{ "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": 1.387133002281189, "learning_rate": 4.75e-05, "loss": 0.713, "step": 528 }, { "epoch": 1.0, "eval_accuracy": 0.8990360727417271, "eval_f1": 0.42582781456953644, "eval_loss": 0.3558189868927002, "eval_precision": 0.49499615088529636, "eval_recall": 0.3736199883788495, "eval_runtime": 4.469, "eval_samples_per_second": 209.217, "eval_steps_per_second": 3.356, "step": 528 }, { "epoch": 2.0, "grad_norm": 0.8080163598060608, "learning_rate": 4.5e-05, "loss": 0.2793, "step": 1056 }, { "epoch": 2.0, "eval_accuracy": 0.9392328331511478, "eval_f1": 0.7174307174307173, "eval_loss": 0.19311487674713135, "eval_precision": 0.647196261682243, "eval_recall": 0.8047646717024985, "eval_runtime": 4.5691, "eval_samples_per_second": 204.634, "eval_steps_per_second": 3.283, "step": 1056 }, { "epoch": 3.0, "grad_norm": 1.451019287109375, "learning_rate": 4.25e-05, "loss": 0.1876, "step": 1584 }, { "epoch": 3.0, "eval_accuracy": 0.9461890092417768, "eval_f1": 0.7516120711890638, "eval_loss": 0.161931574344635, "eval_precision": 0.6757884972170687, "eval_recall": 0.8466008134805346, "eval_runtime": 4.5215, "eval_samples_per_second": 206.79, "eval_steps_per_second": 3.317, "step": 1584 }, { "epoch": 4.0, "grad_norm": 2.173278570175171, "learning_rate": 4e-05, "loss": 0.1593, "step": 2112 }, { "epoch": 4.0, "eval_accuracy": 0.95553015999205, "eval_f1": 0.7947551511907948, "eval_loss": 0.14164301753044128, "eval_precision": 0.7366071428571429, "eval_recall": 0.862870424171993, "eval_runtime": 4.5447, "eval_samples_per_second": 205.734, "eval_steps_per_second": 3.301, "step": 2112 }, { "epoch": 5.0, "grad_norm": 1.1243175268173218, "learning_rate": 3.7500000000000003e-05, "loss": 0.1412, "step": 2640 }, { "epoch": 5.0, "eval_accuracy": 0.9559276557686575, "eval_f1": 0.7968959058067969, "eval_loss": 0.13503268361091614, "eval_precision": 0.7385912698412699, "eval_recall": 0.8651946542707728, "eval_runtime": 4.497, "eval_samples_per_second": 207.916, "eval_steps_per_second": 3.336, "step": 2640 }, { "epoch": 6.0, "grad_norm": 1.4806779623031616, "learning_rate": 3.5e-05, "loss": 0.1325, "step": 3168 }, { "epoch": 6.0, "eval_accuracy": 0.95553015999205, "eval_f1": 0.795219123505976, "eval_loss": 0.13609066605567932, "eval_precision": 0.7323874755381604, "eval_recall": 0.8698431144683324, "eval_runtime": 4.5221, "eval_samples_per_second": 206.764, "eval_steps_per_second": 3.317, "step": 3168 }, { "epoch": 7.0, "grad_norm": 2.750013828277588, "learning_rate": 3.2500000000000004e-05, "loss": 0.126, "step": 3696 }, { "epoch": 7.0, "eval_accuracy": 0.9553314121037464, "eval_f1": 0.7943751658264792, "eval_loss": 0.13828907907009125, "eval_precision": 0.73095703125, "eval_recall": 0.8698431144683324, "eval_runtime": 4.5248, "eval_samples_per_second": 206.637, "eval_steps_per_second": 3.315, "step": 3696 }, { "epoch": 8.0, "grad_norm": 0.7366927862167358, "learning_rate": 3e-05, "loss": 0.1194, "step": 4224 }, { "epoch": 8.0, "eval_accuracy": 0.9583126304283017, "eval_f1": 0.8088274395107684, "eval_loss": 0.13490265607833862, "eval_precision": 0.7455882352941177, "eval_recall": 0.8837884950610111, "eval_runtime": 4.4844, "eval_samples_per_second": 208.499, "eval_steps_per_second": 3.345, "step": 4224 }, { "epoch": 9.0, "grad_norm": 1.5051740407943726, "learning_rate": 2.7500000000000004e-05, "loss": 0.1137, "step": 4752 }, { "epoch": 9.0, "eval_accuracy": 0.9583126304283017, "eval_f1": 0.8071869133816038, "eval_loss": 0.12994244694709778, "eval_precision": 0.7495019920318725, "eval_recall": 0.8744915746658919, "eval_runtime": 4.8571, "eval_samples_per_second": 192.501, "eval_steps_per_second": 3.088, "step": 4752 }, { "epoch": 10.0, "grad_norm": 1.5836716890335083, "learning_rate": 2.5e-05, "loss": 0.1112, "step": 5280 }, { "epoch": 10.0, "eval_accuracy": 0.9579151346516943, "eval_f1": 0.8028962188254224, "eval_loss": 0.1285104751586914, "eval_precision": 0.7455179282868526, "eval_recall": 0.8698431144683324, "eval_runtime": 4.5129, "eval_samples_per_second": 207.185, "eval_steps_per_second": 3.324, "step": 5280 }, { "epoch": 11.0, "grad_norm": 2.5579893589019775, "learning_rate": 2.25e-05, "loss": 0.1065, "step": 5808 }, { "epoch": 11.0, "eval_accuracy": 0.958710126204909, "eval_f1": 