|
{
|
|
"best_metric": 0.9751851851851852,
|
|
"best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat\\checkpoint-570",
|
|
"epoch": 3.0,
|
|
"eval_steps": 500,
|
|
"global_step": 570,
|
|
"is_hyper_param_search": false,
|
|
"is_local_process_zero": true,
|
|
"is_world_process_zero": true,
|
|
"log_history": [
|
|
{
|
|
"epoch": 0.05263157894736842,
|
|
"grad_norm": 25.331281661987305,
|
|
"learning_rate": 8.771929824561403e-06,
|
|
"loss": 2.3146,
|
|
"step": 10
|
|
},
|
|
{
|
|
"epoch": 0.10526315789473684,
|
|
"grad_norm": 22.777584075927734,
|
|
"learning_rate": 1.7543859649122806e-05,
|
|
"loss": 2.1316,
|
|
"step": 20
|
|
},
|
|
{
|
|
"epoch": 0.15789473684210525,
|
|
"grad_norm": 35.167728424072266,
|
|
"learning_rate": 2.6315789473684212e-05,
|
|
"loss": 1.7412,
|
|
"step": 30
|
|
},
|
|
{
|
|
"epoch": 0.21052631578947367,
|
|
"grad_norm": 50.544654846191406,
|
|
"learning_rate": 3.508771929824561e-05,
|
|
"loss": 1.1409,
|
|
"step": 40
|
|
},
|
|
{
|
|
"epoch": 0.2631578947368421,
|
|
"grad_norm": 42.26691818237305,
|
|
"learning_rate": 4.3859649122807014e-05,
|
|
"loss": 0.6409,
|
|
"step": 50
|
|
},
|
|
{
|
|
"epoch": 0.3157894736842105,
|
|
"grad_norm": 62.795013427734375,
|
|
"learning_rate": 4.970760233918128e-05,
|
|
"loss": 0.4925,
|
|
"step": 60
|
|
},
|
|
{
|
|
"epoch": 0.3684210526315789,
|
|
"grad_norm": 74.10350799560547,
|
|
"learning_rate": 4.8732943469785574e-05,
|
|
"loss": 0.4294,
|
|
"step": 70
|
|
},
|
|
{
|
|
"epoch": 0.42105263157894735,
|
|
"grad_norm": 57.520381927490234,
|
|
"learning_rate": 4.7758284600389865e-05,
|
|
"loss": 0.3551,
|
|
"step": 80
|
|
},
|
|
{
|
|
"epoch": 0.47368421052631576,
|
|
"grad_norm": 85.2412109375,
|
|
"learning_rate": 4.678362573099415e-05,
|
|
"loss": 0.3986,
|
|
"step": 90
|
|
},
|
|
{
|
|
"epoch": 0.5263157894736842,
|
|
"grad_norm": 39.69451904296875,
|
|
"learning_rate": 4.580896686159844e-05,
|
|
"loss": 0.3416,
|
|
"step": 100
|
|
},
|
|
{
|
|
"epoch": 0.5789473684210527,
|
|
"grad_norm": 50.52515411376953,
|
|
"learning_rate": 4.483430799220273e-05,
|
|
"loss": 0.288,
|
|
"step": 110
|
|
},
|
|
{
|
|
"epoch": 0.631578947368421,
|
|
"grad_norm": 49.90411376953125,
|
|
"learning_rate": 4.3859649122807014e-05,
|
|
"loss": 0.3292,
|
|
"step": 120
|
|
},
|
|
{
|
|
"epoch": 0.6842105263157895,
|
|
"grad_norm": 44.21970748901367,
|
|
"learning_rate": 4.2884990253411305e-05,
|
|
"loss": 0.282,
|
|
"step": 130
|
|
},
|
|
{
|
|
"epoch": 0.7368421052631579,
|
|
"grad_norm": 53.848785400390625,
|
|
"learning_rate": 4.1910331384015596e-05,
|
|
"loss": 0.3295,
|
|
"step": 140
|
|
},
|
|
{
|
|
"epoch": 0.7894736842105263,
|
|
"grad_norm": 52.132633209228516,
|
|
"learning_rate": 4.093567251461988e-05,
|
|
"loss": 0.2575,
|
|
