| { | |
| "best_metric": 0.0411064513027668, | |
| "best_model_checkpoint": "./TransparentBagClassifier/checkpoint-316", | |
| "epoch": 5.0, | |
| "eval_steps": 500, | |
| "global_step": 790, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.06329113924050633, | |
| "grad_norm": 1.8177610635757446, | |
| "learning_rate": 1.974683544303798e-05, | |
| "loss": 0.6502, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.12658227848101267, | |
| "grad_norm": 1.735235333442688, | |
| "learning_rate": 1.949367088607595e-05, | |
| "loss": 0.5886, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.189873417721519, | |
| "grad_norm": 1.5866175889968872, | |
| "learning_rate": 1.9240506329113926e-05, | |
| "loss": 0.5145, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 0.25316455696202533, | |
| "grad_norm": 2.1754307746887207, | |
| "learning_rate": 1.89873417721519e-05, | |
| "loss": 0.4214, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 0.31645569620253167, | |
| "grad_norm": 1.926560401916504, | |
| "learning_rate": 1.8734177215189874e-05, | |
| "loss": 0.303, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.379746835443038, | |
| "grad_norm": 1.284515619277954, | |
| "learning_rate": 1.848101265822785e-05, | |
| "loss": 0.2735, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 0.4430379746835443, | |
| "grad_norm": 1.0484488010406494, | |
| "learning_rate": 1.8227848101265824e-05, | |
| "loss": 0.2382, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 0.5063291139240507, | |
| "grad_norm": 0.6332635879516602, | |
| "learning_rate": 1.7974683544303798e-05, | |
| "loss": 0.1651, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 0.569620253164557, | |
| "grad_norm": 0.7192436456680298, | |
| "learning_rate": 1.7721518987341772e-05, | |
| "loss": 0.1691, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 0.6329113924050633, | |
| "grad_norm": 0.5396292209625244, | |
| "learning_rate": 1.746835443037975e-05, | |
| "loss": 0.1371, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.6962025316455697, | |
| "grad_norm": 1.0010855197906494, | |
| "learning_rate": 1.7215189873417723e-05, | |
| "loss": 0.1054, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 0.759493670886076, | |
| "grad_norm": 2.316347360610962, | |
| "learning_rate": 1.6962025316455696e-05, | |
| "loss": 0.1485, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 0.8227848101265823, | |
| "grad_norm": 4.399435043334961, | |
| "learning_rate": 1.6708860759493674e-05, | |
| "loss": 0.0898, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 0.8860759493670886, | |
| "grad_norm": 0.6504904627799988, | |
| "learning_rate": 1.6455696202531647e-05, | |
| "loss": 0.1151, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 0.9493670886075949, | |
| "grad_norm": 0.26793766021728516, | |
| "learning_rate": 1.620253164556962e-05, | |
| "loss": 0.0694, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "eval_accuracy": 0.9820627802690582, | |
| "eval_loss": 0.0719464123249054, | |
| "eval_runtime": 29.347, | |
| "eval_samples_per_second": 7.599, | |
| "eval_steps_per_second": 0.954, | |
| "step": 158 | |
| }, | |
| { | |
| "epoch": 1.0126582278481013, | |
| "grad_norm": 0.31842896342277527, | |
| "learning_rate": 1.5949367088607598e-05, | |
| "loss": 0.0743, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 1.0759493670886076, | |
| "grad_norm": 4.0135979652404785, | |
| "learning_rate": 1.5696202531645572e-05, | |
| "loss": 0.0614, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 1.139240506329114, | |
| "grad_norm": 0.2785925567150116, | |
| "learning_rate": 1.5443037974683546e-05, | |
| "loss": 0.0635, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 1.2025316455696202, | |
| "grad_norm": 0.21624621748924255, | |
| "learning_rate": 1.5189873417721521e-05, | |
| "loss": 0.0524, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 1.2658227848101267, | |
| "grad_norm": 0.35363027453422546, | |
| "learning_rate": 1.4936708860759495e-05, | |
