{ "best_metric": 0.9890023566378633, "best_model_checkpoint": "finalProject/checkpoint-270", "epoch": 10.0, "global_step": 300, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.33, "learning_rate": 3.3333333333333335e-05, "loss": 1.3112, "step": 10 }, { "epoch": 0.67, "learning_rate": 6.666666666666667e-05, "loss": 0.6741, "step": 20 }, { "epoch": 1.0, "learning_rate": 0.0001, "loss": 0.3384, "step": 30 }, { "epoch": 1.0, "eval_accuracy": 0.9143754909662215, "eval_f1_score": 0.9163479841895803, "eval_loss": 0.23873452842235565, "eval_precision": 0.9196515143456228, "eval_runtime": 169.6465, "eval_samples_per_second": 15.008, "eval_sensitivity": 0.9146235660281107, "eval_specificity": 0.9780923146558466, "eval_steps_per_second": 0.236, "step": 30 }, { "epoch": 1.33, "learning_rate": 9.62962962962963e-05, "loss": 0.2174, "step": 40 }, { "epoch": 1.67, "learning_rate": 9.25925925925926e-05, "loss": 0.1765, "step": 50 }, { "epoch": 2.0, "learning_rate": 8.888888888888889e-05, "loss": 0.1608, "step": 60 }, { "epoch": 2.0, "eval_accuracy": 0.9465828750981933, "eval_f1_score": 0.9476010422638872, "eval_loss": 0.16349805891513824, "eval_precision": 0.9484564328540277, "eval_runtime": 174.3047, "eval_samples_per_second": 14.607, "eval_sensitivity": 0.947446907765866, "eval_specificity": 0.986469119173689, "eval_steps_per_second": 0.229, "step": 60 }, { "epoch": 2.33, "learning_rate": 8.518518518518518e-05, "loss": 0.1006, "step": 70 }, { "epoch": 2.67, "learning_rate": 8.148148148148148e-05, "loss": 0.1039, "step": 80 }, { "epoch": 3.0, "learning_rate": 7.777777777777778e-05, "loss": 0.0953, "step": 90 }, { "epoch": 3.0, "eval_accuracy": 0.9697564807541241, "eval_f1_score": 0.9702895103028133, "eval_loss": 0.09146171808242798, "eval_precision": 0.9706239633752509, "eval_runtime": 174.9345, "eval_samples_per_second": 14.554, "eval_sensitivity": 0.9706195571306373, "eval_specificity": 0.9923940549463361, "eval_steps_per_second": 0.229, "step": 90 }, { "epoch": 3.33, "learning_rate": 7.407407407407407e-05, "loss": 0.0575, "step": 100 }, { "epoch": 3.67, "learning_rate": 7.037037037037038e-05, "loss": 0.0646, "step": 110 }, { "epoch": 4.0, "learning_rate": 6.666666666666667e-05, "loss": 0.0573, "step": 120 }, { "epoch": 4.0, "eval_accuracy": 0.9607227022780833, "eval_f1_score": 0.961737628945878, "eval_loss": 0.11249902099370956, "eval_precision": 0.9634002942489603, "eval_runtime": 174.353, "eval_samples_per_second": 14.603, "eval_sensitivity": 0.962087628091487, "eval_specificity": 0.9901301133433245, "eval_steps_per_second": 0.229, "step": 120 }, { "epoch": 4.33, "learning_rate": 6.296296296296296e-05, "loss": 0.0444, "step": 130 }, { "epoch": 4.67, "learning_rate": 5.925925925925926e-05, "loss": 0.038, "step": 140 }, { "epoch": 5.0, "learning_rate": 5.555555555555556e-05, "loss": 0.0335, "step": 150 }, { "epoch": 5.0, "eval_accuracy": 0.9827179890023566, "eval_f1_score": 0.9830979182543695, "eval_loss": 0.05359521508216858, "eval_precision": 0.9837394543276896, "eval_runtime": 177.7345, "eval_samples_per_second": 14.325, "eval_sensitivity": 0.9826194561417916, "eval_specificity": 0.9956624203306454, "eval_steps_per_second": 0.225, "step": 150 }, { "epoch": 5.33, "learning_rate": 5.185185185185185e-05, "loss": 0.03, "step": 160 }, { "epoch": 5.67, "learning_rate": 4.814814814814815e-05, "loss": 0.0288, "step": 170 }, { "epoch": 6.0, "learning_rate": 4.4444444444444447e-05, "loss": 0.0185, "step": 180 }, { "epoch": 6.0, "eval_accuracy": 0.9827179890023566, "eval_f1_score": 0.9830165407869904, "eval_loss": 0.054298341274261475, "eval_precision": 0.9836641999516438, "eval_runtime": 174.6458, "eval_samples_per_second": 14.578, "eval_sensitivity": 0.982531934982829, "eval_specificity": 0.9956626426606766, "eval_steps_per_second": 0.229, "step": 180 }, { "epoch": 6.33, "learning_rate": 4.074074074074074e-05, "loss": 0.0195, "step": 190 }, { "epoch": 6.67, "learning_rate": 3.7037037037037037e-05, "loss": 0.0243, "step": 200 }, { "epoch": 7.0, "learning_rate": 3.3333333333333335e-05, "loss": 0.0226, "step": 210 }, { "epoch": 7.0, "eval_accuracy": 0.98586017282011, "eval_f1_score": 0.9860564452647325, "eval_loss": 0.04783537611365318, "eval_precision": 0.9866235023223676, "eval_runtime": 173.1051, "eval_samples_per_second": 14.708, "eval_sensitivity": 0.9856112737545305, "eval_specificity": 0.9964541699537246, "eval_steps_per_second": 0.231, "step": 210 }, { "epoch": 7.33, "learning_rate": 2.962962962962963e-05, "loss": 0.0152, "step": 220 }, { "epoch": 7.67, "learning_rate": 2.5925925925925925e-05, "loss": 0.0144, "step": 230 }, { "epoch": 8.0, "learning_rate": 2.2222222222222223e-05, "loss": 0.0131, "step": 240 }, { "epoch": 8.0, "eval_accuracy": 0.9842890809112333, "eval_f1_score": 0.9846202402489282, "eval_loss": 0.04676336422562599, "eval_precision": 0.9847490680324253, "eval_runtime": 168.3745, "eval_samples_per_second": 15.121, "eval_sensitivity": 0.9845709444874553, "eval_specificity": 0.9960560509519609, "eval_steps_per_second": 0.238, "step": 240 }, { "epoch": 8.33, "learning_rate": 1.8518518518518518e-05, "loss": 0.013, "step": 250 }, { "epoch": 8.67, "learning_rate": 1.4814814814814815e-05, "loss": 0.0064, "step": 260 }, { "epoch": 9.0, "learning_rate": 1.1111111111111112e-05, "loss": 0.0087, "step": 270 }, { "epoch": 9.0, "eval_accuracy": 0.9890023566378633, "eval_f1_score": 0.9892464690962157, "eval_loss": 0.04106396436691284, "eval_precision": 0.9894345375382527, "eval_runtime": 167.0678, "eval_samples_per_second": 15.239, "eval_sensitivity": 0.9891044356825909, "eval_specificity": 0.9972424629484078, "eval_steps_per_second": 0.239, "step": 270 }, { "epoch": 9.33, "learning_rate": 7.4074074074074075e-06, "loss": 0.0062, "step": 280 }, { "epoch": 9.67, "learning_rate": 3.7037037037037037e-06, "loss": 0.0123, "step": 290 }, { "epoch": 10.0, "learning_rate": 0.0, "loss": 0.0043, "step": 300 }, { "epoch": 10.0, "eval_accuracy": 0.9886095836606441, "eval_f1_score": 0.9888168771772841, "eval_loss": 0.03755420818924904, "eval_precision": 0.9890037194336745, "eval_runtime": 166.1033, "eval_samples_per_second": 15.328, "eval_sensitivity": 0.9886508238847711, "eval_specificity": 0.9971433026494437, "eval_steps_per_second": 0.241, "step": 300 }, { "epoch": 10.0, "step": 300, "total_flos": 5.983391481940132e+18, "train_loss": 0.12369513756285111, "train_runtime": 18018.3282, "train_samples_per_second": 4.238, "train_steps_per_second": 0.017 } ], "max_steps": 300, "num_train_epochs": 10, "total_flos": 5.983391481940132e+18, "trial_name": null, "trial_params": null }