{ "best_metric": 0.6601941747572816, "best_model_checkpoint": "videomae-large-finetuned-right-hand-conflab-v1/checkpoint-708", "epoch": 14.042022792022792, "eval_steps": 500, "global_step": 885, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.007122507122507123, "grad_norm": 12.899408340454102, "learning_rate": 3.5460992907801423e-06, "loss": 2.0965, "step": 10 }, { "epoch": 0.014245014245014245, "grad_norm": 9.095556259155273, "learning_rate": 7.092198581560285e-06, "loss": 2.1002, "step": 20 }, { "epoch": 0.021367521367521368, "grad_norm": 11.837288856506348, "learning_rate": 1.0638297872340426e-05, "loss": 1.9683, "step": 30 }, { "epoch": 0.02849002849002849, "grad_norm": 8.063945770263672, "learning_rate": 1.418439716312057e-05, "loss": 1.9838, "step": 40 }, { "epoch": 0.03561253561253561, "grad_norm": 7.636847972869873, "learning_rate": 1.773049645390071e-05, "loss": 2.0232, "step": 50 }, { "epoch": 0.04202279202279202, "eval_accuracy": 0.1941747572815534, "eval_loss": 1.9421881437301636, "eval_runtime": 24.149, "eval_samples_per_second": 8.53, "eval_steps_per_second": 0.538, "step": 59 }, { "epoch": 1.0007122507122508, "grad_norm": 7.21124267578125, "learning_rate": 2.1276595744680852e-05, "loss": 1.981, "step": 60 }, { "epoch": 1.0078347578347577, "grad_norm": 8.352581977844238, "learning_rate": 2.4822695035460995e-05, "loss": 1.9465, "step": 70 }, { "epoch": 1.014957264957265, "grad_norm": 8.361379623413086, "learning_rate": 2.836879432624114e-05, "loss": 1.962, "step": 80 }, { "epoch": 1.022079772079772, "grad_norm": 5.388889312744141, "learning_rate": 3.191489361702128e-05, "loss": 1.976, "step": 90 }, { "epoch": 1.0292022792022792, "grad_norm": 5.553725719451904, "learning_rate": 3.546099290780142e-05, "loss": 2.0058, "step": 100 }, { "epoch": 1.0363247863247864, "grad_norm": 6.278877258300781, "learning_rate": 3.900709219858156e-05, "loss": 1.8426, "step": 110 }, { "epoch": 1.042022792022792, "eval_accuracy": 0.33980582524271846, "eval_loss": 1.7418017387390137, "eval_runtime": 19.8724, "eval_samples_per_second": 10.366, "eval_steps_per_second": 0.654, "step": 118 }, { "epoch": 2.0014245014245016, "grad_norm": 5.7616729736328125, "learning_rate": 4.2553191489361704e-05, "loss": 1.9192, "step": 120 }, { "epoch": 2.0085470085470085, "grad_norm": 6.886305332183838, "learning_rate": 4.609929078014185e-05, "loss": 1.8077, "step": 130 }, { "epoch": 2.0156695156695155, "grad_norm": 12.934743881225586, "learning_rate": 4.964539007092199e-05, "loss": 1.6519, "step": 140 }, { "epoch": 2.022792022792023, "grad_norm": 9.393815994262695, "learning_rate": 4.96437054631829e-05, "loss": 1.6934, "step": 150 }, { "epoch": 2.02991452991453, "grad_norm": 10.663277626037598, "learning_rate": 4.924782264449723e-05, "loss": 1.7591, "step": 160 }, { "epoch": 2.037037037037037, "grad_norm": 6.719297885894775, "learning_rate": 4.885193982581156e-05, "loss": 1.7424, "step": 170 }, { "epoch": 2.042022792022792, "eval_accuracy": 0.4174757281553398, "eval_loss": 1.6896483898162842, "eval_runtime": 17.8016, "eval_samples_per_second": 11.572, "eval_steps_per_second": 0.73, "step": 177 }, { "epoch": 3.002136752136752, "grad_norm": 5.332315921783447, "learning_rate": 