|
{ |
|
"best_metric": null, |
|
"best_model_checkpoint": null, |
|
"epoch": 40.0, |
|
"eval_steps": 500, |
|
"global_step": 3240, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 1.0, |
|
"eval_B": { |
|
"f1-score": 0.8331822302810515, |
|
"precision": 0.7901977644024075, |
|
"recall": 0.8811121764141898, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9471294753175105, |
|
"precision": 0.9443616777446711, |
|
"recall": 0.9499135446685879, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.8992868897421833, |
|
"precision": 0.9103731674811195, |
|
"recall": 0.8884673748103187, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9267895289474637, |
|
"eval_loss": 0.20478281378746033, |
|
"eval_macro avg": { |
|
"f1-score": 0.8931995317802484, |
|
"precision": 0.8816442032093993, |
|
"recall": 0.9064976986310321, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6128, |
|
"eval_samples_per_second": 17.343, |
|
"eval_steps_per_second": 2.168, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9268447919078652, |
|
"precision": 0.9271861479533134, |
|
"recall": 0.9267895289474637, |
|
"support": 27619.0 |
|
}, |
|
"step": 81 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_B": { |
|
"f1-score": 0.8682547399124939, |
|
"precision": 0.8806706114398422, |
|
"recall": 0.8561840843720039, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9590983771942466, |
|
"precision": 0.9592919333448654, |
|
"recall": 0.9589048991354466, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9226525313717006, |
|
"precision": 0.9208594256100194, |
|
"recall": 0.9244526338608281, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9435171439950758, |
|
"eval_loss": 0.16574698686599731, |
|
"eval_macro avg": { |
|
"f1-score": 0.9166685494928136, |
|
"precision": 0.9202739901315756, |
|
"recall": 0.9131805391227594, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6238, |
|
"eval_samples_per_second": 17.302, |
|
"eval_steps_per_second": 2.163, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9434932036816766, |
|
"precision": 0.9434846863370583, |
|
"recall": 0.9435171439950758, |
|
"support": 27619.0 |
|
}, |
|
"step": 162 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_B": { |
|
"f1-score": 0.8791725434884815, |
|
"precision": 0.8625461254612546, |
|
"recall": 0.8964525407478428, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9588372159825352, |
|
"precision": 0.9557349825345015, |
|
"recall": 0.9619596541786744, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9204284621270084, |
|
"precision": 0.9282407407407407, |
|
"recall": 0.9127465857359636, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9430464535283681, |
|
"eval_loss": 0.15394224226474762, |
|
"eval_macro avg": { |
|
"f1-score": 0.9194794071993417, |
|
"precision": 0.9155072829121655, |
|
"recall": 0.9237195935541602, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6233, |
|
"eval_samples_per_second": 17.303, |
|
"eval_steps_per_second": 2.163, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9429985029052194, |
|
"precision": 0.9430314866542512, |
|
"recall": 0.9430464535283681, |
|
"support": 27619.0 |
|
}, |
|
"step": 243 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_B": { |
|
"f1-score": 0.8800746616892207, |
|
"precision": 0.8572727272727273, |
|
"recall": 0.9041227229146692, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9537844036697248, |
|
"precision": 0.9488876212207644, |
|
"recall": 0.9587319884726225, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9100192149327477, |
|
"precision": 0.9220157970853265, |
|
"recall": 0.8983308042488619, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9364929939534379, |
|
"eval_loss": 0.19801080226898193, |
|
"eval_macro avg": { |
|
"f1-score": 0.9146260934305644, |
|
"precision": 0.9093920485262728, |
|
"recall": 0.9203951718787179, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6132, |
|
"eval_samples_per_second": 17.342, |
|
"eval_steps_per_second": 2.168, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9363812792925563, |
|
"precision": 0.9364514800186444, |
