                             | 2200/15430 [8:28:34<26:56:39,  7.33s/it]
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+ 15%|██████████████████▉                                                                                                            | 2300/15430 [8:50:02<26:35:37,  7.29s/it]
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+ 16%|███████████████████▊                                                                                                           | 2400/15430 [9:11:33<25:56:42,  7.17s/it]
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+ 16%|████████████████████▌                                                                                                          | 2500/15430 [9:33:06<26:13:29,  7.30s/it]
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+ 17%|█████████████████████▍                                                                                                         | 2599/15430 [9:54:27<27:52:03,  7.82s/it]
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+ 17%|██████████████████████                                                                                                        | 2700/15430 [10:16:03<25:55:40,  7.33s/it]
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+ 18%|██████████████████████▊                                                                                                       | 2799/15430 [10:37:34<27:10:54,  7.75s/it]
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+ 19%|███████████████████████▋                                                                                                      | 2900/15430 [10:59:18<25:42:29,  7.39s/it]
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+ 19%|████████████████████████▍                                                                                                     | 2999/15430 [11:20:47<26:22:03,  7.64s/it]
+ 19%|████████████████████████▍                                                                                                     | 3000/15430 [11:20:54<25:00:45,  7.24s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
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+100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 997/997 [16:28<00:00,  1.61it/s]
+
+Configuration saved in ./checkpoint-3000/config.json
+Model weights saved in ./checkpoint-3000/pytorch_model.bin
+Configuration saved in ./checkpoint-3000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-1000] due to args.save_total_limit
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+ 20%|█████████████████████████▎                                                                                                    | 3099/15430 [12:00:27<54:37:28, 15.95s/it]
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+ 21%|██████████████████████████▏                                                                                                   | 3200/15430 [12:22:20<54:12:55, 15.96s/it]
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+ 21%|██████████████████████████▉                                                                                                   | 3300/15430 [12:43:56<53:52:03, 15.99s/it]
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+ 22%|███████████████████████████▊                                                                                                  | 3399/15430 [13:05:21<53:29:58, 16.01s/it]
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+ 23%|████████████████████████████▌                                                                                                 | 3500/15430 [13:27:06<52:24:33, 15.82s/it]
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+ 23%|█████████████████████████████▍                                                                                                | 3600/15430 [13:48:41<52:29:55, 15.98s/it]
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+ 24%|██████████████████████████████▏                                                                                               | 3699/15430 [14:10:03<51:45:55, 15.89s/it]
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+ 25%|███████████████████████████████                                                                                               | 3799/15430 [14:31:40<51:53:51, 16.06s/it]
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+ 25%|███████████████████████████████▊                                                                                              | 3899/15430 [14:53:12<50:46:47, 15.85s/it]
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+ 26%|████████████████████████████████▋                                                                                             | 4000/15430 [15:15:03<50:04:37, 15.77s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+{'loss': 1.0306, 'learning_rate': 6.38644825018615e-05, 'epoch': 1.3}
+
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+Configuration saved in ./checkpoint-4000/config.json
+{'eval_loss': 0.25875675678253174, 'eval_wer': 0.23513389953832187, 'eval_runtime': 1004.8682, 'eval_samples_per_second': 15.864, 'eval_steps_per_second': 0.992, 'epoch': 1.3}
+Model weights saved in ./checkpoint-4000/pytorch_model.bin
+Configuration saved in ./checkpoint-4000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-2000] due to args.save_total_limit
+
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+ 27%|█████████████████████████████████▍                                                                                            | 4100/15430 [15:53:50<50:00:42, 15.89s/it]
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+ 27%|██████████████████████████████████▎                                                                                           | 4199/15430 [16:15:05<49:50:54, 15.98s/it]
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+ 28%|███████████████████████████████████                                                                                           | 4300/15430 [16:36:47<48:53:39, 15.81s/it]
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+ 29%|█████████████████████���█████████████▉                                                                                          | 4400/15430 [16:58:17<47:58:42, 15.66s/it]
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+ 29%|████████████████████████████████████▋                                                                                         | 4499/15430 [17:19:25<48:19:09, 15.91s/it]
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+ 32%|████████████████████████████████████████                                                                                      | 4900/15430 [18:45:29<45:37:21, 15.60s/it]
