|
{ |
|
"best_global_step": 570, |
|
"best_metric": 0.9829629629629629, |
|
"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": 4.065399646759033, |
|
"learning_rate": 7.894736842105263e-06, |
|
"loss": 2.2613, |
|
"step": 10 |
|
}, |
|
{ |
|
"epoch": 0.10526315789473684, |
|
"grad_norm": 5.319888114929199, |
|
"learning_rate": 1.6666666666666667e-05, |
|
"loss": 2.01, |
|
"step": 20 |
|
}, |
|
{ |
|
"epoch": 0.15789473684210525, |
|
"grad_norm": 6.084249496459961, |
|
"learning_rate": 2.5438596491228074e-05, |
|
"loss": 1.5179, |
|
"step": 30 |
|
}, |
|
{ |
|
"epoch": 0.21052631578947367, |
|
"grad_norm": 7.026301860809326, |
|
"learning_rate": 3.421052631578947e-05, |
|
"loss": 0.8649, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 0.2631578947368421, |
|
"grad_norm": 11.555365562438965, |
|
"learning_rate": 4.298245614035088e-05, |
|
"loss": 0.4874, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 0.3157894736842105, |
|
"grad_norm": 17.860612869262695, |
|
"learning_rate": 4.980506822612086e-05, |
|
"loss": 0.3923, |
|
"step": 60 |
|
}, |
|
{ |
|
"epoch": 0.3684210526315789, |
|
"grad_norm": 26.220460891723633, |
|
"learning_rate": 4.883040935672515e-05, |
|
"loss": 0.3607, |
|
"step": 70 |
|
}, |
|
{ |
|
"epoch": 0.42105263157894735, |
|
"grad_norm": 11.298727035522461, |
|
"learning_rate": 4.7855750487329435e-05, |
|
"loss": 0.2858, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 0.47368421052631576, |
|
"grad_norm": 13.609187126159668, |
|
"learning_rate": 4.6881091617933726e-05, |
|
"loss": 0.3207, |
|
"step": 90 |
|
}, |
|
{ |
|
"epoch": 0.5263157894736842, |
|
"grad_norm": 10.572683334350586, |
|
"learning_rate": 4.590643274853802e-05, |
|
"loss": 0.2541, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 0.5789473684210527, |
|
"grad_norm": 10.712231636047363, |
|
"learning_rate": 4.49317738791423e-05, |
|
"loss": 0.2205, |
|
"step": 110 |
|
}, |
|
{ |
|
"epoch": 0.631578947368421, |
|
"grad_norm": 8.657620429992676, |
|
"learning_rate": 4.395711500974659e-05, |
|
"loss": 0.1989, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 0.6842105263157895, |
|
"grad_norm": 8.740941047668457, |
|
"learning_rate": 4.298245614035088e-05, |
|
"loss": 0.2312, |
|
"step": 130 |
|
}, |
|
{ |
|
"epoch": 0.7368421052631579, |
|
"grad_norm": 9.41290283203125, |
|
"learning_rate": 4.200779727095517e-05, |
|
"loss": 0.2229, |
|
"step": 140 |
|
}, |
|
{ |
|
"epoch": 0.7894736842105263, |
|
"grad_norm": 15.130921363830566, |
|
"learning_rate": 4.103313840155946e-05, |
|
"loss": 0.1919, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 0.8421052631578947, |
|
"grad_norm": 10.599325180053711, |
|
"learning_rate": 4.005847953216375e-05, |
|
"loss": 0.2044, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 0.8947368421052632, |
|
"grad_norm": 6.5861968994140625, |
|
"learning_rate": 3.908382066276803e-05, |
|
"loss": 0.2228, |
|
"step": 170 |
|
}, |
|
{ |
|
"epoch": 0.9473684210526315, |
|
"grad_norm": 11.306436538696289, |
|
"learning_rate": 3.8109161793372323e-05, |
|
"loss": 0.1981, |
|
"step": 180 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"grad_norm": 7.8563456535339355, |
|
"learning_rate": 3.713450292397661e-05, |
|
"loss": 0.2157, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.9703703703703703, |
|
"eval_loss": 0.0875425785779953, |
|
"eval_runtime": 4.4626, |
|
"eval_samples_per_second": 605.031, |
|
"eval_steps_per_second": 19.047, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 1.0526315789473684, |