| "loss": 0.0342, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 1.3291139240506329, | |
| "grad_norm": 1.0792415142059326, | |
| "learning_rate": 1.468354430379747e-05, | |
| "loss": 0.0497, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 1.3924050632911391, | |
| "grad_norm": 0.19490359723567963, | |
| "learning_rate": 1.4430379746835444e-05, | |
| "loss": 0.0591, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 1.4556962025316456, | |
| "grad_norm": 0.16427624225616455, | |
| "learning_rate": 1.417721518987342e-05, | |
| "loss": 0.037, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 1.518987341772152, | |
| "grad_norm": 7.667697429656982, | |
| "learning_rate": 1.3924050632911395e-05, | |
| "loss": 0.089, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 1.5822784810126582, | |
| "grad_norm": 0.15142761170864105, | |
| "learning_rate": 1.3670886075949368e-05, | |
| "loss": 0.1013, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 1.6455696202531644, | |
| "grad_norm": 3.7054553031921387, | |
| "learning_rate": 1.3417721518987344e-05, | |
| "loss": 0.077, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 1.7088607594936709, | |
| "grad_norm": 0.13252966105937958, | |
| "learning_rate": 1.3164556962025317e-05, | |
| "loss": 0.0528, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 1.7721518987341773, | |
| "grad_norm": 0.14607028663158417, | |
| "learning_rate": 1.2911392405063293e-05, | |
| "loss": 0.1078, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 1.8354430379746836, | |
| "grad_norm": 0.17516593635082245, | |
| "learning_rate": 1.2658227848101268e-05, | |
| "loss": 0.0872, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 1.8987341772151898, | |
| "grad_norm": 0.4909473955631256, | |
| "learning_rate": 1.240506329113924e-05, | |
| "loss": 0.1023, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 1.9620253164556962, | |
| "grad_norm": 17.056110382080078, | |
| "learning_rate": 1.2151898734177216e-05, | |
| "loss": 0.0871, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_accuracy": 0.9955156950672646, | |
| "eval_loss": 0.0411064513027668, | |
| "eval_runtime": 30.7571, | |
| "eval_samples_per_second": 7.25, | |
| "eval_steps_per_second": 0.91, | |
| "step": 316 | |
| }, | |
| { | |
| "epoch": 2.0253164556962027, | |
| "grad_norm": 0.14253969490528107, | |
| "learning_rate": 1.189873417721519e-05, | |
| "loss": 0.0258, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 2.088607594936709, | |
| "grad_norm": 0.1595589965581894, | |
| "learning_rate": 1.1645569620253165e-05, | |
| "loss": 0.0181, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 2.151898734177215, | |
| "grad_norm": 0.11532098799943924, | |
| "learning_rate": 1.139240506329114e-05, | |
| "loss": 0.0369, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 2.2151898734177213, | |
| "grad_norm": 0.10694638639688492, | |
| "learning_rate": 1.1139240506329114e-05, | |
| "loss": 0.055, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 2.278481012658228, | |
| "grad_norm": 0.11190392822027206, | |
| "learning_rate": 1.088607594936709e-05, | |
| "loss": 0.0981, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 2.3417721518987342, | |
| "grad_norm": 0.11986145377159119, | |
| "learning_rate": 1.0632911392405063e-05, | |
| "loss": 0.1199, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 2.4050632911392404, | |
| "grad_norm": 0.8623329401016235, | |
| "learning_rate": 1.0379746835443039e-05, | |
| "loss": 0.076, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 2.4683544303797467, | |
| "grad_norm": 0.34745362401008606, | |
| "learning_rate": 1.0126582278481014e-05, | |
| "loss": 0.0396, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 2.5316455696202533, | |
| "grad_norm": 2.8758838176727295, | |
| "learning_rate": 9.87341772151899e-06, | |
| "loss": 0.0168, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 2.5949367088607596, | |
| "grad_norm": 0.15997739136219025, | |
| "learning_rate": 9.620253164556963e-06, | |
| "loss": 0.0848, | |
| "step": 410 | |
| }, | |
| { | |
