PoliBERT-MY / run-1 /checkpoint-4798 /trainer_state.json
YagiASAFAS's picture
Training in progress, epoch 2
2e456f5 verified
{
"best_global_step": 4798,
"best_metric": 0.9342598776015526,
"best_model_checkpoint": "./results/run-1/checkpoint-4798",
"epoch": 2.0,
"eval_steps": 500,
"global_step": 4798,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.041684035014589414,
"grad_norm": 2.362386465072632,
"learning_rate": 9.900000000000002e-06,
"loss": 1.3944,
"step": 100
},
{
"epoch": 0.08336807002917883,
"grad_norm": 0.7483571767807007,
"learning_rate": 1.9900000000000003e-05,
"loss": 0.5576,
"step": 200
},
{
"epoch": 0.12505210504376824,
"grad_norm": 0.8563070297241211,
"learning_rate": 2.9900000000000002e-05,
"loss": 0.4502,
"step": 300
},
{
"epoch": 0.16673614005835766,
"grad_norm": 0.7200814485549927,
"learning_rate": 3.99e-05,
"loss": 0.388,
"step": 400
},
{
"epoch": 0.20842017507294705,
"grad_norm": 1.4553083181381226,
"learning_rate": 4.99e-05,
"loss": 0.3508,
"step": 500
},
{
"epoch": 0.25010421008753647,
"grad_norm": 0.9915399551391602,
"learning_rate": 4.978927203065135e-05,
"loss": 0.3186,
"step": 600
},
{
"epoch": 0.29178824510212586,
"grad_norm": 0.9978141188621521,
"learning_rate": 4.957641549595573e-05,
"loss": 0.3087,
"step": 700
},
{
"epoch": 0.3334722801167153,
"grad_norm": 1.3709461688995361,
"learning_rate": 4.936355896126011e-05,
"loss": 0.2976,
"step": 800
},
{
"epoch": 0.3751563151313047,
"grad_norm": 1.82745361328125,
"learning_rate": 4.91507024265645e-05,
"loss": 0.28,
"step": 900
},
{
"epoch": 0.4168403501458941,
"grad_norm": 1.2072925567626953,
"learning_rate": 4.893784589186888e-05,
"loss": 0.2751,
"step": 1000
},
{
"epoch": 0.45852438516048355,
"grad_norm": 1.0433937311172485,
"learning_rate": 4.872498935717327e-05,
"loss": 0.2712,
"step": 1100
},
{
"epoch": 0.5002084201750729,
"grad_norm": 1.1097549200057983,
"learning_rate": 4.851213282247765e-05,
"loss": 0.2909,
"step": 1200
},
{
"epoch": 0.5418924551896623,
"grad_norm": 1.2917771339416504,
"learning_rate": 4.8299276287782034e-05,
"loss": 0.2501,
"step": 1300
},
{
"epoch": 0.5835764902042517,
"grad_norm": 0.9812286496162415,
"learning_rate": 4.808641975308642e-05,
"loss": 0.2621,
"step": 1400
},
{
"epoch": 0.6252605252188412,
"grad_norm": 1.1786612272262573,
"learning_rate": 4.7873563218390804e-05,
"loss": 0.2435,
"step": 1500
},
{
"epoch": 0.6669445602334306,
"grad_norm": 1.4759145975112915,
"learning_rate": 4.766070668369519e-05,
"loss": 0.2398,
"step": 1600
},
{
"epoch": 0.70862859524802,
"grad_norm": 1.5548242330551147,
"learning_rate": 4.744785014899958e-05,
"loss": 0.2432,
"step": 1700
},
{
"epoch": 0.7503126302626094,
"grad_norm": 1.9005539417266846,
"learning_rate": 4.723499361430396e-05,
"loss": 0.2351,
"step": 1800
},
{
"epoch": 0.7919966652771988,
"grad_norm": 1.5831588506698608,
"learning_rate": 4.702213707960835e-05,
"loss": 0.2378,
"step": 1900
},
{
"epoch": 0.8336807002917882,
"grad_norm": 1.5482088327407837,
"learning_rate": 4.680928054491273e-05,
"loss": 0.2271,
"step": 2000
},
{
"epoch": 0.8753647353063777,
"grad_norm": 1.1437913179397583,
"learning_rate": 4.6596424010217114e-05,
"loss": 0.231,
"step": 2100
},
{
"epoch": 0.9170487703209671,
