qwen2.5-0.5b-expo-L1EXPO-ES-1 / trainer_state.json
hZzy's picture
Model save
cad4783 verified
{
"best_metric": 13.93560791015625,
"best_model_checkpoint": "./qwen2.5-0.5b/qwen2.5-0.5b-expo-L1EXPO-ES-1/checkpoint-450",
"epoch": 1.9839395370807746,
"eval_steps": 50,
"global_step": 700,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"dpo_loss": 0.6931471824645996,
"epoch": 0.002834199338686821,
"grad_norm": 368.8500800599453,
"learning_rate": 2.840909090909091e-08,
"logits": -1.359458565711975,
"logps": -84.69721221923828,
"loss": 0.0051,
"objective": 0.0046141319908201694,
"ranking_idealized": 0.5833333134651184,
"ranking_idealized_expo": 0.5833333134651184,
"ranking_simple": 0.5833333134651184,
"regularize": 0.0046141319908201694,
"step": 1,
"wo_beta": 14.840873718261719
},
{
"dpo_loss": 0.7411907315254211,
"epoch": 0.14170996693434104,
"grad_norm": 326.1369710639882,
"learning_rate": 1.4204545454545458e-06,
"logits": -1.4541096687316895,
"logps": -84.35031127929688,
"loss": 0.4306,
"objective": 0.4069998860359192,
"ranking_idealized": 0.5289115905761719,
"ranking_idealized_expo": 0.5221088528633118,
"ranking_simple": 0.5225340127944946,
"regularize": 0.4069998860359192,
"step": 50,
"wo_beta": 15.642387390136719
},
{
"epoch": 0.14170996693434104,
"eval_dpo_loss": 0.7632195949554443,
"eval_logits": -1.428945779800415,
"eval_logps": -90.4263687133789,
"eval_loss": 0.5493111610412598,
"eval_objective": 0.5433010458946228,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5212215185165405,
"eval_regularize": 0.5433010458946228,
"eval_runtime": 308.9459,
"eval_samples_per_second": 18.741,
"eval_steps_per_second": 1.563,
"eval_wo_beta": 16.223697662353516,
"step": 50
},
{
"dpo_loss": 1.189667820930481,
"epoch": 0.2834199338686821,
"grad_norm": 271.670123611671,
"learning_rate": 2.8409090909090916e-06,
"logits": -1.3798158168792725,
"logps": -82.86579895019531,
"loss": 1.748,
"objective": 1.777085542678833,
"ranking_idealized": 0.5241666436195374,
"ranking_idealized_expo": 0.5137500166893005,
"ranking_simple": 0.5174999833106995,
"regularize": 1.777085542678833,
"step": 100,
"wo_beta": 15.245094299316406
},
{
"epoch": 0.2834199338686821,
"eval_dpo_loss": 1.1354432106018066,
"eval_logits": -1.2535114288330078,
"eval_logps": -88.04913330078125,
"eval_loss": 1.6975041627883911,
"eval_objective": 1.6864262819290161,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.522774338722229,
"eval_regularize": 1.6864262819290161,
"eval_runtime": 308.5261,
"eval_samples_per_second": 18.767,
"eval_steps_per_second": 1.566,
"eval_wo_beta": 15.683449745178223,
"step": 100
},
{
"dpo_loss": 1.6895211935043335,
"epoch": 0.42512990080302315,
"grad_norm": 221.9711378891906,
"learning_rate": 4.2613636363636365e-06,
"logits": -1.2630772590637207,
"logps": -79.18020629882812,
"loss": 2.8697,
"objective": 2.862943172454834,
"ranking_idealized": 0.5333333611488342,
"ranking_idealized_expo": 0.527916669845581,
"ranking_simple": 0.5199999809265137,
"regularize": 2.862943172454834,
"step": 150,
"wo_beta": 15.206230163574219
},
{
"epoch": 0.42512990080302315,
"eval_dpo_loss": 1.6845829486846924,
"eval_logits": -1.252400279045105,
"eval_logps": -82.49666595458984,
"eval_loss": 2.9623751640319824,
"eval_objective": 2.892326593399048,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5243270993232727,
"eval_regularize": 2.892326593399048,
"eval_runtime": 308.7897,
"eval_samples_per_second": 18.751,
"eval_steps_per_second": 1.564,
"eval_wo_beta": 15.196976661682129,
"step": 150
},
{
