| { | |
| "best_metric": 0.0067643518559634686, | |
| "best_model_checkpoint": "./Zephyr/28-03-24-Weni-WeniGPT-QA-Zephyr-7B-5.0.0-KTO_WeniGPT Experiment using KTO trainer with no collator, Mixstral model and random system prompt.-2_max_steps-786_batch_32_2024-03-28_ppid_9/checkpoint-600", | |
| "epoch": 4.562737642585551, | |
| "eval_steps": 50, | |
| "global_step": 600, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.15, | |
| "grad_norm": 3.2390341758728027, | |
| "kl": 1.4365953207015991, | |
| "learning_rate": 0.0001666666666666667, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 1.2323, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.3, | |
| "grad_norm": 0.6226775050163269, | |
| "kl": 0.1346512734889984, | |
| "learning_rate": 0.00019580052493438322, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.1437, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 0.38, | |
| "eval_kl": 0.0960722267627716, | |
| "eval_logps/chosen": -158.278564453125, | |
| "eval_logps/rejected": -400.1436767578125, | |
| "eval_loss": 0.028233768418431282, | |
| "eval_rewards/chosen": 5.2842488288879395, | |
| "eval_rewards/margins": 25.394336700439453, | |
| "eval_rewards/rejected": -20.11008644104004, | |
| "eval_runtime": 214.1148, | |
| "eval_samples_per_second": 2.232, | |
| "eval_steps_per_second": 0.56, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.46, | |
| "grad_norm": 1.9644193649291992, | |
| "kl": 0.026479745283722878, | |
| "learning_rate": 0.0001905511811023622, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.1405, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 0.61, | |
| "grad_norm": 0.28626948595046997, | |
| "kl": 0.018679404631257057, | |
| "learning_rate": 0.00018530183727034121, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.1041, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 0.76, | |
| "grad_norm": 0.0979766920208931, | |
| "kl": 0.0, | |
| "learning_rate": 0.00018005249343832022, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0615, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.76, | |
| "eval_kl": 0.5886130928993225, | |
| "eval_logps/chosen": -153.61863708496094, | |
| "eval_logps/rejected": -383.54296875, | |
| "eval_loss": 0.022206587716937065, | |
| "eval_rewards/chosen": 5.750241756439209, | |
| "eval_rewards/margins": 24.20025062561035, | |
| "eval_rewards/rejected": -18.450010299682617, | |
| "eval_runtime": 213.9917, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.91, | |
| "grad_norm": 0.3924414813518524, | |
| "kl": 0.0, | |
| "learning_rate": 0.00017480314960629923, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0396, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 1.06, | |
| "grad_norm": 0.0917697548866272, | |
| "kl": 0.2697001099586487, | |
| "learning_rate": 0.00016955380577427821, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0346, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 1.14, | |
| "eval_kl": 0.3035987615585327, | |
| "eval_logps/chosen": -162.28248596191406, | |
| "eval_logps/rejected": -612.7335205078125, | |
| "eval_loss": 0.03983871266245842, | |
| "eval_rewards/chosen": 4.883855819702148, | |
| "eval_rewards/margins": 46.25292205810547, | |
| "eval_rewards/rejected": -41.36906814575195, | |
| "eval_runtime": 214.0091, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 1.22, | |
| "grad_norm": 0.16112379729747772, | |
| "kl": 0.2598298192024231, | |
| "learning_rate": 0.00016430446194225722, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0437, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 1.37, | |
| "grad_norm": 0.04856234788894653, | |
| "kl": 0.09709737449884415, | |
| "learning_rate": 0.00015958005249343832, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0288, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 1.52, | |
| "grad_norm": 0.5220792889595032, | |
| "kl": 0.055810533463954926, | |
| "learning_rate": 0.00015433070866141733, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0563, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 1.52, | |
| "eval_kl": 0.15839433670043945, | |
| "eval_logps/chosen": -149.37533569335938, | |
| "eval_logps/rejected": -463.8907165527344, | |
| "eval_loss": 0.021165071055293083, | |
| "eval_rewards/chosen": 6.174570083618164, | |
| "eval_rewards/margins": 32.65935134887695, | |
