vit-beta2-0.995 / trainer_state.json
sharren's picture
🍻 cheers
fbdd8fa verified
raw
history blame contribute delete
No virus
10.8 kB
{
"best_metric": 0.511895477771759,
"best_model_checkpoint": "./vit-beta2-0.995/checkpoint-2889",
"epoch": 19.0,
"eval_steps": 500,
"global_step": 6099,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 30.705322265625,
"learning_rate": 1.8234275822273514e-05,
"loss": 1.7709,
"step": 321
},
{
"epoch": 1.0,
"eval_accuracy": 0.7038834951456311,
"eval_f1": 0.6317206539589807,
"eval_loss": 0.9409339427947998,
"eval_precision": 0.6600572679415466,
"eval_recall": 0.7038834951456311,
"eval_runtime": 22.6099,
"eval_samples_per_second": 127.555,
"eval_steps_per_second": 15.966,
"step": 321
},
{
"epoch": 2.0,
"grad_norm": 38.1316032409668,
"learning_rate": 3.675706866705136e-05,
"loss": 1.1633,
"step": 642
},
{
"epoch": 2.0,
"eval_accuracy": 0.7371705963938974,
"eval_f1": 0.6969962032458188,
"eval_loss": 0.7317262887954712,
"eval_precision": 0.7193055769194622,
"eval_recall": 0.7371705963938974,
"eval_runtime": 22.4171,
"eval_samples_per_second": 128.652,
"eval_steps_per_second": 16.104,
"step": 642
},
{
"epoch": 3.0,
"grad_norm": 10.181236267089844,
"learning_rate": 5.52798615118292e-05,
"loss": 1.0429,
"step": 963
},
{
"epoch": 3.0,
"eval_accuracy": 0.7624826629680999,
"eval_f1": 0.7239854360368981,
"eval_loss": 0.6350400447845459,
"eval_precision": 0.7357005373068777,
"eval_recall": 0.7624826629680999,
"eval_runtime": 22.621,
"eval_samples_per_second": 127.492,
"eval_steps_per_second": 15.959,
"step": 963
},
{
"epoch": 4.0,
"grad_norm": 36.46014404296875,
"learning_rate": 7.380265435660705e-05,
"loss": 0.9649,
"step": 1284
},
{
"epoch": 4.0,
"eval_accuracy": 0.7694174757281553,
"eval_f1": 0.78081186335,
"eval_loss": 0.5759614706039429,
"eval_precision": 0.803793715931661,
"eval_recall": 0.7694174757281553,
"eval_runtime": 22.7229,
"eval_samples_per_second": 126.92,
"eval_steps_per_second": 15.887,
"step": 1284
},
{
"epoch": 5.0,
"grad_norm": 8.231016159057617,
"learning_rate": 9.232544720138489e-05,
"loss": 0.9051,
"step": 1605
},
{
"epoch": 5.0,
"eval_accuracy": 0.7669902912621359,
"eval_f1": 0.77317554088632,
"eval_loss": 0.6440545320510864,
"eval_precision": 0.7941009873640001,
"eval_recall": 0.7669902912621359,
"eval_runtime": 22.7099,
"eval_samples_per_second": 126.993,
"eval_steps_per_second": 15.896,
"step": 1605
},
{
"epoch": 6.0,
"grad_norm": 7.757928848266602,
"learning_rate": 9.984876489938473e-05,
"loss": 0.9826,
"step": 1926
},
{
"epoch": 6.0,
"eval_accuracy": 0.7850208044382802,
"eval_f1": 0.7892025324025785,
"eval_loss": 0.5661589503288269,
"eval_precision": 0.7956162433005612,
"eval_recall": 0.7850208044382802,
"eval_runtime": 22.6328,
"eval_samples_per_second": 127.425,
"eval_steps_per_second": 15.95,
"step": 1926
},
{
"epoch": 7.0,
"grad_norm": 11.347550392150879,
"learning_rate": 9.889494151200358e-05,