"dpo_loss": 2.04150390625,
"epoch": 0.5668398677373642,
"grad_norm": 196.4932514581971,
"learning_rate": 4.997168347957521e-06,
"logits": -1.0472546815872192,
"logps": -75.09263610839844,
"loss": 3.5268,
"objective": 3.5377087593078613,
"ranking_idealized": 0.5204166769981384,
"ranking_idealized_expo": 0.51541668176651,
"ranking_simple": 0.5066666603088379,
"regularize": 3.5377087593078613,
"step": 200,
"wo_beta": 15.402359962463379
},
{
"epoch": 0.5668398677373642,
"eval_dpo_loss": 2.158970594406128,
"eval_logits": -0.9581480622291565,
"eval_logps": -75.9715576171875,
"eval_loss": 4.030220031738281,
"eval_objective": 3.9596574306488037,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.523809552192688,
"eval_regularize": 3.9596574306488037,
"eval_runtime": 308.8005,
"eval_samples_per_second": 18.75,
"eval_steps_per_second": 1.564,
"eval_wo_beta": 14.579182624816895,
"step": 200
},
{
"dpo_loss": 2.0967283248901367,
"epoch": 0.7085498346717053,
"grad_norm": 186.71108857655122,
"learning_rate": 4.973122855144066e-06,
"logits": -0.8511989116668701,
"logps": -75.66019439697266,
"loss": 3.7241,
"objective": 3.6993343830108643,
"ranking_idealized": 0.5249999761581421,
"ranking_idealized_expo": 0.5162500143051147,
"ranking_simple": 0.5104166865348816,
"regularize": 3.6993343830108643,
"step": 250,
"wo_beta": 15.4879789352417
},
{
"epoch": 0.7085498346717053,
"eval_dpo_loss": 2.3309643268585205,
"eval_logits": -0.7680178880691528,
"eval_logps": -81.3046875,
"eval_loss": 4.269361972808838,
"eval_objective": 4.272838115692139,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5258799195289612,
"eval_regularize": 4.272838115692139,
"eval_runtime": 308.4403,
"eval_samples_per_second": 18.772,
"eval_steps_per_second": 1.566,
"eval_wo_beta": 14.561494827270508,
"step": 250
},
{
"dpo_loss": 1.9671478271484375,
"epoch": 0.8502598016060463,
"grad_norm": 175.55668911243956,
"learning_rate": 4.924776641419513e-06,
"logits": -0.6268683671951294,
"logps": -79.04060363769531,
"loss": 3.6109,
"objective": 3.6469531059265137,
"ranking_idealized": 0.5062500238418579,
"ranking_idealized_expo": 0.4950000047683716,
"ranking_simple": 0.5049999952316284,
"regularize": 3.6469531059265137,
"step": 300,
"wo_beta": 15.15662956237793
},
{
"epoch": 0.8502598016060463,
"eval_dpo_loss": 2.4072353839874268,
"eval_logits": -0.6388247609138489,
"eval_logps": -83.98152923583984,
"eval_loss": 4.49080228805542,
"eval_objective": 4.45733642578125,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5263975262641907,
"eval_regularize": 4.45733642578125,
"eval_runtime": 308.8236,
"eval_samples_per_second": 18.749,
"eval_steps_per_second": 1.564,
"eval_wo_beta": 14.346380233764648,
"step": 300
},
{
"dpo_loss": 1.8654496669769287,
"epoch": 0.9919697685403873,
"grad_norm": 165.9769670968443,
"learning_rate": 4.8526047530778175e-06,
"logits": -0.5482619404792786,
"logps": -77.96940612792969,
"loss": 3.36,
"objective": 3.306919574737549,
"ranking_idealized": 0.5354166626930237,
"ranking_idealized_expo": 0.5254166722297668,
"ranking_simple": 0.5224999785423279,
"regularize": 3.306919574737549,
"step": 350,
"wo_beta": 15.03686237335205
},
{
"epoch": 0.9919697685403873,
"eval_dpo_loss": 2.499128580093384,
"eval_logits": -0.5030297636985779,
"eval_logps": -80.74913024902344,
"eval_loss": 4.658600807189941,
"eval_objective": 4.6211676597595215,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5212215185165405,
"eval_regularize": 4.6211676597595215,
"eval_runtime": 314.3306,
"eval_samples_per_second": 18.42,
