avsolatorio's picture
Training in progress, step 18000, checkpoint
10b887e verified
{
"best_metric": 0.03718467801809311,
"best_model_checkpoint": "doc-topic-model_eval-00_train-02/checkpoint-13000",
"epoch": 8.875739644970414,
"eval_steps": 1000,
"global_step": 18000,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.2465483234714004,
"grad_norm": 0.3767470121383667,
"learning_rate": 1.9950690335305722e-05,
"loss": 0.1663,
"step": 500
},
{
"epoch": 0.4930966469428008,
"grad_norm": 0.4007192850112915,
"learning_rate": 1.9901380670611442e-05,
"loss": 0.0932,
"step": 1000
},
{
"epoch": 0.4930966469428008,
"eval_accuracy": 0.9814660487265615,
"eval_f1": 0.0,
"eval_loss": 0.0863451287150383,
"eval_precision": 0.0,
"eval_recall": 0.0,
"eval_runtime": 11.8139,
"eval_samples_per_second": 686.478,
"eval_steps_per_second": 2.709,
"step": 1000
},
{
"epoch": 0.7396449704142012,
"grad_norm": 0.4121333062648773,
"learning_rate": 1.9852071005917162e-05,
"loss": 0.0831,
"step": 1500
},
{
"epoch": 0.9861932938856016,
"grad_norm": 0.35336044430732727,
"learning_rate": 1.980276134122288e-05,
"loss": 0.0742,
"step": 2000
},
{
"epoch": 0.9861932938856016,
"eval_accuracy": 0.9814660487265615,
"eval_f1": 0.0,
"eval_loss": 0.06615250557661057,
"eval_precision": 0.0,
"eval_recall": 0.0,
"eval_runtime": 11.8646,
"eval_samples_per_second": 683.543,
"eval_steps_per_second": 2.697,
"step": 2000
},
{
"epoch": 1.232741617357002,
"grad_norm": 0.4058854281902313,
"learning_rate": 1.9753451676528602e-05,
"loss": 0.0654,
"step": 2500
},
{
"epoch": 1.4792899408284024,
"grad_norm": 0.4402715861797333,
"learning_rate": 1.9704142011834322e-05,
"loss": 0.0596,
"step": 3000
},
{
"epoch": 1.4792899408284024,
"eval_accuracy": 0.9825927973128109,
"eval_f1": 0.1370151770657673,
"eval_loss": 0.05494347959756851,
"eval_precision": 0.8441558441558441,
"eval_recall": 0.07455838495067676,
"eval_runtime": 14.1809,
"eval_samples_per_second": 571.895,
"eval_steps_per_second": 2.257,
"step": 3000
},
{
"epoch": 1.725838264299803,
"grad_norm": 0.39516812562942505,
"learning_rate": 1.965483234714004e-05,
"loss": 0.0558,
"step": 3500
},
{
"epoch": 1.972386587771203,
"grad_norm": 0.3793538510799408,
"learning_rate": 1.9605522682445763e-05,
"loss": 0.053,
"step": 4000
},
{
"epoch": 1.972386587771203,
"eval_accuracy": 0.9848675538925975,
"eval_f1": 0.38985084861992114,
"eval_loss": 0.049108367413282394,
"eval_precision": 0.771370420624152,
"eval_recall": 0.26083964211975225,
"eval_runtime": 14.0996,
"eval_samples_per_second": 575.194,
"eval_steps_per_second": 2.27,
"step": 4000
},
{
"epoch": 2.2189349112426036,
"grad_norm": 0.33267995715141296,
"learning_rate": 1.9556213017751483e-05,
"loss": 0.0474,
"step": 4500
},
{
"epoch": 2.465483234714004,
"grad_norm": 0.3178996443748474,
"learning_rate": 1.95069033530572e-05,
"loss": 0.0467,
"step": 5000
},
{
"epoch": 2.465483234714004,
"eval_accuracy": 0.9857207647717449,
"eval_f1": 0.45265388167544957,
"eval_loss": 0.045239612460136414,
"eval_precision": 0.7816135084427768,
"eval_recall": 0.31857459662001986,
"eval_runtime": 14.2568,
"eval_samples_per_second": 568.853,
"eval_steps_per_second": 2.245,
"step": 5000
},
{
"epoch": 2.712031558185404,
"grad_norm": 0.41016682982444763,
"learning_rate": 1.9457593688362923e-05,
"loss": 0.0453,
"step": 5500
},
{
"epoch": 2.9585798816568047,
"grad_norm": 0.30701619386672974,
"learning_rate": 1.940828402366864e-05,
"loss": 0.044,
"step": 6000
},
{
"epoch": 2.9585798816568047,
"eval_accuracy": 0.986354295108919,
"eval_f1": 0.5022231413504291,
"eval_loss": 0.04268515482544899,
"eval_precision": 0.7752593774940144,
"eval_recall": 0.3714154622619867,