|
"recall": 0.9364929939534379, |
|
"support": 27619.0 |
|
}, |
|
"step": 324 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_B": { |
|
"f1-score": 0.883877159309021, |
|
"precision": 0.8847262247838616, |
|
"recall": 0.8830297219558965, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9591500482927107, |
|
"precision": 0.9456643513331839, |
|
"recall": 0.9730259365994236, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9191176470588236, |
|
"precision": 0.9454503781801513, |
|
"recall": 0.8942120095382614, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9432999022412107, |
|
"eval_loss": 0.20074255764484406, |
|
"eval_macro avg": { |
|
"f1-score": 0.9207149515535183, |
|
"precision": 0.9252803180990656, |
|
"recall": 0.9167558893645271, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6092, |
|
"eval_samples_per_second": 17.356, |
|
"eval_steps_per_second": 2.17, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9429348139614955, |
|
"precision": 0.9432916158141273, |
|
"recall": 0.9432999022412107, |
|
"support": 27619.0 |
|
}, |
|
"step": 405 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_B": { |
|
"f1-score": 0.8897338403041826, |
|
"precision": 0.882186616399623, |
|
"recall": 0.8974113135186961, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9624160683661308, |
|
"precision": 0.9707969272268809, |
|
"recall": 0.954178674351585, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9297955261331482, |
|
"precision": 0.9161493950552341, |
|
"recall": 0.9438543247344461, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9485861182519281, |
|
"eval_loss": 0.16565027832984924, |
|
"eval_macro avg": { |
|
"f1-score": 0.9273151449344872, |
|
"precision": 0.9230443128939126, |
|
"recall": 0.9318147708682424, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6219, |
|
"eval_samples_per_second": 17.309, |
|
"eval_steps_per_second": 2.164, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9487745648174827, |
|
"precision": 0.9491959030765336, |
|
"recall": 0.9485861182519281, |
|
"support": 27619.0 |
|
}, |
|
"step": 486 |
|
}, |
|
{ |
|
"epoch": 6.17, |
|
"grad_norm": 4.767655849456787, |
|
"learning_rate": 1.7530864197530865e-05, |
|
"loss": 0.1585, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_B": { |
|
"f1-score": 0.8802588996763754, |
|
"precision": 0.85, |
|
"recall": 0.912751677852349, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.958423523458803, |
|
"precision": 0.9354661691269275, |
|
"recall": 0.9825360230547551, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9139526911210146, |
|
"precision": 0.9664088931851136, |
|
"recall": 0.8668978972469109, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9412723125384699, |
|
"eval_loss": 0.2591131329536438, |
|
"eval_macro avg": { |
|
"f1-score": 0.9175450380853977, |
|
"precision": 0.917291687437347, |
|
"recall": 0.9207285327180049, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.617, |
|
"eval_samples_per_second": 17.327, |
|
"eval_steps_per_second": 2.166, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9406164485555297, |
|
"precision": 0.9425749115781907, |
|
"recall": 0.9412723125384699, |
|
"support": 27619.0 |
|
}, |
|
"step": 567 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_B": { |
|
"f1-score": 0.8687910028116214, |
|
"precision": 0.84967919340055, |
|
"recall": 0.8887823585810163, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9595010203788336, |
|
"precision": 0.956997878562009, |
|
"recall": 0.9620172910662824, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9212035166275324, |
|
"precision": 0.9282491471332673, |
|
"recall": 0.9142640364188164, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9432999022412107, |
|
"eval_loss": 0.2693409323692322, |
|
"eval_macro avg": { |
|
"f1-score": 0.9164985132726624, |
|
"precision": 0.9116420730319422, |
|
"recall": 0.9216878953553717, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6153, |
|
"eval_samples_per_second": 17.333, |
|
"eval_steps_per_second": 2.167, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9432823550422136, |
