{ "best_metric": null, "best_model_checkpoint": null, "epoch": 20.0, "eval_steps": 500, "global_step": 10560, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 1.0, "grad_norm": 1.21040940284729, "learning_rate": 4.75e-05, "loss": 0.79, "step": 528 }, { "epoch": 1.0, "eval_accuracy": 0.8595349299413694, "eval_f1": 0.13053613053613053, "eval_loss": 0.4638139605522156, "eval_precision": 0.330188679245283, "eval_recall": 0.08134805345729228, "eval_runtime": 4.441, "eval_samples_per_second": 210.54, "eval_steps_per_second": 3.378, "step": 528 }, { "epoch": 2.0, "grad_norm": 0.8728626370429993, "learning_rate": 4.5e-05, "loss": 0.3919, "step": 1056 }, { "epoch": 2.0, "eval_accuracy": 0.9275067077412302, "eval_f1": 0.6317512274959083, "eval_loss": 0.2518700361251831, "eval_precision": 0.5953727506426735, "eval_recall": 0.6728646135967461, "eval_runtime": 4.584, "eval_samples_per_second": 203.97, "eval_steps_per_second": 3.272, "step": 1056 }, { "epoch": 3.0, "grad_norm": 1.2418427467346191, "learning_rate": 4.25e-05, "loss": 0.2386, "step": 1584 }, { "epoch": 3.0, "eval_accuracy": 0.9381894067375535, "eval_f1": 0.7159389794844818, "eval_loss": 0.1926584243774414, "eval_precision": 0.6540124939932724, "eval_recall": 0.7908192911098199, "eval_runtime": 4.5313, "eval_samples_per_second": 206.344, "eval_steps_per_second": 3.31, "step": 1584 }, { "epoch": 4.0, "grad_norm": 1.416585087776184, "learning_rate": 4e-05, "loss": 0.193, "step": 2112 }, { "epoch": 4.0, "eval_accuracy": 0.944797774023651, "eval_f1": 0.7463787200421385, "eval_loss": 0.16769319772720337, "eval_precision": 0.6825626204238922, "eval_recall": 0.8233585124927367, "eval_runtime": 4.5613, "eval_samples_per_second": 204.984, "eval_steps_per_second": 3.289, "step": 2112 }, { "epoch": 5.0, "grad_norm": 2.0125393867492676, "learning_rate": 3.7500000000000003e-05, "loss": 0.1712, "step": 2640 }, { "epoch": 5.0, "eval_accuracy": 0.9475802444599026, "eval_f1": 0.7629299028616435, "eval_loss": 0.1593998372554779, "eval_precision": 0.6958812260536399, "eval_recall": 0.8442765833817548, "eval_runtime": 4.6306, "eval_samples_per_second": 201.917, "eval_steps_per_second": 3.239, "step": 2640 }, { "epoch": 6.0, "grad_norm": 1.202476143836975, "learning_rate": 3.5e-05, "loss": 0.1596, "step": 3168 }, { "epoch": 6.0, "eval_accuracy": 0.9497664712312431, "eval_f1": 0.7750591949486978, "eval_loss": 0.1543859839439392, "eval_precision": 0.708173076923077, "eval_recall": 0.8558977338756537, "eval_runtime": 4.6085, "eval_samples_per_second": 202.887, "eval_steps_per_second": 3.255, "step": 3168 }, { "epoch": 7.0, "grad_norm": 2.2051475048065186, "learning_rate": 3.2500000000000004e-05, "loss": 0.1524, "step": 3696 }, { "epoch": 7.0, "eval_accuracy": 0.950561462784458, "eval_f1": 0.7727628489433862, "eval_loss": 0.15189574658870697, "eval_precision": 0.7012310606060606, "eval_recall": 0.8605461940732132, "eval_runtime": 4.9569, "eval_samples_per_second": 188.627, "eval_steps_per_second": 3.026, "step": 3696 }, { "epoch": 8.0, "grad_norm": 0.5321469306945801, "learning_rate": 3e-05, "loss": 0.1452, "step": 4224 }, { "epoch": 8.0, "eval_accuracy": 0.9521514458908874, "eval_f1": 0.7842202806460153, "eval_loss": 0.14606598019599915, "eval_precision": 0.7203307392996109, "eval_recall": 0.8605461940732132, "eval_runtime": 4.8452, "eval_samples_per_second": 192.976, "eval_steps_per_second": 3.096, "step": 4224 }, { "epoch": 9.0, "grad_norm": 1.277453064918518, "learning_rate": 2.7500000000000004e-05, "loss": 0.1397, "step": 4752 }, { "epoch": 9.0, "eval_accuracy": 0.9535426811090132, "eval_f1": 0.7858095492131236, "eval_loss": 0.14319637417793274, "eval_precision": 0.7263313609467456, "eval_recall": 0.8558977338756537, "eval_runtime": 4.5883, "eval_samples_per_second": 203.778, "eval_steps_per_second": 3.269, "step": 4752 }, { "epoch": 10.0, "grad_norm": 1.3887606859207153, "learning_rate": 2.5e-05, "loss": 0.1369, "step": 5280 }, { "epoch": 10.0, "eval_accuracy": 0.9539401768856206, "eval_f1": 0.784512683578104, "eval_loss": 0.13940192759037018, "eval_precision": 0.7257905138339921, "eval_recall": 0.8535735037768739, "eval_runtime": 4.5465, "eval_samples_per_second": 205.653, "eval_steps_per_second": 3.299, "step": 5280 }, { "epoch": 11.0, "grad_norm": 1.879906415939331, "learning_rate": 2.25e-05, "loss": 0.1336, "step": 