teacher-status-van-tiny-256 / trainer_state.json
Nguyen Tien
vuihocrnd/teacher-status-van-tiny-256
c2f2911
{
"best_metric": 0.9841269841269842,
"best_model_checkpoint": "teacher-status-van-tiny-256/checkpoint-187",
"epoch": 28.8,
"eval_steps": 500,
"global_step": 360,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.8,
"learning_rate": 1.388888888888889e-05,
"loss": 0.6928,
"step": 10
},
{
"epoch": 0.96,
"eval_accuracy": 0.6685393258426966,
"eval_f1_score": 0.7630522088353413,
"eval_loss": 0.6904417276382446,
"eval_precision": 0.6168831168831169,
"eval_recall": 1.0,
"eval_runtime": 1.2798,
"eval_samples_per_second": 139.083,
"eval_steps_per_second": 4.688,
"step": 12
},
{
"epoch": 1.6,
"learning_rate": 2.777777777777778e-05,
"loss": 0.6893,
"step": 20
},
{
"epoch": 2.0,
"eval_accuracy": 0.5393258426966292,
"eval_f1_score": 0.698529411764706,
"eval_loss": 0.6683324575424194,
"eval_precision": 0.536723163841808,
"eval_recall": 1.0,
"eval_runtime": 1.0413,
"eval_samples_per_second": 170.94,
"eval_steps_per_second": 5.762,
"step": 25
},
{
"epoch": 2.4,
"learning_rate": 4.166666666666667e-05,
"loss": 0.6726,
"step": 30
},
{
"epoch": 2.96,
"eval_accuracy": 0.5842696629213483,
"eval_f1_score": 0.7196969696969697,
"eval_loss": 0.5703710913658142,
"eval_precision": 0.5621301775147929,
"eval_recall": 1.0,
"eval_runtime": 1.3234,
"eval_samples_per_second": 134.506,
"eval_steps_per_second": 4.534,
"step": 37
},
{
"epoch": 3.2,
"learning_rate": 4.938271604938271e-05,
"loss": 0.6047,
"step": 40
},
{
"epoch": 4.0,
"learning_rate": 4.783950617283951e-05,
"loss": 0.5295,
"step": 50
},
{
"epoch": 4.0,
"eval_accuracy": 0.9213483146067416,
"eval_f1_score": 0.9263157894736842,
"eval_loss": 0.4148499667644501,
"eval_precision": 0.9263157894736842,
"eval_recall": 0.9263157894736842,
"eval_runtime": 1.0116,
"eval_samples_per_second": 175.963,
"eval_steps_per_second": 5.931,
"step": 50
},
{
"epoch": 4.8,
"learning_rate": 4.62962962962963e-05,
"loss": 0.4745,
"step": 60
},
{
"epoch": 4.96,
"eval_accuracy": 0.9382022471910112,
"eval_f1_score": 0.9430051813471502,
"eval_loss": 0.31081339716911316,
"eval_precision": 0.9285714285714286,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.3432,
"eval_samples_per_second": 132.515,
"eval_steps_per_second": 4.467,
"step": 62
},
{
"epoch": 5.6,
"learning_rate": 4.4753086419753084e-05,
"loss": 0.4206,
"step": 70
},
{
"epoch": 6.0,
"eval_accuracy": 0.9438202247191011,
"eval_f1_score": 0.9473684210526315,
"eval_loss": 0.2301165908575058,
"eval_precision": 0.9473684210526315,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.0463,
"eval_samples_per_second": 170.129,
"eval_steps_per_second": 5.735,
"step": 75
},
{
"epoch": 6.4,
"learning_rate": 4.3209876543209875e-05,
"loss": 0.3898,
"step": 80
},
{
"epoch": 6.96,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9518716577540107,
"eval_loss": 0.1820228397846222,
"eval_precision": 0.967391304347826,
"eval_recall": 0.9368421052631579,
"eval_runtime": 1.0432,
"eval_samples_per_second": 170.633,
"eval_steps_per_second": 5.752,
"step": 87
},
{
"epoch": 7.2,
"learning_rate": 4.166666666666667e-05,
"loss": 0.3557,
"step": 90
