{ "best_metric": 17.63062286376953, "best_model_checkpoint": "./qwen2.5-0.5b/qwen2.5-0.5b-expo-L2EXPO-ES-0.01/checkpoint-50", "epoch": 0.8502598016060463, "eval_steps": 50, "global_step": 300, "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": 3.6884903788633325, "learning_rate": 2.840909090909091e-08, "logits": -1.359458565711975, "logps": -84.69721221923828, "loss": 0.3913, "objective": 0.3618059456348419, "ranking_idealized": 0.875, "ranking_idealized_expo": 0.5833333134651184, "ranking_simple": 0.5833333134651184, "regularize": 0.3618059456348419, "step": 1, "wo_beta": 14.830931663513184 }, { "dpo_loss": 0.6914557218551636, "epoch": 0.14170996693434104, "grad_norm": 4.3876993528860435, "learning_rate": 1.4204545454545458e-06, "logits": -1.524561882019043, "logps": -82.59858703613281, "loss": 0.4144, "objective": 0.41888776421546936, "ranking_idealized": 0.8945578336715698, "ranking_idealized_expo": 0.5348639488220215, "ranking_simple": 0.5284863710403442, "regularize": 0.4188877046108246, "step": 50, "wo_beta": 16.066608428955078 }, { "epoch": 0.14170996693434104, "eval_dpo_loss": 0.6905742287635803, "eval_logits": -1.6666735410690308, "eval_logps": -92.34442901611328, "eval_loss": 0.41158440709114075, "eval_objective": 0.4097130298614502, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5289855003356934, "eval_regularize": 0.4097130298614502, "eval_runtime": 308.7557, "eval_samples_per_second": 18.753, "eval_steps_per_second": 1.564, "eval_wo_beta": 17.63062286376953, "step": 50 }, { "dpo_loss": 0.6717649102210999, "epoch": 0.2834199338686821, "grad_norm": 9.179969250495992, "learning_rate": 2.8409090909090916e-06, "logits": -1.801299810409546, "logps": -98.4464111328125, "loss": 0.394, "objective": 0.39795053005218506, "ranking_idealized": 0.8958333134651184, "ranking_idealized_expo": 0.5270833373069763, "ranking_simple": 0.5887500047683716, "regularize": 0.39795053005218506, "step": 100, "wo_beta": 20.196491241455078 }, { "epoch": 0.2834199338686821, "eval_dpo_loss": 0.6862898468971252, "eval_logits": -2.0312013626098633, "eval_logps": -115.87567138671875, "eval_loss": 0.4077964425086975, "eval_objective": 0.40739303827285767, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5398550629615784, "eval_regularize": 0.40739303827285767, "eval_runtime": 307.8646, "eval_samples_per_second": 18.807, "eval_steps_per_second": 1.569, "eval_wo_beta": 22.105756759643555, "step": 100 }, { "dpo_loss": 0.6482623219490051, "epoch": 0.42512990080302315, "grad_norm": 9.270844197401257, "learning_rate": 4.2613636363636365e-06, "logits": -1.8636983633041382, "logps": -110.8066177368164, "loss": 0.3504, "objective": 0.35595157742500305, "ranking_idealized": 0.8862500190734863, "ranking_idealized_expo": 0.5358333587646484, "ranking_simple": 0.6287500262260437, "regularize": 0.35595157742500305, "step": 150, "wo_beta": 25.672834396362305 }, { "epoch": 0.42512990080302315, "eval_dpo_loss": 0.6803079843521118, "eval_logits": -2.0504531860351562, "eval_logps": -123.1670150756836, "eval_loss": 0.4044354259967804, "eval_objective": 0.4018007516860962, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5719461441040039, "eval_regularize": 0.4018007516860962, "eval_runtime": 308.5087, "eval_samples_per_second": 18.768, "eval_steps_per_second": 1.566, "eval_wo_beta": 23.56603240966797, "step": 150 }, { "dpo_loss": 0.6220158934593201, "epoch": 0.5668398677373642, "grad_norm": 8.001451658093092, "learning_rate": 4.997168347957521e-06, "logits": -1.9987245798110962, "logps": -114.0056381225586, "loss": 0.3135, "objective": 0.3158811330795288, "ranking_idealized": 0.8883333206176758, "ranking_idealized_expo": 0.527916669845581, "ranking_simple": 0.67208331823349, "regularize": 0.3158811330795288, "step": 200, "wo_beta": 29.25323486328125 }, { "epoch": 0.5668398677373642, "eval_dpo_loss": 0.678061842918396, "eval_logits": -2.1408538818359375, "eval_logps": -121.60306549072266, "eval_loss": 0.4005555212497711, "eval_objective": 0.397381991147995, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5621117949485779, "eval_regularize": 0.397381991147995, "eval_runtime": 307.9864, "eval_samples_per_second": 18.8, "eval_steps_per_second": 1.568, "eval_wo_beta": 23.097728729248047, "step": 200 }, { "dpo_loss": 0.5992652773857117, "epoch": 0.7085498346717053, "grad_norm": 8.50379539811797, "learning_rate": 4.973122855144066e-06, "logits": -2.132956027984619, "logps": -119.59600067138672, "loss": 0.2807, "objective": 0.28073957562446594, "ranking_idealized": 0.8787500262260437, "ranking_idealized_expo": 0.5266666412353516, "ranking_simple": 0.71875, "regularize": 0.28073957562446594, "step": 250, "wo_beta": 33.336734771728516 }, { "epoch": 0.7085498346717053, "eval_dpo_loss": 0.6789642572402954, "eval_logits": -2.3711183071136475, "eval_logps": -122.16390228271484, "eval_loss": 0.4042646586894989, "eval_objective": 0.4010438024997711, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5600414276123047, "eval_regularize": 0.4010438024997711, "eval_runtime": 308.0112, "eval_samples_per_second": 18.798, "eval_steps_per_second": 1.568, "eval_wo_beta": 23.668811798095703, "step": 250 }, { "dpo_loss": 0.5932748317718506, "epoch": 0.8502598016060463, "grad_norm": 7.481377422405124, "learning_rate": 4.924776641419513e-06, "logits": -2.1575162410736084, "logps": -116.334716796875, "loss": 0.2532, "objective": 0.2530641555786133, "ranking_idealized": 0.8733333349227905, "ranking_idealized_expo": 0.5104166865348816, "ranking_simple": 0.7279166579246521, "regularize": 0.2530641555786133, "step": 300, "wo_beta": 33.5853271484375 }, { "epoch": 0.8502598016060463, "eval_dpo_loss": 0.6769444346427917, "eval_logits": -2.2620654106140137, "eval_logps": -123.38658905029297, "eval_loss": 0.3974739611148834, "eval_objective": 0.3952558934688568, "eval_ranking_idealized": 0.8731883764266968, "eval_ranking_idealized_expo": 0.5320910811424255, "eval_ranking_simple": 0.5740165710449219, "eval_regularize": 0.3952558934688568, "eval_runtime": 308.2767, "eval_samples_per_second": 18.782, "eval_steps_per_second": 1.567, "eval_wo_beta": 23.67264175415039, "step": 300 }, { "epoch": 0.8502598016060463, "step": 300, "total_flos": 0.0, "train_loss": 0.3342974317073822, "train_runtime": 8266.6282, "train_samples_per_second": 30.727, "train_steps_per_second": 0.213 } ], "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 }