"eval_steps_per_second": 1.537,
"eval_wo_beta": 14.346673965454102,
"step": 350
},
{
"dpo_loss": 1.732424259185791,
"epoch": 1.1336797354747283,
"grad_norm": 163.81688300949705,
"learning_rate": 4.757316345716554e-06,
"logits": -0.5219219326972961,
"logps": -77.66575622558594,
"loss": 3.112,
"objective": 3.121299982070923,
"ranking_idealized": 0.5412499904632568,
"ranking_idealized_expo": 0.5320833325386047,
"ranking_simple": 0.53125,
"regularize": 3.121299982070923,
"step": 400,
"wo_beta": 15.248611450195312
},
{
"epoch": 1.1336797354747283,
"eval_dpo_loss": 2.5402870178222656,
"eval_logits": -0.5664270520210266,
"eval_logps": -82.49735260009766,
"eval_loss": 4.724371433258057,
"eval_objective": 4.729303359985352,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5186335444450378,
"eval_regularize": 4.729303359985352,
"eval_runtime": 310.1606,
"eval_samples_per_second": 18.668,
"eval_steps_per_second": 1.557,
"eval_wo_beta": 14.403800964355469,
"step": 400
},
{
"dpo_loss": 1.6898671388626099,
"epoch": 1.2753897024090695,
"grad_norm": 190.1252094592616,
"learning_rate": 4.639847716126855e-06,
"logits": -0.5678730010986328,
"logps": -78.37519836425781,
"loss": 2.9448,
"objective": 3.0088882446289062,
"ranking_idealized": 0.5245833396911621,
"ranking_idealized_expo": 0.5191666483879089,
"ranking_simple": 0.518750011920929,
"regularize": 3.0088882446289062,
"step": 450,
"wo_beta": 15.990630149841309
},
{
"epoch": 1.2753897024090695,
"eval_dpo_loss": 2.573472738265991,
"eval_logits": -0.6935593485832214,
"eval_logps": -80.17532348632812,
"eval_loss": 4.835423946380615,
"eval_objective": 4.811424732208252,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5248447060585022,
"eval_regularize": 4.811424732208252,
"eval_runtime": 308.2089,
"eval_samples_per_second": 18.786,
"eval_steps_per_second": 1.567,
"eval_wo_beta": 13.93560791015625,
"step": 450
},
{
"dpo_loss": 1.5981500148773193,
"epoch": 1.4170996693434104,
"grad_norm": 156.9344817637022,
"learning_rate": 4.501353102310901e-06,
"logits": -0.58225017786026,
"logps": -76.96984100341797,
"loss": 2.8517,
"objective": 2.828920602798462,
"ranking_idealized": 0.5054166913032532,
"ranking_idealized_expo": 0.4970833361148834,
"ranking_simple": 0.502916693687439,
"regularize": 2.828920602798462,
"step": 500,
"wo_beta": 15.1870756149292
},
{
"epoch": 1.4170996693434104,
"eval_dpo_loss": 2.6782028675079346,
"eval_logits": -0.597258448600769,
"eval_logps": -80.76759338378906,
"eval_loss": 5.004448413848877,
"eval_objective": 5.005820274353027,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5269151329994202,
"eval_regularize": 5.005820274353027,
"eval_runtime": 308.5472,
"eval_samples_per_second": 18.765,
"eval_steps_per_second": 1.565,
"eval_wo_beta": 14.262606620788574,
"step": 500
},
{
"dpo_loss": 1.574170708656311,
"epoch": 1.5588096362777515,
"grad_norm": 157.3420281051892,
"learning_rate": 4.34319334202531e-06,
"logits": -0.5697833299636841,
"logps": -77.83871459960938,
"loss": 2.632,
"objective": 2.6769964694976807,
"ranking_idealized": 0.5199999809265137,
"ranking_idealized_expo": 0.5108333230018616,
"ranking_simple": 0.5104166865348816,
"regularize": 2.6769964694976807,
"step": 550,
"wo_beta": 15.042858123779297
},
{
"epoch": 1.5588096362777515,
"eval_dpo_loss": 2.5752413272857666,
"eval_logits": -0.6148820519447327,
"eval_logps": -80.52192687988281,
"eval_loss": 4.877658843994141,
"eval_objective": 4.884354114532471,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5222567319869995,