"eval_runtime": 14.3323,
"eval_samples_per_second": 565.856,
"eval_steps_per_second": 2.233,
"step": 6000
},
{
"epoch": 3.2051282051282053,
"grad_norm": 0.3377997875213623,
"learning_rate": 1.935897435897436e-05,
"loss": 0.0391,
"step": 6500
},
{
"epoch": 3.4516765285996054,
"grad_norm": 0.3832477629184723,
"learning_rate": 1.930966469428008e-05,
"loss": 0.039,
"step": 7000
},
{
"epoch": 3.4516765285996054,
"eval_accuracy": 0.9867454682030131,
"eval_f1": 0.5505142747284437,
"eval_loss": 0.04092588648200035,
"eval_precision": 0.7409755466425152,
"eval_recall": 0.43794448267951364,
"eval_runtime": 14.2213,
"eval_samples_per_second": 570.271,
"eval_steps_per_second": 2.25,
"step": 7000
},
{
"epoch": 3.698224852071006,
"grad_norm": 0.5340074896812439,
"learning_rate": 1.92603550295858e-05,
"loss": 0.0388,
"step": 7500
},
{
"epoch": 3.9447731755424065,
"grad_norm": 0.40983426570892334,
"learning_rate": 1.921104536489152e-05,
"loss": 0.037,
"step": 8000
},
{
"epoch": 3.9447731755424065,
"eval_accuracy": 0.986977904389359,
"eval_f1": 0.5589477726574501,
"eval_loss": 0.039010029286146164,
"eval_precision": 0.7507414571244359,
"eval_recall": 0.445209145828554,
"eval_runtime": 14.193,
"eval_samples_per_second": 571.408,
"eval_steps_per_second": 2.255,
"step": 8000
},
{
"epoch": 4.191321499013807,
"grad_norm": 0.5406789183616638,
"learning_rate": 1.916173570019724e-05,
"loss": 0.0354,
"step": 8500
},
{
"epoch": 4.437869822485207,
"grad_norm": 0.3440360724925995,
"learning_rate": 1.911242603550296e-05,
"loss": 0.0337,
"step": 9000
},
{
"epoch": 4.437869822485207,
"eval_accuracy": 0.9875023031024561,
"eval_f1": 0.5771960107403146,
"eval_loss": 0.03828894719481468,
"eval_precision": 0.7737498393109654,
"eval_recall": 0.4602737630955112,
"eval_runtime": 14.3368,
"eval_samples_per_second": 565.678,
"eval_steps_per_second": 2.232,
"step": 9000
},
{
"epoch": 4.684418145956608,
"grad_norm": 0.44961240887641907,
"learning_rate": 1.906311637080868e-05,
"loss": 0.0328,
"step": 9500
},
{
"epoch": 4.930966469428008,
"grad_norm": 0.4392942488193512,
"learning_rate": 1.90138067061144e-05,
"loss": 0.0337,
"step": 10000
},
{
"epoch": 4.930966469428008,
"eval_accuracy": 0.9875349008602974,
"eval_f1": 0.5916709225126515,
"eval_loss": 0.037467557936906815,
"eval_precision": 0.7530134719924367,
"eval_recall": 0.48726772195457674,
"eval_runtime": 14.0557,
"eval_samples_per_second": 576.991,
"eval_steps_per_second": 2.277,
"step": 10000
},
{
"epoch": 5.177514792899408,
"grad_norm": 0.302545428276062,
"learning_rate": 1.896459566074951e-05,
"loss": 0.0308,
"step": 10500
},
{
"epoch": 5.424063116370808,
"grad_norm": 0.3933587968349457,
"learning_rate": 1.891528599605523e-05,
"loss": 0.0293,
"step": 11000
},
{
"epoch": 5.424063116370808,
"eval_accuracy": 0.9876893858865882,
"eval_f1": 0.6104932735426009,
"eval_loss": 0.03747553750872612,
"eval_precision": 0.738046188875637,
"eval_recall": 0.5205322321633402,
"eval_runtime": 14.3104,
"eval_samples_per_second": 566.721,
"eval_steps_per_second": 2.236,
"step": 11000
},
{
"epoch": 5.670611439842209,
"grad_norm": 0.46541067957878113,
"learning_rate": 1.886597633136095e-05,
"loss": 0.0297,
"step": 11500
},
{
"epoch": 5.9171597633136095,
"grad_norm": 0.41115203499794006,
"learning_rate": 1.881666666666667e-05,
"loss": 0.0297,
"step": 12000
},
{
"epoch": 5.9171597633136095,
"eval_accuracy": 0.9876057655512565,
"eval_f1": 0.6050313897294611,
"eval_loss": 0.03745245933532715,
"eval_precision": 0.7389673433362753,
"eval_recall": 0.5121969870765466,
"eval_runtime": 14.1164,
"eval_samples_per_second": 574.507,
"eval_steps_per_second": 2.267,
"step": 12000
},
{
"epoch": 6.16370808678501,