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+ 32%|████████████████████████████████████████▊                                                                                     | 5000/15430 [19:07:02<45:40:26, 15.76s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+{'loss': 1.0052, 'learning_rate': 5.82855547282204e-05, 'epoch': 1.62}
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+100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 997/997 [16:25<00:00,  1.58it/s]
+
+Configuration saved in ./checkpoint-5000/config.json
+Model weights saved in ./checkpoint-5000/pytorch_model.bin
+Configuration saved in ./checkpoint-5000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-3000] due to args.save_total_limit
+
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+ 33%|█████████████████��███████████████████████▋                                                                                    | 5099/15430 [19:45:17<45:27:51, 15.84s/it]
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+ 34%|██████████████████████████████████████████▍                                                                                   | 5199/15430 [20:06:44<45:08:40, 15.89s/it]
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+ 34%|███████████████████████████████████████████▎                                                                                  | 5299/15430 [20:28:06<44:20:52, 15.76s/it]
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+ 35%|████████████████████████████████████████████                                                                                  | 5400/15430 [20:49:47<43:48:43, 15.73s/it]
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+ 36%|████████████████████████████████████████████▉                                                                                 | 5499/15430 [21:10:59<43:42:26, 15.84s/it]
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+ 36%|█████████████████████████████████████████████▋                                                                                | 5599/15430 [21:32:28<43:18:26, 15.86s/it]
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+ 37%|██████████████████████████████████████████████▌                                                                               | 5700/15430 [21:54:07<42:31:36, 15.73s/it]
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+ 38%|███████████████████████████████████████████████▎                                                                              | 5799/15430 [22:15:24<41:59:27, 15.70s/it]
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+ 38%|████████████████████████████████████████████████▏                                                                             | 5900/15430 [22:37:12<41:21:40, 15.62s/it]
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+ 39%|████████████████████████████████████████████████▉                                                                             | 5999/15430 [22:58:27<41:34:32, 15.87s/it]
+ 39%|████████████████████████████████████████████████▉                                                                             | 6000/15430 [22:58:43<41:09:13, 15.71s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
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+100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 997/997 [16:24<00:00,  1.60it/s]
+
+Configuration saved in ./checkpoint-6000/config.json
+Model weights saved in ./checkpoint-6000/pytorch_model.bin
+Configuration saved in ./checkpoint-6000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-4000] due to args.save_total_limit
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+ 40%|█████████████████████████████████████████████████▊                                                                            | 6100/15430 [23:37:14<40:30:47, 15.63s/it]
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+ 40%|██████████████████████████████████████████████████▋                                                                           | 6200/15430 [23:58:43<31:16:11, 12.20s/it]
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+ 41%|███████████████████████████████████████████████████▍                                                                          | 6300/15430 [24:20:20<31:36:04, 12.46s/it]
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+ 41%|████████████████████████████████████████████████████▎                                                                         | 6399/15430 [24:41:48<31:50:16, 12.69s/it]
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+ 42%|█████████████████████████████████████████████████████                                                                         | 6500/15430 [25:03:36<31:05:51, 12.54s/it]
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+ 43%|██████████████████████████████████████████████████████▋                                                                       | 6699/15430 [25:46:53<30:34:20, 12.61s/it]
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+ 44%|█████████████████████████████���█████████████████████████▌                                                                      | 6800/15430 [26:08:46<29:28:52, 12.30s/it]
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+ 45%|████████████████████████████████████████████████████████▎                                                                     | 6900/15430 [26:30:28<29:38:40, 12.51s/it]
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+ 45%|█████████████████████████████████████████████████████████▏                                                                    | 6999/15430 [26:51:58<29:47:20, 12.72s/it]
+ 45%|█████████████████████████████████████████████████████████▏                                                                    | 7000/15430 [26:52:10<29:38:34, 12.66s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+
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+Configuration saved in ./checkpoint-7000/config.json
+{'eval_loss': 0.2513602077960968, 'eval_wer': 0.21723340824066503, 'eval_runtime': 1010.6008, 'eval_samples_per_second': 15.774, 'eval_steps_per_second': 0.987, 'epoch': 2.27}
+Model weights saved in ./checkpoint-7000/pytorch_model.bin
+Configuration saved in ./checkpoint-7000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-5000] due to args.save_total_limit
+
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+ 46%|█████████████████████████████████████████████████████████▉                                                                    | 7100/15430 [27:31:05<29:00:37, 12.54s/it]
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+ 47%|██████████████████████████████████████████████████████████▊                                                                   | 7199/15430 [27:52:35<28:25:40, 12.43s/it]
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+ 49%|█████████████████████████████████████████████████████████████▏                                                                | 7500/15430 [28:57:28<27:14:10, 12.36s/it]
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+ 51%|███████████████████████████████████████████████████████████████▋                                                              | 7800/15430 [30:02:22<26:38:38, 12.57s/it]
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+ 51%|████████████████████████████████████████████████████████████████▌                                                             | 7899/15430 [30:23:44<26:05:54, 12.48s/it]
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+ 52%|█████████████████████████████████████████████████████████████████▎                                                            | 8000/15430 [30:45:36<25:47:43, 12.50s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+  0%|▎                                                                                                                                                            | 2/997 [00:00<07:01,  2.36it/s]
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+Configuration saved in ./checkpoint-8000/config.json
+{'eval_loss': 0.7983415722846985, 'eval_wer': 0.5072471233652923, 'eval_runtime': 1011.5068, 'eval_samples_per_second': 15.76, 'eval_steps_per_second': 0.986, 'epoch': 2.59}
+Model weights saved in ./checkpoint-8000/pytorch_model.bin
+Configuration saved in ./checkpoint-8000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-7000] due to args.save_total_limit
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+ 52%|████████████████████████████████████��█████████████████████████████▏                                                           | 8100/15430 [31:24:35<25:22:57, 12.47s/it]
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+ 53%|██████████████████████████████████████████████████████████████████▉                                                           | 8200/15430 [31:46:06<25:05:37, 12.49s/it]
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+ 54%|███████████████████████████████████████████████████████████████████▊                                                          | 8299/15430 [32:07:31<24:56:40, 12.59s/it]
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+ 54%|████████████████████████████████████████████████████████████████████▌                                                         | 8399/15430 [32:29:10<24:31:37, 12.56s/it]
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+ 55%|█████████████████████████████████████████████████████████████████████▍                                                        | 8500/15430 [32:51:05<23:58:50, 12.46s/it]
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+ 56%|██████████████████████████████████████████████████████████████████████▏                                                       | 8600/15430 [33:12:47<23:30:53, 12.39s/it]
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+ 56%|███████████████████████████████████████████████████████████████████████                                                       | 8700/15430 [33:34:29<23:15:31, 12.44s/it]
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+ 57%|███████████████████████████████████████████████████████████████████████▊                                                      | 8800/15430 [33:56:09<22:46:53, 12.37s/it]
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+ 58%|█████████████████████████████████████████████████████████████████████████▍                                                    | 8999/15430 [34:39:12<22:13:07, 12.44s/it]
+ 58%|█████████████████████████████████████████████████████████████████████████▍                                                    | 9000/15430 [34:39:25<22:16:46, 12.47s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
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+Configuration saved in ./checkpoint-9000/config.json
+{'eval_loss': 1.8916891813278198, 'eval_wer': 0.9416173544619229, 'eval_runtime': 1006.0568, 'eval_samples_per_second': 15.845, 'eval_steps_per_second': 0.991, 'epoch': 2.92}
+Model weights saved in ./checkpoint-9000/pytorch_model.bin
+Configuration saved in ./checkpoint-9000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-8000] due to args.save_total_limit
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+ 59%|██████████████████████████████████████████████████████████████████████████▎                                                   | 9100/15430 [35:18:21<22:00:42, 12.52s/it]
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+ 60%|███████████████████████████████████████████████████████████████████████████                                                   | 9199/15430 [35:39:51<21:26:18, 12.39s/it]
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+ 60%|███████████████████████████████████████████████████████████████████████████▉                                                  | 9300/15430 [36:01:18<16:49:37,  9.88s/it]
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+ 61%|████████████████████████████████████████████████████████████████████████████▊                                                 | 9399/15430 [36:22:53<17:07:59, 10.23s/it]
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+ 62%|█████████████████████████████████████████████████████████████████████████████▌                                                | 9500/15430 [36:44:42<16:20:47,  9.92s/it]
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+ 62%|██████████████████████████████████████████████████████████████████████████████▍                                               | 9600/15430 [37:06:35<16:11:55, 10.00s/it]
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+ 63%|███████████████████████████████████████████████████████████████████████████████▏                                              | 9700/15430 [37:28:07<15:46:32,  9.91s/it]
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+ 64%|████████████████████████████████████████████████████████████████████████████████                                              | 9799/15430 [37:49:41<15:51:43, 10.14s/it]
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+ 64%|████████████████████████████████████████████████████████████████████████████████▊                                             | 9899/15430 [38:11:22<15:43:38, 10.24s/it]
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+ 65%|█████████████████████████████████████████████████████████████████████████████████                                            | 10000/15430 [38:33:05<14:59:38,  9.94s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+{'loss': 2.1834, 'learning_rate': 3.0390915860014888e-05, 'epoch': 3.24}
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+Configuration saved in ./checkpoint-10000/config.json
+{'eval_loss': 1.7495689392089844, 'eval_wer': 0.9029832005820879, 'eval_runtime': 1013.0296, 'eval_samples_per_second': 15.736, 'eval_steps_per_second': 0.984, 'epoch': 3.24}
+Model weights saved in ./checkpoint-10000/pytorch_model.bin
+Configuration saved in ./checkpoint-10000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-9000] due to args.save_total_limit
+
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+ 65%|█████████████████████████████████████████████████████████████████████████████████▊                                           | 10099/15430 [39:11:50<15:00:37, 10.14s/it]
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+ 67%|██████████████████████████████████████████████████████████████████████████████████���▍                                         | 10300/15430 [39:55:31<14:21:03, 10.07s/it]
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+ 67%|████████████████████████████████████████████████████████████████████████████████████▏                                        | 10399/15430 [40:17:04<14:09:42, 10.13s/it]
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+ 68%|█████████████████████████████████████████████████████████████████████████████████████                                        | 10500/15430 [40:38:54<13:49:40, 10.10s/it]
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+ 69%|█████████████████████████████████████████████████████████████████████████████████████▊                                       | 10600/15430 [41:00:30<13:28:18, 10.04s/it]
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+ 69%|██████████████████████████████████████████████████████████████████████████████████████▋                                      | 10699/15430 [41:21:56<13:19:50, 10.14s/it]
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+ 70%|███████████████████████████████████████████████████████████████████████████████████████▍                                     | 10799/15430 [41:43:34<13:10:35, 10.24s/it]
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+ 71%|████████████████████████████████████████████████████████████████████████████████████████▎                                    | 10900/15430 [42:05:20<12:23:40,  9.85s/it]
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+ 71%|█████████████████████████████████████████████████████████████████████████████████████████                                    | 11000/15430 [42:26:51<12:04:26,  9.81s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+  0%|                                                                                                                                                                                                      | 0/997 [00:00<?, ?it/s]
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+100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 997/997 [16:35<00:00,  1.60it/s]
+
+Configuration saved in ./checkpoint-11000/config.json
+Model weights saved in ./checkpoint-11000/pytorch_model.bin
+Configuration saved in ./checkpoint-11000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-10000] due to args.save_total_limit
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+ 72%|█████████████████████████████████████████████████████████████████████████████████████████▉                                   | 11100/15430 [43:05:45<12:00:18,  9.98s/it]
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+ 73%|██████████████████████████████████████████████████████████████████████████████████████████▋                                  | 11200/15430 [43:27:30<11:42:42,  9.97s/it]
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+ 73%|███████████████████████████████████████████████████████████████████████████████████████████▌                                 | 11300/15430 [43:49:05<11:36:28, 10.12s/it]
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+ 74%|████████████████████████████████████████████████████████████████████████████████████████████▎                                | 11400/15430 [44:10:49<11:16:42, 10.08s/it]
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+ 75%|█████████████████████████████████████████████████████████████████████████████████████████████▏                               | 11500/15430 [44:32:26<10:52:51,  9.97s/it]
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+ 75%|█████████████████████████████████████████████████████████████████████████████████████████████▉                               | 11599/15430 [44:53:50<10:47:16, 10.14s/it]
+{'loss': 2.1272, 'learning_rate': 2.14668652271035e-05, 'epoch': 3.76}
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+ 76%|██████████████████████████████████████████████████████████████████████████████████████████████▊                              | 11699/15430 [45:15:28<10:38:05, 10.26s/it]
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+ 77%|████████████████████████████████████████████████████████████████████████████████████████████████▍                            | 11899/15430 [45:58:47<10:00:16, 10.20s/it]
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+ 78%|█████████████████████████████████████████████████████████████████████████████████████████████████▉                            | 11999/15430 [46:20:24<9:47:50, 10.28s/it]
+ 78%|█████████████████████████████████████████████████████████████████████████████████████████████████▉                            | 12000/15430 [46:20:33<9:32:12, 10.01s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
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+Configuration saved in ./checkpoint-12000/config.json
+{'eval_loss': 1.3500523567199707, 'eval_wer': 0.7923285448445941, 'eval_runtime': 1013.8007, 'eval_samples_per_second': 15.724, 'eval_steps_per_second': 0.983, 'epoch': 3.89}
+Model weights saved in ./checkpoint-12000/pytorch_model.bin
+Configuration saved in ./checkpoint-12000/preprocessor_config.json
+Deleting older checkpoint [checkpoint-11000] due to args.save_total_limit
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+ 78%|██████████████████████████████████████████████████████████████████████████████████████████████████▊                           | 12100/15430 [46:59:31<9:15:13, 10.00s/it]
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+ 79%|███████████████████████████████████████████████████████████████████████████████████████████████████▌                          | 12199/15430 [47:21:04<9:12:10, 10.25s/it]
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+ 80%|███████████████████��████████████████████████████████████████████████████████████████████████████████▍                         | 12299/15430 [47:42:45<8:49:58, 10.16s/it]
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+ 80%|████████████████████████████████████████████████████████████████████████████████████████████████████▍                        | 12399/15430 [48:04:24<14:53:30, 17.69s/it]
