CXR-Classifier / checkpoint-1224 /trainer_state.json
NeuronZero's picture
Upload folder using huggingface_hub
ab95481 verified
raw
history blame contribute delete
No virus
11.4 kB
{
"best_metric": 0.1180819422006607,
"best_model_checkpoint": "CXR-Classifier/checkpoint-1224",
"epoch": 3.0,
"eval_steps": 500,
"global_step": 1224,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.05,
"grad_norm": 3.592426061630249,
"learning_rate": 8.130081300813009e-06,
"loss": 0.5972,
"step": 20
},
{
"epoch": 0.1,
"grad_norm": 2.819566249847412,
"learning_rate": 1.6260162601626018e-05,
"loss": 0.4976,
"step": 40
},
{
"epoch": 0.15,
"grad_norm": 5.789632320404053,
"learning_rate": 2.4390243902439026e-05,
"loss": 0.3321,
"step": 60
},
{
"epoch": 0.2,
"grad_norm": 5.508607864379883,
"learning_rate": 3.2520325203252037e-05,
"loss": 0.415,
"step": 80
},
{
"epoch": 0.25,
"grad_norm": 7.562315464019775,
"learning_rate": 4.065040650406504e-05,
"loss": 0.2412,
"step": 100
},
{
"epoch": 0.29,
"grad_norm": 4.414723873138428,
"learning_rate": 4.878048780487805e-05,
"loss": 0.3456,
"step": 120
},
{
"epoch": 0.34,
"grad_norm": 2.0423896312713623,
"learning_rate": 4.922797456857402e-05,
"loss": 0.2415,
"step": 140
},
{
"epoch": 0.39,
"grad_norm": 2.041806221008301,
"learning_rate": 4.83197093551317e-05,
"loss": 0.3546,
"step": 160
},
{
"epoch": 0.44,
"grad_norm": 1.6937503814697266,
"learning_rate": 4.741144414168938e-05,
"loss": 0.3947,
"step": 180
},
{
"epoch": 0.49,
"grad_norm": 6.492763996124268,
"learning_rate": 4.650317892824705e-05,
"loss": 0.3063,
"step": 200
},
{
"epoch": 0.54,
"grad_norm": 1.9708950519561768,
"learning_rate": 4.559491371480473e-05,
"loss": 0.3115,
"step": 220
},
{
"epoch": 0.59,
"grad_norm": 12.533012390136719,
"learning_rate": 4.46866485013624e-05,
"loss": 0.5087,
"step": 240
},
{
"epoch": 0.64,
"grad_norm": 8.02456283569336,
"learning_rate": 4.377838328792008e-05,
"loss": 0.2745,
"step": 260
},
{
"epoch": 0.69,
"grad_norm": 1.0878229141235352,
"learning_rate": 4.287011807447775e-05,
"loss": 0.1905,
"step": 280
},
{
"epoch": 0.74,
"grad_norm": 7.465769290924072,
"learning_rate": 4.196185286103542e-05,
"loss": 0.2509,
"step": 300
},
{
"epoch": 0.78,
"grad_norm": 15.646003723144531,
"learning_rate": 4.10535876475931e-05,
"loss": 0.4353,
"step": 320
},
{
"epoch": 0.83,
"grad_norm": 3.2481565475463867,
"learning_rate": 4.014532243415077e-05,
"loss": 0.3478,
"step": 340
},
{
"epoch": 0.88,
"grad_norm": 2.395519733428955,
"learning_rate": 3.923705722070845e-05,
"loss": 0.2199,
"step": 360
},
{
"epoch": 0.93,
"grad_norm": 8.089118003845215,
"learning_rate": 3.832879200726612e-05,
"loss": 0.2715,
"step": 380
},
{
"epoch": 0.98,
"grad_norm": 8.150867462158203,
"learning_rate": 3.74205267938238e-05,
"loss": 0.2074,
"step": 400
},
{
"epoch": 1.0,
"eval_accuracy": 0.9387254901960784,
"eval_auc": 0.9766835240883684,
"eval_f1": 0.957841483979764,
"eval_loss": 0.2350389063358307,
"eval_precision": 0.961082910321489,
"eval_recall": 0.9546218487394958,
