| { |
| "best_global_step": 630, |
| "best_metric": 0.9989594172736732, |
| "best_model_checkpoint": "/content/pubmedbert_telemedicine_model/checkpoint-630", |
| "epoch": 4.0, |
| "eval_steps": 500, |
| "global_step": 840, |
| "is_hyper_param_search": false, |
| "is_local_process_zero": true, |
| "is_world_process_zero": true, |
| "log_history": [ |
| { |
| "epoch": 0.23809523809523808, |
| "grad_norm": 6.141483783721924, |
| "learning_rate": 1.9600000000000003e-06, |
| "loss": 0.6913, |
| "step": 50 |
| }, |
| { |
| "epoch": 0.47619047619047616, |
| "grad_norm": 5.5242719650268555, |
| "learning_rate": 3.96e-06, |
| "loss": 0.4234, |
| "step": 100 |
| }, |
| { |
| "epoch": 0.7142857142857143, |
| "grad_norm": 7.910869598388672, |
| "learning_rate": 5.9600000000000005e-06, |
| "loss": 0.1772, |
| "step": 150 |
| }, |
| { |
| "epoch": 0.9523809523809523, |
| "grad_norm": 0.15211565792560577, |
| "learning_rate": 7.960000000000002e-06, |
| "loss": 0.0432, |
| "step": 200 |
| }, |
| { |
| "epoch": 1.0, |
| "eval_accuracy": 0.9937565036420395, |
| "eval_f1": 0.9937563684276723, |
| "eval_loss": 0.030338821932673454, |
| "eval_precision": 0.993790669877271, |
| "eval_recall": 0.9937565036420395, |
| "eval_runtime": 1.735, |
| "eval_samples_per_second": 553.887, |
| "eval_steps_per_second": 35.158, |
| "step": 210 |
| }, |
| { |
| "epoch": 1.1904761904761905, |
| "grad_norm": 0.12918557226657867, |
| "learning_rate": 9.960000000000001e-06, |
| "loss": 0.0145, |
| "step": 250 |
| }, |
| { |
| "epoch": 1.4285714285714286, |
| "grad_norm": 0.770988941192627, |
| "learning_rate": 1.196e-05, |
| "loss": 0.0192, |
| "step": 300 |
| }, |
| { |
| "epoch": 1.6666666666666665, |
| "grad_norm": 0.2780894637107849, |
| "learning_rate": 1.396e-05, |
| "loss": 0.0134, |
| "step": 350 |
| }, |
| { |
| "epoch": 1.9047619047619047, |
| "grad_norm": 0.010402346029877663, |
| "learning_rate": 1.5960000000000003e-05, |
| "loss": 0.0062, |
| "step": 400 |
| }, |
| { |
| "epoch": 2.0, |
| "eval_accuracy": 0.9968782518210197, |
| "eval_f1": 0.9968782450604551, |
| "eval_loss": 0.013902434147894382, |
| "eval_precision": 0.9968803971851417, |
| "eval_recall": 0.9968782518210197, |
| "eval_runtime": 1.735, |
| "eval_samples_per_second": 553.875, |
| "eval_steps_per_second": 35.158, |
| "step": 420 |
| }, |
| { |
| "epoch": 2.142857142857143, |
| "grad_norm": 0.015549360774457455, |
| "learning_rate": 1.796e-05, |
| "loss": 0.0084, |
| "step": 450 |
| }, |
| { |
| "epoch": 2.380952380952381, |
| "grad_norm": 0.004298510495573282, |
| "learning_rate": 1.9960000000000002e-05, |
| "loss": 0.0005, |
| "step": 500 |
| }, |
| { |
| "epoch": 2.619047619047619, |
| "grad_norm": 0.005786629859358072, |
| "learning_rate": 1.821818181818182e-05, |
| "loss": 0.0081, |
| "step": 550 |
| }, |
| { |
| "epoch": 2.857142857142857, |
| "grad_norm": 0.08662544935941696, |
| "learning_rate": 1.64e-05, |
| "loss": 0.0185, |
| "step": 600 |
| }, |
| { |
| "epoch": 3.0, |
| "eval_accuracy": 0.9989594172736732, |
| "eval_f1": 0.9989594172736732, |
| "eval_loss": 0.008851713500916958, |
| "eval_precision": 0.9989615806473247, |
| "eval_recall": 0.9989594172736732, |
| "eval_runtime": 1.8568, |
| "eval_samples_per_second": 517.545, |
| "eval_steps_per_second": 32.851, |
| "step": 630 |
| }, |
| { |
| "epoch": 3.0952380952380953, |
| "grad_norm": 0.00524973263964057, |
| "learning_rate": 1.4581818181818184e-05, |
| "loss": 0.0004, |
| "step": 650 |
| }, |
| { |
| "epoch": 3.3333333333333335, |
| "grad_norm": 0.0030760241206735373, |
| "learning_rate": 1.2763636363636365e-05, |
| "loss": 0.0004, |
| "step": 700 |
| }, |
| { |
| "epoch": 3.571428571428571, |
| "grad_norm": 0.0022157218772917986, |
| "learning_rate": 1.0945454545454545e-05, |
| "loss": 0.0001, |
| "step": 750 |
| }, |
| { |
| "epoch": 3.8095238095238093, |
| "grad_norm": 0.002487389137968421, |
| "learning_rate": 9.127272727272727e-06, |
| "loss": 0.0001, |
| "step": 800 |
| }, |
| { |
| "epoch": 4.0, |
| "eval_accuracy": 0.9989594172736732, |
| "eval_f1": 0.9989594172736732, |
| "eval_loss": 0.0028450123500078917, |
| "eval_precision": 0.9989615806473247, |
| "eval_recall": 0.9989594172736732, |
| "eval_runtime": 1.8817, |
| "eval_samples_per_second": 510.707, |
| "eval_steps_per_second": 32.417, |
| "step": 840 |
| } |
| ], |
| "logging_steps": 50, |
| "max_steps": 1050, |
| "num_input_tokens_seen": 0, |
| "num_train_epochs": 5, |
| "save_steps": 500, |
| "stateful_callbacks": { |
| "EarlyStoppingCallback": { |
| "args": { |
| "early_stopping_patience": 1, |
| "early_stopping_threshold": 0.0 |
| }, |
| "attributes": { |
| "early_stopping_patience_counter": 1 |
| } |
| }, |
| "TrainerControl": { |
| "args": { |
| "should_epoch_stop": false, |
| "should_evaluate": false, |
| "should_log": false, |
| "should_save": true, |
| "should_training_stop": true |
| }, |
| "attributes": {} |
| } |
| }, |
| "total_flos": 220947508738560.0, |
| "train_batch_size": 16, |
| "trial_name": null, |
| "trial_params": null |
| } |
|
|