0.8118811881188118, "eval_loss": 0.13038235902786255, "eval_precision": 0.7524801587301587, "eval_recall": 0.8814642649622313, "eval_runtime": 4.5151, "eval_samples_per_second": 207.083, "eval_steps_per_second": 3.322, "step": 5808 }, { "epoch": 12.0, "grad_norm": 1.483597993850708, "learning_rate": 2e-05, "loss": 0.1044, "step": 6336 }, { "epoch": 12.0, "eval_accuracy": 0.9577163867633907, "eval_f1": 0.8106080900080364, "eval_loss": 0.1328919380903244, "eval_precision": 0.7519880715705766, "eval_recall": 0.8791400348634515, "eval_runtime": 4.5418, "eval_samples_per_second": 205.867, "eval_steps_per_second": 3.303, "step": 6336 }, { "epoch": 13.0, "grad_norm": 2.8680760860443115, "learning_rate": 1.75e-05, "loss": 0.1026, "step": 6864 }, { "epoch": 13.0, "eval_accuracy": 0.9585113783166054, "eval_f1": 0.8076405703524348, "eval_loss": 0.1257127821445465, "eval_precision": 0.7520040080160321, "eval_recall": 0.8721673445671121, "eval_runtime": 4.5829, "eval_samples_per_second": 204.019, "eval_steps_per_second": 3.273, "step": 6864 }, { "epoch": 14.0, "grad_norm": 0.6697184443473816, "learning_rate": 1.5e-05, "loss": 0.0989, "step": 7392 }, { "epoch": 14.0, "eval_accuracy": 0.9599026135347312, "eval_f1": 0.8167341430499325, "eval_loss": 0.12645690143108368, "eval_precision": 0.7626008064516129, "eval_recall": 0.8791400348634515, "eval_runtime": 4.5334, "eval_samples_per_second": 206.248, "eval_steps_per_second": 3.309, "step": 7392 }, { "epoch": 15.0, "grad_norm": 1.7948130369186401, "learning_rate": 1.25e-05, "loss": 0.0982, "step": 7920 }, { "epoch": 15.0, "eval_accuracy": 0.9597038656464275, "eval_f1": 0.8180102453491508, "eval_loss": 0.1280616968870163, "eval_precision": 0.7630784708249497, "eval_recall": 0.8814642649622313, "eval_runtime": 4.5387, "eval_samples_per_second": 206.008, "eval_steps_per_second": 3.305, "step": 7920 }, { "epoch": 16.0, "grad_norm": 2.107656717300415, "learning_rate": 1e-05, "loss": 0.0974, "step": 8448 }, { "epoch": 16.0, "eval_accuracy": 0.9597038656464275, "eval_f1": 0.8093322606596943, "eval_loss": 0.12642435729503632, "eval_precision": 0.7514940239043825, "eval_recall": 0.8768158047646717, "eval_runtime": 4.5132, "eval_samples_per_second": 207.172, "eval_steps_per_second": 3.324, "step": 8448 }, { "epoch": 17.0, "grad_norm": 0.980239748954773, "learning_rate": 7.5e-06, "loss": 0.0966, "step": 8976 }, { "epoch": 17.0, "eval_accuracy": 0.9589088740932128, "eval_f1": 0.814021942734814, "eval_loss": 0.12821656465530396, "eval_precision": 0.7544642857142857, "eval_recall": 0.8837884950610111, "eval_runtime": 4.5105, "eval_samples_per_second": 207.293, "eval_steps_per_second": 3.326, "step": 8976 }, { "epoch": 18.0, "grad_norm": 1.8313038349151611, "learning_rate": 5e-06, "loss": 0.095, "step": 9504 }, { "epoch": 18.0, "eval_accuracy": 0.9589088740932128, "eval_f1": 0.8144966442953021, "eval_loss": 0.12922193109989166, "eval_precision": 0.7569860279441117, "eval_recall": 0.8814642649622313, "eval_runtime": 4.5244, "eval_samples_per_second": 206.658, "eval_steps_per_second": 3.315, "step": 9504 }, { "epoch": 19.0, "grad_norm": 0.775888204574585, "learning_rate": 2.5e-06, "loss": 0.0941, "step": 10032 }, { "epoch": 19.0, "eval_accuracy": 0.9595051177581239, "eval_f1": 0.8153722117710293, "eval_loss": 0.12684974074363708, "eval_precision": 0.7585, "eval_recall": 0.8814642649622313, "eval_runtime": 4.5294, "eval_samples_per_second": 206.429, "eval_steps_per_second": 3.312, "step": 10032 }, { "epoch": 20.0, "grad_norm": 2.084799289703369, "learning_rate": 0.0, "loss": 0.0948, "step": 10560 }, { "epoch": 20.0, "eval_accuracy": 0.9593063698698201, "eval_f1": 0.8162496637072908, "eval_loss": 0.12777453660964966, "eval_precision": 0.7600200400801603, "eval_recall": 0.8814642649622313, "eval_runtime": 4.4979, "eval_samples_per_second": 207.876, "eval_steps_per_second": 3.335, "step": 10560 }, { "epoch": 20.0, "step": 10560, "total_flos": 4552961808488766.0, "train_loss": 0.15358480504064848, "train_runtime": 1231.8568, "train_samples_per_second": 136.98, "train_steps_per_second": 8.572 } ], "logging_steps": 500, "max_steps": 10560, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 4552961808488766.0, "train_batch_size": 16, "trial_name": null, "trial_params": null }