{ "best_metric": 0.03748522698879242, "best_model_checkpoint": "doc-topic-model_eval-00_train-03/checkpoint-11000", "epoch": 7.889546351084813, "eval_steps": 1000, "global_step": 16000, "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": 0.9814660487265615, "eval_f1": 0.0, "eval_loss": 0.08951831609010696, "eval_precision": 0.0, "eval_recall": 0.0, "eval_runtime": 12.2339, "eval_samples_per_second": 662.913, "eval_steps_per_second": 2.616, "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": 0.9814660487265615, "eval_f1": 0.0, "eval_loss": 0.07000521570444107, "eval_precision": 0.0, "eval_recall": 0.0, "eval_runtime": 12.0785, "eval_samples_per_second": 671.442, "eval_steps_per_second": 2.649, "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": 0.982086823419363, "eval_f1": 0.07304730473047305, "eval_loss": 0.05673361197113991, "eval_precision": 0.8924731182795699, "eval_recall": 0.03808212892865336, "eval_runtime": 14.4231, "eval_samples_per_second": 562.293, "eval_steps_per_second": 2.219, "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": 0.9840823731167708, "eval_f1": 0.2891322235584531, "eval_loss": 0.04972199350595474, "eval_precision": 0.8390889052167524, "eval_recall": 0.174657796130611, "eval_runtime": 14.6604, "eval_samples_per_second": 553.191, "eval_steps_per_second": 2.183, "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": 0.9852672307496066, "eval_f1": 0.42163244867300953, "eval_loss": 0.046487729996442795, "eval_precision": 0.7738970588235294, "eval_recall": 0.28974535443909155, "eval_runtime": 14.5194, "eval_samples_per_second": 558.563, "eval_steps_per_second": 2.204, "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": 0.9860793401079978, "eval_f1": 0.48790406673618353, "eval_loss": 0.04352094233036041, "eval_precision": 0.7666721284614124, "eval_recall": 0.3578037776248375, "eval_runtime": 14.4967, "eval_samples_per_second": 559.439, "eval_steps_per_second": 2.207, "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": 0.9862437461910228, "eval_f1": 0.5321958743011375, "eval_loss": 0.04173528403043747, "eval_precision": 0.7197236344674749, "eval_recall": 0.42219163416685784, "eval_runtime": 14.6186, "eval_samples_per_second": 554.772, "eval_steps_per_second": 2.189, "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": 0.9866335019912978, "eval_f1": 0.5599776046283768, "eval_loss": 0.040070790797472, "eval_precision": 0.7181665868836764, "eval_recall": 0.4588973006041141, "eval_runtime": 14.6864, "eval_samples_per_second": 552.213, "eval_steps_per_second": 2.179, "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": 0.9869694006264439, "eval_f1": 0.5789136209581387, "eval_loss": 0.039344046264886856, "eval_precision": 0.7217083476076281, "eval_recall": 0.4832912747572073, "eval_runtime": 14.3905, "eval_samples_per_second": 563.565, "eval_steps_per_second": 2.224, "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": 0.9873265586688776, "eval_f1": 0.5906802160578596, "eval_loss": 0.037819646298885345, "eval_precision": 0.7357737484319763, "eval_recall": 0.4933853330274528, "eval_runtime": 14.4562, "eval_samples_per_second": 561.004, "eval_steps_per_second": 2.214, "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": 0.9875278143912014, "eval_f1": 0.5959595959595959, "eval_loss": 0.03748522698879242, "eval_precision": 0.7457198667126278, "eval_recall": 0.4962911982870689, "eval_runtime": 14.4209, "eval_samples_per_second": 562.38, "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": 0.98739175418456, "eval_f1": 0.6050084361957198, "eval_loss": 0.03783571720123291, "eval_precision": 0.7213340391741663, "eval_recall": 0.5209910529938059, "eval_runtime": 14.4511, "eval_samples_per_second": 561.202, "eval_steps_per_second": 2.214, "step": 12000 }, { "epoch": 6.16370808678501, "grad_norm": 0.5974611043930054, "learning_rate": 1.876735700197239e-05, "loss": 0.0271, "step": 12500 }, { "epoch": 6.410256410256411, "grad_norm": 0.42065271735191345, "learning_rate": 1.8718145956607497e-05, "loss": 0.0271, "step": 13000 }, { "epoch": 6.410256410256411, "eval_accuracy": 0.9876794648298539, "eval_f1": 0.6048097467836523, "eval_loss": 0.037606410682201385, "eval_precision": 0.7457399103139013, "eval_recall": 0.5086793607096429, "eval_runtime": 14.3596, "eval_samples_per_second": 564.778, "eval_steps_per_second": 2.228, "step": 13000 }, { "epoch": 6.65680473372781, "grad_norm": 0.7562135457992554, "learning_rate": 1.8668836291913217e-05, "loss": 0.0265, "step": 13500 }, { "epoch": 6.903353057199211, "grad_norm": 0.5237112641334534, "learning_rate": 1.8619526627218937e-05, "loss": 0.0257, "step": 14000 }, { "epoch": 6.903353057199211, "eval_accuracy": 0.9874909647519027, "eval_f1": 0.6067896284415931, "eval_loss": 0.0378677099943161, "eval_precision": 0.7268651937239834, "eval_recall": 0.520761642578573, "eval_runtime": 14.2708, "eval_samples_per_second": 568.292, "eval_steps_per_second": 2.242, "step": 14000 }, { "epoch": 7.149901380670611, "grad_norm": 0.38859695196151733, "learning_rate": 1.8570216962524657e-05, "loss": 0.0239, "step": 14500 }, { "epoch": 7.396449704142012, "grad_norm": 0.276382178068161, "learning_rate": 1.8520907297830377e-05, "loss": 0.0234, "step": 15000 }, { "epoch": 7.396449704142012, "eval_accuracy": 0.9875901753192454, "eval_f1": 0.6246248821058047, "eval_loss": 0.037667978554964066, "eval_precision": 0.7108010537613426, "eval_recall": 0.5570849583237746, "eval_runtime": 14.3321, "eval_samples_per_second": 565.864, "eval_steps_per_second": 2.233, "step": 15000 }, { "epoch": 7.642998027613412, "grad_norm": 0.23438788950443268, "learning_rate": 1.8471696252465485e-05, "loss": 0.0234, "step": 15500 }, { "epoch": 7.889546351084813, "grad_norm": 0.3130985498428345, "learning_rate": 1.8422386587771205e-05, "loss": 0.0241, "step": 16000 }, { "epoch": 7.889546351084813, "eval_accuracy": 0.9877928483353884, "eval_f1": 0.6227828143476547, "eval_loss": 0.03809000924229622, "eval_precision": 0.7287822878228782, "eval_recall": 0.5437026841018582, "eval_runtime": 14.2635, "eval_samples_per_second": 568.582, "eval_steps_per_second": 2.243, "step": 16000 } ], "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": true }, "attributes": {} } }, "total_flos": 360703978994412.0, "train_batch_size": 4, "trial_name": null, "trial_params": null }