teacher-status-van-tiny-256-2 / trainer_state.json
Nguyen Tien
vuihocrnd/teacher-status-van-tiny-256
b31ca8b
raw
history blame
21.3 kB
{
"best_metric": 0.9842381786339754,
"best_model_checkpoint": "teacher-status-van-tiny-256-2/checkpoint-420",
"epoch": 29.714285714285715,
"eval_steps": 500,
"global_step": 780,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.38,
"learning_rate": 6.41025641025641e-06,
"loss": 0.6928,
"step": 10
},
{
"epoch": 0.76,
"learning_rate": 1.282051282051282e-05,
"loss": 0.6896,
"step": 20
},
{
"epoch": 0.99,
"eval_accuracy": 0.7700534759358288,
"eval_f1_score": 0.8700906344410876,
"eval_loss": 0.670672595500946,
"eval_precision": 0.7700534759358288,
"eval_recall": 1.0,
"eval_runtime": 2.6151,
"eval_samples_per_second": 143.014,
"eval_steps_per_second": 4.589,
"step": 26
},
{
"epoch": 1.14,
"learning_rate": 1.923076923076923e-05,
"loss": 0.6763,
"step": 30
},
{
"epoch": 1.52,
"learning_rate": 2.564102564102564e-05,
"loss": 0.6376,
"step": 40
},
{
"epoch": 1.9,
"learning_rate": 3.205128205128206e-05,
"loss": 0.5438,
"step": 50
},
{
"epoch": 1.98,
"eval_accuracy": 0.7700534759358288,
"eval_f1_score": 0.8700906344410876,
"eval_loss": 0.43023183941841125,
"eval_precision": 0.7700534759358288,
"eval_recall": 1.0,
"eval_runtime": 2.5825,
"eval_samples_per_second": 144.822,
"eval_steps_per_second": 4.647,
"step": 52
},
{
"epoch": 2.29,
"learning_rate": 3.846153846153846e-05,
"loss": 0.4252,
"step": 60
},
{
"epoch": 2.67,
"learning_rate": 4.4871794871794874e-05,
"loss": 0.3756,
"step": 70
},
{
"epoch": 2.97,
"eval_accuracy": 0.8850267379679144,
"eval_f1_score": 0.9284525790349417,
"eval_loss": 0.2762328088283539,
"eval_precision": 0.8913738019169329,
"eval_recall": 0.96875,
"eval_runtime": 2.711,
"eval_samples_per_second": 137.957,
"eval_steps_per_second": 4.426,
"step": 78
},
{
"epoch": 3.05,
"learning_rate": 4.985754985754986e-05,
"loss": 0.3572,
"step": 80
},
{
"epoch": 3.43,
"learning_rate": 4.9145299145299147e-05,
"loss": 0.3217,
"step": 90
},
{
"epoch": 3.81,
"learning_rate": 4.8433048433048433e-05,
"loss": 0.3017,
"step": 100
},
{
"epoch": 4.0,
"eval_accuracy": 0.9224598930481284,
"eval_f1_score": 0.9502572898799314,
"eval_loss": 0.20020952820777893,
"eval_precision": 0.9389830508474576,
"eval_recall": 0.9618055555555556,
"eval_runtime": 2.7006,
"eval_samples_per_second": 138.487,
"eval_steps_per_second": 4.443,
"step": 105
},
{
"epoch": 4.19,
"learning_rate": 4.772079772079772e-05,
"loss": 0.2563,
"step": 110
},
{
"epoch": 4.57,
"learning_rate": 4.700854700854701e-05,
"loss": 0.2548,
"step": 120
},
{
"epoch": 4.95,
"learning_rate": 4.62962962962963e-05,
"loss": 0.257,
"step": 130
},
{
"epoch": 4.99,
"eval_accuracy": 0.9385026737967914,
"eval_f1_score": 0.9605488850771869,
"eval_loss": 0.17939455807209015,
"eval_precision": 0.9491525423728814,
"eval_recall": 0.9722222222222222,
"eval_runtime": 2.4102,
"eval_samples_per_second": 155.173,
"eval_steps_per_second": 4.979,
"step": 131
},
{
"epoch": 5.33,
"learning_rate": 4.558404558404559e-05,
"loss": 0.2484,
"step": 140
},
{
"epoch": 5.71,
"learning_rate": 4.4871794871794874e-05,
"loss": 0.2345,
"step": 150
},
{
"epoch": 5.98,
"eval_accuracy": 0.9358288770053476,
"eval_f1_score": 0.9581881533101045,
"eval_loss": 0.14852212369441986,
"eval_precision": 0.9615384615384616,
"eval_recall": 0.9548611111111112,
