avsolatorio's picture
Training in progress, step 20000, checkpoint
1e4ee8a verified
{
"best_metric": 0.037335559725761414,
"best_model_checkpoint": "doc-topic-model_eval-00_train-01/checkpoint-15000",
"epoch": 9.861932938856016,
"eval_steps": 1000,
"global_step": 20000,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.2465483234714004,
"grad_norm": 0.32877257466316223,
"learning_rate": 1.9950690335305722e-05,
"loss": 0.166,
"step": 500
},
{
"epoch": 0.4930966469428008,
"grad_norm": 0.3466370701789856,
"learning_rate": 1.9901380670611442e-05,
"loss": 0.0936,
"step": 1000
},
{
"epoch": 0.4930966469428008,
"eval_accuracy": 0.9814660487265615,
"eval_f1": 0.0,
"eval_loss": 0.08824141323566437,
"eval_precision": 0.0,
"eval_recall": 0.0,
"eval_runtime": 11.7844,
"eval_samples_per_second": 688.2,
"eval_steps_per_second": 2.715,
"step": 1000
},
{
"epoch": 0.7396449704142012,
"grad_norm": 0.4002707004547119,
"learning_rate": 1.9852071005917162e-05,
"loss": 0.0851,
"step": 1500
},
{
"epoch": 0.9861932938856016,
"grad_norm": 0.3627968430519104,
"learning_rate": 1.980276134122288e-05,
"loss": 0.0754,
"step": 2000
},
{
"epoch": 0.9861932938856016,
"eval_accuracy": 0.9814674660203807,
"eval_f1": 0.0006114338122898196,
"eval_loss": 0.06823527067899704,
"eval_precision": 0.5714285714285714,
"eval_recall": 0.0003058805536438021,
"eval_runtime": 14.2712,
"eval_samples_per_second": 568.277,
"eval_steps_per_second": 2.242,
"step": 2000
},
{
"epoch": 1.232741617357002,
"grad_norm": 0.44398266077041626,
"learning_rate": 1.9753451676528602e-05,
"loss": 0.0668,
"step": 2500
},
{
"epoch": 1.4792899408284024,
"grad_norm": 0.4649547040462494,
"learning_rate": 1.9704142011834322e-05,
"loss": 0.0614,
"step": 3000
},
{
"epoch": 1.4792899408284024,
"eval_accuracy": 0.9824312258174243,
"eval_f1": 0.14628099173553719,
"eval_loss": 0.05610091611742973,
"eval_precision": 0.735966735966736,
"eval_recall": 0.08121128699242945,
"eval_runtime": 14.1573,
"eval_samples_per_second": 572.849,
"eval_steps_per_second": 2.26,
"step": 3000
},
{
"epoch": 1.725838264299803,
"grad_norm": 0.3433184325695038,
"learning_rate": 1.965483234714004e-05,
"loss": 0.057,
"step": 3500
},
{
"epoch": 1.972386587771203,
"grad_norm": 0.38863804936408997,
"learning_rate": 1.9605522682445763e-05,
"loss": 0.053,
"step": 4000
},
{
"epoch": 1.972386587771203,
"eval_accuracy": 0.9842269370863274,
"eval_f1": 0.32069828480742235,
"eval_loss": 0.049950942397117615,
"eval_precision": 0.794615849969752,
"eval_recall": 0.20088705360556702,
"eval_runtime": 14.2839,
"eval_samples_per_second": 567.773,
"eval_steps_per_second": 2.24,
"step": 4000
},
{
"epoch": 2.2189349112426036,
"grad_norm": 0.2720654606819153,
"learning_rate": 1.9556213017751483e-05,
"loss": 0.0492,
"step": 4500
},
{
"epoch": 2.465483234714004,
"grad_norm": 0.4366288483142853,
"learning_rate": 1.95069033530572e-05,
"loss": 0.0477,
"step": 5000
},
{
"epoch": 2.465483234714004,
"eval_accuracy": 0.9852785691001602,
"eval_f1": 0.44534629145084637,
"eval_loss": 0.04629644379019737,
"eval_precision": 0.7380530973451327,
