cvapict's picture
End of training
f52379d verified
{
"best_metric": 0.7954545454545454,
"best_model_checkpoint": "distilbert-base-multilingual-cased-hyper-matt/run-vdjsiuit/checkpoint-600",
"epoch": 3.0,
"eval_steps": 500,
"global_step": 600,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.05,
"grad_norm": 3.0975422859191895,
"learning_rate": 5.939561377324845e-05,
"loss": 0.5513,
"step": 10
},
{
"epoch": 0.1,
"grad_norm": 8.386995315551758,
"learning_rate": 5.83889084550578e-05,
"loss": 0.5725,
"step": 20
},
{
"epoch": 0.15,
"grad_norm": 2.8792715072631836,
"learning_rate": 5.738220313686715e-05,
"loss": 0.5265,
"step": 30
},
{
"epoch": 0.2,
"grad_norm": 4.608365535736084,
"learning_rate": 5.63754978186765e-05,
"loss": 0.5106,
"step": 40
},
{
"epoch": 0.25,
"grad_norm": 3.161665201187134,
"learning_rate": 5.5368792500485845e-05,
"loss": 0.4356,
"step": 50
},
{
"epoch": 0.3,
"grad_norm": 2.6395349502563477,
"learning_rate": 5.4362087182295196e-05,
"loss": 0.5053,
"step": 60
},
{
"epoch": 0.35,
"grad_norm": 2.152228832244873,
"learning_rate": 5.335538186410454e-05,
"loss": 0.3511,
"step": 70
},
{
"epoch": 0.4,
"grad_norm": 22.35204315185547,
"learning_rate": 5.234867654591389e-05,
"loss": 0.5189,
"step": 80
},
{
"epoch": 0.45,
"grad_norm": 3.6376490592956543,
"learning_rate": 5.134197122772324e-05,
"loss": 0.3371,
"step": 90
},
{
"epoch": 0.5,
"grad_norm": 3.2198097705841064,
"learning_rate": 5.033526590953259e-05,
"loss": 0.4037,
"step": 100
},
{
"epoch": 0.55,
"grad_norm": 7.86613130569458,
"learning_rate": 4.9328560591341935e-05,
"loss": 0.4833,
"step": 110
},
{
"epoch": 0.6,
"grad_norm": 3.6074087619781494,
"learning_rate": 4.8321855273151286e-05,
"loss": 0.2857,
"step": 120
},
{
"epoch": 0.65,
"grad_norm": 6.2979230880737305,
"learning_rate": 4.731514995496063e-05,
"loss": 0.4716,
"step": 130
},
{
"epoch": 0.7,
"grad_norm": 8.780591011047363,
"learning_rate": 4.630844463676999e-05,
"loss": 0.4018,
"step": 140
},
{
"epoch": 0.75,
"grad_norm": 21.96924591064453,
"learning_rate": 4.530173931857933e-05,
"loss": 0.412,
"step": 150
},
{
"epoch": 0.8,
"grad_norm": 5.481058597564697,
"learning_rate": 4.4295034000388675e-05,
"loss": 0.5499,
"step": 160
},
{
"epoch": 0.85,
"grad_norm": 6.030953884124756,
"learning_rate": 4.3288328682198025e-05,
"loss": 0.4422,
"step": 170
},
{
"epoch": 0.9,
"grad_norm": 1.1474953889846802,
"learning_rate": 4.228162336400737e-05,
"loss": 0.2512,
"step": 180
},
{
"epoch": 0.95,
"grad_norm": 13.46764087677002,
"learning_rate": 4.127491804581672e-05,
"loss": 0.4896,
"step": 190
},
{
"epoch": 1.0,
"grad_norm": 6.764571666717529,
"learning_rate": 4.026821272762607e-05,
"loss": 0.3959,
"step": 200
},
{
"epoch": 1.0,
"eval_accuracy": 0.8775,
"eval_f1": 0.776255707762557,
"eval_loss": 0.42286473512649536,
"eval_precision": 0.8854166666666666,
"eval_recall": 0.6910569105691057,
"eval_runtime": 1.5336,
"eval_samples_per_second": 260.823,
"eval_steps_per_second": 16.301,
"step": 200
},
{
"epoch": 1.05,
"grad_norm": 13.774749755859375,
"learning_rate": 3.926150740943542e-05,
"loss": 0.2466,
"step": 210
},
{
"epoch": 1.1,
"grad_norm": 0.9035859704017639,
"learning_rate": 3.8254802091244765e-05,
"loss": 0.258,
"step": 220
},
{
"epoch": 1.15,
"grad_norm": 10.26409912109375,
"learning_rate": 3.7248096773054115e-05,
"loss": 0.2796,
"step": 230
},
{
"epoch": 1.2,
"grad_norm": 16.81245994567871,
"learning_rate": 3.624139145486346e-05,
"loss": 0.2748,
"step": 240
},
{
"epoch": 1.25,
"grad_norm": 0.9752582311630249,
"learning_rate": 3.5234686136672817e-05,
"loss": 0.3794,
"step": 250
},
{
"epoch": 1.3,
"grad_norm": 0.8559211492538452,
"learning_rate": 3.422798081848216e-05,
"loss": 0.3013,
"step": 260
},
{
"epoch": 1.35,
"grad_norm": 0.20962999761104584,
"learning_rate": 3.322127550029151e-05,
"loss": 0.3029,
"step": 270
},
{
"epoch": 1.4,
"grad_norm": 9.075166702270508,
"learning_rate": 3.2214570182100855e-05,
"loss": 0.3187,
"step": 280
},
{
"epoch": 1.45,
"grad_norm": 0.8023856282234192,
"learning_rate": 3.1207864863910205e-05,
"loss": 0.4383,
"step": 290
},
{
"epoch": 1.5,
"grad_norm": 8.567304611206055,
"learning_rate": 3.0201159545719553e-05,
"loss": 0.1829,
"step": 300
},
{
"epoch": 1.55,
"grad_norm": 8.392529487609863,
"learning_rate": 2.91944542275289e-05,
"loss": 0.3928,
"step": 310
},
{
"epoch": 1.6,
"grad_norm": 0.7387467622756958,
"learning_rate": 2.818774890933825e-05,
"loss": 0.1683,
"step": 320
},
{
"epoch": 1.65,
"grad_norm": 8.625945091247559,
"learning_rate": 2.7181043591147598e-05,
"loss": 0.2039,
"step": 330
},
{
"epoch": 1.7,
"grad_norm": 0.30814623832702637,
"learning_rate": 2.6174338272956945e-05,
"loss": 0.1959,
"step": 340
},
{
"epoch": 1.75,
"grad_norm": 7.88859748840332,
"learning_rate": 2.5167632954766296e-05,
"loss": 0.4723,
"step": 350
},
{
"epoch": 1.8,
"grad_norm": 0.31379058957099915,
"learning_rate": 2.4160927636575643e-05,
"loss": 0.3442,
"step": 360
},
{
"epoch": 1.85,
"grad_norm": 9.962308883666992,
"learning_rate": 2.3154222318384993e-05,
"loss": 0.4158,
"step": 370
},
{
"epoch": 1.9,
"grad_norm": 3.3801684379577637,
"learning_rate": 2.2147517000194337e-05,
"loss": 0.2539,
"step": 380
},
{
"epoch": 1.95,
"grad_norm": 2.923280954360962,
"learning_rate": 2.1140811682003685e-05,
"loss": 0.1824,
"step": 390
},
{
"epoch": 2.0,
"grad_norm": 4.60498046875,
"learning_rate": 2.0134106363813035e-05,
"loss": 0.4522,
"step": 400
},
{
"epoch": 2.0,
"eval_accuracy": 0.8725,
"eval_f1": 0.7792207792207793,
"eval_loss": 0.318487286567688,
"eval_precision": 0.8333333333333334,
"eval_recall": 0.7317073170731707,
"eval_runtime": 1.5288,
"eval_samples_per_second": 261.647,
"eval_steps_per_second": 16.353,
"step": 400
},
{
"epoch": 2.05,
"grad_norm": 0.41749486327171326,
"learning_rate": 1.9127401045622382e-05,
"loss": 0.1156,
"step": 410
},
{
"epoch": 2.1,
"grad_norm": 0.3070080876350403,
"learning_rate": 1.812069572743173e-05,
"loss": 0.0349,
"step": 420
},
{
"epoch": 2.15,
"grad_norm": 2.974935293197632,
"learning_rate": 1.711399040924108e-05,
"loss": 0.133,
"step": 430
},
{
"epoch": 2.2,
"grad_norm": 0.4423005282878876,
"learning_rate": 1.6107285091050427e-05,
"loss": 0.0806,
"step": 440
},
{
"epoch": 2.25,
"grad_norm": 0.2689347267150879,
"learning_rate": 1.5100579772859776e-05,
"loss": 0.1243,
"step": 450
},
{
"epoch": 2.3,
"grad_norm": 0.1341865360736847,
"learning_rate": 1.4093874454669125e-05,
"loss": 0.1945,
"step": 460
},
{
"epoch": 2.35,
"grad_norm": 0.14216558635234833,
"learning_rate": 1.3087169136478472e-05,
"loss": 0.2593,
"step": 470
},
{
"epoch": 2.4,
"grad_norm": 5.250720977783203,
"learning_rate": 1.2080463818287821e-05,
"loss": 0.3948,
"step": 480
},
{
"epoch": 2.45,
"grad_norm": 18.877355575561523,
"learning_rate": 1.1073758500097169e-05,
"loss": 0.2856,
"step": 490
},
{
"epoch": 2.5,
"grad_norm": 0.6348363161087036,
"learning_rate": 1.0067053181906518e-05,
"loss": 0.4102,
"step": 500
},
{
"epoch": 2.55,
"grad_norm": 0.16438539326190948,
"learning_rate": 9.060347863715865e-06,
"loss": 0.2346,
"step": 510
},
{
"epoch": 2.6,
"grad_norm": 0.23815393447875977,
"learning_rate": 8.053642545525214e-06,
"loss": 0.1046,
"step": 520
},
{
"epoch": 2.65,
"grad_norm": 25.9287166595459,
"learning_rate": 7.046937227334563e-06,
"loss": 0.0799,
"step": 530
},
{
"epoch": 2.7,
"grad_norm": 0.2302125245332718,
"learning_rate": 6.040231909143911e-06,
"loss": 0.1963,
"step": 540
},
{
"epoch": 2.75,
"grad_norm": 0.14851589500904083,
"learning_rate": 5.033526590953259e-06,
"loss": 0.1668,
"step": 550
},
{
"epoch": 2.8,
"grad_norm": 13.211697578430176,
"learning_rate": 4.026821272762607e-06,
"loss": 0.3321,
"step": 560
},
{
"epoch": 2.85,
"grad_norm": 0.20074860751628876,
"learning_rate": 3.0201159545719554e-06,
"loss": 0.1587,
"step": 570
},
{
"epoch": 2.9,
"grad_norm": 1.0804275274276733,
"learning_rate": 2.0134106363813034e-06,
"loss": 0.1044,
"step": 580
},
{
"epoch": 2.95,
"grad_norm": 0.2024952471256256,
"learning_rate": 1.0067053181906517e-06,
"loss": 0.3374,
"step": 590
},
{
"epoch": 3.0,
"grad_norm": 0.07060264050960541,
"learning_rate": 0.0,
"loss": 0.0739,
"step": 600
},
{
"epoch": 3.0,
"eval_accuracy": 0.865,
"eval_f1": 0.7954545454545454,
"eval_loss": 0.45124685764312744,
"eval_precision": 0.7446808510638298,
"eval_recall": 0.8536585365853658,
"eval_runtime": 1.5828,
"eval_samples_per_second": 252.719,
"eval_steps_per_second": 15.795,
"step": 600
}
],
"logging_steps": 10,
"max_steps": 600,
"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": 635446111352832.0,
"train_batch_size": 8,
"trial_name": null,
"trial_params": {
"_wandb": {},
"assignments": {},
"learning_rate": 6.0402319091439105e-05,
"metric": "eval/loss",
"num_train_epochs": 3,
"per_device_train_batch_size": 8,
"seed": 33
}
}