4.845605700712589e-05, "loss": 1.7511, "step": 180 }, { "epoch": 3.009259259259259, "grad_norm": 9.056990623474121, "learning_rate": 4.806017418844022e-05, "loss": 1.6771, "step": 190 }, { "epoch": 3.0163817663817665, "grad_norm": 10.588340759277344, "learning_rate": 4.766429136975455e-05, "loss": 1.4029, "step": 200 }, { "epoch": 3.0235042735042734, "grad_norm": 17.486988067626953, "learning_rate": 4.7268408551068886e-05, "loss": 1.4862, "step": 210 }, { "epoch": 3.030626780626781, "grad_norm": 7.175242900848389, "learning_rate": 4.687252573238321e-05, "loss": 1.4282, "step": 220 }, { "epoch": 3.0377492877492878, "grad_norm": 8.013775825500488, "learning_rate": 4.647664291369755e-05, "loss": 1.2206, "step": 230 }, { "epoch": 3.042022792022792, "eval_accuracy": 0.44660194174757284, "eval_loss": 1.628009557723999, "eval_runtime": 21.5993, "eval_samples_per_second": 9.537, "eval_steps_per_second": 0.602, "step": 236 }, { "epoch": 4.002849002849003, "grad_norm": 8.972482681274414, "learning_rate": 4.6080760095011874e-05, "loss": 1.6023, "step": 240 }, { "epoch": 4.00997150997151, "grad_norm": 7.669183731079102, "learning_rate": 4.568487727632621e-05, "loss": 1.1725, "step": 250 }, { "epoch": 4.017094017094017, "grad_norm": 7.465898513793945, "learning_rate": 4.528899445764054e-05, "loss": 1.2957, "step": 260 }, { "epoch": 4.024216524216524, "grad_norm": 5.810666561126709, "learning_rate": 4.4893111638954874e-05, "loss": 1.3387, "step": 270 }, { "epoch": 4.031339031339031, "grad_norm": 8.172585487365723, "learning_rate": 4.44972288202692e-05, "loss": 1.2668, "step": 280 }, { "epoch": 4.038461538461538, "grad_norm": 7.007075309753418, "learning_rate": 4.4101346001583535e-05, "loss": 1.0738, "step": 290 }, { "epoch": 4.042022792022792, "eval_accuracy": 0.5825242718446602, "eval_loss": 1.2310322523117065, "eval_runtime": 18.9007, "eval_samples_per_second": 10.899, "eval_steps_per_second": 0.688, "step": 295 }, { "epoch": 5.003561253561253, "grad_norm": 4.775450229644775, "learning_rate": 4.370546318289787e-05, "loss": 1.0455, "step": 300 }, { "epoch": 5.010683760683761, "grad_norm": 9.440917015075684, "learning_rate": 4.3309580364212195e-05, "loss": 0.99, "step": 310 }, { "epoch": 5.017806267806268, "grad_norm": 5.092905521392822, "learning_rate": 4.291369754552653e-05, "loss": 0.9873, "step": 320 }, { "epoch": 5.0249287749287745, "grad_norm": 8.457822799682617, "learning_rate": 4.2517814726840856e-05, "loss": 0.8012, "step": 330 }, { "epoch": 5.032051282051282, "grad_norm": 6.717366695404053, "learning_rate": 4.212193190815519e-05, "loss": 0.9262, "step": 340 }, { "epoch": 5.039173789173789, "grad_norm": 6.962019920349121, "learning_rate": 4.172604908946952e-05, "loss": 1.0054, "step": 350 }, { "epoch": 5.042022792022792, "eval_accuracy": 0.558252427184466, "eval_loss": 1.3242673873901367, "eval_runtime": 20.0158, "eval_samples_per_second": 10.292, "eval_steps_per_second": 0.649, "step": 354 }, { "epoch": 6.004273504273504, "grad_norm": 17.063520431518555, "learning_rate": 4.133016627078385e-05, "loss": 0.8909, "step": 360 }, { "epoch": 6.011396011396012, "grad_norm": 8.150900840759277, "learning_rate": 4.093428345209818e-05, "loss": 0.89, "step": 370 }, { "epoch": 