|
{ |
|
"best_metric": 0.11372088640928268, |
|
"best_model_checkpoint": "/home/projects/Project - Fundus Photo Glaucoma Detection (AI)//model_results/vit-base-gpu/checkpoint-200", |
|
"epoch": 5.0, |
|
"eval_steps": 100, |
|
"global_step": 285, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.17543859649122806, |
|
"grad_norm": 1.413887858390808, |
|
"learning_rate": 9.649122807017545e-06, |
|
"loss": 0.5957, |
|
"step": 10 |
|
}, |
|
{ |
|
"epoch": 0.3508771929824561, |
|
"grad_norm": 1.6277168989181519, |
|
"learning_rate": 9.298245614035088e-06, |
|
"loss": 0.4704, |
|
"step": 20 |
|
}, |
|
{ |
|
"epoch": 0.5263157894736842, |
|
"grad_norm": 1.2440308332443237, |
|
"learning_rate": 8.947368421052632e-06, |
|
"loss": 0.3788, |
|
"step": 30 |
|
}, |
|
{ |
|
"epoch": 0.7017543859649122, |
|
"grad_norm": 1.265623927116394, |
|
"learning_rate": 8.596491228070176e-06, |
|
"loss": 0.297, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 0.8771929824561403, |
|
"grad_norm": 1.7784199714660645, |
|
"learning_rate": 8.24561403508772e-06, |
|
"loss": 0.2626, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 1.0526315789473684, |
|
"grad_norm": 0.7343814373016357, |
|
"learning_rate": 7.894736842105265e-06, |
|
"loss": 0.1858, |
|
"step": 60 |
|
}, |
|
{ |
|
"epoch": 1.2280701754385965, |
|
"grad_norm": 0.6488423347473145, |
|
"learning_rate": 7.5438596491228074e-06, |
|
"loss": 0.171, |
|
"step": 70 |
|
}, |
|
{ |
|
"epoch": 1.4035087719298245, |
|
"grad_norm": 0.618161141872406, |
|
"learning_rate": 7.192982456140352e-06, |
|
"loss": 0.1463, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 1.5789473684210527, |
|
"grad_norm": 0.5458269119262695, |
|
"learning_rate": 6.842105263157896e-06, |
|
"loss": 0.118, |
|
"step": 90 |
|
}, |
|
{ |
|
"epoch": 1.7543859649122808, |
|
"grad_norm": 2.0569353103637695, |
|
"learning_rate": 6.491228070175439e-06, |
|
"loss": 0.1251, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.7543859649122808, |
|
"eval_accuracy": 0.9691629955947136, |
|
"eval_confusion_matrix": [ |
|
[ |
|
59, |
|
7 |
|
], |
|
[ |
|
0, |
|
161 |
|
] |
|
], |
|
"eval_loss": 0.15127457678318024, |
|
"eval_runtime": 25.5355, |
|
"eval_samples_per_second": 8.89, |
|
"eval_steps_per_second": 0.313, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.9298245614035088, |
|
"grad_norm": 3.166415214538574, |
|
"learning_rate": 6.140350877192983e-06, |
|
"loss": 0.1271, |
|
"step": 110 |
|
}, |
|
{ |
|
"epoch": 2.1052631578947367, |
|
"grad_norm": 0.40827080607414246, |
|
"learning_rate": 5.789473684210527e-06, |
|
"loss": 0.0974, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 2.280701754385965, |
|
"grad_norm": 0.3573634922504425, |
|
"learning_rate": 5.438596491228071e-06, |
|
"loss": 0.1152, |
|
"step": 130 |
|
}, |
|
{ |
|
"epoch": 2.456140350877193, |
|
"grad_norm": 0.5010245442390442, |
|
"learning_rate": 5.087719298245615e-06, |
|
"loss": 0.081, |
|
"step": 140 |
|
}, |
|
{ |
|
"epoch": 2.6315789473684212, |
|
"grad_norm": 0.32326406240463257, |
|
"learning_rate": 4.736842105263158e-06, |
|
"loss": 0.0933, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 2.807017543859649, |
|
"grad_norm": 0.37870192527770996, |