"eval_recall": 0.3188804771736637,
"eval_runtime": 14.1895,
"eval_samples_per_second": 571.549,
"eval_steps_per_second": 2.255,
"step": 5000
},
{
"epoch": 2.712031558185404,
"grad_norm": 0.48470863699913025,
"learning_rate": 1.9457593688362923e-05,
"loss": 0.0456,
"step": 5500
},
{
"epoch": 2.9585798816568047,
"grad_norm": 0.4175472855567932,
"learning_rate": 1.940828402366864e-05,
"loss": 0.0445,
"step": 6000
},
{
"epoch": 2.9585798816568047,
"eval_accuracy": 0.9859120994373344,
"eval_f1": 0.483153078202995,
"eval_loss": 0.04348384588956833,
"eval_precision": 0.7548334687246141,
"eval_recall": 0.3552802630572761,
"eval_runtime": 14.1524,
"eval_samples_per_second": 573.047,
"eval_steps_per_second": 2.261,
"step": 6000
},
{
"epoch": 3.2051282051282053,
"grad_norm": 0.31389564275741577,
"learning_rate": 1.935897435897436e-05,
"loss": 0.0417,
"step": 6500
},
{
"epoch": 3.4516765285996054,
"grad_norm": 0.3301604390144348,
"learning_rate": 1.930966469428008e-05,
"loss": 0.0385,
"step": 7000
},
{
"epoch": 3.4516765285996054,
"eval_accuracy": 0.9865385433054127,
"eval_f1": 0.5405823739963239,
"eval_loss": 0.040967244654893875,
"eval_precision": 0.7355535079636699,
"eval_recall": 0.4273151334403915,
"eval_runtime": 14.195,
"eval_samples_per_second": 571.327,
"eval_steps_per_second": 2.254,
"step": 7000
},
{
"epoch": 3.698224852071006,
"grad_norm": 0.4754754900932312,
"learning_rate": 1.92603550295858e-05,
"loss": 0.0395,
"step": 7500
},
{
"epoch": 3.9447731755424065,
"grad_norm": 0.5182355046272278,
"learning_rate": 1.921104536489152e-05,
"loss": 0.0384,
"step": 8000
},
{
"epoch": 3.9447731755424065,
"eval_accuracy": 0.9867227915019062,
"eval_f1": 0.5643195981769138,
"eval_loss": 0.03995988145470619,
"eval_precision": 0.7201186943620178,
"eval_recall": 0.4639443297392368,
"eval_runtime": 14.2921,
"eval_samples_per_second": 567.448,
"eval_steps_per_second": 2.239,
"step": 8000
},
{
"epoch": 4.191321499013807,
"grad_norm": 0.3854539394378662,
"learning_rate": 1.916173570019724e-05,
"loss": 0.0353,
"step": 8500
},
{
"epoch": 4.437869822485207,
"grad_norm": 0.36082467436790466,
"learning_rate": 1.911242603550296e-05,
"loss": 0.0347,
"step": 9000
},
{
"epoch": 4.437869822485207,
"eval_accuracy": 0.987001998384285,
"eval_f1": 0.5796011918404768,
"eval_loss": 0.0386175811290741,
"eval_precision": 0.7235065232318608,
"eval_recall": 0.48344421503402923,
"eval_runtime": 14.1561,
"eval_samples_per_second": 572.899,
"eval_steps_per_second": 2.261,
"step": 9000
},
{
"epoch": 4.684418145956608,
"grad_norm": 0.5347279906272888,
"learning_rate": 1.906311637080868e-05,
"loss": 0.035,
"step": 9500
},
{
"epoch": 4.930966469428008,
"grad_norm": 0.3976365029811859,
"learning_rate": 1.90138067061144e-05,
"loss": 0.0336,
"step": 10000
},
{
"epoch": 4.930966469428008,
"eval_accuracy": 0.9872712842099296,
"eval_f1": 0.5971019694046925,
"eval_loss": 0.038116298615932465,
"eval_precision": 0.7222704579986976,
"eval_recall": 0.5089087711248758,
"eval_runtime": 14.154,
"eval_samples_per_second": 572.984,
"eval_steps_per_second": 2.261,
"step": 10000
},
{
"epoch": 5.177514792899408,
"grad_norm": 0.2203921228647232,
"learning_rate": 1.896459566074951e-05,
"loss": 0.0309,
"step": 10500
},
{
"epoch": 5.424063116370808,
"grad_norm": 0.42421755194664,
"learning_rate": 1.891528599605523e-05,
"loss": 0.0299,
"step": 11000
},
{
"epoch": 5.424063116370808,
"eval_accuracy": 0.9875249798035631,
"eval_f1": 0.5941160195517846,
"eval_loss": 0.037353336811065674,
"eval_precision": 0.7482866767336508,
"eval_recall": 0.4926206316433433,
"eval_runtime": 14.1941,
"eval_samples_per_second": 571.362,
"eval_steps_per_second": 2.254,
"step": 11000
},
{
"epoch": 5.670611439842209,
"grad_norm": 0.321264386177063,
"learning_rate": 1.886597633136095e-05,
"loss": 0.0314,
"step": 11500
},
{
"epoch": 5.9171597633136095,
"grad_norm": 0.4067309498786926,
"learning_rate": 1.881666666666667e-05,
"loss": 0.0299,
"step": 12000
},
{
"epoch": 5.9171597633136095,
"eval_accuracy": 0.9873520699576229,
"eval_f1": 0.5978006129439336,
"eval_loss": 0.03748217597603798,
"eval_precision": 0.7279113159916585,
"eval_recall": 0.5071499579414239,
"eval_runtime": 14.2272,
"eval_samples_per_second": 570.035,
"eval_steps_per_second": 2.249,
"step": 12000
},
{
"epoch": 6.16370808678501,
"grad_norm": 0.24124543368816376,
"learning_rate": 1.8767455621301777e-05,
"loss": 0.0272,
"step": 12500
},
{
"epoch": 6.410256410256411,
"grad_norm": 0.35210439562797546,
"learning_rate": 1.8718145956607497e-05,
"loss": 0.0265,
"step": 13000
},
{
"epoch": 6.410256410256411,
"eval_accuracy": 0.9873733293649106,
"eval_f1": 0.6035334431044457,
"eval_loss": 0.03765496611595154,
"eval_precision": 0.7218437300404513,
"eval_recall": 0.5185440085646555,
"eval_runtime": 14.1601,
"eval_samples_per_second": 572.737,
"eval_steps_per_second": 2.26,
"step": 13000
},
{
"epoch": 6.65680473372781,
"grad_norm": 0.24084919691085815,
"learning_rate": 1.8668836291913217e-05,
"loss": 0.026,
"step": 13500
},
{
"epoch": 6.903353057199211,
"grad_norm": 0.2715472877025604,
"learning_rate": 1.8619526627218937e-05,
"loss": 0.0271,
"step": 14000
},
{
"epoch": 6.903353057199211,
"eval_accuracy": 0.9872089232818856,
"eval_f1": 0.6060500240080318,
"eval_loss": 0.037930626422166824,
"eval_precision": 0.7060618388934092,
"eval_recall": 0.5308557008488185,
"eval_runtime": 14.2508,
"eval_samples_per_second": 569.091,
"eval_steps_per_second": 2.245,
"step": 14000
},
{
"epoch": 7.149901380670611,
"grad_norm": 0.4131653904914856,
"learning_rate": 1.8570315581854045e-05,
"loss": 0.0245,
"step": 14500
},
{
"epoch": 7.396449704142012,
"grad_norm": 0.4167553186416626,
"learning_rate": 1.8521005917159765e-05,
"loss": 0.0229,
"step": 15000
},
{
"epoch": 7.396449704142012,
"eval_accuracy": 0.9876766302422155,
"eval_f1": 0.6253931325664556,
"eval_loss": 0.037335559725761414,
"eval_precision": 0.7162028813893823,
"eval_recall": 0.5550202645866789,
"eval_runtime": 14.1623,
"eval_samples_per_second": 572.647,
"eval_steps_per_second": 2.26,
"step": 15000
},
{
"epoch": 7.642998027613412,
"grad_norm": 0.2288493514060974,
"learning_rate": 1.8471696252465485e-05,
"loss": 0.0236,
"step": 15500