|
"grad_norm": 13.41629409790039, |
|
"learning_rate": 3.61598440545809e-05, |
|
"loss": 0.201, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 1.1052631578947367, |
|
"grad_norm": 4.426482200622559, |
|
"learning_rate": 3.518518518518519e-05, |
|
"loss": 0.1957, |
|
"step": 210 |
|
}, |
|
{ |
|
"epoch": 1.1578947368421053, |
|
"grad_norm": 9.049041748046875, |
|
"learning_rate": 3.421052631578947e-05, |
|
"loss": 0.2389, |
|
"step": 220 |
|
}, |
|
{ |
|
"epoch": 1.2105263157894737, |
|
"grad_norm": 5.128701686859131, |
|
"learning_rate": 3.3235867446393764e-05, |
|
"loss": 0.1702, |
|
"step": 230 |
|
}, |
|
{ |
|
"epoch": 1.263157894736842, |
|
"grad_norm": 7.488633632659912, |
|
"learning_rate": 3.2261208576998055e-05, |
|
"loss": 0.2236, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 1.3157894736842106, |
|
"grad_norm": 9.638894081115723, |
|
"learning_rate": 3.128654970760234e-05, |
|
"loss": 0.2388, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 1.368421052631579, |
|
"grad_norm": 8.79790210723877, |
|
"learning_rate": 3.031189083820663e-05, |
|
"loss": 0.1877, |
|
"step": 260 |
|
}, |
|
{ |
|
"epoch": 1.4210526315789473, |
|
"grad_norm": 7.657425403594971, |
|
"learning_rate": 2.9337231968810917e-05, |
|
"loss": 0.1457, |
|
"step": 270 |
|
}, |
|
{ |
|
"epoch": 1.4736842105263157, |
|
"grad_norm": 5.015496253967285, |
|
"learning_rate": 2.8362573099415208e-05, |
|
"loss": 0.147, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 1.526315789473684, |
|
"grad_norm": 3.1375253200531006, |
|
"learning_rate": 2.7387914230019495e-05, |
|
"loss": 0.1461, |
|
"step": 290 |
|
}, |
|
{ |
|
"epoch": 1.5789473684210527, |
|
"grad_norm": 9.31838321685791, |
|
"learning_rate": 2.6413255360623783e-05, |
|
"loss": 0.1599, |
|
"step": 300 |
|
}, |
|
{ |
|
"epoch": 1.631578947368421, |
|
"grad_norm": 6.391341686248779, |
|
"learning_rate": 2.5438596491228074e-05, |
|
"loss": 0.1492, |
|
"step": 310 |
|
}, |
|
{ |
|
"epoch": 1.6842105263157894, |
|
"grad_norm": 5.891468524932861, |
|
"learning_rate": 2.4463937621832358e-05, |
|
"loss": 0.1662, |
|
"step": 320 |
|
}, |
|
{ |
|
"epoch": 1.736842105263158, |
|
"grad_norm": 6.506641864776611, |
|
"learning_rate": 2.348927875243665e-05, |
|
"loss": 0.1448, |
|
"step": 330 |
|
}, |
|
{ |
|
"epoch": 1.7894736842105263, |
|
"grad_norm": 5.7794108390808105, |
|
"learning_rate": 2.2514619883040936e-05, |
|
"loss": 0.112, |
|
"step": 340 |
|
}, |
|
{ |
|
"epoch": 1.8421052631578947, |
|
"grad_norm": 8.3933744430542, |
|
"learning_rate": 2.1539961013645223e-05, |
|
"loss": 0.1292, |
|
"step": 350 |
|
}, |
|
{ |
|
"epoch": 1.8947368421052633, |
|
"grad_norm": 6.196931838989258, |
|
"learning_rate": 2.056530214424951e-05, |
|
"loss": 0.1418, |
|
"step": 360 |
|
}, |
|
{ |
|
"epoch": 1.9473684210526314, |
|
"grad_norm": 7.739428997039795, |
|
"learning_rate": 1.9590643274853802e-05, |
|
"loss": 0.1129, |
|
"step": 370 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"grad_norm": 7.849891185760498, |
|
"learning_rate": 1.861598440545809e-05, |
|
"loss": 0.1528, |
|
"step": 380 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.9748148148148148, |
|
"eval_loss": 0.0713169053196907, |
|
"eval_runtime": 4.3996, |
|
"eval_samples_per_second": 613.688, |
|
"eval_steps_per_second": 19.32, |
|
"step": 380 |
|
}, |
|
{ |
|
"epoch": 2.0526315789473686, |
|
"grad_norm": 5.565265655517578, |
|
"learning_rate": 1.7641325536062377e-05, |
|
"loss": 0.1234, |
|
"step": 390 |
|