|
"precision": 0.9433417293609165, |
|
"recall": 0.9432999022412107, |
|
"support": 27619.0 |
|
}, |
|
"step": 648 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_B": { |
|
"f1-score": 0.8645343367826904, |
|
"precision": 0.8485687903970452, |
|
"recall": 0.8811121764141898, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9567003348057282, |
|
"precision": 0.934535260814599, |
|
"recall": 0.9799423631123919, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9104673003585861, |
|
"precision": 0.9586479683567062, |
|
"recall": 0.8668978972469109, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9384481697382236, |
|
"eval_loss": 0.3087053894996643, |
|
"eval_macro avg": { |
|
"f1-score": 0.910567323982335, |
|
"precision": 0.9139173398561168, |
|
"recall": 0.9093174789244975, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6156, |
|
"eval_samples_per_second": 17.333, |
|
"eval_steps_per_second": 2.167, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9377758584761231, |
|
"precision": 0.9393435743356523, |
|
"recall": 0.9384481697382236, |
|
"support": 27619.0 |
|
}, |
|
"step": 729 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_B": { |
|
"f1-score": 0.8803126526624329, |
|
"precision": 0.897410358565737, |
|
"recall": 0.8638542665388304, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9590983771942466, |
|
"precision": 0.9592919333448654, |
|
"recall": 0.9589048991354466, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9220456265542221, |
|
"precision": 0.9197584124245038, |
|
"recall": 0.9243442445263386, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9437705927079184, |
|
"eval_loss": 0.2796257436275482, |
|
"eval_macro avg": { |
|
"f1-score": 0.9204855521369671, |
|
"precision": 0.9254869014450354, |
|
"recall": 0.9157011367335386, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.641, |
|
"eval_samples_per_second": 17.238, |
|
"eval_steps_per_second": 2.155, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9437458232244597, |
|
"precision": 0.9437490553802075, |
|
"recall": 0.9437705927079184, |
|
"support": 27619.0 |
|
}, |
|
"step": 810 |
|
}, |
|
{ |
|
"epoch": 11.0, |
|
"eval_B": { |
|
"f1-score": 0.8830917874396135, |
|
"precision": 0.8899707887049659, |
|
"recall": 0.8763183125599233, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9574634882843123, |
|
"precision": 0.9647182727751448, |
|
"recall": 0.9503170028818444, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9200619426496501, |
|
"precision": 0.9067466582465004, |
|
"recall": 0.9337741166269239, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9419964517180202, |
|
"eval_loss": 0.3198166787624359, |
|
"eval_macro avg": { |
|
"f1-score": 0.9202057394578587, |
|
"precision": 0.9204785732422037, |
|
"recall": 0.9201364773562305, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6345, |
|
"eval_samples_per_second": 17.262, |
|
"eval_steps_per_second": 2.158, |
|
"eval_weighted avg": { |
|
"f1-score": 0.942161111514465, |
|
"precision": 0.9425303680165918, |
|
"recall": 0.9419964517180202, |
|
"support": 27619.0 |
|
}, |
|
"step": 891 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_B": { |
|
"f1-score": 0.871306005719733, |
|
"precision": 0.8663507109004739, |
|
"recall": 0.8763183125599233, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9576855173984852, |
|
"precision": 0.9464205312922107, |
|
"recall": 0.9692219020172911, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9162135168127844, |
|
"precision": 0.9386084583901774, |
|
"recall": 0.8948623455451984, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9408740359897172, |
|
"eval_loss": 0.35264310240745544, |
|
"eval_macro avg": { |
|
"f1-score": 0.9150683466436677, |
|
"precision": 0.917126566860954, |
|
"recall": 0.9134675200408043, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6326, |
|
"eval_samples_per_second": 17.269, |
|
"eval_steps_per_second": 2.159, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9405699625961891, |
|
"precision": 0.9407871989028143, |
|