"eval_runtime": 246.6561,
"eval_samples_per_second": 3.308,
"eval_steps_per_second": 0.207,
"step": 408
},
{
"epoch": 1.03,
"grad_norm": 6.791078090667725,
"learning_rate": 3.651226158038147e-05,
"loss": 0.1235,
"step": 420
},
{
"epoch": 1.08,
"grad_norm": 5.592333793640137,
"learning_rate": 3.560399636693915e-05,
"loss": 0.4199,
"step": 440
},
{
"epoch": 1.13,
"grad_norm": 0.2713923752307892,
"learning_rate": 3.469573115349682e-05,
"loss": 0.3119,
"step": 460
},
{
"epoch": 1.18,
"grad_norm": 5.907072067260742,
"learning_rate": 3.37874659400545e-05,
"loss": 0.2118,
"step": 480
},
{
"epoch": 1.23,
"grad_norm": 0.9097113013267517,
"learning_rate": 3.287920072661217e-05,
"loss": 0.2174,
"step": 500
},
{
"epoch": 1.27,
"grad_norm": 6.9212141036987305,
"learning_rate": 3.197093551316985e-05,
"loss": 0.2448,
"step": 520
},
{
"epoch": 1.32,
"grad_norm": 6.113616466522217,
"learning_rate": 3.106267029972752e-05,
"loss": 0.1619,
"step": 540
},
{
"epoch": 1.37,
"grad_norm": 0.9741531014442444,
"learning_rate": 3.0154405086285197e-05,
"loss": 0.3296,
"step": 560
},
{
"epoch": 1.42,
"grad_norm": 1.604313611984253,
"learning_rate": 2.924613987284287e-05,
"loss": 0.1598,
"step": 580
},
{
"epoch": 1.47,
"grad_norm": 5.160298824310303,
"learning_rate": 2.8337874659400547e-05,
"loss": 0.2605,
"step": 600
},
{
"epoch": 1.52,
"grad_norm": 7.961933135986328,
"learning_rate": 2.7429609445958222e-05,
"loss": 0.295,
"step": 620
},
{
"epoch": 1.57,
"grad_norm": 3.545825719833374,
"learning_rate": 2.6521344232515894e-05,
"loss": 0.2613,
"step": 640
},
{
"epoch": 1.62,
"grad_norm": 0.7656643390655518,
"learning_rate": 2.5613079019073572e-05,
"loss": 0.1684,
"step": 660
},
{
"epoch": 1.67,
"grad_norm": 14.269344329833984,
"learning_rate": 2.4704813805631247e-05,
"loss": 0.3285,
"step": 680
},
{
"epoch": 1.72,
"grad_norm": 0.21142134070396423,
"learning_rate": 2.379654859218892e-05,
"loss": 0.2071,
"step": 700
},
{
"epoch": 1.76,
"grad_norm": 1.0282666683197021,
"learning_rate": 2.2888283378746594e-05,
"loss": 0.2701,
"step": 720
},
{
"epoch": 1.81,
"grad_norm": 12.365777969360352,
"learning_rate": 2.198001816530427e-05,
"loss": 0.1753,
"step": 740
},
{
"epoch": 1.86,
"grad_norm": 6.909509181976318,
"learning_rate": 2.1071752951861944e-05,
"loss": 0.185,
"step": 760
},
{
"epoch": 1.91,
"grad_norm": 10.059576034545898,
"learning_rate": 2.016348773841962e-05,
"loss": 0.1403,
"step": 780
},
{
"epoch": 1.96,
"grad_norm": 13.194554328918457,
"learning_rate": 1.9255222524977297e-05,
"loss": 0.177,
"step": 800
},
{
"epoch": 2.0,
"eval_accuracy": 0.9522058823529411,
"eval_auc": 0.9864329442184113,
"eval_f1": 0.967418546365915,
"eval_loss": 0.15405645966529846,
"eval_precision": 0.9617940199335548,
"eval_recall": 0.973109243697479,
"eval_runtime": 257.0506,
"eval_samples_per_second": 3.174,
"eval_steps_per_second": 0.198,
"step": 816
},
{
"epoch": 2.01,
"grad_norm": 0.45505988597869873,
"learning_rate": 1.834695731153497e-05,
"loss": 0.1334,
"step": 820
