|
{ |
|
"best_metric": 0.948394495412844, |
|
"best_model_checkpoint": "output/fine_tuned/t5-base/SST2/checkpoint-8420", |
|
"epoch": 10.0, |
|
"eval_steps": 500, |
|
"global_step": 21050, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.2375296912114014, |
|
"grad_norm": 3.5314207077026367, |
|
"learning_rate": 4.8812351543942996e-05, |
|
"loss": 0.2839, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 0.4750593824228028, |
|
"grad_norm": 3.3338215351104736, |
|
"learning_rate": 4.7624703087885984e-05, |
|
"loss": 0.1706, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 0.7125890736342043, |
|
"grad_norm": 2.111057996749878, |
|
"learning_rate": 4.643705463182898e-05, |
|
"loss": 0.1579, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 0.9501187648456056, |
|
"grad_norm": 5.4748430252075195, |
|
"learning_rate": 4.524940617577197e-05, |
|
"loss": 0.1443, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.9323394495412844, |
|
"eval_loss": 0.20724497735500336, |
|
"eval_runtime": 2.2627, |
|
"eval_samples_per_second": 385.376, |
|
"eval_steps_per_second": 48.172, |
|
"step": 2105 |
|
}, |
|
{ |
|
"epoch": 1.187648456057007, |
|
"grad_norm": 4.547887325286865, |
|
"learning_rate": 4.406175771971497e-05, |
|
"loss": 0.1207, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 1.4251781472684084, |
|
"grad_norm": 3.1552112102508545, |
|
"learning_rate": 4.287410926365796e-05, |
|
"loss": 0.113, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 1.66270783847981, |
|
"grad_norm": 0.2997496724128723, |
|
"learning_rate": 4.168646080760095e-05, |
|
"loss": 0.1112, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 1.9002375296912115, |
|
"grad_norm": 1.9386916160583496, |
|
"learning_rate": 4.049881235154395e-05, |
|
"loss": 0.1152, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.9403669724770642, |
|
"eval_loss": 0.21269434690475464, |
|
"eval_runtime": 1.9647, |
|
"eval_samples_per_second": 443.834, |
|
"eval_steps_per_second": 55.479, |
|
"step": 4210 |
|
}, |
|
{ |
|
"epoch": 2.137767220902613, |
|
"grad_norm": 0.23684050142765045, |
|
"learning_rate": 3.9311163895486934e-05, |
|
"loss": 0.0952, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 2.375296912114014, |
|
"grad_norm": 1.943021297454834, |
|
"learning_rate": 3.812351543942993e-05, |
|
"loss": 0.0881, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 2.6128266033254155, |
|
"grad_norm": 4.209224700927734, |
|
"learning_rate": 3.693586698337292e-05, |
|
"loss": 0.0913, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 2.850356294536817, |
|
"grad_norm": 4.389578819274902, |
|
"learning_rate": 3.5748218527315916e-05, |
|
"loss": 0.0849, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.9438073394495413, |
|
"eval_loss": 0.2156314253807068, |
|
"eval_runtime": 1.9686, |
|
"eval_samples_per_second": 442.964, |
|
"eval_steps_per_second": 55.371, |
|
"step": 6315 |
|
}, |
|
{ |
|
"epoch": 3.0878859857482186, |
|
"grad_norm": 0.4832597076892853, |
|
"learning_rate": 3.456057007125891e-05, |
|
"loss": 0.075, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 3.32541567695962, |
|
"grad_norm": 6.154821395874023, |
|
"learning_rate": 3.3372921615201904e-05, |
|
"loss": 0.0719, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 3.5629453681710213, |
|
"grad_norm": 2.8581926822662354, |
|
"learning_rate": 3.21852731591449e-05, |
|
"loss": 0.0727, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 3.800475059382423, |
|
"grad_norm": 4.29818868637085, |
|
"learning_rate": 3.0997624703087885e-05, |
|
"loss": 0.0709, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.948394495412844, |
|
"eval_loss": 0.222471222281456, |
|
"eval_runtime": 1.9642, |
|
"eval_samples_per_second": 443.937, |
|
"eval_steps_per_second": 55.492, |
|
"step": 8420 |
|
}, |
|
{ |
|
"epoch": 4.038004750593824, |
|
"grad_norm": 1.9306527376174927, |
|
"learning_rate": 2.980997624703088e-05, |
|
"loss": 0.0724, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 4.275534441805226, |
|
"grad_norm": 2.4774186611175537, |
|
"learning_rate": 2.8622327790973873e-05, |
|
"loss": 0.0541, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 4.513064133016627, |
|
"grad_norm": 2.690717935562134, |
|
"learning_rate": 2.7434679334916867e-05, |
|
"loss": 0.0568, |
|
"step": 9500 |
|
}, |
|
{ |
|
"epoch": 4.750593824228028, |
|
"grad_norm": 1.1091784238815308, |
|
"learning_rate": 2.6247030878859858e-05, |
|
"loss": 0.0602, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 4.98812351543943, |
|
"grad_norm": 1.5014886856079102, |
|
"learning_rate": 2.5059382422802852e-05, |
|
"loss": 0.06, |
|
"step": 10500 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_accuracy": 0.9403669724770642, |
|
"eval_loss": 0.2718953788280487, |
|
"eval_runtime": 1.9734, |
|
"eval_samples_per_second": 441.874, |
|
"eval_steps_per_second": 55.234, |
|
"step": 10525 |
|
}, |
|
{ |
|
"epoch": 5.225653206650831, |
|
"grad_norm": 1.5026357173919678, |
|
"learning_rate": 2.3871733966745842e-05, |
|
"loss": 0.0428, |
|
"step": 11000 |
|
}, |
|
{ |
|
"epoch": 5.463182897862232, |
|
"grad_norm": 6.937454700469971, |
|
"learning_rate": 2.2684085510688836e-05, |
|
"loss": 0.0428, |
|
"step": 11500 |
|
}, |
|
{ |
|
"epoch": 5.7007125890736345, |
|
"grad_norm": 2.493163824081421, |
|
"learning_rate": 2.149643705463183e-05, |
|
"loss": 0.0502, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 5.938242280285036, |
|
"grad_norm": 0.8779876828193665, |
|
"learning_rate": 2.0308788598574824e-05, |
|
"loss": 0.0507, |
|
"step": 12500 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.9403669724770642, |
|
"eval_loss": 0.29110807180404663, |
|
"eval_runtime": 1.965, |
|
"eval_samples_per_second": 443.769, |
|
"eval_steps_per_second": 55.471, |
|
"step": 12630 |
|
}, |
|
{ |
|
"epoch": 6.175771971496437, |
|
"grad_norm": 1.818724513053894, |
|
"learning_rate": 1.9121140142517815e-05, |
|
"loss": 0.0409, |
|
"step": 13000 |
|
}, |
|
{ |
|
"epoch": 6.4133016627078385, |
|
"grad_norm": 0.3184266984462738, |
|
"learning_rate": 1.793349168646081e-05, |
|
"loss": 0.0378, |
|
"step": 13500 |
|
}, |
|
{ |
|
"epoch": 6.65083135391924, |
|
"grad_norm": 0.03643421456217766, |
|
"learning_rate": 1.6745843230403803e-05, |
|
"loss": 0.0397, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 6.888361045130641, |
|
"grad_norm": 0.04083951190114021, |
|
"learning_rate": 1.5558194774346793e-05, |
|
"loss": 0.0435, |
|
"step": 14500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_accuracy": 0.9334862385321101, |
|
"eval_loss": 0.3279486894607544, |
|
"eval_runtime": 1.9653, |
|
"eval_samples_per_second": 443.688, |
|
"eval_steps_per_second": 55.461, |
|
"step": 14735 |
|
}, |
|
{ |
|
"epoch": 7.1258907363420425, |
|
"grad_norm": 0.06795825809240341, |
|
"learning_rate": 1.4370546318289787e-05, |
|
"loss": 0.0371, |
|
"step": 15000 |
|
}, |
|
{ |
|
"epoch": 7.363420427553444, |
|
"grad_norm": 3.7526097297668457, |
|
"learning_rate": 1.318289786223278e-05, |
|
"loss": 0.0299, |
|
"step": 15500 |
|
}, |
|
{ |
|
"epoch": 7.600950118764846, |
|
"grad_norm": 2.537559747695923, |
|
"learning_rate": 1.1995249406175772e-05, |
|
"loss": 0.0302, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 7.838479809976247, |
|
"grad_norm": 3.0933053493499756, |
|
"learning_rate": 1.0807600950118766e-05, |
|
"loss": 0.0357, |
|
"step": 16500 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.9311926605504587, |
|
"eval_loss": 0.3565831780433655, |
|
"eval_runtime": 1.9696, |
|
"eval_samples_per_second": 442.724, |
|
"eval_steps_per_second": 55.341, |
|
"step": 16840 |
|
}, |
|
{ |
|
"epoch": 8.076009501187649, |
|
"grad_norm": 2.52713680267334, |
|
"learning_rate": 9.619952494061758e-06, |
|
"loss": 0.037, |
|
"step": 17000 |
|
}, |
|
{ |
|
"epoch": 8.31353919239905, |
|
"grad_norm": 0.04675888270139694, |
|
"learning_rate": 8.432304038004752e-06, |
|
"loss": 0.0276, |
|
"step": 17500 |
|
}, |
|
{ |
|
"epoch": 8.551068883610451, |
|
"grad_norm": 5.1887593269348145, |
|
"learning_rate": 7.244655581947744e-06, |
|
"loss": 0.0294, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 8.788598574821853, |
|
"grad_norm": 0.14877742528915405, |
|
"learning_rate": 6.0570071258907366e-06, |
|
"loss": 0.0274, |
|
"step": 18500 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_accuracy": 0.9357798165137615, |
|
"eval_loss": 0.38757723569869995, |
|
"eval_runtime": 1.9636, |
|
"eval_samples_per_second": 444.076, |
|
"eval_steps_per_second": 55.509, |
|
"step": 18945 |
|
}, |
|
{ |
|
"epoch": 9.026128266033254, |
|
"grad_norm": 0.024900976568460464, |
|
"learning_rate": 4.86935866983373e-06, |
|
"loss": 0.0282, |
|
"step": 19000 |
|
}, |
|
{ |
|
"epoch": 9.263657957244655, |
|
"grad_norm": 0.1904192417860031, |
|
"learning_rate": 3.681710213776722e-06, |
|
"loss": 0.0213, |
|
"step": 19500 |
|
}, |
|
{ |
|
"epoch": 9.501187648456057, |
|
"grad_norm": 5.56980562210083, |
|
"learning_rate": 2.494061757719715e-06, |
|
"loss": 0.0218, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 9.738717339667458, |
|
"grad_norm": 3.3612709045410156, |
|
"learning_rate": 1.306413301662708e-06, |
|
"loss": 0.0272, |
|
"step": 20500 |
|
}, |
|
{ |
|
"epoch": 9.97624703087886, |
|
"grad_norm": 4.481935024261475, |
|
"learning_rate": 1.1876484560570073e-07, |
|
"loss": 0.0253, |
|
"step": 21000 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.9380733944954128, |
|
"eval_loss": 0.4033842086791992, |
|
"eval_runtime": 1.9746, |
|
"eval_samples_per_second": 441.601, |
|
"eval_steps_per_second": 55.2, |
|
"step": 21050 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"step": 21050, |
|
"total_flos": 1.028380359389952e+17, |
|
"train_loss": 0.06886951911477748, |
|
"train_runtime": 3499.6769, |
|
"train_samples_per_second": 192.443, |
|
"train_steps_per_second": 6.015 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 21050, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 10, |
|
"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": 1.028380359389952e+17, |
|
"train_batch_size": 32, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|