"grad_norm": 0.7985406517982483,
"learning_rate": 4.63835674755215e-05,
"loss": 0.228,
"step": 2200
},
{
"epoch": 0.9587328053355565,
"grad_norm": 1.9323142766952515,
"learning_rate": 4.6170710940825884e-05,
"loss": 0.2198,
"step": 2300
},
{
"epoch": 1.0,
"eval_administration_accuracy": 0.9322493224932249,
"eval_administration_f1": 0.9122911143651031,
"eval_corruption_accuracy": 0.9560141755263707,
"eval_corruption_f1": 0.9517304794081561,
"eval_democracy_accuracy": 0.9505941213258287,
"eval_democracy_f1": 0.9401838742047087,
"eval_development_accuracy": 0.9118198874296435,
"eval_development_f1": 0.9003553411809495,
"eval_economy_accuracy": 0.9264123410464874,
"eval_economy_f1": 0.9202465382357672,
"eval_education_accuracy": 0.9643527204502814,
"eval_education_f1": 0.9615509617901187,
"eval_environment_accuracy": 0.9799874921826142,
"eval_environment_f1": 0.9786142985651582,
"eval_instability_accuracy": 0.9417344173441734,
"eval_instability_f1": 0.9340921018628459,
"eval_leadership_accuracy": 0.8085261621846987,
"eval_leadership_f1": 0.7858417402549625,
"eval_loss": 0.21971678733825684,
"eval_overall_accuracy": 0.9324317281634354,
"eval_overall_f1": 0.9244250028140656,
"eval_race_accuracy": 0.9508025849489264,
"eval_race_f1": 0.9481714649378918,
"eval_religion_accuracy": 0.9530956848030019,
"eval_religion_f1": 0.9518106778632144,
"eval_runtime": 10.9084,
"eval_safety_accuracy": 0.9135918282259746,
"eval_safety_f1": 0.9082114410999095,
"eval_samples_per_second": 879.505,
"eval_steps_per_second": 55.003,
"step": 2399
},
{
"epoch": 1.0004168403501459,
"grad_norm": 1.2817295789718628,
"learning_rate": 4.5957854406130265e-05,
"loss": 0.2397,
"step": 2400
},
{
"epoch": 1.0421008753647354,
"grad_norm": 1.3623204231262207,
"learning_rate": 4.5744997871434654e-05,
"loss": 0.1885,
"step": 2500
},
{
"epoch": 1.0837849103793247,
"grad_norm": 1.2534806728363037,
"learning_rate": 4.553214133673904e-05,
"loss": 0.1843,
"step": 2600
},
{
"epoch": 1.1254689453939142,
"grad_norm": 1.2860488891601562,
"learning_rate": 4.5319284802043424e-05,
"loss": 0.1817,
"step": 2700
},
{
"epoch": 1.1671529804085035,
"grad_norm": 1.2887414693832397,
"learning_rate": 4.510642826734781e-05,
"loss": 0.1798,
"step": 2800
},
{
"epoch": 1.208837015423093,
"grad_norm": 1.973421335220337,
"learning_rate": 4.4893571732652194e-05,
"loss": 0.1878,
"step": 2900
},
{
"epoch": 1.2505210504376825,
"grad_norm": 0.7910940051078796,
"learning_rate": 4.468071519795658e-05,
"loss": 0.182,
"step": 3000
},
{
"epoch": 1.2922050854522718,
"grad_norm": 1.7422680854797363,
"learning_rate": 4.4467858663260964e-05,
"loss": 0.1833,
"step": 3100
},
{
"epoch": 1.3338891204668613,
"grad_norm": 1.1493451595306396,
"learning_rate": 4.4255002128565345e-05,
"loss": 0.1766,
"step": 3200
},
{
"epoch": 1.3755731554814505,
"grad_norm": 2.179731845855713,
"learning_rate": 4.4042145593869734e-05,
"loss": 0.1785,
"step": 3300
},
{
"epoch": 1.41725719049604,
"grad_norm": 1.5773117542266846,
"learning_rate": 4.3829289059174115e-05,
"loss": 0.1901,
"step": 3400
},
{
"epoch": 1.4589412255106295,
"grad_norm": 2.4681854248046875,
"learning_rate": 4.3616432524478504e-05,
"loss": 0.1833,
"step": 3500
},
{
"epoch": 1.5006252605252188,
"grad_norm": 2.391803503036499,
"learning_rate": 4.340357598978289e-05,
"loss": 0.1677,
"step": 3600
},
{
"epoch": 1.5423092955398081,
"grad_norm": 0.8182645440101624,
"learning_rate": 4.3190719455087274e-05,
"loss": 0.1666,
"step": 3700
},
{
"epoch": 1.5839933305543976,
"grad_norm": 1.2136952877044678,
"learning_rate": 4.297786292039166e-05,
"loss": 0.1787,
"step": 3800
},
{
"epoch": 1.6256773655689871,
"grad_norm": 2.435816764831543,
"learning_rate": 4.2765006385696044e-05,
"loss": 0.1678,
"step": 3900
},
{
"epoch": 1.6673614005835766,
"grad_norm": 1.5172932147979736,
"learning_rate": 4.2552149851000425e-05,
"loss": 0.1779,
"step": 4000
},
{
"epoch": 1.709045435598166,
"grad_norm": 1.4677119255065918,
"learning_rate": 4.2339293316304814e-05,
"loss": 0.1824,
"step": 4100
},
{
"epoch": 1.7507294706127552,
"grad_norm": 1.8327163457870483,
"learning_rate": 4.2126436781609195e-05,
"loss": 0.1719,
"step": 4200
},
{
"epoch": 1.7924135056273447,
"grad_norm": 1.2324726581573486,
"learning_rate": 4.1913580246913584e-05,
"loss": 0.1592,
"step": 4300
},
{
"epoch": 1.8340975406419342,
"grad_norm": 3.6276469230651855,
"learning_rate": 4.1700723712217965e-05,
"loss": 0.1636,
"step": 4400
},
{
"epoch": 1.8757815756565237,
"grad_norm": 0.940485417842865,
"learning_rate": 4.148786717752235e-05,
"loss": 0.1639,
"step": 4500
},
{
"epoch": 1.917465610671113,
"grad_norm": 2.002577781677246,
"learning_rate": 4.127501064282674e-05,
"loss": 0.1756,
"step": 4600
},
{
"epoch": 1.9591496456857023,
"grad_norm": 2.6062567234039307,
"learning_rate": 4.1062154108131124e-05,
"loss": 0.1729,
"step": 4700
},
{
"epoch": 2.0,
"eval_administration_accuracy": 0.9374609130706691,
"eval_administration_f1": 0.9302102302828306,
"eval_corruption_accuracy": 0.9603919116114238,
"eval_corruption_f1": 0.9585025895331236,
"eval_democracy_accuracy": 0.9562226391494684,
"eval_democracy_f1": 0.9505005443286667,
"eval_development_accuracy": 0.9199499687304565,
"eval_development_f1": 0.9145013995891959,
"eval_economy_accuracy": 0.9319366270585783,
"eval_economy_f1": 0.9302256375627648,
"eval_education_accuracy": 0.9651865749426725,
"eval_education_f1": 0.9641689686262792,
"eval_environment_accuracy": 0.9806128830519074,
"eval_environment_f1": 0.9798389855050841,
"eval_instability_accuracy": 0.9244319366270586,
"eval_instability_f1": 0.9301250908302109,
"eval_leadership_accuracy": 0.8395872420262664,
"eval_leadership_f1": 0.830858580138579,
"eval_loss": 0.20445191860198975,
"eval_overall_accuracy": 0.9366791744840525,
"eval_overall_f1": 0.9342598776015526,
"eval_race_accuracy": 0.9545549301646863,
"eval_race_f1": 0.9531323667533257,
"eval_religion_accuracy": 0.9575776526996039,
"eval_religion_f1": 0.9560680494194458,
"eval_runtime": 10.9745,
"eval_safety_accuracy": 0.9122368146758391,
"eval_safety_f1": 0.9129860886491253,
"eval_samples_per_second": 874.208,
"eval_steps_per_second": 54.672,
"step": 4798
}
],
"logging_steps": 100,
"max_steps": 23990,
"num_input_tokens_seen": 0,
"num_train_epochs": 10,
"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": 1.9790964629766144e+16,
"train_batch_size": 16,
"trial_name": null,
"trial_params": {
"gradient_accumulation_steps": 1,
"learning_rate": 5e-05,
"num_train_epochs": 10
}
}