"eval_regularize": 4.884354114532471,
"eval_runtime": 309.1726,
"eval_samples_per_second": 18.727,
"eval_steps_per_second": 1.562,
"eval_wo_beta": 14.146936416625977,
"step": 550
},
{
"dpo_loss": 1.4848108291625977,
"epoch": 1.7005196032120926,
"grad_norm": 158.42202757367144,
"learning_rate": 4.16692250129073e-06,
"logits": -0.5375781655311584,
"logps": -77.73197937011719,
"loss": 2.5208,
"objective": 2.518798828125,
"ranking_idealized": 0.5220833420753479,
"ranking_idealized_expo": 0.5149999856948853,
"ranking_simple": 0.5058333277702332,
"regularize": 2.518798828125,
"step": 600,
"wo_beta": 15.039664268493652
},
{
"epoch": 1.7005196032120926,
"eval_dpo_loss": 2.5973868370056152,
"eval_logits": -0.5874757766723633,
"eval_logps": -80.17750549316406,
"eval_loss": 4.925836086273193,
"eval_objective": 4.962131500244141,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5243270993232727,
"eval_regularize": 4.962131500244141,
"eval_runtime": 308.6109,
"eval_samples_per_second": 18.761,
"eval_steps_per_second": 1.565,
"eval_wo_beta": 14.266931533813477,
"step": 600
},
{
"dpo_loss": 1.4892569780349731,
"epoch": 1.8422295701464337,
"grad_norm": 161.21497067375822,
"learning_rate": 3.974272604254906e-06,
"logits": -0.4858429431915283,
"logps": -77.9110107421875,
"loss": 2.4198,
"objective": 2.448315143585205,
"ranking_idealized": 0.5408333539962769,
"ranking_idealized_expo": 0.527916669845581,
"ranking_simple": 0.527916669845581,
"regularize": 2.448315143585205,
"step": 650,
"wo_beta": 15.80264663696289
},
{
"epoch": 1.8422295701464337,
"eval_dpo_loss": 2.6345465183258057,
"eval_logits": -0.5440609455108643,
"eval_logps": -81.05504608154297,
"eval_loss": 5.032698154449463,
"eval_objective": 5.045432090759277,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5269151329994202,
"eval_regularize": 5.045432090759277,
"eval_runtime": 315.2786,
"eval_samples_per_second": 18.365,
"eval_steps_per_second": 1.532,
"eval_wo_beta": 14.247919082641602,
"step": 650
},
{
"dpo_loss": 1.3786677122116089,
"epoch": 1.9839395370807746,
"grad_norm": 165.2682511618685,
"learning_rate": 3.767136614452458e-06,
"logits": -0.4978749454021454,
"logps": -77.35163116455078,
"loss": 2.2699,
"objective": 2.302328586578369,
"ranking_idealized": 0.5170833468437195,
"ranking_idealized_expo": 0.5112500190734863,
"ranking_simple": 0.5095833539962769,
"regularize": 2.302328586578369,
"step": 700,
"wo_beta": 15.442806243896484
},
{
"epoch": 1.9839395370807746,
"eval_dpo_loss": 2.629160165786743,
"eval_logits": -0.559353232383728,
"eval_logps": -79.73757934570312,
"eval_loss": 4.9659104347229,
"eval_objective": 4.995144844055176,
"eval_ranking_idealized": 0.5295031070709229,
"eval_ranking_idealized_expo": 0.5212215185165405,
"eval_ranking_simple": 0.5212215185165405,
"eval_regularize": 4.995144844055176,
"eval_runtime": 308.0921,
"eval_samples_per_second": 18.793,
"eval_steps_per_second": 1.568,
"eval_wo_beta": 14.175456047058105,
"step": 700
},
{
"epoch": 1.9839395370807746,
"step": 700,
"total_flos": 0.0,
"train_loss": 2.7151880131661894,
"train_runtime": 19357.2061,
"train_samples_per_second": 13.122,
"train_steps_per_second": 0.091
}
],
"logging_steps": 50,
"max_steps": 1760,
"num_input_tokens_seen": 0,
"num_train_epochs": 5,
"save_steps": 50,
"stateful_callbacks": {
"EarlyStoppingCallback": {
"args": {
"early_stopping_patience": 5,
"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": true
},
"attributes": {}
}
},
"total_flos": 0.0,
"train_batch_size": 4,
"trial_name": null,
"trial_params": null
}