| "epoch": 2.6582278481012658, | |
| "grad_norm": 0.1280534863471985, | |
| "learning_rate": 9.367088607594937e-06, | |
| "loss": 0.0895, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 2.721518987341772, | |
| "grad_norm": 0.09299108386039734, | |
| "learning_rate": 9.113924050632912e-06, | |
| "loss": 0.0217, | |
| "step": 430 | |
| }, | |
| { | |
| "epoch": 2.7848101265822782, | |
| "grad_norm": 0.09745831787586212, | |
| "learning_rate": 8.860759493670886e-06, | |
| "loss": 0.0136, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 2.848101265822785, | |
| "grad_norm": 0.3660314977169037, | |
| "learning_rate": 8.607594936708861e-06, | |
| "loss": 0.066, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 2.911392405063291, | |
| "grad_norm": 0.10188435018062592, | |
| "learning_rate": 8.354430379746837e-06, | |
| "loss": 0.0337, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 2.9746835443037973, | |
| "grad_norm": 0.08400288224220276, | |
| "learning_rate": 8.10126582278481e-06, | |
| "loss": 0.0561, | |
| "step": 470 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_accuracy": 0.9910313901345291, | |
| "eval_loss": 0.041871435940265656, | |
| "eval_runtime": 28.742, | |
| "eval_samples_per_second": 7.759, | |
| "eval_steps_per_second": 0.974, | |
| "step": 474 | |
| }, | |
| { | |
| "epoch": 3.037974683544304, | |
| "grad_norm": 0.08712360262870789, | |
| "learning_rate": 7.848101265822786e-06, | |
| "loss": 0.0165, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 3.1012658227848102, | |
| "grad_norm": 0.08917823433876038, | |
| "learning_rate": 7.5949367088607605e-06, | |
| "loss": 0.0788, | |
| "step": 490 | |
| }, | |
| { | |
| "epoch": 3.1645569620253164, | |
| "grad_norm": 12.753520965576172, | |
| "learning_rate": 7.341772151898735e-06, | |
| "loss": 0.0523, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 3.2278481012658227, | |
| "grad_norm": 0.1649811565876007, | |
| "learning_rate": 7.08860759493671e-06, | |
| "loss": 0.0119, | |
| "step": 510 | |
| }, | |
| { | |
| "epoch": 3.291139240506329, | |
| "grad_norm": 0.08447328209877014, | |
| "learning_rate": 6.835443037974684e-06, | |
| "loss": 0.0114, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 3.3544303797468356, | |
| "grad_norm": 0.48710471391677856, | |
| "learning_rate": 6.582278481012659e-06, | |
| "loss": 0.0506, | |
| "step": 530 | |
| }, | |
| { | |
| "epoch": 3.4177215189873418, | |
| "grad_norm": 0.10614439100027084, | |
| "learning_rate": 6.329113924050634e-06, | |
| "loss": 0.0155, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 3.481012658227848, | |
| "grad_norm": 0.08778823167085648, | |
| "learning_rate": 6.075949367088608e-06, | |
| "loss": 0.0118, | |
| "step": 550 | |
| }, | |
| { | |
| "epoch": 3.5443037974683547, | |
| "grad_norm": 0.08901780843734741, | |
| "learning_rate": 5.8227848101265824e-06, | |
| "loss": 0.0144, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 3.607594936708861, | |
| "grad_norm": 3.638420581817627, | |
| "learning_rate": 5.569620253164557e-06, | |
| "loss": 0.0123, | |
| "step": 570 | |
| }, | |
| { | |
| "epoch": 3.670886075949367, | |
| "grad_norm": 0.07501719892024994, | |
| "learning_rate": 5.3164556962025316e-06, | |
| "loss": 0.0112, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 3.7341772151898733, | |
| "grad_norm": 0.07867681980133057, | |
| "learning_rate": 5.063291139240507e-06, | |
| "loss": 0.0175, | |
| "step": 590 | |
| }, | |
| { | |
| "epoch": 3.7974683544303796, | |
| "grad_norm": 1.1297374963760376, | |
| "learning_rate": 4.8101265822784815e-06, | |
| "loss": 0.0109, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 3.8607594936708862, | |
| "grad_norm": 0.27534130215644836, | |
| "learning_rate": 4.556962025316456e-06, | |
| "loss": 0.0386, | |
| "step": 610 | |
| }, | |
| { | |
| "epoch": 3.9240506329113924, | |
| "grad_norm": 0.07276225835084915, | |
| "learning_rate": 4.303797468354431e-06, | |
| "loss": 0.0186, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 3.9873417721518987, | |
