{ "best_global_step": 1920, "best_metric": 0.6441558441558441, "best_model_checkpoint": "/content/drive/MyDrive/project/MODELS/Surrogates/RoBERTa_LIAR/checkpoint-1920", "epoch": 4.0, "eval_steps": 500, "global_step": 2560, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.15625, "grad_norm": 1.4061976671218872, "learning_rate": 1.485e-05, "loss": 0.6982453918457031, "step": 100 }, { "epoch": 0.3125, "grad_norm": 2.2753427028656006, "learning_rate": 2.985e-05, "loss": 0.6896881866455078, "step": 200 }, { "epoch": 0.46875, "grad_norm": 6.735152721405029, "learning_rate": 2.8741525423728816e-05, "loss": 0.683045654296875, "step": 300 }, { "epoch": 0.625, "grad_norm": 1.8760987520217896, "learning_rate": 2.7470338983050847e-05, "loss": 0.6780765533447266, "step": 400 }, { "epoch": 0.78125, "grad_norm": 1.938730001449585, "learning_rate": 2.6199152542372882e-05, "loss": 0.6746772766113281, "step": 500 }, { "epoch": 0.9375, "grad_norm": 4.237790584564209, "learning_rate": 2.4927966101694917e-05, "loss": 0.6706379699707031, "step": 600 }, { "epoch": 1.0, "eval_accuracy": 0.6082554517133957, "eval_f1": 0.4830421377183967, "eval_loss": 0.6857937574386597, "eval_runtime": 9.9211, "eval_samples_per_second": 129.421, "eval_steps_per_second": 8.164, "step": 640 }, { "epoch": 1.09375, "grad_norm": 2.4777538776397705, "learning_rate": 2.365677966101695e-05, "loss": 0.6513714599609375, "step": 700 }, { "epoch": 1.25, "grad_norm": 4.130825996398926, "learning_rate": 2.2385593220338984e-05, "loss": 0.6446173858642578, "step": 800 }, { "epoch": 1.40625, "grad_norm": 5.078433513641357, "learning_rate": 2.111440677966102e-05, "loss": 0.6381737899780273, "step": 900 }, { "epoch": 1.5625, "grad_norm": 4.769000053405762, "learning_rate": 1.984322033898305e-05, "loss": 0.6448619842529297, "step": 1000 }, { "epoch": 1.71875, "grad_norm": 6.341429233551025, "learning_rate": 1.8572033898305086e-05, "loss": 0.6350166702270508, "step": 1100 }, { "epoch": 1.875, "grad_norm": 3.228231191635132, "learning_rate": 1.730084745762712e-05, "loss": 0.6343123626708984, "step": 1200 }, { "epoch": 2.0, "eval_accuracy": 0.6479750778816199, "eval_f1": 0.5727788279773157, "eval_loss": 0.651949405670166, "eval_runtime": 10.1237, "eval_samples_per_second": 126.832, "eval_steps_per_second": 8.001, "step": 1280 }, { "epoch": 2.03125, "grad_norm": 10.572697639465332, "learning_rate": 1.6029661016949153e-05, "loss": 0.6261093521118164, "step": 1300 }, { "epoch": 2.1875, "grad_norm": 7.916661739349365, "learning_rate": 1.4758474576271186e-05, "loss": 0.549117546081543, "step": 1400 }, { "epoch": 2.34375, "grad_norm": 17.981098175048828, "learning_rate": 1.348728813559322e-05, "loss": 0.5534476089477539, "step": 1500 }, { "epoch": 2.5, "grad_norm": 6.362517833709717, "learning_rate": 1.2216101694915255e-05, "loss": 0.5808805465698242, "step": 1600 }, { "epoch": 2.65625, "grad_norm": 11.875460624694824, "learning_rate": 1.0944915254237288e-05, "loss": 0.5447834014892579, "step": 1700 }, { "epoch": 2.8125, "grad_norm": 18.079544067382812, "learning_rate": 9.673728813559322e-06, "loss": 0.542778205871582, "step": 1800 }, { "epoch": 2.96875, "grad_norm": 5.842272758483887, "learning_rate": 8.402542372881357e-06, "loss": 0.5418962860107421, "step": 1900 }, { "epoch": 3.0, "eval_accuracy": 0.6799065420560748, "eval_f1": 0.6441558441558441, "eval_loss": 0.6514966487884521, "eval_runtime": 9.8829, "eval_samples_per_second": 129.921, "eval_steps_per_second": 8.196, "step": 1920 }, { "epoch": 3.125, "grad_norm": 16.420164108276367, "learning_rate": 7.13135593220339e-06, "loss": 0.48551799774169924, "step": 2000 }, { "epoch": 3.28125, "grad_norm": 15.341444969177246, "learning_rate": 5.860169491525424e-06, "loss": 0.4273301315307617, "step": 2100 }, { "epoch": 3.4375, "grad_norm": 20.907245635986328, "learning_rate": 4.588983050847458e-06, "loss": 0.4307736587524414, "step": 2200 }, { "epoch": 3.59375, "grad_norm": 17.784095764160156, "learning_rate": 3.3177966101694917e-06, "loss": 0.44722637176513674, "step": 2300 }, { "epoch": 3.75, "grad_norm": 15.452980995178223, "learning_rate": 2.046610169491525e-06, "loss": 0.4402835083007812, "step": 2400 }, { "epoch": 3.90625, "grad_norm": 16.78668975830078, "learning_rate": 7.754237288135593e-07, "loss": 0.43862430572509764, "step": 2500 }, { "epoch": 4.0, "eval_accuracy": 0.6612149532710281, "eval_f1": 0.5975948196114709, "eval_loss": 0.7282536625862122, "eval_runtime": 9.8685, "eval_samples_per_second": 130.111, "eval_steps_per_second": 8.208, "step": 2560 } ], "logging_steps": 100, "max_steps": 2560, "num_input_tokens_seen": 0, "num_train_epochs": 4, "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": 2694257206886400.0, "train_batch_size": 16, "trial_name": null, "trial_params": null }