"step": 150
|
|
},
|
|
{
|
|
"epoch": 0.8421052631578947,
|
|
"grad_norm": 61.904090881347656,
|
|
"learning_rate": 3.996101364522417e-05,
|
|
"loss": 0.2749,
|
|
"step": 160
|
|
},
|
|
{
|
|
"epoch": 0.8947368421052632,
|
|
"grad_norm": 45.89011001586914,
|
|
"learning_rate": 3.898635477582846e-05,
|
|
"loss": 0.2857,
|
|
"step": 170
|
|
},
|
|
{
|
|
"epoch": 0.9473684210526315,
|
|
"grad_norm": 55.151885986328125,
|
|
"learning_rate": 3.8011695906432746e-05,
|
|
"loss": 0.2516,
|
|
"step": 180
|
|
},
|
|
{
|
|
"epoch": 1.0,
|
|
"grad_norm": 31.136672973632812,
|
|
"learning_rate": 3.7037037037037037e-05,
|
|
"loss": 0.2641,
|
|
"step": 190
|
|
},
|
|
{
|
|
"epoch": 1.0,
|
|
"eval_accuracy": 0.9648148148148148,
|
|
"eval_loss": 0.11399760097265244,
|
|
"eval_runtime": 10.4627,
|
|
"eval_samples_per_second": 258.06,
|
|
"eval_steps_per_second": 8.124,
|
|
"step": 190
|
|
},
|
|
{
|
|
"epoch": 1.0526315789473684,
|
|
"grad_norm": 29.735261917114258,
|
|
"learning_rate": 3.606237816764133e-05,
|
|
"loss": 0.2183,
|
|
"step": 200
|
|
},
|
|
{
|
|
"epoch": 1.1052631578947367,
|
|
"grad_norm": 45.95719528198242,
|
|
"learning_rate": 3.508771929824561e-05,
|
|
"loss": 0.2101,
|
|
"step": 210
|
|
},
|
|
{
|
|
"epoch": 1.1578947368421053,
|
|
"grad_norm": 19.06963348388672,
|
|
"learning_rate": 3.41130604288499e-05,
|
|
"loss": 0.2348,
|
|
"step": 220
|
|
},
|
|
{
|
|
"epoch": 1.2105263157894737,
|
|
"grad_norm": 46.60264205932617,
|
|
"learning_rate": 3.313840155945419e-05,
|
|
"loss": 0.2256,
|
|
"step": 230
|
|
},
|
|
{
|
|
"epoch": 1.263157894736842,
|
|
"grad_norm": 52.50438690185547,
|
|
"learning_rate": 3.216374269005848e-05,
|
|
"loss": 0.2478,
|
|
"step": 240
|
|
},
|
|
{
|
|
"epoch": 1.3157894736842106,
|
|
"grad_norm": 87.65154266357422,
|
|
"learning_rate": 3.118908382066277e-05,
|
|
"loss": 0.2053,
|
|
"step": 250
|
|
},
|
|
{
|
|
"epoch": 1.368421052631579,
|
|
"grad_norm": 32.65109634399414,
|
|
"learning_rate": 3.0214424951267055e-05,
|
|
"loss": 0.2068,
|
|
"step": 260
|
|
},
|
|
{
|
|
"epoch": 1.4210526315789473,
|
|
"grad_norm": 43.79768371582031,
|
|
"learning_rate": 2.9239766081871346e-05,
|
|
"loss": 0.1919,
|
|
"step": 270
|
|
},
|
|
{
|
|
"epoch": 1.4736842105263157,
|
|
"grad_norm": 46.49777603149414,
|
|
"learning_rate": 2.8265107212475634e-05,
|
|
"loss": 0.199,
|
|
"step": 280
|
|
},
|
|
{
|
|
"epoch": 1.526315789473684,
|
|
"grad_norm": 52.9705810546875,
|
|
"learning_rate": 2.729044834307992e-05,
|
|
"loss": 0.1831,
|
|
"step": 290
|
|
},
|
|
{
|
|
"epoch": 1.5789473684210527,
|
|
"grad_norm": 31.81144905090332,
|
|
"learning_rate": 2.6315789473684212e-05,
|
|
"loss": 0.1882,
|
|
"step": 300
|
|
},
|
|
{
|
|
"epoch": 1.631578947368421,
|
|
"grad_norm": 22.147905349731445,