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+ 81%|█████████████████████████████████████████████████████████████████████████████████████████████████████▎                       | 12499/15430 [48:25:39<14:11:15, 17.43s/it]
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+ 82%|██████████████████████████████████████████████████████████████████████████████████████████████████████                       | 12599/15430 [48:46:58<13:31:20, 17.20s/it]
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+ 82%|██████████████████████████████████████████████████████████████████████████████████████████████████████▉                      | 12700/15430 [49:08:26<13:09:42, 17.36s/it]
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+ 83%|███████████████████████████████████████████████████████████████████████████████████████████████████████▋                     | 12800/15430 [49:29:39<12:30:33, 17.12s/it]
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+ 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████▍                    | 12899/15430 [49:50:36<12:14:05, 17.40s/it]
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+ 84%|█████████████████████████████████████████████████████████████████████████████████████████████████████████▎                   | 13000/15430 [50:12:03<11:39:12, 17.26s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.
+***** Running Evaluation *****
+  Num examples = 15941
+  Batch size = 16
+  0%|                                                                                                                                                                                                      | 0/997 [00:00<?, ?it/s]
+  0%|▌                                                                                                                                                                                             | 3/997 [00:01<11:43,  1.41it/s]
+  1%|▉                                                                                                                                                                                             | 5/997 [00:03<14:29,  1.14it/s]
+  1%|█▎                                                                                                                                                                                            | 7/997 [00:06<15:39,  1.05it/s]
+  1%|█▋                                                                                                                                                                                            | 9/997 [00:07<15:38,  1.05it/s]
+  1%|██                                                                                                                                                                                           | 11/997 [00:09<16:05,  1.02it/s]
+  1%|██▍                                                                                                                                                                                          | 13/997 [00:11<16:23,  1.00it/s]
+  2%|██▊                                                                                                                                                                                          | 15/997 [00:13<15:24,  1.06it/s]
+  2%|███▏                                                                                                                                                                                         | 17/997 [00:15<16:25,  1.01s/it]
+  2%|███▌                                                                                                                                                                                         | 19/997 [00:17<16:25,  1.01s/it]
+  2%|███▉                                                                                                                                                                                         | 21/997 [00:20<16:49,  1.03s/it]
+  2%|████▎                                                                                                                                                                                        | 23/997 [00:22<16:44,  1.03s/it]
+  3%|████▋                                                                                                                                                                                        | 25/997 [00:23<14:38,  1.11it/s]
+  3%|█████▎                                                                                                                                                                                       | 28/997 [00:26<14:33,  1.11it/s]
+  3%|█████▋                                                                                                                                                                                       | 30/997 [00:28<14:04,  1.15it/s]
+  3%|██████                                                                                                                                                                                       | 32/997 [00:30<14:54,  1.08it/s]
+  4%|██████▋                                                                                                                                                                                      | 35/997 [00:32<12:26,  1.29it/s]
+  4%|███████▏                                                                                                                                                                                     | 38/997 [00:34<12:44,  1.25it/s]
+  4%|███████▊                                                                                                                                                                                     | 41/997 [00:36<11:32,  1.38it/s]
+  4%|████████▎                                                                                                                                                                                    | 44/997 [00:38<11:20,  1.40it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
+  5%|████████▋                                                                                                                                                                                    | 46/997 [00:40<12:31,  1.27it/s]
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+{'eval_loss': 2.5340933799743652, 'eval_wer': 0.9874181438864671, 'eval_runtime': 1000.6978, 'eval_samples_per_second': 15.93, 'eval_steps_per_second': 0.996, 'epoch': 4.86}
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+{'train_runtime': 214447.5226, 'train_samples_per_second': 9.211, 'train_steps_per_second': 0.072, 'train_loss': 1.7380384819737829, 'epoch': 5.0}
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