6.018518518518518, "grad_norm": 8.059175491333008, "learning_rate": 4.053840063341251e-05, "loss": 0.7925, "step": 380 }, { "epoch": 6.0256410256410255, "grad_norm": 7.513158798217773, "learning_rate": 4.0142517814726843e-05, "loss": 0.853, "step": 390 }, { "epoch": 6.032763532763533, "grad_norm": 6.1937971115112305, "learning_rate": 3.974663499604117e-05, "loss": 0.7338, "step": 400 }, { "epoch": 6.0398860398860394, "grad_norm": 5.745666980743408, "learning_rate": 3.9350752177355504e-05, "loss": 0.782, "step": 410 }, { "epoch": 6.042022792022792, "eval_accuracy": 0.6359223300970874, "eval_loss": 1.1890981197357178, "eval_runtime": 19.1994, "eval_samples_per_second": 10.73, "eval_steps_per_second": 0.677, "step": 413 }, { "epoch": 7.004985754985755, "grad_norm": 7.788235187530518, "learning_rate": 3.895486935866984e-05, "loss": 0.745, "step": 420 }, { "epoch": 7.012108262108262, "grad_norm": 8.95632553100586, "learning_rate": 3.8558986539984164e-05, "loss": 0.6315, "step": 430 }, { "epoch": 7.019230769230769, "grad_norm": 9.59426498413086, "learning_rate": 3.81631037212985e-05, "loss": 0.6792, "step": 440 }, { "epoch": 7.0263532763532766, "grad_norm": 7.637509822845459, "learning_rate": 3.7767220902612825e-05, "loss": 0.5733, "step": 450 }, { "epoch": 7.033475783475783, "grad_norm": 10.775083541870117, "learning_rate": 3.737133808392716e-05, "loss": 0.7303, "step": 460 }, { "epoch": 7.0405982905982905, "grad_norm": 6.580932140350342, "learning_rate": 3.6975455265241485e-05, "loss": 0.599, "step": 470 }, { "epoch": 7.042022792022792, "eval_accuracy": 0.6504854368932039, "eval_loss": 1.193009376525879, "eval_runtime": 20.2931, "eval_samples_per_second": 10.151, "eval_steps_per_second": 0.641, "step": 472 }, { "epoch": 8.005698005698006, "grad_norm": 8.682097434997559, "learning_rate": 3.657957244655582e-05, "loss": 0.4704, "step": 480 }, { "epoch": 8.012820512820513, "grad_norm": 8.527168273925781, "learning_rate": 3.618368962787015e-05, "loss": 0.6392, "step": 490 }, { "epoch": 8.01994301994302, "grad_norm": 6.198835849761963, "learning_rate": 3.578780680918448e-05, "loss": 0.3972, "step": 500 }, { "epoch": 8.027065527065528, "grad_norm": 6.177005290985107, "learning_rate": 3.539192399049881e-05, "loss": 0.4873, "step": 510 }, { "epoch": 8.034188034188034, "grad_norm": 9.330336570739746, "learning_rate": 3.4996041171813146e-05, "loss": 0.4534, "step": 520 }, { "epoch": 8.04131054131054, "grad_norm": 5.25494384765625, "learning_rate": 3.460015835312748e-05, "loss": 0.6782, "step": 530 }, { "epoch": 8.042022792022792, "eval_accuracy": 0.6359223300970874, "eval_loss": 1.2866381406784058, "eval_runtime": 19.101, "eval_samples_per_second": 10.785, "eval_steps_per_second": 0.681, "step": 531 }, { "epoch": 9.006410256410257, "grad_norm": 5.766805648803711, "learning_rate": 3.4204275534441806e-05, "loss": 0.392, "step": 540 }, { "epoch": 9.013532763532764, "grad_norm": 11.340324401855469, "learning_rate": 3.380839271575614e-05, "loss": 0.4548, "step": 550 }, { "epoch": 9.02065527065527, "grad_norm": 10.191842079162598, "learning_rate": 3.3412509897070474e-05, "loss": 0.3105, "step": 560 }, { "epoch": 9.027777777777779, "grad_norm": 5.949177265167236, "learning_rate": 3.30166270783848e-05, "loss": 0.4979, "step": 570 }, { "epoch": 9.034900284900285, "grad_norm": 11.043278694152832, "learning_rate": 3.2620744259699134e-05, "loss": 0.3972, "step": 580 }, { "epoch": 9.042022792022792, "grad_norm": 16.354900360107422, "learning_rate": 3.222486144101346e-05, "loss": 0.3033, "step": 590 }, { "epoch": 9.042022792022792, "eval_accuracy": 0.5776699029126213, "eval_loss": 1.423584222793579, "eval_runtime": 20.9024, "eval_samples_per_second": 9.855, "eval_steps_per_second": 0.622, "step": 590 }, { "epoch": 10.007122507122507, "grad_norm": 1.9087872505187988, "learning_rate": 3.1828978622327794e-05, "loss": 0.1958, "step": 600 }, { "epoch": 10.014245014245015, "grad_norm": 6.443134307861328, "learning_rate": 3.143309580364212e-05, "loss": 0.2865, "step": 610 }, { "epoch": 10.021367521367521, "grad_norm": 5.271445274353027, "learning_rate": 3.1037212984956455e-05, "loss": 0.2709, "step": 620 }, { "epoch": 10.028490028490028, "grad_norm": 5.430334568023682, "learning_rate": 3.064133016627079e-05, "loss": 0.3552, "step": 630 }, { "epoch": 10.035612535612536, "grad_norm": 8.00438117980957, "learning_rate": 3.0245447347585115e-05, "loss": 0.2236, "step": 640 }, { "epoch": 10.042022792022792, "eval_accuracy": 0.6553398058252428, "eval_loss": 1.3206462860107422, "eval_runtime": 18.1657, "eval_samples_per_second": 11.34, "eval_steps_per_second": 0.716, "step": 649 }, { "epoch": 11.000712250712251, "grad_norm": 8.367637634277344, "learning_rate": 2.984956452889945e-05, "loss": 0.2997, "step": 650 }, { "epoch": 11.007834757834758, "grad_norm": 4.96151065826416, "learning_rate": 2.9453681710213776e-05, "loss": 0.2366, "step": 660 }, { "epoch": 11.014957264957266, "grad_norm": 4.967086315155029, "learning_rate": 2.905779889152811e-05, "loss": 0.2191, "step": 670 }, { "epoch": 11.022079772079772, "grad_norm": 5.6478095054626465, "learning_rate": 2.8661916072842436e-05, "loss": 0.2042, "step": 680 }, { "epoch": 11.029202279202279, "grad_norm": 15.652437210083008, "learning_rate": 2.826603325415677e-05, "loss": 0.2747, "step": 690 }, { "epoch": 11.036324786324787, "grad_norm": 4.030658721923828, "learning_rate": 2.7870150435471103e-05, "loss": 0.1756, "step": 700 }, { "epoch": 11.042022792022792, "eval_accuracy": 0.6601941747572816, "eval_loss": 1.5112863779067993, "eval_runtime": 18.776, "eval_samples_per_second": 10.971, "eval_steps_per_second": 0.692, "step": 708 }, { "epoch": 12.001424501424502, "grad_norm": 3.84013295173645, "learning_rate": 2.7474267616785433e-05, "loss": 0.1714, "step": 710 }, { "epoch": 12.008547008547009, "grad_norm": 5.428359508514404, "learning_rate": 2.7078384798099763e-05, "loss": 0.2056, "step": 720 }, { "epoch": 12.015669515669515, "grad_norm": 5.529027938842773, "learning_rate": 2.6682501979414094e-05, "loss": 0.1018, "step": 730 }, { "epoch": 12.022792022792023, "grad_norm": 5.976778984069824, "learning_rate": 2.6286619160728427e-05, "loss": 0.0961, "step": 740 }, { "epoch": 12.02991452991453, "grad_norm": 6.043054580688477, "learning_rate": 2.5890736342042754e-05, "loss": 0.2393, "step": 750 }, { "epoch": 12.037037037037036, "grad_norm": 4.8577656745910645, "learning_rate": 2.5494853523357088e-05, "loss": 0.1341, "step": 760 }, { "epoch": 12.042022792022792, "eval_accuracy": 0.6407766990291263, "eval_loss": 1.6544133424758911, "eval_runtime": 18.7553, "eval_samples_per_second": 10.984, "eval_steps_per_second": 0.693, "step": 767 }, { "epoch": 13.002136752136753, "grad_norm": 3.0963165760040283, "learning_rate": 2.509897070467142e-05, "loss": 0.1632, "step": 770 }, { "epoch": 13.00925925925926, "grad_norm": 1.0908960103988647, "learning_rate": 2.4703087885985748e-05, "loss": 0.1377, "step": 780 }, { "epoch": 13.016381766381766, "grad_norm": 13.51460075378418, "learning_rate": 2.4307205067300078e-05, "loss": 0.1605, "step": 790 }, { "epoch": 13.023504273504274, "grad_norm": 3.4943864345550537, "learning_rate": 2.3911322248614412e-05, "loss": 0.1576, "step": 800 }, { "epoch": 13.03062678062678, "grad_norm": 3.6334426403045654, "learning_rate": 2.3515439429928742e-05, "loss": 0.1366, "step": 810 }, { "epoch": 13.037749287749287, "grad_norm": 1.571234107017517, "learning_rate": 2.3119556611243072e-05, "loss": 0.0823, "step": 820 }, { "epoch": 13.042022792022792, "eval_accuracy": 0.6553398058252428, "eval_loss": 1.61236572265625, "eval_runtime": 18.782, "eval_samples_per_second": 10.968, "eval_steps_per_second": 0.692, "step": 826 }, { "epoch": 14.002849002849002, "grad_norm": 6.992094039916992, "learning_rate": 2.2723673792557402e-05, "loss": 0.0825, "step": 830 }, { "epoch": 14.00997150997151, "grad_norm": 0.7775176763534546, "learning_rate": 2.2327790973871736e-05, "loss": 0.0993, "step": 840 }, { "epoch": 14.017094017094017, "grad_norm": 5.0337700843811035, "learning_rate": 2.1931908155186066e-05, "loss": 0.0713, "step": 850 }, { "epoch": 14.024216524216524, "grad_norm": 0.6653324365615845, "learning_rate": 2.1536025336500396e-05, "loss": 0.1065, "step": 860 }, { "epoch": 14.031339031339032, "grad_norm": 11.971256256103516, "learning_rate": 2.114014251781473e-05, "loss": 0.144, "step": 870 }, { "epoch": 14.038461538461538, "grad_norm": 10.947636604309082, "learning_rate": 2.074425969912906e-05, "loss": 0.0691, "step": 880 }, { "epoch": 14.042022792022792, "eval_accuracy": 0.6456310679611651, "eval_loss": 1.8230090141296387, "eval_runtime": 17.8025, "eval_samples_per_second": 11.571, "eval_steps_per_second": 0.73, "step": 885 }, { "epoch": 14.042022792022792, "step": 885, "total_flos": 6.204645759270519e+19, "train_loss": 0.8409665932847281, "train_runtime": 3290.4789, "train_samples_per_second": 6.827, "train_steps_per_second": 0.427 }, { "epoch": 14.042022792022792, "eval_accuracy": 0.6146341463414634, "eval_loss": 1.5203598737716675, "eval_runtime": 24.6199, "eval_samples_per_second": 8.327, "eval_steps_per_second": 0.528, "step": 885 }, { "epoch": 14.042022792022792, "eval_accuracy": 0.6146341463414634, "eval_loss": 1.5239903926849365, "eval_runtime": 17.6083, "eval_samples_per_second": 11.642, "eval_steps_per_second": 0.738, "step": 885 } ], "logging_steps": 10, "max_steps": 1404, "num_input_tokens_seen": 0, "num_train_epochs": 9223372036854775807, "save_steps": 500, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 3, "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": 6.204645759270519e+19, "train_batch_size": 16, "trial_name": null, "trial_params": null }