{ "best_metric": 0.03706079348921776, "best_model_checkpoint": "doc-topic-model_eval-04_train-03/checkpoint-11000", "epoch": 5.9171597633136095, "eval_steps": 1000, "global_step": 12000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.2465483234714004, "grad_norm": 0.3881610631942749, "learning_rate": 1.9950690335305722e-05, "loss": 0.1669, "step": 500 }, { "epoch": 0.4930966469428008, "grad_norm": 0.3564796447753906, "learning_rate": 1.9901380670611442e-05, "loss": 0.0935, "step": 1000 }, { "epoch": 0.4930966469428008, "eval_accuracy": 0.981496987239155, "eval_f1": 0.0, "eval_loss": 0.08937656879425049, "eval_precision": 0.0, "eval_recall": 0.0, "eval_runtime": 12.1325, "eval_samples_per_second": 668.698, "eval_steps_per_second": 2.638, "step": 1000 }, { "epoch": 0.7396449704142012, "grad_norm": 0.4097365140914917, "learning_rate": 1.9852071005917162e-05, "loss": 0.0869, "step": 1500 }, { "epoch": 0.9861932938856016, "grad_norm": 0.3858756422996521, "learning_rate": 1.980276134122288e-05, "loss": 0.0764, "step": 2000 }, { "epoch": 0.9861932938856016, "eval_accuracy": 0.981496987239155, "eval_f1": 0.0, "eval_loss": 0.06986432522535324, "eval_precision": 0.0, "eval_recall": 0.0, "eval_runtime": 12.1072, "eval_samples_per_second": 670.097, "eval_steps_per_second": 2.643, "step": 2000 }, { "epoch": 1.232741617357002, "grad_norm": 0.3765203356742859, "learning_rate": 1.9753451676528602e-05, "loss": 0.068, "step": 2500 }, { "epoch": 1.4792899408284024, "grad_norm": 0.3380969762802124, "learning_rate": 1.9704142011834322e-05, "loss": 0.0621, "step": 3000 }, { "epoch": 1.4792899408284024, "eval_accuracy": 0.982110448535131, "eval_f1": 0.07324770642201835, "eval_loss": 0.05668229982256889, "eval_precision": 0.8831858407079646, "eval_recall": 0.03820826952526799, "eval_runtime": 14.4297, "eval_samples_per_second": 562.245, "eval_steps_per_second": 2.218, "step": 3000 }, { "epoch": 1.725838264299803, "grad_norm": 0.3490855395793915, "learning_rate": 1.965483234714004e-05, "loss": 0.056, "step": 3500 }, { "epoch": 1.972386587771203, "grad_norm": 0.4068734347820282, "learning_rate": 1.9605522682445763e-05, "loss": 0.0542, "step": 4000 }, { "epoch": 1.972386587771203, "eval_accuracy": 0.9840103367519987, "eval_f1": 0.28812917875614985, "eval_loss": 0.04953226447105408, "eval_precision": 0.8174659985683608, "eval_recall": 0.17488514548238898, "eval_runtime": 14.3697, "eval_samples_per_second": 564.59, "eval_steps_per_second": 2.227, "step": 4000 }, { "epoch": 2.2189349112426036, "grad_norm": 0.39391544461250305, "learning_rate": 1.9556213017751483e-05, "loss": 0.0488, "step": 4500 }, { "epoch": 2.465483234714004, "grad_norm": 0.2698710858821869, "learning_rate": 1.95069033530572e-05, "loss": 0.0468, "step": 5000 }, { "epoch": 2.465483234714004, "eval_accuracy": 0.985417189100507, "eval_f1": 0.4302241904234708, "eval_loss": 0.046475622802972794, "eval_precision": 0.7764235764235764, "eval_recall": 0.2975497702909648, "eval_runtime": 14.4141, "eval_samples_per_second": 562.851, "eval_steps_per_second": 2.22, "step": 5000 }, { "epoch": 2.712031558185404, "grad_norm": 0.39123860001564026, "learning_rate": 1.9457593688362923e-05, "loss": 0.0456, "step": 5500 }, { "epoch": 2.9585798816568047, "grad_norm": 0.4525609016418457, "learning_rate": 1.940828402366864e-05, "loss": 0.0441, "step": 6000 }, { "epoch": 2.9585798816568047, "eval_accuracy": 0.9861241571991028, "eval_f1": 0.4928016571724495, "eval_loss": 0.04332950338721275, "eval_precision": 0.76128, "eval_recall": 0.36431852986217456, "eval_runtime": 14.4207, "eval_samples_per_second": 562.594, "eval_steps_per_second": 2.219, "step": 6000 }, { "epoch": 3.2051282051282053, "grad_norm": 0.47004055976867676, "learning_rate": 1.935897435897436e-05, "loss": 0.0409, "step": 6500 }, { "epoch": 