diff --git "a/debugger_ovh_transformers.ipynb" "b/debugger_ovh_transformers.ipynb"
--- "a/debugger_ovh_transformers.ipynb"
+++ "b/debugger_ovh_transformers.ipynb"
@@ -12187,7 +12187,1114 @@
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+      "                                                                                \u001b[A\n",
+      "\u001b[A{'eval_loss': 3.2627265453338623, 'eval_wer': 1.0, 'eval_runtime': 145.0882, 'eval_samples_per_second': 33.38, 'eval_steps_per_second': 4.177, 'epoch': 0.29}\n",
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+      "                                                                                \u001b[ASaving model checkpoint to ./checkpoint-105\n",
+      "Configuration saved in ./checkpoint-105/config.json\n",
+      "Model weights saved in ./checkpoint-105/pytorch_model.bin\n",
+      "Configuration saved in ./checkpoint-105/preprocessor_config.json\n",
+      "Configuration saved in ./preprocessor_config.json\n",
+      "Deleting older checkpoint [checkpoint-90] due to args.save_total_limit\n",
+      "{'loss': 3.1647, 'learning_rate': 7.146814404432133e-05, 'epoch': 0.29}         \n",
+      "{'loss': 3.1678, 'learning_rate': 7.142659279778393e-05, 'epoch': 0.29}         \n",
+      "{'loss': 3.0838, 'learning_rate': 7.138504155124653e-05, 'epoch': 0.3}          \n",
+      "{'loss': 3.2472, 'learning_rate': 7.134349030470913e-05, 'epoch': 0.3}          \n",
+      "{'loss': 3.1308, 'learning_rate': 7.130193905817175e-05, 'epoch': 0.3}          \n",
+      "  6%|██▏                                 | 110/1825 [1:05:36<8:23:47, 17.63s/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 = 4843\n",
+      "  Batch size = 8\n",
+      "\n",
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+      "                                                                                \u001b[A\n",
+      "\u001b[A{'eval_loss': 3.2152204513549805, 'eval_wer': 1.0, 'eval_runtime': 148.0181, 'eval_samples_per_second': 32.719, 'eval_steps_per_second': 4.094, 'epoch': 0.3}\n",
+      "  6%|██▏                                 | 110/1825 [1:08:04<8:23:47, 17.63s/it]\n",
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+      "                                                                                \u001b[ASaving model checkpoint to ./checkpoint-110\n",
+      "Configuration saved in ./checkpoint-110/config.json\n",
+      "Model weights saved in ./checkpoint-110/pytorch_model.bin\n",
+      "Configuration saved in ./checkpoint-110/preprocessor_config.json\n",
+      "Configuration saved in ./preprocessor_config.json\n",
+      "Deleting older checkpoint [checkpoint-95] due to args.save_total_limit\n",
+      "{'loss': 3.1258, 'learning_rate': 7.126038781163435e-05, 'epoch': 0.3}          \n",
+      "{'loss': 3.1609, 'learning_rate': 7.121883656509695e-05, 'epoch': 0.31}         \n",
+      "{'loss': 3.134, 'learning_rate': 7.117728531855955e-05, 'epoch': 0.31}          \n",
+      "{'loss': 3.0742, 'learning_rate': 7.113573407202215e-05, 'epoch': 0.31}         \n",
+      "{'loss': 3.109, 'learning_rate': 7.109418282548477e-05, 'epoch': 0.31}          \n",
+      "  6%|██▎                                 | 115/1825 [1:08:51<8:23:02, 17.65s/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 = 4843\n",
+      "  Batch size = 8\n",
+      "\n",
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