{ "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": 4.245405197143555, "learning_rate": 4.75e-05, "loss": 0.5417, "step": 122 }, { "epoch": 1.0, "eval_accuracy": 0.7368421052631579, "eval_f1": 0.6531440162271805, "eval_loss": 0.4691583514213562, "eval_precision": 0.6762575228471654, "eval_recall": 0.6437988725222767, "eval_runtime": 5.2679, "eval_samples_per_second": 75.742, "eval_steps_per_second": 9.491, "step": 122 }, { "epoch": 2.0, "grad_norm": 3.8213655948638916, "learning_rate": 4.5e-05, "loss": 0.4301, "step": 244 }, { "epoch": 2.0, "eval_accuracy": 0.7769423558897243, "eval_f1": 0.7593078346448687, "eval_loss": 0.4378258287906647, "eval_precision": 0.7546743295019157, "eval_recall": 0.8021913075104565, "eval_runtime": 5.0861, "eval_samples_per_second": 78.449, "eval_steps_per_second": 9.831, "step": 244 }, { "epoch": 3.0, "grad_norm": 3.3787574768066406, "learning_rate": 4.25e-05, "loss": 0.3347, "step": 366 }, { "epoch": 3.0, "eval_accuracy": 0.8446115288220551, "eval_f1": 0.8086360542112754, "eval_loss": 0.34514203667640686, "eval_precision": 0.8158019614046188, "eval_recall": 0.8025550100018185, "eval_runtime": 5.1159, "eval_samples_per_second": 77.992, "eval_steps_per_second": 9.773, "step": 366 }, { "epoch": 4.0, "grad_norm": 1.8603061437606812, "learning_rate": 4e-05, "loss": 0.2954, "step": 488 }, { "epoch": 4.0, "eval_accuracy": 0.8646616541353384, "eval_f1": 0.8359175094431583, "eval_loss": 0.33369535207748413, "eval_precision": 0.8376607470912432, "eval_recall": 0.8342425895617385, "eval_runtime": 5.1268, "eval_samples_per_second": 77.826, "eval_steps_per_second": 9.753, "step": 488 }, { "epoch": 5.0, "grad_norm": 2.168339967727661, "learning_rate": 3.7500000000000003e-05, "loss": 0.2632, "step": 610 }, { "epoch": 5.0, "eval_accuracy": 0.8571428571428571, "eval_f1": 0.8321363988633428, "eval_loss": 0.33563923835754395, "eval_precision": 0.8247520756457565, "eval_recall": 0.8414257137661394, "eval_runtime": 5.117, "eval_samples_per_second": 77.976, "eval_steps_per_second": 9.771, "step": 610 }, { "epoch": 6.0, "grad_norm": 1.1380066871643066, "learning_rate": 3.5e-05, "loss": 0.2492, "step": 732 }, { "epoch": 6.0, "eval_accuracy": 0.8446115288220551, "eval_f1": 0.8231484129253646, "eval_loss": 0.32611119747161865, "eval_precision": 0.8109975961538461, "eval_recall": 0.84506273867976, "eval_runtime": 5.0938, "eval_samples_per_second": 78.331, "eval_steps_per_second": 9.816, "step": 732 }, { "epoch": 7.0, "grad_norm": 0.41156822443008423, "learning_rate": 3.2500000000000004e-05, "loss": 0.227, "step": 854 }, { "epoch": 7.0, "eval_accuracy": 0.8796992481203008, "eval_f1": 0.8602043795620438, "eval_loss": 0.2977831959724426, "eval_precision": 0.849624060150376, "eval_recall": 0.8748863429714493, "eval_runtime": 5.1152, "eval_samples_per_second": 78.003, "eval_steps_per_second": 9.775, "step": 854 }, { "epoch": 8.0, "grad_norm": 1.2771873474121094, "learning_rate": 3e-05, "loss": 0.2189, "step": 976 }, { "epoch": 8.0, "eval_accuracy": 0.8947368421052632, "eval_f1": 0.8703663593044124, "eval_loss": 0.2742370069026947, "eval_precision": 0.8789149003479912, "eval_recall": 0.8630205491907619, "eval_runtime": 5.0805, "eval_samples_per_second": 78.536, "eval_steps_per_second": 9.842, "step": 976 }, { "epoch": 9.0, "grad_norm": 7.185235023498535, "learning_rate": 2.7500000000000004e-05, "loss": 0.2068, "step": 1098 }, { "epoch": 9.0, "eval_accuracy": 0.8922305764411027, "eval_f1": 0.8715803025426456, "eval_loss": 0.28745463490486145, "eval_precision": 0.8673433153814287, "eval_recall": 0.8762502273140571, "eval_runtime": 5.257, "eval_samples_per_second": 75.898, "eval_steps_per_second": 9.511, "step": 1098 }, { "epoch": 10.0, "grad_norm": 6.480859756469727, "learning_rate": 2.5e-05, "loss": 0.1935, "step": 1220 }, { "epoch": 10.0, "eval_accuracy": 0.9072681704260651, "eval_f1": 0.8872855539522206, "eval_loss": 0.2693336009979248, "eval_precision": 0.8903508771929824, "eval_recall": 0.8843880705582834, "eval_runtime": 5.0952, "eval_samples_per_second": 78.309, "eval_steps_per_second": 9.813, "step": 1220 }, { "epoch": 11.0, "grad_norm": 1.1324069499969482, "learning_rate": 2.25e-05, "loss": 0.1729, "step": 1342 }, { "epoch": 11.0, "eval_accuracy": 0.9072681704260651, "eval_f1": 