{ "best_metric": null, "best_model_checkpoint": null, "epoch": 20.0, "eval_steps": 500, "global_step": 2440, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 1.0, "grad_norm": 5.1851325035095215, "learning_rate": 4.75e-05, "loss": 0.5657, "step": 122 }, { "epoch": 1.0, "eval_accuracy": 0.7243107769423559, "eval_f1": 0.6528788358114521, "eval_loss": 0.5160595774650574, "eval_precision": 0.6616220346866901, "eval_recall": 0.6474358974358975, "eval_runtime": 5.1608, "eval_samples_per_second": 77.313, "eval_steps_per_second": 9.688, "step": 122 }, { "epoch": 2.0, "grad_norm": 3.9789302349090576, "learning_rate": 4.5e-05, "loss": 0.5088, "step": 244 }, { "epoch": 2.0, "eval_accuracy": 0.7393483709273183, "eval_f1": 0.6971094890510949, "eval_loss": 0.49126291275024414, "eval_precision": 0.6917293233082706, "eval_recall": 0.7055828332424077, "eval_runtime": 5.0798, "eval_samples_per_second": 78.547, "eval_steps_per_second": 9.843, "step": 244 }, { "epoch": 3.0, "grad_norm": 4.5484442710876465, "learning_rate": 4.25e-05, "loss": 0.4682, "step": 366 }, { "epoch": 3.0, "eval_accuracy": 0.7844611528822055, "eval_f1": 0.7412841546534773, "eval_loss": 0.44238051772117615, "eval_precision": 0.7401260504201681, "eval_recall": 0.7424986361156574, "eval_runtime": 5.052, "eval_samples_per_second": 78.978, "eval_steps_per_second": 9.897, "step": 366 }, { "epoch": 4.0, "grad_norm": 2.417043685913086, "learning_rate": 4e-05, "loss": 0.4114, "step": 488 }, { "epoch": 4.0, "eval_accuracy": 0.8095238095238095, "eval_f1": 0.7702309510820149, "eval_loss": 0.39798638224601746, "eval_precision": 0.7702309510820149, "eval_recall": 0.7702309510820149, "eval_runtime": 5.0757, "eval_samples_per_second": 78.611, "eval_steps_per_second": 9.851, "step": 488 }, { "epoch": 5.0, "grad_norm": 3.0948269367218018, "learning_rate": 3.7500000000000003e-05, "loss": 0.3862, "step": 610 }, { "epoch": 5.0, "eval_accuracy": 0.8145363408521303, "eval_f1": 0.7889190734915642, "eval_loss": 0.3889566659927368, "eval_precision": 0.7782998251748252, "eval_recall": 0.8087834151663938, "eval_runtime": 5.0469, "eval_samples_per_second": 79.059, "eval_steps_per_second": 9.907, "step": 610 }, { "epoch": 6.0, "grad_norm": 2.5050086975097656, "learning_rate": 3.5e-05, "loss": 0.3512, "step": 732 }, { "epoch": 6.0, "eval_accuracy": 0.849624060150376, "eval_f1": 0.8127815315315315, "eval_loss": 0.35834890604019165, "eval_precision": 0.8244897959183674, "eval_recall": 0.8036006546644845, "eval_runtime": 5.0619, "eval_samples_per_second": 78.824, "eval_steps_per_second": 9.878, "step": 732 }, { "epoch": 7.0, "grad_norm": 1.839920163154602, "learning_rate": 3.2500000000000004e-05, "loss": 0.3428, "step": 854 }, { "epoch": 7.0, "eval_accuracy": 0.8521303258145363, "eval_f1": 0.8229427559286084, "eval_loss": 0.34960630536079407, "eval_precision": 0.8206541218637993, "eval_recall": 0.8253773413347881, "eval_runtime": 5.0811, "eval_samples_per_second": 78.527, "eval_steps_per_second": 9.84, "step": 854 }, { "epoch": 8.0, "grad_norm": 3.5413811206817627, "learning_rate": 3e-05, "loss": 0.3254, "step": 976 }, { "epoch": 8.0, "eval_accuracy": 0.849624060150376, "eval_f1": 0.8127815315315315, "eval_loss": 0.3425041735172272, "eval_precision": 0.8244897959183674, "eval_recall": 0.8036006546644845, "eval_runtime": 5.0965, "eval_samples_per_second": 78.289, "eval_steps_per_second": 9.811, "step": 976 }, { "epoch": 9.0, "grad_norm": 6.189133644104004, "learning_rate": 2.7500000000000004e-05, "loss": 0.3226, "step": 1098 }, { "epoch": 9.0, "eval_accuracy": 0.8571428571428571, "eval_f1": 0.8245369048813042, "eval_loss": 0.338846355676651, "eval_precision": 0.8310003145643283, "eval_recall": 0.8189216221131115, "eval_runtime": 5.0476, "eval_samples_per_second": 79.048, "eval_steps_per_second": 9.906, "step": 1098 }, { "epoch": 10.0, "grad_norm": 6.058858394622803, "learning_rate": 2.5e-05, "loss": 0.3063, "step": 1220 }, { "epoch": 10.0, "eval_accuracy": 0.8646616541353384, "eval_f1": 0.8315033783783784, "eval_loss": 0.3375921845436096, "eval_precision": 0.8438775510204082, "eval_recall": 0.8217403164211674, "eval_runtime": 5.0853, "eval_samples_per_second": 78.462, "eval_steps_per_second": 9.832, "step": 1220 }, { "epoch": 11.0, "grad_norm": 4.5873308181762695, "learning_rate": 2.25e-05, "loss": 0.2939, "step": 1342 }, { "epoch": 11.0, "eval_accuracy": 0.8671679197994987, "eval_f1": 0.8350789627607721, "eval_loss": 0.33186405897140503, "eval_precision": 0.8463358876939919, "eval_recall": 0.8260138206946717, "eval_runtime": 5.049, "eval_samples_per_second": 79.025, "eval_steps_per_second": 9.903, "step": 1342 }, { "epoch": 12.0, "grad_norm": 9.944389343261719, "learning_rate": 2e-05, "loss": 0.2838, "step": 1464 }, { "epoch": 12.0, "eval_accuracy": 0.8546365914786967, "eval_f1": 0.8228567054500919, "eval_loss": 0.33234164118766785, "eval_precision": 0.8263351692555232, "eval_recall": 0.8196490270958356, "eval_runtime": 5.0708, "eval_samples_per_second": 78.686, "eval_steps_per_second": 9.86, "step": 1464 }, { "epoch": 13.0, "grad_norm": 3.0918514728546143, "learning_rate": 1.75e-05, "loss": 0.2916, "step": 1586 }, { "epoch": 13.0, "eval_accuracy": 0.8646616541353384, "eval_f1": 0.8295950648528947, "eval_loss": 0.3283240497112274, "eval_precision": 0.8472157618446409, "eval_recall": 0.816739407164939, "eval_runtime": 5.083, "eval_samples_per_second": 78.496, "eval_steps_per_second": 9.837, "step": 1586 }, { "epoch": 14.0, "grad_norm": 8.040557861328125, "learning_rate": 1.5e-05, "loss": 0.2826, "step": 1708 }, { "epoch": 14.0, "eval_accuracy": 0.8671679197994987, "eval_f1": 0.8350789627607721, "eval_loss": 0.32443901896476746, "eval_precision": 0.8463358876939919, "eval_recall": 0.8260138206946717, "eval_runtime": 5.0608, "eval_samples_per_second": 78.842, "eval_steps_per_second": 9.88, "step": 1708 }, { "epoch": 15.0, "grad_norm": 0.8433086276054382, "learning_rate": 1.25e-05, "loss": 0.2739, "step": 1830 }, { "epoch": 15.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8411818738518064, "eval_loss": 0.32310473918914795, "eval_precision": 0.8448542607834644, "eval_recall": 0.8377886888525186, "eval_runtime": 5.0587, "eval_samples_per_second": 78.874, "eval_steps_per_second": 9.884, "step": 1830 }, { "epoch": 16.0, "grad_norm": 7.48613166809082, "learning_rate": 1e-05, "loss": 0.2674, "step": 1952 }, { "epoch": 16.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8411818738518064, "eval_loss": 0.322089284658432, "eval_precision": 0.8448542607834644, "eval_recall": 0.8377886888525186, "eval_runtime": 5.0664, "eval_samples_per_second": 78.755, "eval_steps_per_second": 9.869, "step": 1952 }, { "epoch": 17.0, "grad_norm": 6.076572895050049, "learning_rate": 7.5e-06, "loss": 0.2648, "step": 2074 }, { "epoch": 17.0, "eval_accuracy": 0.8721804511278195, "eval_f1": 0.8413023981282901, "eval_loss": 0.3192753493785858, "eval_precision": 0.8527593534677056, "eval_recall": 0.8320603746135662, "eval_runtime": 5.1149, "eval_samples_per_second": 78.007, "eval_steps_per_second": 9.775, "step": 2074 }, { "epoch": 18.0, "grad_norm": 3.7677204608917236, "learning_rate": 5e-06, "loss": 0.2687, "step": 2196 }, { "epoch": 18.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8403508771929824, "eval_loss": 0.31721195578575134, "eval_precision": 0.8460491741741742, "eval_recall": 0.8352882342244045, "eval_runtime": 5.0968, "eval_samples_per_second": 78.285, "eval_steps_per_second": 9.81, "step": 2196 }, { "epoch": 19.0, "grad_norm": 3.890503406524658, "learning_rate": 2.5e-06, "loss": 0.264, "step": 2318 }, { "epoch": 19.0, "eval_accuracy": 0.87468671679198, "eval_f1": 0.8448388501742161, "eval_loss": 0.31702518463134766, "eval_precision": 0.8551721930610677, "eval_recall": 0.8363338788870704, "eval_runtime": 5.0768, "eval_samples_per_second": 78.593, "eval_steps_per_second": 9.849, "step": 2318 }, { "epoch": 20.0, "grad_norm": 8.532156944274902, "learning_rate": 0.0, "loss": 0.2637, "step": 2440 }, { "epoch": 20.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8395012067578439, "eval_loss": 0.3147731125354767, "eval_precision": 0.8473584308763049, "eval_recall": 0.8327877795962902, "eval_runtime": 5.0596, "eval_samples_per_second": 78.86, "eval_steps_per_second": 9.882, "step": 2440 }, { "epoch": 20.0, "step": 2440, "total_flos": 7609911792720000.0, "train_loss": 0.33715896919125415, "train_runtime": 1953.2127, "train_samples_per_second": 37.251, "train_steps_per_second": 1.249 } ], "logging_steps": 500, "max_steps": 2440, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 7609911792720000.0, "train_batch_size": 30, "trial_name": null, "trial_params": null }