sentiment-lora-r2a1d0.15-0 / trainer_state.json
apwic's picture
End of training
7ac9679 verified
raw
history blame contribute delete
No virus
10.9 kB
{
"best_metric": null,
"best_model_checkpoint": null,
"epoch": 20.0,
"eval_steps": 500,
"global_step": 2440,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 5.8857197761535645,
"learning_rate": 4.75e-05,
"loss": 0.563,
"step": 122
},
{
"epoch": 1.0,
"eval_accuracy": 0.7243107769423559,
"eval_f1": 0.6586454703832753,
"eval_loss": 0.5137906670570374,
"eval_precision": 0.6636154141595185,
"eval_recall": 0.65493726132024,
"eval_runtime": 5.0938,
"eval_samples_per_second": 78.33,
"eval_steps_per_second": 9.816,
"step": 122
},
{
"epoch": 2.0,
"grad_norm": 3.8023645877838135,
"learning_rate": 4.5e-05,
"loss": 0.509,
"step": 244
},
{
"epoch": 2.0,
"eval_accuracy": 0.7167919799498746,
"eval_f1": 0.68198649992594,
"eval_loss": 0.5057324767112732,
"eval_precision": 0.6763453815261045,
"eval_recall": 0.6996272049463539,
"eval_runtime": 5.0746,
"eval_samples_per_second": 78.627,
"eval_steps_per_second": 9.853,
"step": 244
},
{
"epoch": 3.0,
"grad_norm": 4.055728912353516,
"learning_rate": 4.25e-05,
"loss": 0.4924,
"step": 366
},
{
"epoch": 3.0,
"eval_accuracy": 0.7393483709273183,
"eval_f1": 0.6901433691756272,
"eval_loss": 0.4707716703414917,
"eval_precision": 0.6876546482856133,
"eval_recall": 0.6930805601018367,
"eval_runtime": 5.082,
"eval_samples_per_second": 78.512,
"eval_steps_per_second": 9.839,
"step": 366
},
{
"epoch": 4.0,
"grad_norm": 2.744323253631592,
"learning_rate": 4e-05,
"loss": 0.468,
"step": 488
},
{
"epoch": 4.0,
"eval_accuracy": 0.7844611528822055,
"eval_f1": 0.7286143625434989,
"eval_loss": 0.4378769099712372,
"eval_precision": 0.741162203468669,
"eval_recall": 0.7199945444626296,
"eval_runtime": 5.045,
"eval_samples_per_second": 79.089,
"eval_steps_per_second": 9.911,
"step": 488
},
{
"epoch": 5.0,
"grad_norm": 1.431583285331726,
"learning_rate": 3.7500000000000003e-05,
"loss": 0.4495,
"step": 610
},
{
"epoch": 5.0,
"eval_accuracy": 0.7593984962406015,
"eval_f1": 0.7313131313131314,
"eval_loss": 0.44655734300613403,
"eval_precision": 0.7233381157340986,
"eval_recall": 0.7547735951991271,
"eval_runtime": 5.0782,
"eval_samples_per_second": 78.571,
"eval_steps_per_second": 9.846,
"step": 610
},
{
"epoch": 6.0,
"grad_norm": 2.092684745788574,
"learning_rate": 3.5e-05,
"loss": 0.4334,
"step": 732
},
{
"epoch": 6.0,
"eval_accuracy": 0.8270676691729323,
"eval_f1": 0.7887122892379951,
"eval_loss": 0.40413278341293335,
"eval_precision": 0.7926829268292683,
"eval_recall": 0.7851427532278596,
"eval_runtime": 5.0593,
"eval_samples_per_second": 78.865,
"eval_steps_per_second": 9.883,
"step": 732
},
{
"epoch": 7.0,
"grad_norm": 2.259237289428711,
"learning_rate": 3.2500000000000004e-05,
"loss": 0.415,
"step": 854
},
{
"epoch": 7.0,
"eval_accuracy": 0.7994987468671679,
"eval_f1": 0.765982404692082,
"eval_loss": 0.4057486653327942,
