{ "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": 1.3234807252883911, "learning_rate": 4.75e-05, "loss": 0.7663, "step": 528 }, { "epoch": 1.0, "eval_accuracy": 0.8658948623670873, "eval_f1": 0.17383431416930736, "eval_loss": 0.43804919719696045, "eval_precision": 0.39344262295081966, "eval_recall": 0.1115630447414294, "eval_runtime": 4.4497, "eval_samples_per_second": 210.127, "eval_steps_per_second": 3.371, "step": 528 }, { "epoch": 2.0, "grad_norm": 0.9100218415260315, "learning_rate": 4.5e-05, "loss": 0.3481, "step": 1056 }, { "epoch": 2.0, "eval_accuracy": 0.9338666401669482, "eval_f1": 0.6638874413757164, "eval_loss": 0.22202354669570923, "eval_precision": 0.6017949929145017, "eval_recall": 0.7402672864613596, "eval_runtime": 4.5326, "eval_samples_per_second": 206.282, "eval_steps_per_second": 3.309, "step": 1056 }, { "epoch": 3.0, "grad_norm": 1.4061142206192017, "learning_rate": 4.25e-05, "loss": 0.2139, "step": 1584 }, { "epoch": 3.0, "eval_accuracy": 0.9400278247043625, "eval_f1": 0.7339308578745198, "eval_loss": 0.17896419763565063, "eval_precision": 0.6561355311355311, "eval_recall": 0.8326554328878559, "eval_runtime": 4.5296, "eval_samples_per_second": 206.418, "eval_steps_per_second": 3.312, "step": 1584 }, { "epoch": 4.0, "grad_norm": 2.0871784687042236, "learning_rate": 4e-05, "loss": 0.1777, "step": 2112 }, { "epoch": 4.0, "eval_accuracy": 0.9511577064493689, "eval_f1": 0.7799841143764892, "eval_loss": 0.1534842550754547, "eval_precision": 0.7164396887159533, "eval_recall": 0.8558977338756537, "eval_runtime": 4.531, "eval_samples_per_second": 206.356, "eval_steps_per_second": 3.311, "step": 2112 }, { "epoch": 5.0, "grad_norm": 1.1403982639312744, "learning_rate": 3.7500000000000003e-05, "loss": 0.1578, "step": 2640 }, { "epoch": 5.0, "eval_accuracy": 0.9535426811090132, "eval_f1": 0.797761790567546, "eval_loss": 0.1444850116968155, "eval_precision": 0.7367125984251969, "eval_recall": 0.8698431144683324, "eval_runtime": 4.519, "eval_samples_per_second": 206.903, "eval_steps_per_second": 3.319, "step": 2640 }, { "epoch": 6.0, "grad_norm": 1.446531057357788, "learning_rate": 3.5e-05, "loss": 0.1469, "step": 3168 }, { "epoch": 6.0, "eval_accuracy": 0.9535426811090132, "eval_f1": 0.7861060329067641, "eval_loss": 0.1441143900156021, "eval_precision": 0.7139468690702088, "eval_recall": 0.8744915746658919, "eval_runtime": 4.4888, "eval_samples_per_second": 208.297, "eval_steps_per_second": 3.342, "step": 3168 }, { "epoch": 7.0, "grad_norm": 3.257020950317383, "learning_rate": 3.2500000000000004e-05, "loss": 0.1399, "step": 3696 }, { "epoch": 7.0, "eval_accuracy": 0.9523501937791911, "eval_f1": 0.7919812548815414, "eval_loss": 0.14534059166908264, "eval_precision": 0.7174528301886792, "eval_recall": 0.8837884950610111, "eval_runtime": 4.5376, "eval_samples_per_second": 206.054, "eval_steps_per_second": 3.306, "step": 3696 }, { "epoch": 8.0, "grad_norm": 0.8136665225028992, "learning_rate": 3e-05, "loss": 0.1333, "step": 4224 }, { "epoch": 8.0, "eval_accuracy": 0.9547351684388353, "eval_f1": 0.7994743758212879, "eval_loss": 0.14028875529766083, "eval_precision": 0.7298464491362764, "eval_recall": 0.8837884950610111, "eval_runtime": 4.5281, "eval_samples_per_second": 206.486, "eval_steps_per_second": 3.313, "step": 4224 }, { "epoch": 9.0, "grad_norm": 1.5226961374282837, "learning_rate": 2.7500000000000004e-05, "loss": 0.1273, "step": 4752 }, { "epoch": 9.0, "eval_accuracy": 0.9563251515452649, "eval_f1": 0.7998934185984545, "eval_loss": 0.13680371642112732, "eval_precision": 0.7386811023622047, "eval_recall": 0.8721673445671121, "eval_runtime": 4.8276, "eval_samples_per_second": 193.679, "eval_steps_per_second": 3.107, "step": 4752 }, { "epoch": 10.0, "grad_norm": 1.3885184526443481, "learning_rate": 2.5e-05, "loss": 0.1246, "step": 5280 }, { "epoch": 10.0, "eval_accuracy": 0.9569213952101759, "eval_f1": 0.8041566746602716, "eval_loss": 0.1341899335384369, "eval_precision": 0.7426181102362205, "eval_recall": 0.8768158047646717, "eval_runtime": 4.8281, "eval_samples_per_second": 193.657, "eval_steps_per_second": 3.107, "step": 5280 }, { "epoch": 11.0, "grad_norm": 2.2650506496429443, "learning_rate": 2.25e-05, "loss": 0.1195, "step": 5808 }, { "epoch": 11.0, "eval_accuracy": 0.9571201430984796, "eval_f1": 