},
{
"epoch": 2.06,
"grad_norm": 0.5608593821525574,
"learning_rate": 1.7438692098092644e-05,
"loss": 0.1801,
"step": 840
},
{
"epoch": 2.11,
"grad_norm": 1.9215396642684937,
"learning_rate": 1.653042688465032e-05,
"loss": 0.1397,
"step": 860
},
{
"epoch": 2.16,
"grad_norm": 0.03459596261382103,
"learning_rate": 1.5622161671207994e-05,
"loss": 0.0797,
"step": 880
},
{
"epoch": 2.21,
"grad_norm": 4.931589603424072,
"learning_rate": 1.4713896457765669e-05,
"loss": 0.1547,
"step": 900
},
{
"epoch": 2.25,
"grad_norm": 12.403867721557617,
"learning_rate": 1.3805631244323344e-05,
"loss": 0.1008,
"step": 920
},
{
"epoch": 2.3,
"grad_norm": 6.834578514099121,
"learning_rate": 1.2897366030881017e-05,
"loss": 0.3086,
"step": 940
},
{
"epoch": 2.35,
"grad_norm": 0.12356822937726974,
"learning_rate": 1.1989100817438692e-05,
"loss": 0.1367,
"step": 960
},
{
"epoch": 2.4,
"grad_norm": 0.23836758732795715,
"learning_rate": 1.1080835603996367e-05,
"loss": 0.1204,
"step": 980
},
{
"epoch": 2.45,
"grad_norm": 0.645460307598114,
"learning_rate": 1.0172570390554042e-05,
"loss": 0.2857,
"step": 1000
},
{
"epoch": 2.5,
"grad_norm": 6.155028820037842,
"learning_rate": 9.264305177111717e-06,
"loss": 0.1514,
"step": 1020
},
{
"epoch": 2.55,
"grad_norm": 6.625197410583496,
"learning_rate": 8.356039963669392e-06,
"loss": 0.1973,
"step": 1040
},
{
"epoch": 2.6,
"grad_norm": 0.4476400911808014,
"learning_rate": 7.447774750227067e-06,
"loss": 0.1153,
"step": 1060
},
{
"epoch": 2.65,
"grad_norm": 11.432110786437988,
"learning_rate": 6.539509536784741e-06,
"loss": 0.1943,
"step": 1080
},
{
"epoch": 2.7,
"grad_norm": 6.038093090057373,
"learning_rate": 5.631244323342416e-06,
"loss": 0.0998,
"step": 1100
},
{
"epoch": 2.75,
"grad_norm": 0.24591827392578125,
"learning_rate": 4.722979109900091e-06,
"loss": 0.1767,
"step": 1120
},
{
"epoch": 2.79,
"grad_norm": 3.9476640224456787,
"learning_rate": 3.814713896457766e-06,
"loss": 0.1798,
"step": 1140
},
{
"epoch": 2.84,
"grad_norm": 9.382974624633789,
"learning_rate": 2.9064486830154405e-06,
"loss": 0.1707,
"step": 1160
},
{
"epoch": 2.89,
"grad_norm": 0.10719335079193115,
"learning_rate": 1.9981834695731155e-06,
"loss": 0.2662,
"step": 1180
},
{
"epoch": 2.94,
"grad_norm": 10.07032299041748,
"learning_rate": 1.0899182561307902e-06,
"loss": 0.218,
"step": 1200
},
{
"epoch": 2.99,
"grad_norm": 17.199472427368164,
"learning_rate": 1.8165304268846503e-07,
"loss": 0.1692,
"step": 1220
},
{
"epoch": 3.0,
"eval_accuracy": 0.9644607843137255,
"eval_auc": 0.9916270580630442,
"eval_f1": 0.9755686604886269,
"eval_loss": 0.1180819422006607,
"eval_precision": 0.9780405405405406,
"eval_recall": 0.973109243697479,
"eval_runtime": 252.4161,
"eval_samples_per_second": 3.233,
"eval_steps_per_second": 0.202,
"step": 1224
}
],
"logging_steps": 20,
"max_steps": 1224,
"num_input_tokens_seen": 0,
"num_train_epochs": 3,
"save_steps": 500,
"total_flos": 7.581041343995535e+17,
"train_batch_size": 8,
"trial_name": null,
"trial_params": null
}