{ "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": 5.332692623138428, "learning_rate": 4.75e-05, "loss": 0.5551, "step": 122 }, { "epoch": 1.0, "eval_accuracy": 0.7167919799498746, "eval_f1": 0.6337397746565828, "eval_loss": 0.49750953912734985, "eval_precision": 0.6484917150545249, "eval_recall": 0.6271140207310419, "eval_runtime": 1.7156, "eval_samples_per_second": 232.578, "eval_steps_per_second": 29.145, "step": 122 }, { "epoch": 2.0, "grad_norm": 4.58549690246582, "learning_rate": 4.5e-05, "loss": 0.4753, "step": 244 }, { "epoch": 2.0, "eval_accuracy": 0.7418546365914787, "eval_f1": 0.7171128258430446, "eval_loss": 0.468201607465744, "eval_precision": 0.7117669953295278, "eval_recall": 0.747363156937625, "eval_runtime": 1.7118, "eval_samples_per_second": 233.092, "eval_steps_per_second": 29.21, "step": 244 }, { "epoch": 3.0, "grad_norm": 3.9045073986053467, "learning_rate": 4.25e-05, "loss": 0.412, "step": 366 }, { "epoch": 3.0, "eval_accuracy": 0.8270676691729323, "eval_f1": 0.7803582113367107, "eval_loss": 0.38815850019454956, "eval_precision": 0.7993592785951591, "eval_recall": 0.7676395708310602, "eval_runtime": 1.7097, "eval_samples_per_second": 233.375, "eval_steps_per_second": 29.245, "step": 366 }, { "epoch": 4.0, "grad_norm": 4.453057289123535, "learning_rate": 4e-05, "loss": 0.3498, "step": 488 }, { "epoch": 4.0, "eval_accuracy": 0.8421052631578947, "eval_f1": 0.8090546545634092, "eval_loss": 0.3690779209136963, "eval_precision": 0.8098422078713293, "eval_recall": 0.808283324240771, "eval_runtime": 1.7281, "eval_samples_per_second": 230.885, "eval_steps_per_second": 28.933, "step": 488 }, { "epoch": 5.0, "grad_norm": 4.748023986816406, "learning_rate": 3.7500000000000003e-05, "loss": 0.3361, "step": 610 }, { "epoch": 5.0, "eval_accuracy": 0.8145363408521303, "eval_f1": 0.7897487752079297, "eval_loss": 0.3794577121734619, "eval_precision": 0.7788623404833017, "eval_recall": 0.8112838697945082, "eval_runtime": 1.7098, "eval_samples_per_second": 233.358, "eval_steps_per_second": 29.243, "step": 610 }, { "epoch": 6.0, "grad_norm": 2.2061963081359863, "learning_rate": 3.5e-05, "loss": 0.3081, "step": 732 }, { "epoch": 6.0, "eval_accuracy": 0.7969924812030075, "eval_f1": 0.7760554889583348, "eval_loss": 0.4142220616340637, "eval_precision": 0.7665010460251046, "eval_recall": 0.8088743407892345, "eval_runtime": 1.7108, "eval_samples_per_second": 233.229, "eval_steps_per_second": 29.227, "step": 732 }, { "epoch": 7.0, "grad_norm": 1.4639934301376343, "learning_rate": 3.2500000000000004e-05, "loss": 0.2918, "step": 854 }, { "epoch": 7.0, "eval_accuracy": 0.8471177944862155, "eval_f1": 0.8234833375639119, "eval_loss": 0.3555023968219757, "eval_precision": 0.8130172220979647, "eval_recall": 0.8393344244408074, "eval_runtime": 1.7094, "eval_samples_per_second": 233.421, "eval_steps_per_second": 29.251, "step": 854 }, { "epoch": 8.0, "grad_norm": 5.498388767242432, "learning_rate": 3e-05, "loss": 0.2739, "step": 976 }, { "epoch": 8.0, "eval_accuracy": 0.8646616541353384, "eval_f1": 0.8315033783783784, "eval_loss": 0.33167070150375366, "eval_precision": 0.8438775510204082, "eval_recall": 0.8217403164211674, "eval_runtime": 1.7093, "eval_samples_per_second": 233.426, "eval_steps_per_second": 29.251, "step": 976 }, { "epoch": 9.0, "grad_norm": 10.206114768981934, "learning_rate": 2.7500000000000004e-05, "loss": 0.2586, "step": 1098 }, { "epoch": 9.0, "eval_accuracy": 0.8571428571428571, "eval_f1": 0.8336296003686878, "eval_loss": 0.35962939262390137, "eval_precision": 0.8243105209397344, "eval_recall": 0.8464266230223677, "eval_runtime": 1.7093, "eval_samples_per_second": 233.426, "eval_steps_per_second": 29.251, "step": 1098 }, { "epoch": 10.0, "grad_norm": 4.042139530181885, "learning_rate": 2.5e-05, "loss": 0.2509, "step": 1220 }, { "epoch": 10.0, "eval_accuracy": 0.8621553884711779, "eval_f1": 0.8349466368826011, "eval_loss": 0.329887330532074, "eval_precision": 0.8325716845878136, "eval_recall": 0.8374704491725768, "eval_runtime": 1.7094, "eval_samples_per_second": 233.418, "eval_steps_per_second": 29.25, "step": 1220 }, { "epoch": 11.0, "grad_norm": 8.531843185424805, "learning_rate": 2.25e-05, "loss": 0.2468, "step": 1342 }, { "epoch": 11.0, "eval_accuracy": 0.8671679197994987, "eval_f1": 