"eval_precision": 0.7590435228437963,
"eval_recall": 0.7756410256410257,
"eval_runtime": 5.1052,
"eval_samples_per_second": 78.156,
"eval_steps_per_second": 9.794,
"step": 854
},
{
"epoch": 8.0,
"grad_norm": 4.503615379333496,
"learning_rate": 3e-05,
"loss": 0.3974,
"step": 976
},
{
"epoch": 8.0,
"eval_accuracy": 0.8320802005012531,
"eval_f1": 0.7958954625621293,
"eval_loss": 0.3851749002933502,
"eval_precision": 0.7982456140350878,
"eval_recall": 0.7936897617748682,
"eval_runtime": 5.0641,
"eval_samples_per_second": 78.79,
"eval_steps_per_second": 9.873,
"step": 976
},
{
"epoch": 9.0,
"grad_norm": 3.705313205718994,
"learning_rate": 2.7500000000000004e-05,
"loss": 0.3849,
"step": 1098
},
{
"epoch": 9.0,
"eval_accuracy": 0.8245614035087719,
"eval_f1": 0.7894173351830629,
"eval_loss": 0.3829491138458252,
"eval_precision": 0.7880252100840336,
"eval_recall": 0.7908710674668122,
"eval_runtime": 5.052,
"eval_samples_per_second": 78.978,
"eval_steps_per_second": 9.897,
"step": 1098
},
{
"epoch": 10.0,
"grad_norm": 4.997393608093262,
"learning_rate": 2.5e-05,
"loss": 0.3771,
"step": 1220
},
{
"epoch": 10.0,
"eval_accuracy": 0.8395989974937343,
"eval_f1": 0.8065102745953809,
"eval_loss": 0.3785531520843506,
"eval_precision": 0.8065102745953809,
"eval_recall": 0.8065102745953809,
"eval_runtime": 5.0689,
"eval_samples_per_second": 78.715,
"eval_steps_per_second": 9.864,
"step": 1220
},
{
"epoch": 11.0,
"grad_norm": 3.873344659805298,
"learning_rate": 2.25e-05,
"loss": 0.3633,
"step": 1342
},
{
"epoch": 11.0,
"eval_accuracy": 0.8295739348370927,
"eval_f1": 0.7992838965496833,
"eval_loss": 0.3843457102775574,
"eval_precision": 0.7931478693839741,
"eval_recall": 0.8069194398981633,
"eval_runtime": 5.0454,
"eval_samples_per_second": 79.082,
"eval_steps_per_second": 9.91,
"step": 1342
},
{
"epoch": 12.0,
"grad_norm": 10.848413467407227,
"learning_rate": 2e-05,
"loss": 0.3591,
"step": 1464
},
{
"epoch": 12.0,
"eval_accuracy": 0.8295739348370927,
"eval_f1": 0.7992838965496833,
"eval_loss": 0.3832751214504242,
"eval_precision": 0.7931478693839741,
"eval_recall": 0.8069194398981633,
"eval_runtime": 5.0453,
"eval_samples_per_second": 79.083,
"eval_steps_per_second": 9.91,
"step": 1464
},
{
"epoch": 13.0,
"grad_norm": 1.711672306060791,
"learning_rate": 1.75e-05,
"loss": 0.354,
"step": 1586
},
{
"epoch": 13.0,
"eval_accuracy": 0.8395989974937343,
"eval_f1": 0.8065102745953809,
"eval_loss": 0.3705191910266876,
"eval_precision": 0.8065102745953809,
"eval_recall": 0.8065102745953809,
"eval_runtime": 5.0497,
"eval_samples_per_second": 79.015,
"eval_steps_per_second": 9.902,
"step": 1586
},
{
"epoch": 14.0,
"grad_norm": 8.37232494354248,
"learning_rate": 1.5e-05,
"loss": 0.3451,
"step": 1708
},
{
"epoch": 14.0,
"eval_accuracy": 0.8370927318295739,
"eval_f1": 0.8049369344976196,
"eval_loss": 0.37085026502609253,
"eval_precision": 0.8027777777777778,
"eval_recall": 0.8072376795781051,
"eval_runtime": 5.0674,