},
{
"epoch": 8.0,
"learning_rate": 4.012345679012346e-05,
"loss": 0.3153,
"step": 100
},
{
"epoch": 8.0,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9538461538461539,
"eval_loss": 0.1545208990573883,
"eval_precision": 0.93,
"eval_recall": 0.9789473684210527,
"eval_runtime": 1.2226,
"eval_samples_per_second": 145.595,
"eval_steps_per_second": 4.908,
"step": 100
},
{
"epoch": 8.8,
"learning_rate": 3.8580246913580246e-05,
"loss": 0.3077,
"step": 110
},
{
"epoch": 8.96,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.9621621621621621,
"eval_loss": 0.1521005630493164,
"eval_precision": 0.9888888888888889,
"eval_recall": 0.9368421052631579,
"eval_runtime": 1.2664,
"eval_samples_per_second": 140.559,
"eval_steps_per_second": 4.738,
"step": 112
},
{
"epoch": 9.6,
"learning_rate": 3.7037037037037037e-05,
"loss": 0.3048,
"step": 120
},
{
"epoch": 10.0,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.9625668449197862,
"eval_loss": 0.133090078830719,
"eval_precision": 0.9782608695652174,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.032,
"eval_samples_per_second": 172.478,
"eval_steps_per_second": 5.814,
"step": 125
},
{
"epoch": 10.4,
"learning_rate": 3.5493827160493834e-05,
"loss": 0.3004,
"step": 130
},
{
"epoch": 10.96,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.9633507853403142,
"eval_loss": 0.13144755363464355,
"eval_precision": 0.9583333333333334,
"eval_recall": 0.968421052631579,
"eval_runtime": 1.0224,
"eval_samples_per_second": 174.103,
"eval_steps_per_second": 5.869,
"step": 137
},
{
"epoch": 11.2,
"learning_rate": 3.395061728395062e-05,
"loss": 0.2685,
"step": 140
},
{
"epoch": 12.0,
"learning_rate": 3.240740740740741e-05,
"loss": 0.2839,
"step": 150
},
{
"epoch": 12.0,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.9621621621621621,
"eval_loss": 0.1272086501121521,
"eval_precision": 0.9888888888888889,
"eval_recall": 0.9368421052631579,
"eval_runtime": 1.0248,
"eval_samples_per_second": 173.691,
"eval_steps_per_second": 5.855,
"step": 150
},
{
"epoch": 12.8,
"learning_rate": 3.08641975308642e-05,
"loss": 0.286,
"step": 160
},
{
"epoch": 12.96,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.9621621621621621,
"eval_loss": 0.11889710277318954,
"eval_precision": 0.9888888888888889,
"eval_recall": 0.9368421052631579,
"eval_runtime": 1.0343,
"eval_samples_per_second": 172.102,
"eval_steps_per_second": 5.801,
"step": 162
},
{
"epoch": 13.6,
"learning_rate": 2.9320987654320992e-05,
"loss": 0.2473,
"step": 170
},
{
"epoch": 14.0,
"eval_accuracy": 0.9719101123595506,
"eval_f1_score": 0.9732620320855614,
"eval_loss": 0.09774552285671234,
"eval_precision": 0.9891304347826086,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.2533,
"eval_samples_per_second": 142.026,
"eval_steps_per_second": 4.787,
"step": 175
},
{
"epoch": 14.4,
"learning_rate": 2.777777777777778e-05,
"loss": 0.2774,
"step": 180
},
{
"epoch": 14.96,
"eval_accuracy": 0.9831460674157303,
"eval_f1_score": 0.9841269841269842,
"eval_loss": 0.09884575009346008,
"eval_precision": 0.9893617021276596,
"eval_recall": 0.9789473684210527,
"eval_runtime": 1.2659,
"eval_samples_per_second": 140.612,
