{ "best_metric": 0.8800495553294101, "best_model_checkpoint": "./output/neuralmind/bert-large-portuguese-cased-finetune-wiki_section_city/seed42-seq512-lr5e-05-epoch5-bs4-ts1.0-tssp1.0-cl0.5-2024-07-03_20:57:35/checkpoint-52000", "epoch": 4.999961539940772, "global_step": 65000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 1.0, "learning_rate": 4e-05, "loss": 0.5927, "step": 13000 }, { "epoch": 1.0, "eval_EOP_f1": 0.8637108561810692, "eval_EOP_number": 11519, "eval_EOP_precision": 0.8817145957677699, "eval_EOP_recall": 0.8464276412883063, "eval_da_EOP_f1": 0.8848200312989045, "eval_da_EOP_number": 13045, "eval_da_EOP_precision": 0.9035557331202557, "eval_da_EOP_recall": 0.8668455346876198, "eval_da_overall_accuracy": 0.974613248710829, "eval_da_overall_f1": 0.8848200312989045, "eval_da_overall_precision": 0.9035557331202557, "eval_da_overall_recall": 0.8668455346876198, "eval_loss": NaN, "eval_overall_accuracy": 0.9725439457481931, "eval_overall_f1": 0.8637108561810692, "eval_overall_precision": 0.8817145957677699, "eval_overall_recall": 0.8464276412883063, "eval_runtime": 1878.3511, "eval_samples_per_second": 4.113, "eval_steps_per_second": 1.029, "step": 13000 }, { "epoch": 2.0, "learning_rate": 3e-05, "loss": 0.4209, "step": 26000 }, { "epoch": 2.0, "eval_EOP_f1": 0.8753550015777848, "eval_EOP_number": 11519, "eval_EOP_precision": 0.9104463615903976, "eval_EOP_recall": 0.8428683045403247, "eval_da_EOP_f1": 0.9015245488375816, "eval_da_EOP_number": 13045, "eval_da_EOP_precision": 0.94299347061778, "eval_da_EOP_recall": 0.8635492525871982, "eval_da_overall_accuracy": 0.9787782625942086, "eval_da_overall_f1": 0.9015245488375816, "eval_da_overall_precision": 0.94299347061778, "eval_da_overall_recall": 0.8635492525871982, "eval_loss": NaN, "eval_overall_accuracy": 0.9753279200499688, "eval_overall_f1": 0.8753550015777848, "eval_overall_precision": 0.9104463615903976, "eval_overall_recall": 0.8428683045403247, "eval_runtime": 1878.6106, "eval_samples_per_second": 4.112, "eval_steps_per_second": 1.028, "step": 26000 }, { "epoch": 3.0, "learning_rate": 2e-05, "loss": 0.3373, "step": 39000 }, { "epoch": 3.0, "eval_EOP_f1": 0.879935463631067, "eval_EOP_number": 11519, "eval_EOP_precision": 0.9094867518992032, "eval_EOP_recall": 0.8522441184130567, "eval_da_EOP_f1": 0.9077958053027304, "eval_da_EOP_number": 13045, "eval_da_EOP_precision": 0.938241308793456, "eval_da_EOP_recall": 0.8792640858566501, "eval_da_overall_accuracy": 0.9799079040408396, "eval_da_overall_f1": 0.9077958053027304, "eval_da_overall_precision": 0.938241308793456, "eval_da_overall_recall": 0.8792640858566501, "eval_loss": NaN, "eval_overall_accuracy": 0.9760952975818685, "eval_overall_f1": 0.879935463631067, "eval_overall_precision": 0.9094867518992032, "eval_overall_recall": 0.8522441184130567, "eval_runtime": 1879.4394, "eval_samples_per_second": 4.11, "eval_steps_per_second": 1.028, "step": 39000 }, { "epoch": 4.0, "learning_rate": 1e-05, "loss": 0.259, "step": 52000 }, { "epoch": 4.0, "eval_EOP_f1": 0.8800495553294101, "eval_EOP_number": 11519, "eval_EOP_precision": 0.8974011911207364, "eval_EOP_recall": 0.8633561941140724, "eval_da_EOP_f1": 0.9105588594383838, "eval_da_EOP_number": 13045, "eval_da_EOP_precision": 0.9363356552729629, "eval_da_EOP_recall": 0.8861632809505557, "eval_da_overall_accuracy": 0.9804166738526809, "eval_da_overall_f1": 0.9105588594383838, "eval_da_overall_precision": 0.9363356552729629, "eval_da_overall_recall": 0.8861632809505557, "eval_loss": NaN, "eval_overall_accuracy": 0.9758097617560453, "eval_overall_f1": 0.8800495553294101, "eval_overall_precision": 0.8974011911207364, "eval_overall_recall": 0.8633561941140724, "eval_runtime": 1877.3417, "eval_samples_per_second": 4.115, "eval_steps_per_second": 1.029, "step": 52000 }, { "epoch": 5.0, "learning_rate": 0.0, "loss": 0.1861, "step": 65000 }, { "epoch": 5.0, "eval_EOP_f1": 0.8782045673287252, "eval_EOP_number": 11519, "eval_EOP_precision": 0.885175059529059, "eval_EOP_recall": 0.8713429985241774, "eval_da_EOP_f1": 0.9094169005300903, "eval_da_EOP_number": 13045, "eval_da_EOP_precision": 0.9250654190785822, "eval_da_EOP_recall": 0.8942889996167114, "eval_da_overall_accuracy": 0.9799596433437386, "eval_da_overall_f1": 0.9094169005300903, "eval_da_overall_precision": 0.9250654190785822, "eval_da_overall_recall": 0.8942889996167114, "eval_loss": NaN, "eval_overall_accuracy": 0.9751583831533863, "eval_overall_f1": 0.8782045673287252, "eval_overall_precision": 0.885175059529059, "eval_overall_recall": 0.8713429985241774, "eval_runtime": 1877.6728, "eval_samples_per_second": 4.114, "eval_steps_per_second": 1.029, "step": 65000 }, { "epoch": 5.0, "step": 65000, "total_flos": 4.846166765850378e+17, "train_loss": 0.3591941669170673, "train_runtime": 192526.8268, "train_samples_per_second": 1.35, "train_steps_per_second": 0.338 } ], "max_steps": 65000, "num_train_epochs": 5, "total_flos": 4.846166765850378e+17, "trial_name": null, "trial_params": null }