{ "best_global_step": 2712, "best_metric": 0.8775633088032715, "best_model_checkpoint": "/content/drive/MyDrive/pbl_6/text_violation/output_phobert_final/checkpoint-2712", "epoch": 10.0, "eval_steps": 500, "global_step": 3390, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.5908419497784343, "grad_norm": 8.066655158996582, "learning_rate": 1.88259587020649e-05, "loss": 1.0146, "step": 200 }, { "epoch": 1.0, "eval_accuracy": 0.7455686853766618, "eval_f1": 0.7480569004890223, "eval_loss": 0.6535171866416931, "eval_precision": 0.7438951273666146, "eval_recall": 0.7635212365766714, "eval_runtime": 4.1402, "eval_samples_per_second": 654.079, "eval_steps_per_second": 10.386, "step": 339 }, { "epoch": 1.1802067946824224, "grad_norm": 8.033791542053223, "learning_rate": 1.7646017699115045e-05, "loss": 0.7183, "step": 400 }, { "epoch": 1.7710487444608567, "grad_norm": 7.553318500518799, "learning_rate": 1.6466076696165194e-05, "loss": 0.5841, "step": 600 }, { "epoch": 2.0, "eval_accuracy": 0.7961595273264401, "eval_f1": 0.8004633351993021, "eval_loss": 0.5103763341903687, "eval_precision": 0.7954926941267795, "eval_recall": 0.8145635466866111, "eval_runtime": 4.2164, "eval_samples_per_second": 642.252, "eval_steps_per_second": 10.198, "step": 678 }, { "epoch": 2.360413589364845, "grad_norm": 11.982539176940918, "learning_rate": 1.528613569321534e-05, "loss": 0.4924, "step": 800 }, { "epoch": 2.951255539143279, "grad_norm": 10.420658111572266, "learning_rate": 1.410619469026549e-05, "loss": 0.4396, "step": 1000 }, { "epoch": 3.0, "eval_accuracy": 0.8319793205317577, "eval_f1": 0.839237623407653, "eval_loss": 0.43686869740486145, "eval_precision": 0.8322550154197035, "eval_recall": 0.8486163782995474, "eval_runtime": 4.2136, "eval_samples_per_second": 642.679, "eval_steps_per_second": 10.205, "step": 1017 }, { "epoch": 3.5406203840472674, "grad_norm": 13.99537181854248, "learning_rate": 1.2926253687315635e-05, "loss": 0.3559, "step": 1200 }, { "epoch": 4.0, "eval_accuracy": 0.8545051698670606, "eval_f1": 0.8630242724646225, "eval_loss": 0.40422186255455017, "eval_precision": 0.8628044809228071, "eval_recall": 0.8634142412515072, "eval_runtime": 4.206, "eval_samples_per_second": 643.836, "eval_steps_per_second": 10.223, "step": 1356 }, { "epoch": 4.129985228951256, "grad_norm": 14.122424125671387, "learning_rate": 1.1746312684365783e-05, "loss": 0.3394, "step": 1400 }, { "epoch": 4.72082717872969, "grad_norm": 10.866605758666992, "learning_rate": 1.056637168141593e-05, "loss": 0.2889, "step": 1600 }, { "epoch": 5.0, "eval_accuracy": 0.8441654357459379, "eval_f1": 0.8517152790349632, "eval_loss": 0.4265260100364685, "eval_precision": 0.8441186724361562, "eval_recall": 0.8647582579749038, "eval_runtime": 4.1986, "eval_samples_per_second": 644.981, "eval_steps_per_second": 10.242, "step": 1695 }, { "epoch": 5.310192023633678, "grad_norm": 5.72359561920166, "learning_rate": 9.386430678466077e-06, "loss": 0.2514, "step": 1800 }, { "epoch": 5.901033973412112, "grad_norm": 9.600533485412598, "learning_rate": 8.206489675516224e-06, "loss": 0.2464, "step": 2000 }, { "epoch": 6.0, "eval_accuracy": 0.8626292466765141, "eval_f1": 0.8702889928876043, "eval_loss": 0.389065682888031, "eval_precision": 0.8652231358736173, "eval_recall": 0.8783380417030334, "eval_runtime": 4.2127, "eval_samples_per_second": 642.817, "eval_steps_per_second": 10.207, "step": 2034 }, { "epoch": 6.4903988183161, "grad_norm": 17.138826370239258, "learning_rate": 7.026548672566372e-06, "loss": 0.211, "step": 2200 }, { "epoch": 7.0, "eval_accuracy": 0.8674298375184638, "eval_f1": 0.8754706796586051, "eval_loss": 0.39963972568511963, "eval_precision": 0.8702205064128979, "eval_recall": 0.8830179653015887, "eval_runtime": 4.256, "eval_samples_per_second": 636.271, "eval_steps_per_second": 10.103, "step": 2373 }, { "epoch": 7.079763663220088, "grad_norm": 6.464990615844727, "learning_rate": 5.8466076696165195e-06, "loss": 0.1979, "step": 2400 }, { "epoch": 7.670605612998523, "grad_norm": 9.935137748718262, "learning_rate": 4.666666666666667e-06, "loss": 0.1781, "step": 2600 }, { "epoch": 8.0, "eval_accuracy": 0.8707533234859675, "eval_f1": 0.8775633088032715, "eval_loss": 0.4202274978160858, "eval_precision": 0.8721032179023319, "eval_recall": 0.8847283016982879, "eval_runtime": 4.21, "eval_samples_per_second": 643.232, "eval_steps_per_second": 10.214, "step": 2712 }, { "epoch": 8.259970457902511, "grad_norm": 9.050063133239746, "learning_rate": 3.4867256637168144e-06, "loss": 0.1651, "step": 2800 }, { "epoch": 8.850812407680944, "grad_norm": 11.100234985351562, "learning_rate": 2.306784660766962e-06, "loss": 0.1541, "step": 3000 }, { "epoch": 9.0, "eval_accuracy": 0.869645494830133, "eval_f1": 0.877165841562759, "eval_loss": 0.4208575487136841, "eval_precision": 0.8718772232277948, "eval_recall": 0.8837444901736863, "eval_runtime": 4.2122, "eval_samples_per_second": 642.888, "eval_steps_per_second": 10.208, "step": 3051 }, { "epoch": 9.440177252584933, "grad_norm": 9.718356132507324, "learning_rate": 1.1268436578171092e-06, "loss": 0.1452, "step": 3200 }, { "epoch": 10.0, "eval_accuracy": 0.8670605612998523, "eval_f1": 0.8750774553354714, "eval_loss": 0.4245568513870239, "eval_precision": 0.8694463928962631, "eval_recall": 0.8819628066777028, "eval_runtime": 4.2399, "eval_samples_per_second": 638.697, "eval_steps_per_second": 10.142, "step": 3390 } ], "logging_steps": 200, "max_steps": 3390, "num_input_tokens_seen": 0, "num_train_epochs": 10, "save_steps": 500, "stateful_callbacks": { "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 1.42477194921984e+16, "train_batch_size": 32, "trial_name": null, "trial_params": null }