}, |
|
{ |
|
"epoch": 2.1052631578947367, |
|
"grad_norm": 6.100377082824707, |
|
"learning_rate": 1.6666666666666667e-05, |
|
"loss": 0.1248, |
|
"step": 400 |
|
}, |
|
{ |
|
"epoch": 2.1578947368421053, |
|
"grad_norm": 2.68096661567688, |
|
"learning_rate": 1.5692007797270955e-05, |
|
"loss": 0.0989, |
|
"step": 410 |
|
}, |
|
{ |
|
"epoch": 2.2105263157894735, |
|
"grad_norm": 2.9436898231506348, |
|
"learning_rate": 1.4717348927875244e-05, |
|
"loss": 0.1111, |
|
"step": 420 |
|
}, |
|
{ |
|
"epoch": 2.263157894736842, |
|
"grad_norm": 6.701323986053467, |
|
"learning_rate": 1.3742690058479531e-05, |
|
"loss": 0.1659, |
|
"step": 430 |
|
}, |
|
{ |
|
"epoch": 2.3157894736842106, |
|
"grad_norm": 6.343139171600342, |
|
"learning_rate": 1.276803118908382e-05, |
|
"loss": 0.103, |
|
"step": 440 |
|
}, |
|
{ |
|
"epoch": 2.3684210526315788, |
|
"grad_norm": 5.917227268218994, |
|
"learning_rate": 1.179337231968811e-05, |
|
"loss": 0.1059, |
|
"step": 450 |
|
}, |
|
{ |
|
"epoch": 2.4210526315789473, |
|
"grad_norm": 6.181001663208008, |
|
"learning_rate": 1.0818713450292397e-05, |
|
"loss": 0.116, |
|
"step": 460 |
|
}, |
|
{ |
|
"epoch": 2.473684210526316, |
|
"grad_norm": 7.878546714782715, |
|
"learning_rate": 9.844054580896686e-06, |
|
"loss": 0.1418, |
|
"step": 470 |
|
}, |
|
{ |
|
"epoch": 2.526315789473684, |
|
"grad_norm": 8.960369110107422, |
|
"learning_rate": 8.869395711500974e-06, |
|
"loss": 0.1609, |
|
"step": 480 |
|
}, |
|
{ |
|
"epoch": 2.5789473684210527, |
|
"grad_norm": 10.864946365356445, |
|
"learning_rate": 7.894736842105263e-06, |
|
"loss": 0.1314, |
|
"step": 490 |
|
}, |
|
{ |
|
"epoch": 2.6315789473684212, |
|
"grad_norm": 6.69527530670166, |
|
"learning_rate": 6.920077972709551e-06, |
|
"loss": 0.1472, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 2.6842105263157894, |
|
"grad_norm": 8.905725479125977, |
|
"learning_rate": 5.94541910331384e-06, |
|
"loss": 0.1382, |
|
"step": 510 |
|
}, |
|
{ |
|
"epoch": 2.736842105263158, |
|
"grad_norm": 4.663083076477051, |
|
"learning_rate": 4.970760233918129e-06, |
|
"loss": 0.1509, |
|
"step": 520 |
|
}, |
|
{ |
|
"epoch": 2.7894736842105265, |
|
"grad_norm": 6.759707927703857, |
|
"learning_rate": 3.996101364522417e-06, |
|
"loss": 0.115, |
|
"step": 530 |
|
}, |
|
{ |
|
"epoch": 2.8421052631578947, |
|
"grad_norm": 4.101389408111572, |
|
"learning_rate": 3.0214424951267056e-06, |
|
"loss": 0.0855, |
|
"step": 540 |
|
}, |
|
{ |
|
"epoch": 2.8947368421052633, |
|
"grad_norm": 5.965505123138428, |
|
"learning_rate": 2.0467836257309943e-06, |
|
"loss": 0.1056, |
|
"step": 550 |
|
}, |
|
{ |
|
"epoch": 2.9473684210526314, |
|
"grad_norm": 3.79522442817688, |
|
"learning_rate": 1.0721247563352826e-06, |
|
"loss": 0.0831, |
|
"step": 560 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"grad_norm": 2.4792110919952393, |
|
"learning_rate": 9.746588693957116e-08, |
|
"loss": 0.0861, |
|
"step": 570 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.9829629629629629, |
|
"eval_loss": 0.04924270510673523, |
|
"eval_runtime": 4.4303, |
|
"eval_samples_per_second": 609.434, |
|
"eval_steps_per_second": 19.186, |
|
"step": 570 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"step": 570, |
|
"total_flos": 1.8124066505760768e+18, |
|
"train_loss": 0.2828052028229362, |
|
"train_runtime": 282.6955, |
|
"train_samples_per_second": 257.875, |
|
"train_steps_per_second": 2.016 |
|
} |
|
], |
|
"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 |
|
} |
|
|