"recall": 0.9408740359897172, |
|
"support": 27619.0 |
|
}, |
|
"step": 972 |
|
}, |
|
{ |
|
"epoch": 12.35, |
|
"grad_norm": 0.3602512776851654, |
|
"learning_rate": 1.506172839506173e-05, |
|
"loss": 0.021, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 13.0, |
|
"eval_B": { |
|
"f1-score": 0.877092300334768, |
|
"precision": 0.875, |
|
"recall": 0.8791946308724832, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9597242793665263, |
|
"precision": 0.9486991778353419, |
|
"recall": 0.9710086455331413, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9203392649259936, |
|
"precision": 0.9419040054464994, |
|
"recall": 0.8997398655972252, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.943734385748941, |
|
"eval_loss": 0.3594338297843933, |
|
"eval_macro avg": { |
|
"f1-score": 0.9190519482090961, |
|
"precision": 0.9218677277606138, |
|
"recall": 0.9166477140009498, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6042, |
|
"eval_samples_per_second": 17.376, |
|
"eval_steps_per_second": 2.172, |
|
"eval_weighted avg": { |
|
"f1-score": 0.943447393984779, |
|
"precision": 0.9436461164304495, |
|
"recall": 0.943734385748941, |
|
"support": 27619.0 |
|
}, |
|
"step": 1053 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_B": { |
|
"f1-score": 0.8754052802223252, |
|
"precision": 0.8467741935483871, |
|
"recall": 0.9060402684563759, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9574973153224439, |
|
"precision": 0.9392880904856953, |
|
"recall": 0.9764265129682997, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9130164471825015, |
|
"precision": 0.9539388213062477, |
|
"recall": 0.8754606546715803, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9400412759332344, |
|
"eval_loss": 0.3840242028236389, |
|
"eval_macro avg": { |
|
"f1-score": 0.9153063475757568, |
|
"precision": 0.9133337017801101, |
|
"recall": 0.9193091453654186, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6182, |
|
"eval_samples_per_second": 17.323, |
|
"eval_steps_per_second": 2.165, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9395385738014427, |
|
"precision": 0.9406884180878825, |
|
"recall": 0.9400412759332344, |
|
"support": 27619.0 |
|
}, |
|
"step": 1134 |
|
}, |
|
{ |
|
"epoch": 15.0, |
|
"eval_B": { |
|
"f1-score": 0.8797709923664121, |
|
"precision": 0.8755935422602089, |
|
"recall": 0.8839884947267498, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9603688219460511, |
|
"precision": 0.954302299112224, |
|
"recall": 0.9665129682997118, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.922722283205269, |
|
"precision": 0.9346230820547031, |
|
"recall": 0.9111207457186213, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9448930084362215, |
|
"eval_loss": 0.3762665390968323, |
|
"eval_macro avg": { |
|
"f1-score": 0.9209540325059108, |
|
"precision": 0.9215063078090453, |
|
"recall": 0.920540736248361, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.586, |
|
"eval_samples_per_second": 17.444, |
|
"eval_steps_per_second": 2.181, |
|
"eval_weighted avg": { |
|
"f1-score": 0.944749483712443, |
|
"precision": 0.9447562007752335, |
|
"recall": 0.9448930084362215, |
|
"support": 27619.0 |
|
}, |
|
"step": 1215 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_B": { |
|
"f1-score": 0.8858669256920835, |
|
"precision": 0.8976377952755905, |
|
"recall": 0.8744007670182167, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9586212929752427, |
|
"precision": 0.9701351590627397, |
|
"recall": 0.9473775216138328, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9235412474849094, |
|
"precision": 0.9027950310559006, |
|
"recall": 0.9452633860828095, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9439154205438285, |
|
"eval_loss": 0.36898088455200195, |
|
"eval_macro avg": { |
|
"f1-score": 0.9226764887174118, |
|
"precision": 0.923522661798077, |
|
"recall": 0.922347224904953, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6024, |
|
"eval_samples_per_second": 17.382, |
|
"eval_steps_per_second": 2.173, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9441554794131966, |