| "grad_norm": 0.07785341143608093, | |
| "learning_rate": 4.050632911392405e-06, | |
| "loss": 0.0673, | |
| "step": 630 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy": 0.9865470852017937, | |
| "eval_loss": 0.04242047667503357, | |
| "eval_runtime": 41.253, | |
| "eval_samples_per_second": 5.406, | |
| "eval_steps_per_second": 0.679, | |
| "step": 632 | |
| }, | |
| { | |
| "epoch": 4.050632911392405, | |
| "grad_norm": 0.07723096013069153, | |
| "learning_rate": 3.7974683544303802e-06, | |
| "loss": 0.0101, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 4.113924050632911, | |
| "grad_norm": 0.07696326822042465, | |
| "learning_rate": 3.544303797468355e-06, | |
| "loss": 0.0289, | |
| "step": 650 | |
| }, | |
| { | |
| "epoch": 4.177215189873418, | |
| "grad_norm": 0.07799258828163147, | |
| "learning_rate": 3.2911392405063294e-06, | |
| "loss": 0.0604, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 4.2405063291139244, | |
| "grad_norm": 0.08302771300077438, | |
| "learning_rate": 3.037974683544304e-06, | |
| "loss": 0.0096, | |
| "step": 670 | |
| }, | |
| { | |
| "epoch": 4.30379746835443, | |
| "grad_norm": 0.0777091532945633, | |
| "learning_rate": 2.7848101265822785e-06, | |
| "loss": 0.0096, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 4.367088607594937, | |
| "grad_norm": 0.1073741614818573, | |
| "learning_rate": 2.5316455696202535e-06, | |
| "loss": 0.0128, | |
| "step": 690 | |
| }, | |
| { | |
| "epoch": 4.430379746835443, | |
| "grad_norm": 0.06873705983161926, | |
| "learning_rate": 2.278481012658228e-06, | |
| "loss": 0.1127, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 4.493670886075949, | |
| "grad_norm": 0.10447876155376434, | |
| "learning_rate": 2.0253164556962026e-06, | |
| "loss": 0.0099, | |
| "step": 710 | |
| }, | |
| { | |
| "epoch": 4.556962025316456, | |
| "grad_norm": 0.07418622821569443, | |
| "learning_rate": 1.7721518987341774e-06, | |
| "loss": 0.0138, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 4.620253164556962, | |
| "grad_norm": 0.07888732105493546, | |
| "learning_rate": 1.518987341772152e-06, | |
| "loss": 0.0539, | |
| "step": 730 | |
| }, | |
| { | |
| "epoch": 4.6835443037974684, | |
| "grad_norm": 0.07641228288412094, | |
| "learning_rate": 1.2658227848101267e-06, | |
| "loss": 0.0095, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 4.746835443037975, | |
| "grad_norm": 0.07773224264383316, | |
| "learning_rate": 1.0126582278481013e-06, | |
| "loss": 0.0501, | |
| "step": 750 | |
| }, | |
| { | |
| "epoch": 4.810126582278481, | |
| "grad_norm": 0.08096041530370712, | |
| "learning_rate": 7.59493670886076e-07, | |
| "loss": 0.0093, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 4.8734177215189876, | |
| "grad_norm": 0.0873405709862709, | |
| "learning_rate": 5.063291139240507e-07, | |
| "loss": 0.0842, | |
| "step": 770 | |
| }, | |
| { | |
| "epoch": 4.936708860759493, | |
| "grad_norm": 0.788959264755249, | |
| "learning_rate": 2.5316455696202533e-07, | |
| "loss": 0.0162, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "grad_norm": 0.11727602779865265, | |
| "learning_rate": 0.0, | |
| "loss": 0.0099, | |
| "step": 790 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_accuracy": 0.9820627802690582, | |
| "eval_loss": 0.05168794468045235, | |
| "eval_runtime": 29.684, | |
| "eval_samples_per_second": 7.512, | |
| "eval_steps_per_second": 0.943, | |
| "step": 790 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "step": 790, | |
| "total_flos": 4.893619144161485e+17, | |
| "train_loss": 0.08755870511448836, | |
| "train_runtime": 2689.1935, | |
| "train_samples_per_second": 2.348, | |
| "train_steps_per_second": 0.294 | |
| } | |
| ], | |
| "logging_steps": 10, | |
| "max_steps": 790, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 5, | |
| "save_steps": 500, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": true | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 4.893619144161485e+17, | |
| "train_batch_size": 8, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |