PoliBERT-MY / run-4 /checkpoint-2400 /trainer_state.json
YagiASAFAS's picture
Training in progress, epoch 1
6b0894a verified
{
"best_global_step": 2400,
"best_metric": 0.9399009152601657,
"best_model_checkpoint": "./results/run-4/checkpoint-2400",
"epoch": 4.0,
"eval_steps": 500,
"global_step": 2400,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.16673614005835766,
"grad_norm": 1.7758623361587524,
"learning_rate": 1e-05,
"loss": 1.3361,
"step": 100
},
{
"epoch": 0.3334722801167153,
"grad_norm": 0.6607375144958496,
"learning_rate": 2e-05,
"loss": 0.5099,
"step": 200
},
{
"epoch": 0.5002084201750729,
"grad_norm": 0.5690075159072876,
"learning_rate": 3e-05,
"loss": 0.4223,
"step": 300
},
{
"epoch": 0.6669445602334306,
"grad_norm": 0.848582923412323,
"learning_rate": 4e-05,
"loss": 0.3466,
"step": 400
},
{
"epoch": 0.8336807002917882,
"grad_norm": 0.7310414910316467,
"learning_rate": 5e-05,
"loss": 0.3032,
"step": 500
},
{
"epoch": 1.0,
"grad_norm": 0.5762994289398193,
"learning_rate": 4.7995991983967934e-05,
"loss": 0.2757,
"step": 600
},
{
"epoch": 1.0,
"eval_administration_accuracy": 0.9163018553262455,
"eval_administration_f1": 0.8799341161157713,
"eval_corruption_accuracy": 0.9427767354596623,
"eval_corruption_f1": 0.9297320702956003,
"eval_democracy_accuracy": 0.9418386491557224,
"eval_democracy_f1": 0.9228010908644549,
"eval_development_accuracy": 0.8867000208463623,
"eval_development_f1": 0.8490864044420574,
"eval_economy_accuracy": 0.9122368146758391,
"eval_economy_f1": 0.8967581427500766,
"eval_education_accuracy": 0.9583072753804461,
"eval_education_f1": 0.9515050567699045,
"eval_environment_accuracy": 0.9754012924744632,
"eval_environment_f1": 0.971384333060466,
"eval_instability_accuracy": 0.924119241192412,
"eval_instability_f1": 0.8935408759758452,
"eval_leadership_accuracy": 0.7805920366895976,
"eval_leadership_f1": 0.7320671383079426,
"eval_loss": 0.26127132773399353,
"eval_overall_accuracy": 0.9182127718713086,
"eval_overall_f1": 0.8968188861118868,
"eval_race_accuracy": 0.9360016677089847,
"eval_race_f1": 0.9209694401775296,
"eval_religion_accuracy": 0.9441317490097978,
"eval_religion_f1": 0.9328887566718251,
"eval_runtime": 10.8983,
"eval_safety_accuracy": 0.9001459245361685,
"eval_safety_f1": 0.8811592079111662,
"eval_samples_per_second": 880.318,
"eval_steps_per_second": 55.054,
"step": 600
},
{
"epoch": 1.1667361400583576,
"grad_norm": 0.6828027367591858,
"learning_rate": 4.599198396793588e-05,
"loss": 0.2396,
"step": 700
},
{
"epoch": 1.3334722801167154,
"grad_norm": 0.67964106798172,
"learning_rate": 4.398797595190381e-05,
"loss": 0.2312,
"step": 800
},
{
"epoch": 1.500208420175073,
"grad_norm": 0.7818251252174377,
"learning_rate": 4.198396793587174e-05,
"loss": 0.2237,
"step": 900
},
{
"epoch": 1.6669445602334307,
"grad_norm": 0.8807923197746277,
"learning_rate": 3.997995991983968e-05,
"loss": 0.2085,
"step": 1000
},
{
"epoch": 1.8336807002917883,
"grad_norm": 0.8586667776107788,
"learning_rate": 3.797595190380762e-05,
"loss": 0.2007,
"step": 1100
},
{
"epoch": 2.0,
"grad_norm": 0.9014652371406555,
"learning_rate": 3.5971943887775555e-05,
"loss": 0.2,
"step": 1200
},
{
"epoch": 2.0,
"eval_administration_accuracy": 0.9375651448822181,
"eval_administration_f1": 0.9290316070134363,
"eval_corruption_accuracy": 0.9589326662497394,
"eval_corruption_f1": 0.9550373529738804,
"eval_democracy_accuracy": 0.9521575984990619,
"eval_democracy_f1": 0.9433460958983528,
"eval_development_accuracy": 0.9138002918490723,
"eval_development_f1": 0.8974478772752896,
"eval_economy_accuracy": 0.9307900771315405,
"eval_economy_f1": 0.9241148503263762,
"eval_education_accuracy": 0.9664373566812591,
"eval_education_f1": 0.9649731388208568,
"eval_environment_accuracy": 0.9822805920366896,
"eval_environment_f1": 0.9806789699363689,
"eval_instability_accuracy": 0.9471544715447154,
"eval_instability_f1": 0.9400721946847931,
"eval_leadership_accuracy": 0.8124869710235564,
"eval_leadership_f1": 0.7871605097392734,
"eval_loss": 0.20422659814357758,
"eval_overall_accuracy": 0.9359582377875061,
"eval_overall_f1": 0.9285199435647921,
"eval_race_accuracy": 0.9536168438607463,
"eval_race_f1": 0.950384319474048,
"eval_religion_accuracy": 0.9576818845111528,
"eval_religion_f1": 0.956169902275164,
"eval_runtime": 11.0011,
"eval_safety_accuracy": 0.9185949551803211,
"eval_safety_f1": 0.913822504359663,
"eval_samples_per_second": 872.094,
"eval_steps_per_second": 54.54,
"step": 1200
},
{
"epoch": 2.1667361400583576,
"grad_norm": 0.7211724519729614,
"learning_rate": 3.3967935871743486e-05,
"loss": 0.1565,
"step": 1300
},
{
"epoch": 2.333472280116715,
"grad_norm": 0.8795008063316345,
"learning_rate": 3.1963927855711424e-05,
"loss": 0.1491,
"step": 1400
},
{
"epoch": 2.500208420175073,
"grad_norm": 0.9686936140060425,
"learning_rate": 2.9959919839679363e-05,
"loss": 0.1514,
"step": 1500
},
{
"epoch": 2.6669445602334307,
"grad_norm": 0.8608136773109436,
"learning_rate": 2.7955911823647297e-05,
"loss": 0.1495,
"step": 1600
},
{
"epoch": 2.8336807002917883,
"grad_norm": 0.9045342803001404,
"learning_rate": 2.595190380761523e-05,
"loss": 0.1433,
"step": 1700
},
{
"epoch": 3.0,
"grad_norm": 0.7755804061889648,
"learning_rate": 2.3947895791583166e-05,
"loss": 0.1425,
"step": 1800
},
{
"epoch": 3.0,
"eval_administration_accuracy": 0.9407963310402335,
"eval_administration_f1": 0.9350680574385688,
"eval_corruption_accuracy": 0.9607046070460704,
"eval_corruption_f1": 0.9599629345245179,
"eval_democracy_accuracy": 0.9569522618303106,
"eval_democracy_f1": 0.9539836532509403,
"eval_development_accuracy": 0.9252657911194496,
"eval_development_f1": 0.918888388565598,
"eval_economy_accuracy": 0.9362101313320825,
"eval_economy_f1": 0.9331727962045289,
"eval_education_accuracy": 0.9673754429851991,
"eval_education_f1": 0.9653887107414594,
"eval_environment_accuracy": 0.9832186783406296,
"eval_environment_f1": 0.9819944959159485,
"eval_instability_accuracy": 0.9492391077756931,
"eval_instability_f1": 0.9467721148205744,
"eval_leadership_accuracy": 0.8369814467375443,
"eval_leadership_f1": 0.8295655888282574,
"eval_loss": 0.189470112323761,
"eval_overall_accuracy": 0.94157806962685,
"eval_overall_f1": 0.9384264348969675,
"eval_race_accuracy": 0.957473420888055,
"eval_race_f1": 0.9558244178036731,
"eval_religion_accuracy": 0.960287679799875,
"eval_religion_f1": 0.9595273358731586,
"eval_runtime": 11.03,
"eval_safety_accuracy": 0.9244319366270586,
"eval_safety_f1": 0.9209687247963856,
"eval_samples_per_second": 869.81,
"eval_steps_per_second": 54.397,
"step": 1800
},
{
"epoch": 3.1667361400583576,
"grad_norm": 0.737460196018219,
"learning_rate": 2.1943887775551105e-05,
"loss": 0.1122,
"step": 1900
},
{
"epoch": 3.333472280116715,
"grad_norm": 0.7762249708175659,
"learning_rate": 1.993987975951904e-05,
"loss": 0.1122,
"step": 2000
},
{
"epoch": 3.500208420175073,
"grad_norm": 1.0788854360580444,
"learning_rate": 1.7935871743486977e-05,
"loss": 0.1083,
"step": 2100
},
{
"epoch": 3.6669445602334307,
"grad_norm": 0.7059413194656372,
"learning_rate": 1.593186372745491e-05,
"loss": 0.1081,
"step": 2200
},
{
"epoch": 3.8336807002917883,
"grad_norm": 0.9918854236602783,
"learning_rate": 1.3927855711422847e-05,
"loss": 0.1086,
"step": 2300
},
{
"epoch": 4.0,
"grad_norm": 0.9893817901611328,
"learning_rate": 1.1923847695390781e-05,
"loss": 0.1024,
"step": 2400
},
{
"epoch": 4.0,
"eval_administration_accuracy": 0.9428809672712112,
"eval_administration_f1": 0.938180470700318,
"eval_corruption_accuracy": 0.9623723160308526,
"eval_corruption_f1": 0.9612272557957268,
"eval_democracy_accuracy": 0.9570564936418595,
"eval_democracy_f1": 0.9540522922098595,
"eval_development_accuracy": 0.9252657911194496,
"eval_development_f1": 0.9205294368258055,
"eval_economy_accuracy": 0.9373566812591203,
"eval_economy_f1": 0.9360975905522984,
"eval_education_accuracy": 0.9690431519699813,
"eval_education_f1": 0.9675757412855236,
"eval_environment_accuracy": 0.9822805920366896,
"eval_environment_f1": 0.9813159598680739,
"eval_instability_accuracy": 0.9490306441525954,
"eval_instability_f1": 0.9457765995039474,
"eval_leadership_accuracy": 0.8419845736918907,
"eval_leadership_f1": 0.8366095676531852,
"eval_loss": 0.1909668743610382,
"eval_overall_accuracy": 0.9425769578208602,
"eval_overall_f1": 0.9399009152601657,
"eval_race_accuracy": 0.958411507191995,
"eval_race_f1": 0.9572260766271818,
"eval_religion_accuracy": 0.9600792161767772,
"eval_religion_f1": 0.9597895636198337,
"eval_runtime": 11.044,
"eval_safety_accuracy": 0.9251615593079008,
"eval_safety_f1": 0.9204304284802344,
"eval_samples_per_second": 868.704,
"eval_steps_per_second": 54.328,
"step": 2400
}
],
"logging_steps": 100,
"max_steps": 2995,
"num_input_tokens_seen": 0,
"num_train_epochs": 5,
"save_steps": 500,
"stateful_callbacks": {
"EarlyStoppingCallback": {
"args": {
"early_stopping_patience": 2,
"early_stopping_threshold": 0.0
},
"attributes": {
"early_stopping_patience_counter": 0
}
},
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": false
},
"attributes": {}
}
},
"total_flos": 4.040106904151654e+16,
"train_batch_size": 16,
"trial_name": null,
"trial_params": {
"gradient_accumulation_steps": 4,
"learning_rate": 5e-05,
"num_train_epochs": 5
}
}