| "eval_rewards/rejected": -26.48478126525879, | |
| "eval_runtime": 214.0155, | |
| "eval_samples_per_second": 2.233, | |
| "eval_steps_per_second": 0.561, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 1.67, | |
| "grad_norm": 0.05050266534090042, | |
| "kl": 0.0, | |
| "learning_rate": 0.00014908136482939634, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0298, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 1.83, | |
| "grad_norm": 1.530806064605713, | |
| "kl": 0.0, | |
| "learning_rate": 0.00014383202099737535, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0533, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 1.9, | |
| "eval_kl": 0.4594874680042267, | |
| "eval_logps/chosen": -149.20762634277344, | |
| "eval_logps/rejected": -489.6085205078125, | |
| "eval_loss": 0.013410959392786026, | |
| "eval_rewards/chosen": 6.191342353820801, | |
| "eval_rewards/margins": 35.24790573120117, | |
| "eval_rewards/rejected": -29.056562423706055, | |
| "eval_runtime": 214.0202, | |
| "eval_samples_per_second": 2.233, | |
| "eval_steps_per_second": 0.561, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 1.98, | |
| "grad_norm": 0.017549920827150345, | |
| "kl": 0.0, | |
| "learning_rate": 0.00013858267716535433, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0461, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 2.13, | |
| "grad_norm": 0.021922318264842033, | |
| "kl": 0.4756055772304535, | |
| "learning_rate": 0.00013333333333333334, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.013, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 2.28, | |
| "grad_norm": 0.02235027775168419, | |
| "kl": 0.16024529933929443, | |
| "learning_rate": 0.00012808398950131235, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0076, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 2.28, | |
| "eval_kl": 0.6192654967308044, | |
| "eval_logps/chosen": -147.9675750732422, | |
| "eval_logps/rejected": -453.9040222167969, | |
| "eval_loss": 0.016069181263446808, | |
| "eval_rewards/chosen": 6.315345764160156, | |
| "eval_rewards/margins": 31.80146026611328, | |
| "eval_rewards/rejected": -25.486116409301758, | |
| "eval_runtime": 214.0005, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 2.43, | |
| "grad_norm": 0.6879442930221558, | |
| "kl": 0.0, | |
| "learning_rate": 0.00012283464566929136, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0068, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 2.59, | |
| "grad_norm": 0.011550226248800755, | |
| "kl": 0.0, | |
| "learning_rate": 0.00011758530183727034, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.011, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 2.66, | |
| "eval_kl": 0.4912835657596588, | |
| "eval_logps/chosen": -147.81866455078125, | |
| "eval_logps/rejected": -575.878662109375, | |
| "eval_loss": 0.011971179395914078, | |
| "eval_rewards/chosen": 6.3302388191223145, | |
| "eval_rewards/margins": 44.013816833496094, | |
| "eval_rewards/rejected": -37.68357849121094, | |
| "eval_runtime": 214.4054, | |
| "eval_samples_per_second": 2.229, | |
| "eval_steps_per_second": 0.56, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 2.74, | |
| "grad_norm": 0.019854838028550148, | |
| "kl": 0.05510709434747696, | |
| "learning_rate": 0.00011233595800524934, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0422, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 2.89, | |
| "grad_norm": 0.03696136921644211, | |
| "kl": 0.0, | |
| "learning_rate": 0.00010708661417322836, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0192, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 3.04, | |
| "grad_norm": 0.016547098755836487, | |
| "kl": 0.17841024696826935, | |
| "learning_rate": 0.00010183727034120735, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0049, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 3.04, | |
| "eval_kl": 0.46487128734588623, | |
| "eval_logps/chosen": -147.84844970703125, | |
| "eval_logps/rejected": -498.3661804199219, | |
| "eval_loss": 0.010233537293970585, | |
| "eval_rewards/chosen": 6.327260494232178, | |
| "eval_rewards/margins": 36.25959014892578, | |
| "eval_rewards/rejected": -29.93233299255371, | |
| "eval_runtime": 214.0009, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 3.19, | |
| "grad_norm": 0.029680678620934486, | |
| "kl": 0.40129226446151733, | |
