{ "best_global_step": 4266, "best_metric": 0.4255537688732147, "best_model_checkpoint": "tiny_bert_km_50_v2_qqp/checkpoint-4266", "epoch": 8.0, "eval_steps": 500, "global_step": 11376, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 1.0, "grad_norm": 1.6206313371658325, "learning_rate": 4.9e-05, "loss": 0.4993, "step": 1422 }, { "epoch": 1.0, "eval_accuracy": 0.7789760079149146, "eval_combined_score": 0.7202840351624864, "eval_f1": 0.6615920624100583, "eval_loss": 0.46119508147239685, "eval_runtime": 11.7696, "eval_samples_per_second": 3435.112, "eval_steps_per_second": 13.424, "step": 1422 }, { "epoch": 2.0, "grad_norm": 2.0556938648223877, "learning_rate": 4.8e-05, "loss": 0.4141, "step": 2844 }, { "epoch": 2.0, "eval_accuracy": 0.7986396240415533, "eval_combined_score": 0.7553790786143619, "eval_f1": 0.7121185331871707, "eval_loss": 0.427831768989563, "eval_runtime": 11.4532, "eval_samples_per_second": 3530.019, "eval_steps_per_second": 13.795, "step": 2844 }, { "epoch": 3.0, "grad_norm": 2.7704219818115234, "learning_rate": 4.7e-05, "loss": 0.3569, "step": 4266 }, { "epoch": 3.0, "eval_accuracy": 0.8069997526589167, "eval_combined_score": 0.768709757137888, "eval_f1": 0.7304197616168595, "eval_loss": 0.4255537688732147, "eval_runtime": 11.4748, "eval_samples_per_second": 3523.368, "eval_steps_per_second": 13.769, "step": 4266 }, { "epoch": 4.0, "grad_norm": 3.501729726791382, "learning_rate": 4.600000000000001e-05, "loss": 0.3108, "step": 5688 }, { "epoch": 4.0, "eval_accuracy": 0.8137274301261439, "eval_combined_score": 0.7731789065992668, "eval_f1": 0.7326303830723897, "eval_loss": 0.4395003616809845, "eval_runtime": 11.476, "eval_samples_per_second": 3522.99, "eval_steps_per_second": 13.768, "step": 5688 }, { "epoch": 5.0, "grad_norm": 3.398540735244751, "learning_rate": 4.5e-05, "loss": 0.273, "step": 7110 }, { "epoch": 5.0, "eval_accuracy": 0.817116002968093, "eval_combined_score": 0.7853246681507131, "eval_f1": 0.7535333333333334, "eval_loss": 0.4446704685688019, "eval_runtime": 11.4901, "eval_samples_per_second": 3518.693, "eval_steps_per_second": 13.751, "step": 7110 }, { "epoch": 6.0, "grad_norm": 2.8529112339019775, "learning_rate": 4.4000000000000006e-05, "loss": 0.2403, "step": 8532 }, { "epoch": 6.0, "eval_accuracy": 0.8186742517932228, "eval_combined_score": 0.7888684631957208, "eval_f1": 0.7590626745982186, "eval_loss": 0.4628998935222626, "eval_runtime": 11.4817, "eval_samples_per_second": 3521.268, "eval_steps_per_second": 13.761, "step": 8532 }, { "epoch": 7.0, "grad_norm": 4.417098522186279, "learning_rate": 4.3e-05, "loss": 0.2117, "step": 9954 }, { "epoch": 7.0, "eval_accuracy": 0.8171902052930992, "eval_combined_score": 0.7867881874548821, "eval_f1": 0.756386169616665, "eval_loss": 0.4907230734825134, "eval_runtime": 11.4595, "eval_samples_per_second": 3528.079, "eval_steps_per_second": 13.788, "step": 9954 }, { "epoch": 8.0, "grad_norm": 4.252416610717773, "learning_rate": 4.2e-05, "loss": 0.1871, "step": 11376 }, { "epoch": 8.0, "eval_accuracy": 0.8219144199851596, "eval_combined_score": 0.7880987020409042, "eval_f1": 0.7542829840966487, "eval_loss": 0.5383203029632568, "eval_runtime": 11.442, "eval_samples_per_second": 3533.487, "eval_steps_per_second": 13.809, "step": 11376 }, { "epoch": 8.0, "step": 11376, "total_flos": 7.633075201391002e+16, "train_loss": 0.3116523619274885, "train_runtime": 1602.393, "train_samples_per_second": 11353.208, "train_steps_per_second": 44.371 } ], "logging_steps": 1, "max_steps": 71100, "num_input_tokens_seen": 0, "num_train_epochs": 50, "save_steps": 500, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 5, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 5 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 7.633075201391002e+16, "train_batch_size": 256, "trial_name": null, "trial_params": null }