|
|
"learning_rate": 2.53411306042885e-05,
|
|
"loss": 0.205,
|
|
"step": 310
|
|
},
|
|
{
|
|
"epoch": 1.6842105263157894,
|
|
"grad_norm": 40.582096099853516,
|
|
"learning_rate": 2.4366471734892787e-05,
|
|
"loss": 0.1492,
|
|
"step": 320
|
|
},
|
|
{
|
|
"epoch": 1.736842105263158,
|
|
"grad_norm": 36.78301239013672,
|
|
"learning_rate": 2.3391812865497074e-05,
|
|
"loss": 0.199,
|
|
"step": 330
|
|
},
|
|
{
|
|
"epoch": 1.7894736842105263,
|
|
"grad_norm": 33.54383850097656,
|
|
"learning_rate": 2.2417153996101365e-05,
|
|
"loss": 0.2252,
|
|
"step": 340
|
|
},
|
|
{
|
|
"epoch": 1.8421052631578947,
|
|
"grad_norm": 54.70939254760742,
|
|
"learning_rate": 2.1442495126705653e-05,
|
|
"loss": 0.2071,
|
|
"step": 350
|
|
},
|
|
{
|
|
"epoch": 1.8947368421052633,
|
|
"grad_norm": 47.02043914794922,
|
|
"learning_rate": 2.046783625730994e-05,
|
|
"loss": 0.18,
|
|
"step": 360
|
|
},
|
|
{
|
|
"epoch": 1.9473684210526314,
|
|
"grad_norm": 33.6547737121582,
|
|
"learning_rate": 1.949317738791423e-05,
|
|
"loss": 0.1592,
|
|
"step": 370
|
|
},
|
|
{
|
|
"epoch": 2.0,
|
|
"grad_norm": 62.884403228759766,
|
|
"learning_rate": 1.8518518518518518e-05,
|
|
"loss": 0.1767,
|
|
"step": 380
|
|
},
|
|
{
|
|
"epoch": 2.0,
|
|
"eval_accuracy": 0.9707407407407408,
|
|
"eval_loss": 0.09272177517414093,
|
|
"eval_runtime": 16.0299,
|
|
"eval_samples_per_second": 168.435,
|
|
"eval_steps_per_second": 5.303,
|
|
"step": 380
|
|
},
|
|
{
|
|
"epoch": 2.0526315789473686,
|
|
"grad_norm": 26.965408325195312,
|
|
"learning_rate": 1.7543859649122806e-05,
|
|
"loss": 0.1468,
|
|
"step": 390
|
|
},
|
|
{
|
|
"epoch": 2.1052631578947367,
|
|
"grad_norm": 32.16286087036133,
|
|
"learning_rate": 1.6569200779727097e-05,
|
|
"loss": 0.1865,
|
|
"step": 400
|
|
},
|
|
{
|
|
"epoch": 2.1578947368421053,
|
|
"grad_norm": 51.20572280883789,
|
|
"learning_rate": 1.5594541910331384e-05,
|
|
"loss": 0.1589,
|
|
"step": 410
|
|
},
|
|
{
|
|
"epoch": 2.2105263157894735,
|
|
"grad_norm": 27.62449836730957,
|
|
"learning_rate": 1.4619883040935673e-05,
|
|
"loss": 0.1346,
|
|
"step": 420
|
|
},
|
|
{
|
|
"epoch": 2.263157894736842,
|
|
"grad_norm": 32.83967971801758,
|
|
"learning_rate": 1.364522417153996e-05,
|
|
"loss": 0.1762,
|
|
"step": 430
|
|
},
|
|
{
|
|
"epoch": 2.3157894736842106,
|
|
"grad_norm": 25.56181526184082,
|
|
"learning_rate": 1.267056530214425e-05,
|
|
"loss": 0.1783,
|
|
"step": 440
|
|
},
|
|
{
|
|
"epoch": 2.3684210526315788,
|
|
"grad_norm": 32.022979736328125,
|
|
"learning_rate": 1.1695906432748537e-05,
|
|
"loss": 0.1467,
|
|
"step": 450
|
|
},
|
|
{
|
|
"epoch": 2.4210526315789473,
|
|
"grad_norm": 41.31597137451172,
|
|
"learning_rate": 1.0721247563352826e-05,
|
|
"loss": 0.1512,
|
|
"step": 460
|
|
},
|
|
{
|
|
"epoch": 2.473684210526316,
|
|
"grad_norm": 18.268918991088867,
|
|
"learning_rate": 9.746588693957115e-06,
|
|
"loss": 0.1407,
|
|
"step": 470
|
|
},
|
|
{
|
|
"epoch": 2.526315789473684,
|
|
"grad_norm": 37.31849670410156,
|
|
"learning_rate": 8.771929824561403e-06,
|
|
"loss": 0.1628,
|
|
"step": 480
|
|
},
|
|
{
|
|
"epoch": 2.5789473684210527,
|
|
"grad_norm": 40.869140625,
|
|
"learning_rate": 7.797270955165692e-06,
|
|
"loss": 0.1479,
|
|
"step": 490
|
|
},
|
|
{
|
|
"epoch": 2.6315789473684212,
|
|
"grad_norm": 37.81879806518555,
|
|
"learning_rate": 6.82261208576998e-06,
|
|
"loss": 0.1601,
|
|
"step": 500
|
|
},
|
|
{
|
|
"epoch": 2.6842105263157894,
|
|
"grad_norm": 35.789310455322266,
|
|
"learning_rate": 5.8479532163742686e-06,
|
|
"loss": 0.1199,
|
|
"step": 510
|
|
},
|
|
{
|
|
"epoch": 2.736842105263158,
|
|
"grad_norm": 46.275150299072266,
|
|
"learning_rate": 4.873294346978558e-06,
|
|
"loss": 0.144,
|
|
"step": 520
|
|
},
|
|
{
|
|
"epoch": 2.7894736842105265,
|
|
"grad_norm": 22.838579177856445,
|
|
"learning_rate": 3.898635477582846e-06,
|
|
"loss": 0.1331,
|
|
"step": 530
|
|
},
|
|
{
|
|
"epoch": 2.8421052631578947,
|
|
"grad_norm": 16.464527130126953,
|
|
"learning_rate": 2.9239766081871343e-06,
|
|
"loss": 0.1236,
|
|
"step": 540
|
|
},
|
|
{
|
|
"epoch": 2.8947368421052633,
|
|
"grad_norm": 23.072799682617188,
|
|
"learning_rate": 1.949317738791423e-06,
|
|
"loss": 0.1296,
|
|
"step": 550
|
|
},
|
|
{
|
|
"epoch": 2.9473684210526314,
|
|
"grad_norm": 34.00244140625,
|
|
"learning_rate": 9.746588693957115e-07,
|
|
"loss": 0.1641,
|
|
"step": 560
|
|
},
|
|
{
|
|
"epoch": 3.0,
|
|
"grad_norm": 54.73069763183594,
|
|
"learning_rate": 0.0,
|
|
"loss": 0.1124,
|
|
"step": 570
|
|
},
|
|
{
|
|
"epoch": 3.0,
|
|
"eval_accuracy": 0.9751851851851852,
|
|
"eval_loss": 0.08017868548631668,
|
|
"eval_runtime": 10.3773,
|
|
"eval_samples_per_second": 260.182,
|
|
"eval_steps_per_second": 8.191,
|
|
"step": 570
|
|
},
|
|
{
|
|
"epoch": 3.0,
|
|
"step": 570,
|
|
"total_flos": 1.8124066505760768e+18,
|
|
"train_loss": 0.3364640083229333,
|
|
"train_runtime": 644.3617,
|
|
"train_samples_per_second": 113.135,
|
|
"train_steps_per_second": 0.885
|
|
}
|
|
],
|
|
"logging_steps": 10,
|
|
"max_steps": 570,
|
|
"num_input_tokens_seen": 0,
|
|
"num_train_epochs": 3,
|
|
"save_steps": 500,
|
|
"stateful_callbacks": {
|
|
"TrainerControl": {
|
|
"args": {
|
|
"should_epoch_stop": false,
|
|
"should_evaluate": false,
|
|
"should_log": false,
|
|
"should_save": true,
|
|
"should_training_stop": true
|
|
},
|
|
"attributes": {}
|
|
}
|
|
},
|
|
"total_flos": 1.8124066505760768e+18,
|
|
"train_batch_size": 32,
|
|
"trial_name": null,
|
|
"trial_params": null
|
|
}
|
|
|