0.8900228699985846, "eval_loss": 0.27149420976638794, "eval_precision": 0.8840175953079179, "eval_recall": 0.8968903436988543, "eval_runtime": 5.1005, "eval_samples_per_second": 78.228, "eval_steps_per_second": 9.803, "step": 1342 }, { "epoch": 12.0, "grad_norm": 1.9420219659805298, "learning_rate": 2e-05, "loss": 0.1639, "step": 1464 }, { "epoch": 12.0, "eval_accuracy": 0.899749373433584, "eval_f1": 0.882467302933899, "eval_loss": 0.2754858136177063, "eval_precision": 0.8732988802756245, "eval_recall": 0.8940716493907983, "eval_runtime": 5.1018, "eval_samples_per_second": 78.208, "eval_steps_per_second": 9.801, "step": 1464 }, { "epoch": 13.0, "grad_norm": 3.3185982704162598, "learning_rate": 1.75e-05, "loss": 0.1564, "step": 1586 }, { "epoch": 13.0, "eval_accuracy": 0.9022556390977443, "eval_f1": 0.8817957385392532, "eval_loss": 0.2662343382835388, "eval_precision": 0.8827677592299257, "eval_recall": 0.8808419712675032, "eval_runtime": 5.116, "eval_samples_per_second": 77.991, "eval_steps_per_second": 9.773, "step": 1586 }, { "epoch": 14.0, "grad_norm": 6.053642272949219, "learning_rate": 1.5e-05, "loss": 0.1495, "step": 1708 }, { "epoch": 14.0, "eval_accuracy": 0.899749373433584, "eval_f1": 0.8835036496350365, "eval_loss": 0.29733341932296753, "eval_precision": 0.8721804511278195, "eval_recall": 0.8990725586470267, "eval_runtime": 5.3105, "eval_samples_per_second": 75.134, "eval_steps_per_second": 9.415, "step": 1708 }, { "epoch": 15.0, "grad_norm": 0.5649229884147644, "learning_rate": 1.25e-05, "loss": 0.1487, "step": 1830 }, { "epoch": 15.0, "eval_accuracy": 0.9097744360902256, "eval_f1": 0.8932457339913193, "eval_loss": 0.27316734194755554, "eval_precision": 0.8864525547445254, "eval_recall": 0.9011638479723586, "eval_runtime": 5.0557, "eval_samples_per_second": 78.921, "eval_steps_per_second": 9.89, "step": 1830 }, { "epoch": 16.0, "grad_norm": 1.219386100769043, "learning_rate": 1e-05, "loss": 0.141, "step": 1952 }, { "epoch": 16.0, "eval_accuracy": 0.9047619047619048, "eval_f1": 0.8888416422287391, "eval_loss": 0.2841818034648895, "eval_precision": 0.8783752990771334, "eval_recall": 0.9026186579378068, "eval_runtime": 5.1317, "eval_samples_per_second": 77.752, "eval_steps_per_second": 9.743, "step": 1952 }, { "epoch": 17.0, "grad_norm": 3.3799021244049072, "learning_rate": 7.5e-06, "loss": 0.1276, "step": 2074 }, { "epoch": 17.0, "eval_accuracy": 0.9047619047619048, "eval_f1": 0.8878351186601172, "eval_loss": 0.2794151306152344, "eval_precision": 0.879776516905975, "eval_recall": 0.8976177486815784, "eval_runtime": 5.1403, "eval_samples_per_second": 77.623, "eval_steps_per_second": 9.727, "step": 2074 }, { "epoch": 18.0, "grad_norm": 4.4008965492248535, "learning_rate": 5e-06, "loss": 0.1383, "step": 2196 }, { "epoch": 18.0, "eval_accuracy": 0.9072681704260651, "eval_f1": 0.8910359080340997, "eval_loss": 0.2787146270275116, "eval_precision": 0.8822647601476015, "eval_recall": 0.9018912529550827, "eval_runtime": 5.1249, "eval_samples_per_second": 77.855, "eval_steps_per_second": 9.756, "step": 2196 }, { "epoch": 19.0, "grad_norm": 3.290771245956421, "learning_rate": 2.5e-06, "loss": 0.1371, "step": 2318 }, { "epoch": 19.0, "eval_accuracy": 0.9022556390977443, "eval_f1": 0.8856624319419237, "eval_loss": 0.2780250012874603, "eval_precision": 0.8758364312267658, "eval_recall": 0.8983451536643026, "eval_runtime": 5.1132, "eval_samples_per_second": 78.033, "eval_steps_per_second": 9.779, "step": 2318 }, { "epoch": 20.0, "grad_norm": 2.2898199558258057, "learning_rate": 0.0, "loss": 0.1248, "step": 2440 }, { "epoch": 20.0, "eval_accuracy": 0.9022556390977443, "eval_f1": 0.8856624319419237, "eval_loss": 0.2808963358402252, "eval_precision": 0.8758364312267658, "eval_recall": 0.8983451536643026, "eval_runtime": 5.079, "eval_samples_per_second": 78.559, "eval_steps_per_second": 9.845, "step": 2440 }, { "epoch": 20.0, "step": 2440, "total_flos": 8444128359504000.0, "train_loss": 0.22104478507745462, "train_runtime": 1939.3334, "train_samples_per_second": 37.518, "train_steps_per_second": 1.258 } ], "logging_steps": 500, "max_steps": 2440, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 8444128359504000.0, "train_batch_size": 30, "trial_name": null, "trial_params": null }