"grad_norm": 0.3442145884037018,
"learning_rate": 1.8767455621301777e-05,
"loss": 0.0268,
"step": 12500
},
{
"epoch": 6.410256410256411,
"grad_norm": 0.13360050320625305,
"learning_rate": 1.8718145956607497e-05,
"loss": 0.0263,
"step": 13000
},
{
"epoch": 6.410256410256411,
"eval_accuracy": 0.9878920589027311,
"eval_f1": 0.6160276866376017,
"eval_loss": 0.03718467801809311,
"eval_precision": 0.7471652856519843,
"eval_recall": 0.524049858530244,
"eval_runtime": 14.154,
"eval_samples_per_second": 572.983,
"eval_steps_per_second": 2.261,
"step": 13000
},
{
"epoch": 6.65680473372781,
"grad_norm": 0.31057894229888916,
"learning_rate": 1.8668836291913217e-05,
"loss": 0.0264,
"step": 13500
},
{
"epoch": 6.903353057199211,
"grad_norm": 0.2787815034389496,
"learning_rate": 1.8619526627218937e-05,
"loss": 0.0265,
"step": 14000
},
{
"epoch": 6.903353057199211,
"eval_accuracy": 0.9876043482574373,
"eval_f1": 0.6178449707244603,
"eval_loss": 0.03766901046037674,
"eval_precision": 0.7207666428789887,
"eval_recall": 0.5406438785654202,
"eval_runtime": 14.3038,
"eval_samples_per_second": 566.983,
"eval_steps_per_second": 2.237,
"step": 14000
},
{
"epoch": 7.149901380670611,
"grad_norm": 0.20837119221687317,
"learning_rate": 1.8570315581854045e-05,
"loss": 0.0249,
"step": 14500
},
{
"epoch": 7.396449704142012,
"grad_norm": 0.23010149598121643,
"learning_rate": 1.8521005917159765e-05,
"loss": 0.0235,
"step": 15000
},
{
"epoch": 7.396449704142012,
"eval_accuracy": 0.9878296979746871,
"eval_f1": 0.6237897042716319,
"eval_loss": 0.03783150017261505,
"eval_precision": 0.7303036520311859,
"eval_recall": 0.5443909153475568,
"eval_runtime": 14.1679,
"eval_samples_per_second": 572.422,
"eval_steps_per_second": 2.259,
"step": 15000
},
{
"epoch": 7.642998027613412,
"grad_norm": 0.3158400058746338,
"learning_rate": 1.8471696252465485e-05,
"loss": 0.0226,
"step": 15500
},
{
"epoch": 7.889546351084813,
"grad_norm": 0.5647494196891785,
"learning_rate": 1.8422386587771205e-05,
"loss": 0.0237,
"step": 16000
},
{
"epoch": 7.889546351084813,
"eval_accuracy": 0.9877843445724733,
"eval_f1": 0.6255376460876744,
"eval_loss": 0.03789234161376953,
"eval_precision": 0.7242454728370221,
"eval_recall": 0.5505085264204328,
"eval_runtime": 14.1193,
"eval_samples_per_second": 574.389,
"eval_steps_per_second": 2.266,
"step": 16000
},
{
"epoch": 8.136094674556213,
"grad_norm": 0.2036384493112564,
"learning_rate": 1.8373076923076926e-05,
"loss": 0.0216,
"step": 16500
},
{
"epoch": 8.382642998027613,
"grad_norm": 0.1960095316171646,
"learning_rate": 1.8323865877712033e-05,
"loss": 0.0205,
"step": 17000
},
{
"epoch": 8.382642998027613,
"eval_accuracy": 0.987797100216846,
"eval_f1": 0.6324282786885246,
"eval_loss": 0.038331326097249985,
"eval_precision": 0.7158596694694114,
"eval_recall": 0.5664143152099105,
"eval_runtime": 14.1717,
"eval_samples_per_second": 572.267,
"eval_steps_per_second": 2.258,
"step": 17000
},
{
"epoch": 8.629191321499015,
"grad_norm": 0.44110924005508423,
"learning_rate": 1.8274556213017754e-05,
"loss": 0.0209,
"step": 17500
},
{
"epoch": 8.875739644970414,
"grad_norm": 0.5276309847831726,
"learning_rate": 1.822524654832347e-05,
"loss": 0.0208,
"step": 18000
},
{
"epoch": 8.875739644970414,
"eval_accuracy": 0.9874413594682313,
"eval_f1": 0.631083725384071,
"eval_loss": 0.03931192308664322,
"eval_precision": 0.6926521659660025,
"eval_recall": 0.579567179016594,
"eval_runtime": 14.1285,
"eval_samples_per_second": 574.016,
"eval_steps_per_second": 2.265,
"step": 18000
}
],
"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": 406579786604172.0,
"train_batch_size": 4,
"trial_name": null,
"trial_params": null
}