|
"precision": 0.9449027186622512, |
|
"recall": 0.9439154205438285, |
|
"support": 27619.0 |
|
}, |
|
"step": 1296 |
|
}, |
|
{ |
|
"epoch": 17.0, |
|
"eval_B": { |
|
"f1-score": 0.8863309352517986, |
|
"precision": 0.8867562380038387, |
|
"recall": 0.8859060402684564, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9630614486386496, |
|
"precision": 0.9659090909090909, |
|
"recall": 0.9602305475504322, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9296685529506872, |
|
"precision": 0.9245363918962375, |
|
"recall": 0.9348580099718188, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9489481878417032, |
|
"eval_loss": 0.3569599986076355, |
|
"eval_macro avg": { |
|
"f1-score": 0.9263536456137119, |
|
"precision": 0.9257339069363891, |
|
"recall": 0.9269981992635691, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6143, |
|
"eval_samples_per_second": 17.337, |
|
"eval_steps_per_second": 2.167, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9490090650954502, |
|
"precision": 0.9490996138580476, |
|
"recall": 0.9489481878417032, |
|
"support": 27619.0 |
|
}, |
|
"step": 1377 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_B": { |
|
"f1-score": 0.8778409090909091, |
|
"precision": 0.8671655753040225, |
|
"recall": 0.8887823585810163, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9557028055829692, |
|
"precision": 0.9355230471984544, |
|
"recall": 0.9767723342939482, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9098012570069645, |
|
"precision": 0.9524599881446354, |
|
"recall": 0.8707999132885325, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.938049893189471, |
|
"eval_loss": 0.4151785373687744, |
|
"eval_macro avg": { |
|
"f1-score": 0.9144483238936143, |
|
"precision": 0.9183828702157042, |
|
"recall": 0.9121182020544989, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6304, |
|
"eval_samples_per_second": 17.277, |
|
"eval_steps_per_second": 2.16, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9374292386470396, |
|
"precision": 0.9385993125948691, |
|
"recall": 0.938049893189471, |
|
"support": 27619.0 |
|
}, |
|
"step": 1458 |
|
}, |
|
{ |
|
"epoch": 18.52, |
|
"grad_norm": 10.955327033996582, |
|
"learning_rate": 1.2592592592592593e-05, |
|
"loss": 0.0058, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 19.0, |
|
"eval_B": { |
|
"f1-score": 0.8850241545893719, |
|
"precision": 0.8919182083739046, |
|
"recall": 0.87823585810163, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9626489459211732, |
|
"precision": 0.956838628857761, |
|
"recall": 0.9685302593659942, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.927475898334794, |
|
"precision": 0.9375415282392027, |
|
"recall": 0.9176241057879905, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9481154277852203, |
|
"eval_loss": 0.3719603419303894, |
|
"eval_macro avg": { |
|
"f1-score": 0.9250496662817796, |
|
"precision": 0.9287661218236227, |
|
"recall": 0.9214634077518715, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6041, |
|
"eval_samples_per_second": 17.376, |
|
"eval_steps_per_second": 2.172, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9479681394332119, |
|
"precision": 0.9479408755404257, |
|
"recall": 0.9481154277852203, |
|
"support": 27619.0 |
|
}, |
|
"step": 1539 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_B": { |
|
"f1-score": 0.8742857142857142, |
|
"precision": 0.8684957426679281, |
|
"recall": 0.8801534036433365, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9602204921293401, |
|
"precision": 0.9469289396996189, |
|
"recall": 0.9738904899135447, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9205305394560855, |
|
"precision": 0.9473503097040605, |
|
"recall": 0.8951875135486668, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9440602483797386, |
|
"eval_loss": 0.36765894293785095, |
|
"eval_macro avg": { |
|
"f1-score": 0.9183455819570466, |
|
"precision": 0.9209249973572025, |
|
"recall": 0.9164104690351826, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6404, |
|
"eval_samples_per_second": 17.24, |
|
"eval_steps_per_second": 2.155, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9437170171065533, |
|
"precision": 0.9441077562808465, |
|
"recall": 0.9440602483797386, |
|
"support": 27619.0 |
|
}, |
|
"step": 1620 |
|
}, |
|
{ |
|
"epoch": 21.0, |
|
"eval_B": { |
|
"f1-score": 0.8885767790262172, |
|
"precision": 0.868252516010979, |
|
"recall": 0.909875359539789, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9616143138880155, |
|
"precision": 0.9537903271531439, |
|
"recall": 0.9695677233429395, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9245376759591498, |
|
"precision": 0.9420632242096973, |
|
"recall": 0.9076522870149577, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9466309424671422, |
|
"eval_loss": 0.374899685382843, |
|
"eval_macro avg": { |
|
"f1-score": 0.9249095896244609, |
|
"precision": 0.9213686891246068, |
|
"recall": 0.9290317899658954, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5979, |
|
"eval_samples_per_second": 17.399, |
|
"eval_steps_per_second": 2.175, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9464708542988716, |
|
"precision": 0.9466427045463329, |
|
"recall": 0.9466309424671422, |
|
"support": 27619.0 |
|
}, |
|
"step": 1701 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_B": { |
|
"f1-score": 0.875898418782942, |
|
"precision": 0.8754789272030651, |
|
"recall": 0.8763183125599233, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9606979453806588, |
|
"precision": 0.9475306911822412, |
|
"recall": 0.9742363112391931, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9217236387930074, |
|
"precision": 0.94757326007326, |
|
"recall": 0.897246910903967, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9448205945182664, |
|
"eval_loss": 0.3899074196815491, |
|
"eval_macro avg": { |
|
"f1-score": 0.919440000985536, |
|
"precision": 0.9235276261528554, |
|
"recall": 0.9159338449010278, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5958, |
|
"eval_samples_per_second": 17.407, |
|
"eval_steps_per_second": 2.176, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9444764001104068, |
|
"precision": 0.9448239585256736, |
|
"recall": 0.9448205945182664, |
|
"support": 27619.0 |
|
}, |
|
"step": 1782 |
|
}, |
|
{ |
|
"epoch": 23.0, |
|
"eval_B": { |
|
"f1-score": 0.8766079085278704, |
|
"precision": 0.8712121212121212, |
|
"recall": 0.8820709491850431, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9571775605897973, |
|
"precision": 0.9385663638378019, |
|
"recall": 0.9765417867435159, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9132322264193494, |
|
"precision": 0.9515920573375631, |
|
"recall": 0.877845220030349, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9400050689742568, |
|
"eval_loss": 0.4506397247314453, |
|
"eval_macro avg": { |
|
"f1-score": 0.9156725651790056, |
|
"precision": 0.9204568474624955, |
|
"recall": 0.9121526519863027, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6193, |
|
"eval_samples_per_second": 17.319, |
|
"eval_steps_per_second": 2.165, |
|
"eval_weighted avg": { |
|
"f1-score": 0.939455202786939, |
|
"precision": 0.9403739808105457, |
|
"recall": 0.9400050689742568, |
|
"support": 27619.0 |
|
}, |
|
"step": 1863 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_B": { |
|
"f1-score": 0.8786853552440792, |
|
"precision": 0.8859649122807017, |
|
"recall": 0.8715244487056567, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9558590028580501, |
|
"precision": 0.9575452599919023, |
|
"recall": 0.954178674351585, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9160280626011873, |
|
"precision": 0.9121883061049011, |
|
"recall": 0.9199002818122697, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9396067924255042, |
|
"eval_loss": 0.42392534017562866, |
|
"eval_macro avg": { |
|
"f1-score": 0.9168574735677723, |
|
"precision": 0.9185661594591683, |
|
"recall": 0.9152011349565038, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6242, |
|
"eval_samples_per_second": 17.3, |
|
"eval_steps_per_second": 2.163, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9396392856607877, |
|