"eval_runtime": 2.3968,
"eval_samples_per_second": 156.039,
"eval_steps_per_second": 5.007,
"step": 157
},
{
"epoch": 6.1,
"learning_rate": 4.415954415954416e-05,
"loss": 0.2514,
"step": 160
},
{
"epoch": 6.48,
"learning_rate": 4.344729344729345e-05,
"loss": 0.2179,
"step": 170
},
{
"epoch": 6.86,
"learning_rate": 4.2735042735042735e-05,
"loss": 0.2318,
"step": 180
},
{
"epoch": 6.97,
"eval_accuracy": 0.9438502673796791,
"eval_f1_score": 0.9630931458699472,
"eval_loss": 0.13021136820316315,
"eval_precision": 0.9750889679715302,
"eval_recall": 0.9513888888888888,
"eval_runtime": 2.3767,
"eval_samples_per_second": 157.361,
"eval_steps_per_second": 5.049,
"step": 183
},
{
"epoch": 7.24,
"learning_rate": 4.202279202279202e-05,
"loss": 0.2151,
"step": 190
},
{
"epoch": 7.62,
"learning_rate": 4.131054131054131e-05,
"loss": 0.2311,
"step": 200
},
{
"epoch": 8.0,
"learning_rate": 4.05982905982906e-05,
"loss": 0.2173,
"step": 210
},
{
"epoch": 8.0,
"eval_accuracy": 0.9518716577540107,
"eval_f1_score": 0.9688581314878894,
"eval_loss": 0.12773053348064423,
"eval_precision": 0.9655172413793104,
"eval_recall": 0.9722222222222222,
"eval_runtime": 2.3674,
"eval_samples_per_second": 157.977,
"eval_steps_per_second": 5.069,
"step": 210
},
{
"epoch": 8.38,
"learning_rate": 3.988603988603989e-05,
"loss": 0.1934,
"step": 220
},
{
"epoch": 8.76,
"learning_rate": 3.9173789173789176e-05,
"loss": 0.2058,
"step": 230
},
{
"epoch": 8.99,
"eval_accuracy": 0.9572192513368984,
"eval_f1_score": 0.9722222222222222,
"eval_loss": 0.1269279271364212,
"eval_precision": 0.9722222222222222,
"eval_recall": 0.9722222222222222,
"eval_runtime": 2.2694,
"eval_samples_per_second": 164.802,
"eval_steps_per_second": 5.288,
"step": 236
},
{
"epoch": 9.14,
"learning_rate": 3.846153846153846e-05,
"loss": 0.1959,
"step": 240
},
{
"epoch": 9.52,
"learning_rate": 3.774928774928775e-05,
"loss": 0.2016,
"step": 250
},
{
"epoch": 9.9,
"learning_rate": 3.7037037037037037e-05,
"loss": 0.1955,
"step": 260
},
{
"epoch": 9.98,
"eval_accuracy": 0.9572192513368984,
"eval_f1_score": 0.9724137931034483,
"eval_loss": 0.11462008953094482,
"eval_precision": 0.9657534246575342,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.2006,
"eval_samples_per_second": 169.954,
"eval_steps_per_second": 5.453,
"step": 262
},
{
"epoch": 10.29,
"learning_rate": 3.6324786324786323e-05,
"loss": 0.2038,
"step": 270
},
{
"epoch": 10.67,
"learning_rate": 3.561253561253561e-05,
"loss": 0.2083,
"step": 280
},
{
"epoch": 10.97,
"eval_accuracy": 0.9652406417112299,
"eval_f1_score": 0.9772329246935202,
"eval_loss": 0.1083158627152443,
"eval_precision": 0.9858657243816255,
"eval_recall": 0.96875,
"eval_runtime": 2.2496,
"eval_samples_per_second": 166.25,
"eval_steps_per_second": 5.334,
"step": 288
},
{
"epoch": 11.05,
"learning_rate": 3.4900284900284904e-05,
"loss": 0.2107,
"step": 290
},
{
"epoch": 11.43,
"learning_rate": 3.418803418803419e-05,
"loss": 0.1725,
"step": 300
},
{
"epoch": 11.81,
"learning_rate": 3.347578347578348e-05,
"loss": 0.1886,
"step": 310
},
{
"epoch": 12.0,
"eval_accuracy": 0.9598930481283422,
"eval_f1_score": 0.9740932642487047,
"eval_loss": 0.10481037944555283,
"eval_precision": 0.9690721649484536,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1714,
"eval_samples_per_second": 172.242,
"eval_steps_per_second": 5.526,
"step": 315
},
{
"epoch": 12.19,