| "learning_rate": 9.658792650918635e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0096, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 3.35, | |
| "grad_norm": 0.01727895997464657, | |
| "kl": 0.006236672401428223, | |
| "learning_rate": 9.133858267716536e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0028, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 3.42, | |
| "eval_kl": 0.29486456513404846, | |
| "eval_logps/chosen": -145.90557861328125, | |
| "eval_logps/rejected": -540.0706787109375, | |
| "eval_loss": 0.008336723782122135, | |
| "eval_rewards/chosen": 6.521546840667725, | |
| "eval_rewards/margins": 40.62433624267578, | |
| "eval_rewards/rejected": -34.10279083251953, | |
| "eval_runtime": 214.0142, | |
| "eval_samples_per_second": 2.233, | |
| "eval_steps_per_second": 0.561, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 3.5, | |
| "grad_norm": 0.7774410843849182, | |
| "kl": 0.0, | |
| "learning_rate": 8.608923884514435e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0052, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 3.65, | |
| "grad_norm": 0.009982769377529621, | |
| "kl": 0.0, | |
| "learning_rate": 8.083989501312336e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0075, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 3.8, | |
| "grad_norm": 0.04710818827152252, | |
| "kl": 0.0, | |
| "learning_rate": 7.559055118110236e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0087, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 3.8, | |
| "eval_kl": 0.09233824163675308, | |
| "eval_logps/chosen": -147.00436401367188, | |
| "eval_logps/rejected": -551.1768798828125, | |
| "eval_loss": 0.009622834622859955, | |
| "eval_rewards/chosen": 6.411670207977295, | |
| "eval_rewards/margins": 41.62507247924805, | |
| "eval_rewards/rejected": -35.213401794433594, | |
| "eval_runtime": 213.9724, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 3.95, | |
| "grad_norm": 0.015628578141331673, | |
| "kl": 0.0, | |
| "learning_rate": 7.034120734908137e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.004, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 4.11, | |
| "grad_norm": 0.006123641971498728, | |
| "kl": 0.14367903769016266, | |
| "learning_rate": 6.509186351706036e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.004, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 4.18, | |
| "eval_kl": 0.15743787586688995, | |
| "eval_logps/chosen": -145.41305541992188, | |
| "eval_logps/rejected": -575.3412475585938, | |
| "eval_loss": 0.007457592524588108, | |
| "eval_rewards/chosen": 6.57080078125, | |
| "eval_rewards/margins": 44.20064163208008, | |
| "eval_rewards/rejected": -37.62984085083008, | |
| "eval_runtime": 214.0334, | |
| "eval_samples_per_second": 2.233, | |
| "eval_steps_per_second": 0.561, | |
| "step": 550 | |
| }, | |
| { | |
| "epoch": 4.26, | |
| "grad_norm": 0.0043973783031105995, | |
| "kl": 0.09317927062511444, | |
| "learning_rate": 5.984251968503938e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0027, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 4.41, | |
| "grad_norm": 0.009126279503107071, | |
| "kl": 0.0, | |
| "learning_rate": 5.4593175853018376e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0031, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 4.56, | |
| "grad_norm": 0.00867411121726036, | |
| "kl": 0.0, | |
| "learning_rate": 4.934383202099738e-05, | |
| "logps/chosen": NaN, | |
| "logps/rejected": NaN, | |
| "loss": 0.0036, | |
| "rewards/chosen": NaN, | |
| "rewards/margins": NaN, | |
| "rewards/rejected": NaN, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 4.56, | |
| "eval_kl": 0.16292737424373627, | |
| "eval_logps/chosen": -144.68930053710938, | |
| "eval_logps/rejected": -565.9076538085938, | |
| "eval_loss": 0.0067643518559634686, | |
| "eval_rewards/chosen": 6.643174648284912, | |
| "eval_rewards/margins": 43.329654693603516, | |
| "eval_rewards/rejected": -36.68648147583008, | |
| "eval_runtime": 213.9275, | |
| "eval_samples_per_second": 2.234, | |
| "eval_steps_per_second": 0.561, | |
| "step": 600 | |
| } | |
| ], | |
| "logging_steps": 20, | |
| "max_steps": 786, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 6, | |
| "save_steps": 100, | |
| "total_flos": 0.0, | |
| "train_batch_size": 4, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |