diff --git "a/debugger_ovh_transformers.ipynb" "b/debugger_ovh_transformers.ipynb"
--- "a/debugger_ovh_transformers.ipynb"
+++ "b/debugger_ovh_transformers.ipynb"
@@ -16668,7 +16668,7535 @@
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+      " 62%|████████████████████████▍              | 1165/1864 [09:24<05:58,  1.95it/s]\u001b[ADeleting older checkpoint [checkpoint-3500] due to args.save_total_limit\n",
+      "{'loss': 1.0462, 'learning_rate': 7.405038838920686e-05, 'epoch': 1.03}         \n",
+      "{'loss': 1.0562, 'learning_rate': 7.401972608340146e-05, 'epoch': 1.05}         \n",
+      "{'loss': 1.0388, 'learning_rate': 7.398906377759606e-05, 'epoch': 1.07}         \n",
+      "{'loss': 1.056, 'learning_rate': 7.395840147179068e-05, 'epoch': 1.09}          \n",
+      "{'loss': 1.0459, 'learning_rate': 7.392773916598528e-05, 'epoch': 1.12}         \n",
+      "  2%|▋                              | 5500/246600 [5:31:16<147:16:22,  2.20s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+      "***** Running Evaluation *****\n",
+      "  Num examples = 14905\n",
+      "  Batch size = 8\n",
+      "\n",
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+      "{'loss': 1.0314, 'learning_rate': 7.374376533115289e-05, 'epoch': 1.24}         \u001b[A\n",
+      "{'loss': 1.0308, 'learning_rate': 7.37131030253475e-05, 'epoch': 1.26}          \n",
+      "{'loss': 1.0489, 'learning_rate': 7.368274734260016e-05, 'epoch': 1.28}         \n",
+      "{'loss': 1.0363, 'learning_rate': 7.365208503679476e-05, 'epoch': 1.3}          \n",
+      "{'loss': 1.0568, 'learning_rate': 7.362142273098937e-05, 'epoch': 1.32}         \n",
+      "  3%|▊                              | 6500/246600 [6:35:27<151:10:43,  2.27s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+      "***** Running Evaluation *****\n",
+      "  Num examples = 14905\n",
+      "  Batch size = 8\n",
+      "\n",
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+      "{'loss': 1.05, 'learning_rate': 7.359076042518397e-05, 'epoch': 1.34}           \u001b[A\n",
+      "{'loss': 1.0511, 'learning_rate': 7.356040474243662e-05, 'epoch': 1.36}         \n",
+      "{'loss': 1.026, 'learning_rate': 7.352974243663124e-05, 'epoch': 1.38}          \n",
+      "{'loss': 1.0423, 'learning_rate': 7.349908013082584e-05, 'epoch': 1.4}          \n",
+      "{'loss': 1.0462, 'learning_rate': 7.346841782502043e-05, 'epoch': 1.42}         \n",
+      "  3%|▉                              | 7000/246600 [7:07:10<152:04:50,  2.29s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+      "***** Running Evaluation *****\n",
+      "  Num examples = 14905\n",
+      "  Batch size = 8\n",
+      "\n",
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+      "                                                                                \u001b[A\n",
+      "\u001b[A{'eval_loss': 0.1683996021747589, 'eval_wer': 0.18198523133252728, 'eval_runtime': 919.3206, 'eval_samples_per_second': 16.213, 'eval_steps_per_second': 2.028, 'epoch': 1.42}\n",
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+      "                                                                                \u001b[ASaving model checkpoint to ./checkpoint-7000\n",
+      "Configuration saved in ./checkpoint-7000/config.json\n",
+      "Model weights saved in ./checkpoint-7000/pytorch_model.bin\n",
+      "Configuration saved in ./checkpoint-7000/preprocessor_config.json\n",
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+      "{'loss': 1.0261, 'learning_rate': 7.325378168438267e-05, 'epoch': 1.56}         \u001b[A\n",
+      "{'loss': 1.0365, 'learning_rate': 7.322311937857727e-05, 'epoch': 1.58}         \n",
+      "{'loss': 1.0433, 'learning_rate': 7.319245707277186e-05, 'epoch': 1.6}          \n",
+      "{'loss': 1.0405, 'learning_rate': 7.316179476696647e-05, 'epoch': 1.62}         \n",
+      "  3%|█                              | 8000/246600 [8:11:38<151:28:49,  2.29s/it]The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n",
+      "***** Running Evaluation *****\n",
+      "  Num examples = 14905\n",
+      "  Batch size = 8\n",
+      "\n",
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+      " 93%|████████████████████████████████████▍  | 1741/1864 [14:19<00:43,  2.85it/s]\u001b[ADeleting older checkpoint [checkpoint-7000] due to args.save_total_limit\n",
+      "{'loss': 1.0255, 'learning_rate': 7.29778209321341e-05, 'epoch': 1.74}          \n",
+      "{'loss': 1.0483, 'learning_rate': 7.29471586263287e-05, 'epoch': 1.76}          \n",
+      "{'loss': 1.0278, 'learning_rate': 7.29164963205233e-05, 'epoch': 1.78}          \n",
+      "  4%|█                              | 8859/246600 [9:11:23<116:42:05,  1.77s/it]"
      ]
     }
    ],