"learning_rate": 3.2763532763532764e-05,
"loss": 0.1703,
"step": 320
},
{
"epoch": 12.57,
"learning_rate": 3.205128205128206e-05,
"loss": 0.1817,
"step": 330
},
{
"epoch": 12.95,
"learning_rate": 3.133903133903134e-05,
"loss": 0.1618,
"step": 340
},
{
"epoch": 12.99,
"eval_accuracy": 0.9625668449197861,
"eval_f1_score": 0.9756944444444444,
"eval_loss": 0.10334747284650803,
"eval_precision": 0.9756944444444444,
"eval_recall": 0.9756944444444444,
"eval_runtime": 2.1514,
"eval_samples_per_second": 173.842,
"eval_steps_per_second": 5.578,
"step": 341
},
{
"epoch": 13.33,
"learning_rate": 3.0626780626780625e-05,
"loss": 0.1733,
"step": 350
},
{
"epoch": 13.71,
"learning_rate": 2.9914529914529915e-05,
"loss": 0.1908,
"step": 360
},
{
"epoch": 13.98,
"eval_accuracy": 0.9598930481283422,
"eval_f1_score": 0.9739130434782608,
"eval_loss": 0.10439594089984894,
"eval_precision": 0.975609756097561,
"eval_recall": 0.9722222222222222,
"eval_runtime": 2.2063,
"eval_samples_per_second": 169.517,
"eval_steps_per_second": 5.439,
"step": 367
},
{
"epoch": 14.1,
"learning_rate": 2.9202279202279202e-05,
"loss": 0.1677,
"step": 370
},
{
"epoch": 14.48,
"learning_rate": 2.8490028490028492e-05,
"loss": 0.1641,
"step": 380
},
{
"epoch": 14.86,
"learning_rate": 2.777777777777778e-05,
"loss": 0.1594,
"step": 390
},
{
"epoch": 14.97,
"eval_accuracy": 0.9625668449197861,
"eval_f1_score": 0.9757785467128027,
"eval_loss": 0.09152617305517197,
"eval_precision": 0.9724137931034482,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.146,
"eval_samples_per_second": 174.274,
"eval_steps_per_second": 5.592,
"step": 393
},
{
"epoch": 15.24,
"learning_rate": 2.706552706552707e-05,
"loss": 0.1621,
"step": 400
},
{
"epoch": 15.62,
"learning_rate": 2.6353276353276356e-05,
"loss": 0.1698,
"step": 410
},
{
"epoch": 16.0,
"learning_rate": 2.564102564102564e-05,
"loss": 0.1474,
"step": 420
},
{
"epoch": 16.0,
"eval_accuracy": 0.9759358288770054,
"eval_f1_score": 0.9842381786339754,
"eval_loss": 0.09159436821937561,
"eval_precision": 0.9929328621908127,
"eval_recall": 0.9756944444444444,
"eval_runtime": 2.1573,
"eval_samples_per_second": 173.367,
"eval_steps_per_second": 5.563,
"step": 420
},
{
"epoch": 16.38,
"learning_rate": 2.492877492877493e-05,
"loss": 0.1326,
"step": 430
},
{
"epoch": 16.76,
"learning_rate": 2.4216524216524217e-05,
"loss": 0.1734,
"step": 440
},
{
"epoch": 16.99,
"eval_accuracy": 0.9652406417112299,
"eval_f1_score": 0.9773123909249563,
"eval_loss": 0.09513744711875916,
"eval_precision": 0.9824561403508771,
"eval_recall": 0.9722222222222222,
"eval_runtime": 2.1734,
"eval_samples_per_second": 172.078,
"eval_steps_per_second": 5.521,
"step": 446
},
{
"epoch": 17.14,
"learning_rate": 2.3504273504273504e-05,
"loss": 0.1827,
"step": 450
},
{
"epoch": 17.52,
"learning_rate": 2.2792022792022794e-05,
"loss": 0.1419,
"step": 460
},
{
"epoch": 17.9,
"learning_rate": 2.207977207977208e-05,
"loss": 0.1484,
"step": 470
},
{
"epoch": 17.98,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9808695652173912,
"eval_loss": 0.10494749993085861,
"eval_precision": 0.9825783972125436,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.155,
"eval_samples_per_second": 173.55,
"eval_steps_per_second": 5.568,
"step": 472
},
{
"epoch": 18.29,
"learning_rate": 2.1367521367521368e-05,
"loss": 0.1515,
"step": 480
},
{
"epoch": 18.67,
"learning_rate": 2.0655270655270654e-05,
"loss": 0.1495,
"step": 490
},
{
"epoch": 18.97,
"eval_accuracy": 0.9679144385026738,
"eval_f1_score": 0.9790940766550522,
"eval_loss": 0.09304243326187134,
"eval_precision": 0.9825174825174825,
"eval_recall": 0.9756944444444444,
"eval_runtime": 2.1676,
"eval_samples_per_second": 172.538,
"eval_steps_per_second": 5.536,
"step": 498
},
{
"epoch": 19.05,
"learning_rate": 1.9943019943019945e-05,
"loss": 0.1525,
"step": 500
},
{
"epoch": 19.43,
"learning_rate": 1.923076923076923e-05,
"loss": 0.1575,
"step": 510
},
{
"epoch": 19.81,
"learning_rate": 1.8518518518518518e-05,
"loss": 0.1385,
"step": 520
},
{
"epoch": 20.0,
"eval_accuracy": 0.9625668449197861,
"eval_f1_score": 0.9758620689655172,
"eval_loss": 0.095456063747406,
"eval_precision": 0.9691780821917808,
"eval_recall": 0.9826388888888888,
"eval_runtime": 2.217,
"eval_samples_per_second": 168.695,
"eval_steps_per_second": 5.413,
"step": 525
},
{
"epoch": 20.19,
"learning_rate": 1.7806267806267805e-05,
"loss": 0.139,
"step": 530
},
{
"epoch": 20.57,
"learning_rate": 1.7094017094017095e-05,
"loss": 0.1567,
"step": 540
},
{
"epoch": 20.95,
"learning_rate": 1.6381766381766382e-05,
"loss": 0.1492,
"step": 550
},
{
"epoch": 20.99,
"eval_accuracy": 0.9598930481283422,
"eval_f1_score": 0.9740932642487047,
"eval_loss": 0.09114021807909012,
"eval_precision": 0.9690721649484536,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1474,
"eval_samples_per_second": 174.163,
"eval_steps_per_second": 5.588,
"step": 551
},
{
"epoch": 21.33,
"learning_rate": 1.566951566951567e-05,
"loss": 0.1664,
"step": 560
},
{
"epoch": 21.71,
"learning_rate": 1.4957264957264958e-05,
"loss": 0.1401,
"step": 570
},
{
"epoch": 21.98,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9808695652173912,
"eval_loss": 0.09274759143590927,
"eval_precision": 0.9825783972125436,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1665,
"eval_samples_per_second": 172.63,
"eval_steps_per_second": 5.539,
"step": 577
},
{
"epoch": 22.1,
"learning_rate": 1.4245014245014246e-05,
"loss": 0.1538,
"step": 580
},
{
"epoch": 22.48,
"learning_rate": 1.3532763532763535e-05,
"loss": 0.1245,
"step": 590
},
{
"epoch": 22.86,
"learning_rate": 1.282051282051282e-05,
"loss": 0.1288,
"step": 600
},
{
"epoch": 22.97,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9808695652173912,
"eval_loss": 0.09401033818721771,
"eval_precision": 0.9825783972125436,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1911,
"eval_samples_per_second": 170.692,
"eval_steps_per_second": 5.477,
"step": 603
},
{
"epoch": 23.24,
"learning_rate": 1.2108262108262108e-05,
"loss": 0.1422,
"step": 610
},
{
"epoch": 23.62,
"learning_rate": 1.1396011396011397e-05,
"loss": 0.1262,
"step": 620
},
{
"epoch": 24.0,
"learning_rate": 1.0683760683760684e-05,
"loss": 0.1304,
"step": 630
},
{
"epoch": 24.0,
"eval_accuracy": 0.9652406417112299,
"eval_f1_score": 0.9775474956822107,
"eval_loss": 0.09132420271635056,
"eval_precision": 0.9725085910652921,
"eval_recall": 0.9826388888888888,
"eval_runtime": 2.1685,
"eval_samples_per_second": 172.467,
"eval_steps_per_second": 5.534,
"step": 630
},
{
"epoch": 24.38,
"learning_rate": 9.971509971509972e-06,
"loss": 0.1542,
"step": 640
},
{
"epoch": 24.76,
"learning_rate": 9.259259259259259e-06,
"loss": 0.14,
"step": 650
},
{
"epoch": 24.99,
"eval_accuracy": 0.9652406417112299,
"eval_f1_score": 0.9776247848537005,
"eval_loss": 0.09787322580814362,
"eval_precision": 0.9692832764505119,
"eval_recall": 0.9861111111111112,
"eval_runtime": 2.1719,
"eval_samples_per_second": 172.201,
"eval_steps_per_second": 5.525,
"step": 656
},
{
"epoch": 25.14,
"learning_rate": 8.547008547008548e-06,
"loss": 0.1529,
"step": 660
},
{
"epoch": 25.52,
"learning_rate": 7.834757834757835e-06,
"loss": 0.1367,
"step": 670
},
{
"epoch": 25.9,
"learning_rate": 7.122507122507123e-06,
"loss": 0.1461,
"step": 680
},
{
"epoch": 25.98,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9810017271157168,
"eval_loss": 0.08736571669578552,
"eval_precision": 0.9759450171821306,
"eval_recall": 0.9861111111111112,
"eval_runtime": 2.1664,
"eval_samples_per_second": 172.637,
"eval_steps_per_second": 5.539,
"step": 682
},
{
"epoch": 26.29,
"learning_rate": 6.41025641025641e-06,
"loss": 0.1349,
"step": 690
},
{
"epoch": 26.67,
"learning_rate": 5.6980056980056985e-06,
"loss": 0.1429,
"step": 700
},
{
"epoch": 26.97,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9808027923211169,
"eval_loss": 0.08370037376880646,
"eval_precision": 0.9859649122807017,
"eval_recall": 0.9756944444444444,
"eval_runtime": 2.1544,
"eval_samples_per_second": 173.601,
"eval_steps_per_second": 5.57,
"step": 708
},
{
"epoch": 27.05,
"learning_rate": 4.985754985754986e-06,
"loss": 0.134,
"step": 710
},
{
"epoch": 27.43,
"learning_rate": 4.273504273504274e-06,
"loss": 0.1366,
"step": 720
},
{
"epoch": 27.81,
"learning_rate": 3.5612535612535615e-06,
"loss": 0.1444,
"step": 730
},
{
"epoch": 28.0,
"eval_accuracy": 0.9679144385026738,
"eval_f1_score": 0.9791666666666666,
"eval_loss": 0.08762019872665405,
"eval_precision": 0.9791666666666666,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1635,
"eval_samples_per_second": 172.868,
"eval_steps_per_second": 5.547,
"step": 735
},
{
"epoch": 28.19,
"learning_rate": 2.8490028490028492e-06,
"loss": 0.1167,
"step": 740
},
{
"epoch": 28.57,
"learning_rate": 2.136752136752137e-06,
"loss": 0.1129,
"step": 750
},
{
"epoch": 28.95,
"learning_rate": 1.4245014245014246e-06,
"loss": 0.145,
"step": 760
},
{
"epoch": 28.99,
"eval_accuracy": 0.9705882352941176,
"eval_f1_score": 0.9808695652173912,
"eval_loss": 0.09031202644109726,
"eval_precision": 0.9825783972125436,
"eval_recall": 0.9791666666666666,
"eval_runtime": 2.1632,
"eval_samples_per_second": 172.893,
"eval_steps_per_second": 5.547,
"step": 761
},
{
"epoch": 29.33,
"learning_rate": 7.122507122507123e-07,
"loss": 0.1334,
"step": 770
},
{
"epoch": 29.71,
"learning_rate": 0.0,
"loss": 0.1445,
"step": 780
},
{
"epoch": 29.71,
"eval_accuracy": 0.9679144385026738,
"eval_f1_score": 0.9790940766550522,
"eval_loss": 0.08815235644578934,
"eval_precision": 0.9825174825174825,
"eval_recall": 0.9756944444444444,
"eval_runtime": 3.4052,
"eval_samples_per_second": 109.832,
"eval_steps_per_second": 3.524,
"step": 780
},
{
"epoch": 29.71,
"step": 780,
"total_flos": 4.5315392030480794e+17,
"train_loss": 0.2131147768252935,
"train_runtime": 1561.1697,
"train_samples_per_second": 64.529,
"train_steps_per_second": 0.5
}
],
"logging_steps": 10,
"max_steps": 780,
"num_input_tokens_seen": 0,
"num_train_epochs": 30,
"save_steps": 500,
"total_flos": 4.5315392030480794e+17,
"train_batch_size": 32,
"trial_name": null,
"trial_params": null
}