"loss": 0.8855,
"step": 2247
},
{
"epoch": 7.0,
"eval_accuracy": 0.7264216366158114,
"eval_f1": 0.7458569130340702,
"eval_loss": 0.6881958246231079,
"eval_precision": 0.7937071962372872,
"eval_recall": 0.7264216366158114,
"eval_runtime": 22.7206,
"eval_samples_per_second": 126.933,
"eval_steps_per_second": 15.889,
"step": 2247
},
{
"epoch": 8.0,
"grad_norm": 2.9686567783355713,
"learning_rate": 9.707962612088379e-05,
"loss": 0.789,
"step": 2568
},
{
"epoch": 8.0,
"eval_accuracy": 0.7364771151178918,
"eval_f1": 0.7563577225180272,
"eval_loss": 0.6491453051567078,
"eval_precision": 0.8089248672404397,
"eval_recall": 0.7364771151178918,
"eval_runtime": 22.3088,
"eval_samples_per_second": 129.277,
"eval_steps_per_second": 16.182,
"step": 2568
},
{
"epoch": 9.0,
"grad_norm": 6.504317760467529,
"learning_rate": 9.443480321450928e-05,
"loss": 0.7192,
"step": 2889
},
{
"epoch": 9.0,
"eval_accuracy": 0.8075589459084604,
"eval_f1": 0.8098127959154342,
"eval_loss": 0.511895477771759,
"eval_precision": 0.8207082348032128,
"eval_recall": 0.8075589459084604,
"eval_runtime": 22.6645,
"eval_samples_per_second": 127.247,
"eval_steps_per_second": 15.928,
"step": 2889
},
{
"epoch": 10.0,
"grad_norm": 12.737798690795898,
"learning_rate": 9.100707257835249e-05,
"loss": 0.7012,
"step": 3210
},
{
"epoch": 10.0,
"eval_accuracy": 0.79750346740638,
"eval_f1": 0.807690598198484,
"eval_loss": 0.5413523316383362,
"eval_precision": 0.8340905013524049,
"eval_recall": 0.79750346740638,
"eval_runtime": 22.8925,
"eval_samples_per_second": 125.98,
"eval_steps_per_second": 15.769,
"step": 3210
},
{
"epoch": 11.0,
"grad_norm": 33.7946891784668,
"learning_rate": 8.685682824178951e-05,
"loss": 0.6376,
"step": 3531
},
{
"epoch": 11.0,
"eval_accuracy": 0.7947295423023578,
"eval_f1": 0.8066140477733247,
"eval_loss": 0.5712208151817322,
"eval_precision": 0.8331612477677219,
"eval_recall": 0.7947295423023578,
"eval_runtime": 22.3907,
"eval_samples_per_second": 128.804,
"eval_steps_per_second": 16.123,
"step": 3531
},
{
"epoch": 12.0,
"grad_norm": 3.9330718517303467,
"learning_rate": 8.205719438083829e-05,
"loss": 0.5412,
"step": 3852
},
{
"epoch": 12.0,
"eval_accuracy": 0.8058252427184466,
"eval_f1": 0.8145494176055466,
"eval_loss": 0.5660970211029053,
"eval_precision": 0.8327663750154051,
"eval_recall": 0.8058252427184466,
"eval_runtime": 23.2238,
"eval_samples_per_second": 124.183,
"eval_steps_per_second": 15.544,
"step": 3852
},
{
"epoch": 13.0,
"grad_norm": 15.180066108703613,
"learning_rate": 7.669273692531118e-05,
"loss": 0.4667,
"step": 4173
},
{
"epoch": 13.0,
"eval_accuracy": 0.819001386962552,
"eval_f1": 0.8179067223293143,
"eval_loss": 0.6374972462654114,
"eval_precision": 0.8409999751324982,
"eval_recall": 0.819001386962552,
"eval_runtime": 22.8695,
"eval_samples_per_second": 126.107,
"eval_steps_per_second": 15.785,
"step": 4173
},
{
"epoch": 14.0,
"grad_norm": 2.8769447803497314,