|
"learning_rate": 4.385964912280702e-06, |
|
"loss": 0.0837, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 2.982456140350877, |
|
"grad_norm": 1.8692576885223389, |
|
"learning_rate": 4.035087719298246e-06, |
|
"loss": 0.0851, |
|
"step": 170 |
|
}, |
|
{ |
|
"epoch": 3.1578947368421053, |
|
"grad_norm": 0.3218236565589905, |
|
"learning_rate": 3.6842105263157896e-06, |
|
"loss": 0.0895, |
|
"step": 180 |
|
}, |
|
{ |
|
"epoch": 3.3333333333333335, |
|
"grad_norm": 0.284637987613678, |
|
"learning_rate": 3.3333333333333333e-06, |
|
"loss": 0.0812, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 3.5087719298245617, |
|
"grad_norm": 0.4369310438632965, |
|
"learning_rate": 2.9824561403508774e-06, |
|
"loss": 0.0895, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 3.5087719298245617, |
|
"eval_accuracy": 0.9691629955947136, |
|
"eval_confusion_matrix": [ |
|
[ |
|
60, |
|
6 |
|
], |
|
[ |
|
1, |
|
160 |
|
] |
|
], |
|
"eval_loss": 0.11372088640928268, |
|
"eval_runtime": 24.651, |
|
"eval_samples_per_second": 9.209, |
|
"eval_steps_per_second": 0.325, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 3.6842105263157894, |
|
"grad_norm": 0.2749626934528351, |
|
"learning_rate": 2.631578947368421e-06, |
|
"loss": 0.1034, |
|
"step": 210 |
|
}, |
|
{ |
|
"epoch": 3.8596491228070176, |
|
"grad_norm": 0.5386877059936523, |
|
"learning_rate": 2.280701754385965e-06, |
|
"loss": 0.0667, |
|
"step": 220 |
|
}, |
|
{ |
|
"epoch": 4.035087719298246, |
|
"grad_norm": 0.9905394315719604, |
|
"learning_rate": 1.929824561403509e-06, |
|
"loss": 0.1091, |
|
"step": 230 |
|
}, |
|
{ |
|
"epoch": 4.2105263157894735, |
|
"grad_norm": 0.4203732907772064, |
|
"learning_rate": 1.5789473684210526e-06, |
|
"loss": 0.0749, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 4.385964912280702, |
|
"grad_norm": 0.2867703139781952, |
|
"learning_rate": 1.2280701754385965e-06, |
|
"loss": 0.0563, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 4.56140350877193, |
|
"grad_norm": 0.2705151438713074, |
|
"learning_rate": 8.771929824561404e-07, |
|
"loss": 0.0546, |
|
"step": 260 |
|
}, |
|
{ |
|
"epoch": 4.7368421052631575, |
|
"grad_norm": 0.2694481611251831, |
|
"learning_rate": 5.263157894736843e-07, |
|
"loss": 0.0432, |
|
"step": 270 |
|
}, |
|
{ |
|
"epoch": 4.912280701754386, |
|
"grad_norm": 0.3901878893375397, |
|
"learning_rate": 1.7543859649122808e-07, |
|
"loss": 0.096, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"step": 285, |
|
"total_flos": 7.020774259082035e+17, |
|
"train_loss": 0.15243147653445863, |
|
"train_runtime": 2870.7573, |
|
"train_samples_per_second": 3.177, |
|
"train_steps_per_second": 0.099 |
|
} |
|
], |
|
"logging_steps": 10, |
|
"max_steps": 285, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 5, |
|
"save_steps": 100, |
|
"stateful_callbacks": { |
|
"TrainerControl": { |
|
"args": { |
|
"should_epoch_stop": false, |
|
"should_evaluate": false, |
|
"should_log": false, |
|
"should_save": true, |
|
"should_training_stop": true |
|
}, |
|
"attributes": {} |
|
} |
|
}, |
|
"total_flos": 7.020774259082035e+17, |
|
"train_batch_size": 32, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|