0.8011649457241197, "eval_loss": 0.13513582944869995, "eval_precision": 0.7358949416342413, "eval_recall": 0.8791400348634515, "eval_runtime": 4.5526, "eval_samples_per_second": 205.379, "eval_steps_per_second": 3.295, "step": 5808 }, { "epoch": 12.0, "grad_norm": 1.5340452194213867, "learning_rate": 2e-05, "loss": 0.1172, "step": 6336 }, { "epoch": 12.0, "eval_accuracy": 0.9573188909867832, "eval_f1": 0.8020143122183939, "eval_loss": 0.13494175672531128, "eval_precision": 0.7373294346978557, "eval_recall": 0.8791400348634515, "eval_runtime": 4.563, "eval_samples_per_second": 204.908, "eval_steps_per_second": 3.287, "step": 6336 }, { "epoch": 13.0, "grad_norm": 1.7720882892608643, "learning_rate": 1.75e-05, "loss": 0.1155, "step": 6864 }, { "epoch": 13.0, "eval_accuracy": 0.958113882539998, "eval_f1": 0.805014670578821, "eval_loss": 0.12961605191230774, "eval_precision": 0.7440828402366864, "eval_recall": 0.8768158047646717, "eval_runtime": 4.5551, "eval_samples_per_second": 205.265, "eval_steps_per_second": 3.293, "step": 6864 }, { "epoch": 14.0, "grad_norm": 1.088473916053772, "learning_rate": 1.5e-05, "loss": 0.1118, "step": 7392 }, { "epoch": 14.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.797761790567546, "eval_loss": 0.13024814426898956, "eval_precision": 0.7367125984251969, "eval_recall": 0.8698431144683324, "eval_runtime": 4.5273, "eval_samples_per_second": 206.527, "eval_steps_per_second": 3.313, "step": 7392 }, { "epoch": 15.0, "grad_norm": 1.3462263345718384, "learning_rate": 1.25e-05, "loss": 0.1111, "step": 7920 }, { "epoch": 15.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.8041566746602716, "eval_loss": 0.13221099972724915, "eval_precision": 0.7426181102362205, "eval_recall": 0.8768158047646717, "eval_runtime": 4.5319, "eval_samples_per_second": 206.317, "eval_steps_per_second": 3.31, "step": 7920 }, { "epoch": 16.0, "grad_norm": 1.848177433013916, "learning_rate": 1e-05, "loss": 0.1097, "step": 8448 }, { "epoch": 16.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.7969124301304232, "eval_loss": 0.1302962750196457, "eval_precision": 0.7352652259332023, "eval_recall": 0.8698431144683324, "eval_runtime": 4.6208, "eval_samples_per_second": 202.344, "eval_steps_per_second": 3.246, "step": 8448 }, { "epoch": 17.0, "grad_norm": 1.2858753204345703, "learning_rate": 7.5e-06, "loss": 0.1094, "step": 8976 }, { "epoch": 17.0, "eval_accuracy": 0.9573188909867832, "eval_f1": 0.7973439575033201, "eval_loss": 0.13064691424369812, "eval_precision": 0.7343444227005871, "eval_recall": 0.8721673445671121, "eval_runtime": 4.5402, "eval_samples_per_second": 205.938, "eval_steps_per_second": 3.304, "step": 8976 }, { "epoch": 18.0, "grad_norm": 1.495869755744934, "learning_rate": 5e-06, "loss": 0.1077, "step": 9504 }, { "epoch": 18.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.7990417886611658, "eval_loss": 0.13186967372894287, "eval_precision": 0.7372298624754421, "eval_recall": 0.8721673445671121, "eval_runtime": 4.5414, "eval_samples_per_second": 205.882, "eval_steps_per_second": 3.303, "step": 9504 }, { "epoch": 19.0, "grad_norm": 0.5424643754959106, "learning_rate": 2.5e-06, "loss": 0.1065, "step": 10032 }, { "epoch": 19.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.7973297730307075, "eval_loss": 0.12963254749774933, "eval_precision": 0.7376482213438735, "eval_recall": 0.8675188843695526, "eval_runtime": 4.5053, "eval_samples_per_second": 207.533, "eval_steps_per_second": 3.329, "step": 10032 }, { "epoch": 20.0, "grad_norm": 1.9210747480392456, "learning_rate": 0.0, "loss": 0.1078, "step": 10560 }, { "epoch": 20.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.7951935914552738, "eval_loss": 0.13010983169078827, "eval_precision": 0.7356719367588933, "eval_recall": 0.8651946542707728, "eval_runtime": 4.5258, "eval_samples_per_second": 206.594, "eval_steps_per_second": 3.314, "step": 10560 }, { "epoch": 20.0, "step": 10560, "total_flos": 4545096690358590.0, "train_loss": 0.17260197039806482, "train_runtime": 1230.9591, "train_samples_per_second": 137.08, "train_steps_per_second": 8.579 } ], "logging_steps": 500, "max_steps": 10560, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 4545096690358590.0, "train_batch_size": 16, "trial_name": null, "trial_params": null }