5808 }, { "epoch": 11.0, "eval_accuracy": 0.954287985690152, "eval_f1": 0.7872111767866737, "eval_loss": 0.13752727210521698, "eval_precision": 0.7321339330334833, "eval_recall": 0.8512492736780941, "eval_runtime": 4.5285, "eval_samples_per_second": 206.468, "eval_steps_per_second": 3.312, "step": 5808 }, { "epoch": 12.0, "grad_norm": 1.3187131881713867, "learning_rate": 2e-05, "loss": 0.1305, "step": 6336 }, { "epoch": 12.0, "eval_accuracy": 0.9547351684388353, "eval_f1": 0.7895726955119592, "eval_loss": 0.13747519254684448, "eval_precision": 0.7345, "eval_recall": 0.8535735037768739, "eval_runtime": 4.6283, "eval_samples_per_second": 202.018, "eval_steps_per_second": 3.241, "step": 6336 }, { "epoch": 13.0, "grad_norm": 1.600463628768921, "learning_rate": 1.75e-05, "loss": 0.1281, "step": 6864 }, { "epoch": 13.0, "eval_accuracy": 0.9547351684388353, "eval_f1": 0.7887248322147652, "eval_loss": 0.13505811989307404, "eval_precision": 0.7330339321357285, "eval_recall": 0.8535735037768739, "eval_runtime": 4.594, "eval_samples_per_second": 203.525, "eval_steps_per_second": 3.265, "step": 6864 }, { "epoch": 14.0, "grad_norm": 1.121996283531189, "learning_rate": 1.5e-05, "loss": 0.1252, "step": 7392 }, { "epoch": 14.0, "eval_accuracy": 0.9553314121037464, "eval_f1": 0.794345158708989, "eval_loss": 0.13602255284786224, "eval_precision": 0.7342209072978304, "eval_recall": 0.8651946542707728, "eval_runtime": 4.5938, "eval_samples_per_second": 203.536, "eval_steps_per_second": 3.265, "step": 7392 }, { "epoch": 15.0, "grad_norm": 1.0593712329864502, "learning_rate": 1.25e-05, "loss": 0.124, "step": 7920 }, { "epoch": 15.0, "eval_accuracy": 0.9541389247739243, "eval_f1": 0.7874899759422614, "eval_loss": 0.13636602461338043, "eval_precision": 0.7292079207920792, "eval_recall": 0.8558977338756537, "eval_runtime": 4.563, "eval_samples_per_second": 204.907, "eval_steps_per_second": 3.287, "step": 7920 }, { "epoch": 16.0, "grad_norm": 1.4150090217590332, "learning_rate": 1e-05, "loss": 0.1234, "step": 8448 }, { "epoch": 16.0, "eval_accuracy": 0.954933916327139, "eval_f1": 0.7875565009306035, "eval_loss": 0.13505925238132477, "eval_precision": 0.7259803921568627, "eval_recall": 0.8605461940732132, "eval_runtime": 4.502, "eval_samples_per_second": 207.687, "eval_steps_per_second": 3.332, "step": 8448 }, { "epoch": 17.0, "grad_norm": 0.8472805619239807, "learning_rate": 7.5e-06, "loss": 0.1224, "step": 8976 }, { "epoch": 17.0, "eval_accuracy": 0.954933916327139, "eval_f1": 0.7918106886466365, "eval_loss": 0.13572688400745392, "eval_precision": 0.7299019607843137, "eval_recall": 0.8651946542707728, "eval_runtime": 4.5475, "eval_samples_per_second": 205.606, "eval_steps_per_second": 3.298, "step": 8976 }, { "epoch": 18.0, "grad_norm": 1.521100401878357, "learning_rate": 5e-06, "loss": 0.1208, "step": 9504 }, { "epoch": 18.0, "eval_accuracy": 0.9553314121037464, "eval_f1": 0.7947830715996806, "eval_loss": 0.1359829157590866, "eval_precision": 0.7333005893909627, "eval_recall": 0.8675188843695526, "eval_runtime": 4.5351, "eval_samples_per_second": 206.171, "eval_steps_per_second": 3.308, "step": 9504 }, { "epoch": 19.0, "grad_norm": 0.9698516726493835, "learning_rate": 2.5e-06, "loss": 0.1201, "step": 10032 }, { "epoch": 19.0, "eval_accuracy": 0.95553015999205, "eval_f1": 0.7956301625366373, "eval_loss": 0.13499899208545685, "eval_precision": 0.734744094488189, "eval_recall": 0.8675188843695526, "eval_runtime": 4.5154, "eval_samples_per_second": 207.071, "eval_steps_per_second": 3.322, "step": 10032 }, { "epoch": 20.0, "grad_norm": 1.61683189868927, "learning_rate": 0.0, "loss": 0.1205, "step": 10560 }, { "epoch": 20.0, "eval_accuracy": 0.95553015999205, "eval_f1": 0.794345158708989, "eval_loss": 0.1346217691898346, "eval_precision": 0.7342209072978304, "eval_recall": 0.8651946542707728, "eval_runtime": 4.496, "eval_samples_per_second": 207.961, "eval_steps_per_second": 3.336, "step": 10560 }, { "epoch": 20.0, "step": 10560, "total_flos": 4541164131293502.0, "train_loss": 0.18834613236514006, "train_runtime": 1254.4553, "train_samples_per_second": 134.513, "train_steps_per_second": 8.418 } ], "logging_steps": 500, "max_steps": 10560, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 4541164131293502.0, "train_batch_size": 16, "trial_name": null, "trial_params": null }