"learning_rate": 7.085797357089247e-05,
"loss": 0.4766,
"step": 4494
},
{
"epoch": 14.0,
"eval_accuracy": 0.8252427184466019,
"eval_f1": 0.83131443421793,
"eval_loss": 0.5736179351806641,
"eval_precision": 0.850771343089076,
"eval_recall": 0.8252427184466019,
"eval_runtime": 22.5348,
"eval_samples_per_second": 127.98,
"eval_steps_per_second": 16.02,
"step": 4494
},
{
"epoch": 15.0,
"grad_norm": 3.6918177604675293,
"learning_rate": 6.46557084486047e-05,
"loss": 0.384,
"step": 4815
},
{
"epoch": 15.0,
"eval_accuracy": 0.8356449375866851,
"eval_f1": 0.8371244710047189,
"eval_loss": 0.5305333137512207,
"eval_precision": 0.8414602896223483,
"eval_recall": 0.8356449375866851,
"eval_runtime": 22.1675,
"eval_samples_per_second": 130.1,
"eval_steps_per_second": 16.285,
"step": 4815
},
{
"epoch": 16.0,
"grad_norm": 7.413918495178223,
"learning_rate": 5.8195220793532045e-05,
"loss": 0.37,
"step": 5136
},
{
"epoch": 16.0,
"eval_accuracy": 0.8314840499306518,
"eval_f1": 0.8379252493969135,
"eval_loss": 0.5530928373336792,
"eval_precision": 0.8498567684865045,
"eval_recall": 0.8314840499306518,
"eval_runtime": 22.2316,
"eval_samples_per_second": 129.725,
"eval_steps_per_second": 16.238,
"step": 5136
},
{
"epoch": 17.0,
"grad_norm": 8.914341926574707,
"learning_rate": 5.15903395270923e-05,
"loss": 0.2809,
"step": 5457
},
{
"epoch": 17.0,
"eval_accuracy": 0.8637309292649098,
"eval_f1": 0.860814136748839,
"eval_loss": 0.5173911452293396,
"eval_precision": 0.8629791065379673,
"eval_recall": 0.8637309292649098,
"eval_runtime": 22.2757,
"eval_samples_per_second": 129.468,
"eval_steps_per_second": 16.206,
"step": 5457
},
{
"epoch": 18.0,
"grad_norm": 18.052043914794922,
"learning_rate": 4.495743767726598e-05,
"loss": 0.2681,
"step": 5778
},
{
"epoch": 18.0,
"eval_accuracy": 0.8477808599167822,
"eval_f1": 0.8504360089943235,
"eval_loss": 0.5555988550186157,
"eval_precision": 0.8554685811338774,
"eval_recall": 0.8477808599167822,
"eval_runtime": 22.3572,
"eval_samples_per_second": 128.997,
"eval_steps_per_second": 16.147,
"step": 5778
},
{
"epoch": 19.0,
"grad_norm": 0.04609627276659012,
"learning_rate": 3.841338197358591e-05,
"loss": 0.2139,
"step": 6099
},
{
"epoch": 19.0,
"eval_accuracy": 0.8255894590846047,
"eval_f1": 0.8335016397329735,
"eval_loss": 0.6290740966796875,
"eval_precision": 0.8517909910468258,
"eval_recall": 0.8255894590846047,
"eval_runtime": 22.1886,
"eval_samples_per_second": 129.977,
"eval_steps_per_second": 16.27,
"step": 6099
},
{
"epoch": 19.0,
"step": 6099,
"total_flos": 7.550537882380222e+18,
"train_loss": 0.713874793126947,
"train_runtime": 2273.3603,
"train_samples_per_second": 225.569,
"train_steps_per_second": 14.12
}
],
"logging_steps": 500,
"max_steps": 32100,
"num_input_tokens_seen": 0,
"num_train_epochs": 100,
"save_steps": 500,
"total_flos": 7.550537882380222e+18,
"train_batch_size": 16,
"trial_name": null,
"trial_params": null
}