0.8401647707947546, "eval_loss": 0.32244208455085754, "eval_precision": 0.8393298751432535, "eval_recall": 0.8410165484633569, "eval_runtime": 1.7111, "eval_samples_per_second": 233.186, "eval_steps_per_second": 29.221, "step": 1342 }, { "epoch": 12.0, "grad_norm": 8.214770317077637, "learning_rate": 2e-05, "loss": 0.2372, "step": 1464 }, { "epoch": 12.0, "eval_accuracy": 0.8571428571428571, "eval_f1": 0.8313646980313647, "eval_loss": 0.32940539717674255, "eval_precision": 0.825091575091575, "eval_recall": 0.8389252591380251, "eval_runtime": 1.7104, "eval_samples_per_second": 233.277, "eval_steps_per_second": 29.233, "step": 1464 }, { "epoch": 13.0, "grad_norm": 3.748082160949707, "learning_rate": 1.75e-05, "loss": 0.2305, "step": 1586 }, { "epoch": 13.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8411818738518064, "eval_loss": 0.31342318654060364, "eval_precision": 0.8448542607834644, "eval_recall": 0.8377886888525186, "eval_runtime": 1.7084, "eval_samples_per_second": 233.547, "eval_steps_per_second": 29.267, "step": 1586 }, { "epoch": 14.0, "grad_norm": 14.465522766113281, "learning_rate": 1.5e-05, "loss": 0.2249, "step": 1708 }, { "epoch": 14.0, "eval_accuracy": 0.8696741854636592, "eval_f1": 0.8457993935430168, "eval_loss": 0.32253342866897583, "eval_precision": 0.8398540145985401, "eval_recall": 0.8527914166212038, "eval_runtime": 1.7086, "eval_samples_per_second": 233.518, "eval_steps_per_second": 29.263, "step": 1708 }, { "epoch": 15.0, "grad_norm": 1.3240478038787842, "learning_rate": 1.25e-05, "loss": 0.2193, "step": 1830 }, { "epoch": 15.0, "eval_accuracy": 0.87468671679198, "eval_f1": 0.8503151260504201, "eval_loss": 0.3187616467475891, "eval_precision": 0.8470628455912955, "eval_recall": 0.8538370612838698, "eval_runtime": 1.7079, "eval_samples_per_second": 233.622, "eval_steps_per_second": 29.276, "step": 1830 }, { "epoch": 16.0, "grad_norm": 5.576813697814941, "learning_rate": 1e-05, "loss": 0.2061, "step": 1952 }, { "epoch": 16.0, "eval_accuracy": 0.8521303258145363, "eval_f1": 0.8277920424868874, "eval_loss": 0.3392154574394226, "eval_precision": 0.8186499829758257, "eval_recall": 0.8403800691034733, "eval_runtime": 1.7081, "eval_samples_per_second": 233.595, "eval_steps_per_second": 29.273, "step": 1952 }, { "epoch": 17.0, "grad_norm": 9.40192985534668, "learning_rate": 7.5e-06, "loss": 0.21, "step": 2074 }, { "epoch": 17.0, "eval_accuracy": 0.8796992481203008, "eval_f1": 0.8541488972828073, "eval_loss": 0.31219902634620667, "eval_precision": 0.8559859154929578, "eval_recall": 0.8523822513184216, "eval_runtime": 1.7119, "eval_samples_per_second": 233.08, "eval_steps_per_second": 29.208, "step": 2074 }, { "epoch": 18.0, "grad_norm": 7.254611492156982, "learning_rate": 5e-06, "loss": 0.2112, "step": 2196 }, { "epoch": 18.0, "eval_accuracy": 0.8546365914786967, "eval_f1": 0.8303372434017595, "eval_loss": 0.3332211673259735, "eval_precision": 0.8215506437279252, "eval_recall": 0.8421531187488634, "eval_runtime": 1.7073, "eval_samples_per_second": 233.698, "eval_steps_per_second": 29.285, "step": 2196 }, { "epoch": 19.0, "grad_norm": 4.143869876861572, "learning_rate": 2.5e-06, "loss": 0.2002, "step": 2318 }, { "epoch": 19.0, "eval_accuracy": 0.8771929824561403, "eval_f1": 0.8514869535493182, "eval_loss": 0.3120571970939636, "eval_precision": 0.8523821128305106, "eval_recall": 0.8506092016730314, "eval_runtime": 1.7097, "eval_samples_per_second": 233.375, "eval_steps_per_second": 29.245, "step": 2318 }, { "epoch": 20.0, "grad_norm": 7.309845924377441, "learning_rate": 0.0, "loss": 0.2041, "step": 2440 }, { "epoch": 20.0, "eval_accuracy": 0.87468671679198, "eval_f1": 0.8495838108450449, "eval_loss": 0.3129415214061737, "eval_precision": 0.8478991596638655, "eval_recall": 0.8513366066557555, "eval_runtime": 1.7073, "eval_samples_per_second": 233.696, "eval_steps_per_second": 29.285, "step": 2440 }, { "epoch": 20.0, "step": 2440, "total_flos": 7662265464912000.0, "train_loss": 0.28510660187142794, "train_runtime": 615.9137, "train_samples_per_second": 118.133, "train_steps_per_second": 3.962 } ], "logging_steps": 500, "max_steps": 2440, "num_input_tokens_seen": 0, "num_train_epochs": 20, "save_steps": 500, "total_flos": 7662265464912000.0, "train_batch_size": 30, "trial_name": null, "trial_params": null }