3.4516765285996054, "grad_norm": 0.3331545293331146, "learning_rate": 1.930966469428008e-05, "loss": 0.0395, "step": 7000 }, { "epoch": 3.4516765285996054, "eval_accuracy": 0.9862219143109328, "eval_f1": 0.5332821423429477, "eval_loss": 0.04148830473423004, "eval_precision": 0.7144142985727144, "eval_recall": 0.4254211332312404, "eval_runtime": 14.388, "eval_samples_per_second": 563.873, "eval_steps_per_second": 2.224, "step": 7000 }, { "epoch": 3.698224852071006, "grad_norm": 0.46907347440719604, "learning_rate": 1.92603550295858e-05, "loss": 0.0382, "step": 7500 }, { "epoch": 3.9447731755424065, "grad_norm": 0.3860171437263489, "learning_rate": 1.921104536489152e-05, "loss": 0.0384, "step": 8000 }, { "epoch": 3.9447731755424065, "eval_accuracy": 0.9867702041990222, "eval_f1": 0.5643370346178967, "eval_loss": 0.039736006408929825, "eval_precision": 0.7222354908048723, "eval_recall": 0.463093415007657, "eval_runtime": 14.4305, "eval_samples_per_second": 562.213, "eval_steps_per_second": 2.218, "step": 8000 }, { "epoch": 4.191321499013807, "grad_norm": 0.39796024560928345, "learning_rate": 1.916173570019724e-05, "loss": 0.0348, "step": 8500 }, { "epoch": 4.437869822485207, "grad_norm": 0.3643665313720703, "learning_rate": 1.911242603550296e-05, "loss": 0.0343, "step": 9000 }, { "epoch": 4.437869822485207, "eval_accuracy": 0.9869855531989953, "eval_f1": 0.580815916765538, "eval_loss": 0.03891120105981827, "eval_precision": 0.7187711768692117, "eval_recall": 0.4872894333843798, "eval_runtime": 14.5144, "eval_samples_per_second": 558.964, "eval_steps_per_second": 2.205, "step": 9000 }, { "epoch": 4.684418145956608, "grad_norm": 0.2764923572540283, "learning_rate": 1.906311637080868e-05, "loss": 0.0345, "step": 9500 }, { "epoch": 4.930966469428008, "grad_norm": 0.432156503200531, "learning_rate": 1.90138067061144e-05, "loss": 0.0337, "step": 10000 }, { "epoch": 4.930966469428008, "eval_accuracy": 0.9874672549094613, "eval_f1": 0.5954449830787524, "eval_loss": 0.037564631551504135, "eval_precision": 0.739268680445151, "eval_recall": 0.498468606431853, "eval_runtime": 14.3839, "eval_samples_per_second": 564.034, "eval_steps_per_second": 2.225, "step": 10000 }, { "epoch": 5.177514792899408, "grad_norm": 0.27451589703559875, "learning_rate": 1.896459566074951e-05, "loss": 0.0309, "step": 10500 }, { "epoch": 5.424063116370808, "grad_norm": 0.49061715602874756, "learning_rate": 1.891528599605523e-05, "loss": 0.0305, "step": 11000 }, { "epoch": 5.424063116370808, "eval_accuracy": 0.9876188492712845, "eval_f1": 0.6006489055431157, "eval_loss": 0.03706079348921776, "eval_precision": 0.7448713589482036, "eval_recall": 0.5032159264931088, "eval_runtime": 14.4233, "eval_samples_per_second": 562.494, "eval_steps_per_second": 2.219, "step": 11000 }, { "epoch": 5.670611439842209, "grad_norm": 0.42573484778404236, "learning_rate": 1.886597633136095e-05, "loss": 0.0299, "step": 11500 }, { "epoch": 5.9171597633136095, "grad_norm": 0.4632101058959961, "learning_rate": 1.881666666666667e-05, "loss": 0.0295, "step": 12000 }, { "epoch": 5.9171597633136095, "eval_accuracy": 0.9875621784818179, "eval_f1": 0.6106010201818585, "eval_loss": 0.03748030215501785, "eval_precision": 0.7256721138639958, "eval_recall": 0.5270290964777948, "eval_runtime": 14.3798, "eval_samples_per_second": 564.195, "eval_steps_per_second": 2.225, "step": 12000 } ], "logging_steps": 500, "max_steps": 202800, "num_input_tokens_seen": 0, "num_train_epochs": 100, "save_steps": 1000, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 5, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 0 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": false }, "attributes": {} } }, "total_flos": 270583826069916.0, "train_batch_size": 4, "trial_name": null, "trial_params": null }