"eval_samples_per_second": 78.738,
"eval_steps_per_second": 9.867,
"step": 1708
},
{
"epoch": 15.0,
"grad_norm": 1.1326128244400024,
"learning_rate": 1.25e-05,
"loss": 0.3403,
"step": 1830
},
{
"epoch": 15.0,
"eval_accuracy": 0.8320802005012531,
"eval_f1": 0.8026866442779643,
"eval_loss": 0.3732873201370239,
"eval_precision": 0.795995733394834,
"eval_recall": 0.8111929441716675,
"eval_runtime": 5.1259,
"eval_samples_per_second": 77.841,
"eval_steps_per_second": 9.754,
"step": 1830
},
{
"epoch": 16.0,
"grad_norm": 6.462644100189209,
"learning_rate": 1e-05,
"loss": 0.3282,
"step": 1952
},
{
"epoch": 16.0,
"eval_accuracy": 0.8345864661654135,
"eval_f1": 0.8060710498409331,
"eval_loss": 0.3714647889137268,
"eval_precision": 0.7988372093023256,
"eval_recall": 0.8154664484451719,
"eval_runtime": 5.0456,
"eval_samples_per_second": 79.079,
"eval_steps_per_second": 9.91,
"step": 1952
},
{
"epoch": 17.0,
"grad_norm": 3.0335631370544434,
"learning_rate": 7.5e-06,
"loss": 0.3286,
"step": 2074
},
{
"epoch": 17.0,
"eval_accuracy": 0.8320802005012531,
"eval_f1": 0.7999041923338897,
"eval_loss": 0.36644819378852844,
"eval_precision": 0.7965023376930815,
"eval_recall": 0.803691580287325,
"eval_runtime": 5.0509,
"eval_samples_per_second": 78.996,
"eval_steps_per_second": 9.899,
"step": 2074
},
{
"epoch": 18.0,
"grad_norm": 2.8270199298858643,
"learning_rate": 5e-06,
"loss": 0.3348,
"step": 2196
},
{
"epoch": 18.0,
"eval_accuracy": 0.8270676691729323,
"eval_f1": 0.7949075143216848,
"eval_loss": 0.3669916093349457,
"eval_precision": 0.7904105571847508,
"eval_recall": 0.8001454809965449,
"eval_runtime": 5.0497,
"eval_samples_per_second": 79.014,
"eval_steps_per_second": 9.902,
"step": 2196
},
{
"epoch": 19.0,
"grad_norm": 4.275764465332031,
"learning_rate": 2.5e-06,
"loss": 0.325,
"step": 2318
},
{
"epoch": 19.0,
"eval_accuracy": 0.8320802005012531,
"eval_f1": 0.801779557335113,
"eval_loss": 0.36691346764564514,
"eval_precision": 0.7960927960927962,
"eval_recall": 0.8086924895435534,
"eval_runtime": 5.0733,
"eval_samples_per_second": 78.646,
"eval_steps_per_second": 9.855,
"step": 2318
},
{
"epoch": 20.0,
"grad_norm": 6.228915691375732,
"learning_rate": 0.0,
"loss": 0.3266,
"step": 2440
},
{
"epoch": 20.0,
"eval_accuracy": 0.8320802005012531,
"eval_f1": 0.801779557335113,
"eval_loss": 0.3671587407588959,
"eval_precision": 0.7960927960927962,
"eval_recall": 0.8086924895435534,
"eval_runtime": 5.1045,
"eval_samples_per_second": 78.166,
"eval_steps_per_second": 9.795,
"step": 2440
},
{
"epoch": 20.0,
"step": 2440,
"total_flos": 7590599775312000.0,
"train_loss": 0.3947384412171411,
"train_runtime": 1950.9891,
"train_samples_per_second": 37.294,
"train_steps_per_second": 1.251
}
],
"logging_steps": 500,
"max_steps": 2440,
"num_input_tokens_seen": 0,
"num_train_epochs": 20,
"save_steps": 500,
"total_flos": 7590599775312000.0,
"train_batch_size": 30,
"trial_name": null,
"trial_params": null
}