},
{
"epoch": 7.889546351084813,
"grad_norm": 0.43076005578041077,
"learning_rate": 1.8422386587771205e-05,
"loss": 0.0245,
"step": 16000
},
{
"epoch": 7.889546351084813,
"eval_accuracy": 0.9878849724336353,
"eval_f1": 0.6295076282940361,
"eval_loss": 0.037781719118356705,
"eval_precision": 0.7265632816408204,
"eval_recall": 0.5553261451403227,
"eval_runtime": 14.1262,
"eval_samples_per_second": 574.112,
"eval_steps_per_second": 2.265,
"step": 16000
},
{
"epoch": 8.136094674556213,
"grad_norm": 0.20288299024105072,
"learning_rate": 1.8373076923076926e-05,
"loss": 0.0214,
"step": 16500
},
{
"epoch": 8.382642998027613,
"grad_norm": 0.5671559572219849,
"learning_rate": 1.8323865877712033e-05,
"loss": 0.0205,
"step": 17000
},
{
"epoch": 8.382642998027613,
"eval_accuracy": 0.9875915926130646,
"eval_f1": 0.6300443693217832,
"eval_loss": 0.03755596652626991,
"eval_precision": 0.7040989799773328,
"eval_recall": 0.5700848818536361,
"eval_runtime": 14.1084,
"eval_samples_per_second": 574.834,
"eval_steps_per_second": 2.268,
"step": 17000
},
{
"epoch": 8.629191321499015,
"grad_norm": 0.2839369475841522,
"learning_rate": 1.8274556213017754e-05,
"loss": 0.0208,
"step": 17500
},
{
"epoch": 8.875739644970414,
"grad_norm": 0.5970295667648315,
"learning_rate": 1.822524654832347e-05,
"loss": 0.0213,
"step": 18000
},
{
"epoch": 8.875739644970414,
"eval_accuracy": 0.9877545814022705,
"eval_f1": 0.6302636083533036,
"eval_loss": 0.038452088832855225,
"eval_precision": 0.7155767175201633,
"eval_recall": 0.5631260992582396,
"eval_runtime": 14.1115,
"eval_samples_per_second": 574.709,
"eval_steps_per_second": 2.268,
"step": 18000
},
{
"epoch": 9.122287968441814,
"grad_norm": 0.6406568288803101,
"learning_rate": 1.8175936883629194e-05,
"loss": 0.0198,
"step": 18500
},
{
"epoch": 9.368836291913215,
"grad_norm": 0.6294471621513367,
"learning_rate": 1.8126725838264302e-05,
"loss": 0.0183,
"step": 19000
},
{
"epoch": 9.368836291913215,
"eval_accuracy": 0.9877602505775472,
"eval_f1": 0.6299597223412461,
"eval_loss": 0.0388527438044548,
"eval_precision": 0.71640191014521,
"eval_recall": 0.5621319874588973,
"eval_runtime": 14.3395,
"eval_samples_per_second": 565.571,
"eval_steps_per_second": 2.232,
"step": 19000
},
{
"epoch": 9.615384615384615,
"grad_norm": 0.3235713541507721,
"learning_rate": 1.8077416173570022e-05,
"loss": 0.0183,
"step": 19500
},
{
"epoch": 9.861932938856016,
"grad_norm": 0.3706725239753723,
"learning_rate": 1.802810650887574e-05,
"loss": 0.0182,
"step": 20000
},
{
"epoch": 9.861932938856016,
"eval_accuracy": 0.9877574159899088,
"eval_f1": 0.6321124361158432,
"eval_loss": 0.03977630287408829,
"eval_precision": 0.7133519177160434,
"eval_recall": 0.5674848971476638,
"eval_runtime": 14.1791,
"eval_samples_per_second": 571.968,
"eval_steps_per_second": 2.257,
"step": 20000
}
],
"logging_steps": 500,
"max_steps": 202800,
"num_input_tokens_seen": 0,
"num_train_epochs": 100,
"save_steps": 1000,
"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": 452312037970056.0,
"train_batch_size": 4,
"trial_name": null,
"trial_params": null
}