"eval_steps_per_second": 4.74,
"step": 187
},
{
"epoch": 15.2,
"learning_rate": 2.623456790123457e-05,
"loss": 0.2733,
"step": 190
},
{
"epoch": 16.0,
"learning_rate": 2.4691358024691357e-05,
"loss": 0.2541,
"step": 200
},
{
"epoch": 16.0,
"eval_accuracy": 0.9719101123595506,
"eval_f1_score": 0.9732620320855614,
"eval_loss": 0.09689934551715851,
"eval_precision": 0.9891304347826086,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0329,
"eval_samples_per_second": 172.331,
"eval_steps_per_second": 5.809,
"step": 200
},
{
"epoch": 16.8,
"learning_rate": 2.314814814814815e-05,
"loss": 0.2383,
"step": 210
},
{
"epoch": 16.96,
"eval_accuracy": 0.9719101123595506,
"eval_f1_score": 0.9732620320855614,
"eval_loss": 0.10420462489128113,
"eval_precision": 0.9891304347826086,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0218,
"eval_samples_per_second": 174.204,
"eval_steps_per_second": 5.872,
"step": 212
},
{
"epoch": 17.6,
"learning_rate": 2.1604938271604937e-05,
"loss": 0.2552,
"step": 220
},
{
"epoch": 18.0,
"eval_accuracy": 0.9719101123595506,
"eval_f1_score": 0.9732620320855614,
"eval_loss": 0.10807426273822784,
"eval_precision": 0.9891304347826086,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0141,
"eval_samples_per_second": 175.532,
"eval_steps_per_second": 5.917,
"step": 225
},
{
"epoch": 18.4,
"learning_rate": 2.006172839506173e-05,
"loss": 0.2223,
"step": 230
},
{
"epoch": 18.96,
"eval_accuracy": 0.9662921348314607,
"eval_f1_score": 0.9680851063829788,
"eval_loss": 0.11498517543077469,
"eval_precision": 0.978494623655914,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0007,
"eval_samples_per_second": 177.868,
"eval_steps_per_second": 5.996,
"step": 237
},
{
"epoch": 19.2,
"learning_rate": 1.8518518518518518e-05,
"loss": 0.2364,
"step": 240
},
{
"epoch": 20.0,
"learning_rate": 1.697530864197531e-05,
"loss": 0.2561,
"step": 250
},
{
"epoch": 20.0,
"eval_accuracy": 0.9550561797752809,
"eval_f1_score": 0.9574468085106383,
"eval_loss": 0.12337563186883926,
"eval_precision": 0.967741935483871,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.025,
"eval_samples_per_second": 173.653,
"eval_steps_per_second": 5.853,
"step": 250
},
{
"epoch": 20.8,
"learning_rate": 1.54320987654321e-05,
"loss": 0.2462,
"step": 260
},
{
"epoch": 20.96,
"eval_accuracy": 0.9606741573033708,
"eval_f1_score": 0.962962962962963,
"eval_loss": 0.11782826483249664,
"eval_precision": 0.9680851063829787,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.277,
"eval_samples_per_second": 139.389,
"eval_steps_per_second": 4.698,
"step": 262
},
{
"epoch": 21.6,
"learning_rate": 1.388888888888889e-05,
"loss": 0.2294,
"step": 270
},
{
"epoch": 22.0,
"eval_accuracy": 0.9382022471910112,
"eval_f1_score": 0.9430051813471502,
"eval_loss": 0.12620893120765686,
"eval_precision": 0.9285714285714286,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0278,
"eval_samples_per_second": 173.184,
"eval_steps_per_second": 5.838,
"step": 275
},
{
"epoch": 22.4,
"learning_rate": 1.2345679012345678e-05,
"loss": 0.2296,
"step": 280
},
{
"epoch": 22.96,
"eval_accuracy": 0.9438202247191011,
"eval_f1_score": 0.9479166666666666,
"eval_loss": 0.12900537252426147,
"eval_precision": 0.9381443298969072,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0136,
"eval_samples_per_second": 175.614,
"eval_steps_per_second": 5.92,
"step": 287
},
{
"epoch": 23.2,
"learning_rate": 1.0802469135802469e-05,
"loss": 0.2351,
"step": 290
},
{
"epoch": 24.0,
"learning_rate": 9.259259259259259e-06,
"loss": 0.2224,
"step": 300
},
{
"epoch": 24.0,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9528795811518324,
"eval_loss": 0.1152968481183052,
"eval_precision": 0.9479166666666666,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0182,
"eval_samples_per_second": 174.822,
"eval_steps_per_second": 5.893,
"step": 300
},
{
"epoch": 24.8,
"learning_rate": 7.71604938271605e-06,
"loss": 0.2205,
"step": 310
},
{
"epoch": 24.96,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9528795811518324,
"eval_loss": 0.11498025059700012,
"eval_precision": 0.9479166666666666,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.0221,
"eval_samples_per_second": 174.15,
"eval_steps_per_second": 5.87,
"step": 312
},
{
"epoch": 25.6,
"learning_rate": 6.172839506172839e-06,
"loss": 0.2169,
"step": 320
},
{
"epoch": 26.0,
"eval_accuracy": 0.9550561797752809,
"eval_f1_score": 0.9574468085106383,
"eval_loss": 0.1120525524020195,
"eval_precision": 0.967741935483871,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.0268,
"eval_samples_per_second": 173.35,
"eval_steps_per_second": 5.843,
"step": 325
},
{
"epoch": 26.4,
"learning_rate": 4.6296296296296296e-06,
"loss": 0.2212,
"step": 330
},
{
"epoch": 26.96,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9528795811518324,
"eval_loss": 0.11452833563089371,
"eval_precision": 0.9479166666666666,
"eval_recall": 0.9578947368421052,
"eval_runtime": 1.951,
"eval_samples_per_second": 91.236,
"eval_steps_per_second": 3.075,
"step": 337
},
{
"epoch": 27.2,
"learning_rate": 3.0864197530864196e-06,
"loss": 0.2265,
"step": 340
},
{
"epoch": 28.0,
"learning_rate": 1.5432098765432098e-06,
"loss": 0.2188,
"step": 350
},
{
"epoch": 28.0,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9523809523809523,
"eval_loss": 0.11309711635112762,
"eval_precision": 0.9574468085106383,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.0255,
"eval_samples_per_second": 173.568,
"eval_steps_per_second": 5.851,
"step": 350
},
{
"epoch": 28.8,
"learning_rate": 0.0,
"loss": 0.2015,
"step": 360
},
{
"epoch": 28.8,
"eval_accuracy": 0.949438202247191,
"eval_f1_score": 0.9523809523809523,
"eval_loss": 0.11295311897993088,
"eval_precision": 0.9574468085106383,
"eval_recall": 0.9473684210526315,
"eval_runtime": 1.3178,
"eval_samples_per_second": 135.073,
"eval_steps_per_second": 4.553,
"step": 360
},
{
"epoch": 28.8,
"step": 360,
"total_flos": 2.0837941191062323e+17,
"train_loss": 0.3229101174407535,
"train_runtime": 715.5601,
"train_samples_per_second": 66.787,
"train_steps_per_second": 0.503
}
],
"logging_steps": 10,
"max_steps": 360,
"num_input_tokens_seen": 0,
"num_train_epochs": 30,
"save_steps": 500,
"total_flos": 2.0837941191062323e+17,
"train_batch_size": 32,
"trial_name": null,
"trial_params": null
}