"precision": 0.9396908279261412, |
|
"recall": 0.9396067924255042, |
|
"support": 27619.0 |
|
}, |
|
"step": 1944 |
|
}, |
|
{ |
|
"epoch": 24.69, |
|
"grad_norm": 0.030169092118740082, |
|
"learning_rate": 1.0123456790123458e-05, |
|
"loss": 0.0026, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 25.0, |
|
"eval_B": { |
|
"f1-score": 0.8887832699619772, |
|
"precision": 0.88124410933082, |
|
"recall": 0.8964525407478428, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9607269808508199, |
|
"precision": 0.9556860955857192, |
|
"recall": 0.9658213256484149, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9237260273972602, |
|
"precision": 0.9340647163120568, |
|
"recall": 0.9136137004118795, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9457619754516818, |
|
"eval_loss": 0.398232638835907, |
|
"eval_macro avg": { |
|
"f1-score": 0.9244120927366858, |
|
"precision": 0.9236649737428652, |
|
"recall": 0.9252958556027124, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5953, |
|
"eval_samples_per_second": 17.409, |
|
"eval_steps_per_second": 2.176, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9456501103261954, |
|
"precision": 0.9456523566073828, |
|
"recall": 0.9457619754516818, |
|
"support": 27619.0 |
|
}, |
|
"step": 2025 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_B": { |
|
"f1-score": 0.8827717133364974, |
|
"precision": 0.8740601503759399, |
|
"recall": 0.8916586768935763, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9590283123770422, |
|
"precision": 0.9489364103142809, |
|
"recall": 0.9693371757925072, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9188171447557869, |
|
"precision": 0.9393115942028986, |
|
"recall": 0.8991979189247779, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9429740396104132, |
|
"eval_loss": 0.4066696763038635, |
|
"eval_macro avg": { |
|
"f1-score": 0.9202057234897755, |
|
"precision": 0.9207693849643731, |
|
"recall": 0.9200645905369539, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6361, |
|
"eval_samples_per_second": 17.256, |
|
"eval_steps_per_second": 2.157, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9427162132687112, |
|
"precision": 0.942893668268613, |
|
"recall": 0.9429740396104132, |
|
"support": 27619.0 |
|
}, |
|
"step": 2106 |
|
}, |
|
{ |
|
"epoch": 27.0, |
|
"eval_B": { |
|
"f1-score": 0.8731307284129282, |
|
"precision": 0.8786407766990292, |
|
"recall": 0.8676893576222435, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9568967963451661, |
|
"precision": 0.9424291543234028, |
|
"recall": 0.9718155619596541, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9140816781968311, |
|
"precision": 0.9418257070590941, |
|
"recall": 0.8879254281378712, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9398602411383468, |
|
"eval_loss": 0.44146138429641724, |
|
"eval_macro avg": { |
|
"f1-score": 0.9147030676516418, |
|
"precision": 0.920965212693842, |
|
"recall": 0.9091434492399229, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6584, |
|
"eval_samples_per_second": 17.173, |
|
"eval_steps_per_second": 2.147, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9394312730137688, |
|
"precision": 0.9398186802902107, |
|
"recall": 0.9398602411383468, |
|
"support": 27619.0 |
|
}, |
|
"step": 2187 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"eval_B": { |
|
"f1-score": 0.8846153846153846, |
|
"precision": 0.8871745419479267, |
|
"recall": 0.8820709491850431, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9619680394066098, |
|
"precision": 0.9559995446265938, |
|
"recall": 0.9680115273775216, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9258771929824562, |
|
"precision": 0.9367650321721767, |
|
"recall": 0.9152395404292217, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9471378398928274, |
|
"eval_loss": 0.4067588746547699, |
|
"eval_macro avg": { |
|
"f1-score": 0.9241535390014834, |
|
"precision": 0.9266463729155657, |
|
"recall": 0.9217740056639289, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6224, |
|
"eval_samples_per_second": 17.307, |
|
"eval_steps_per_second": 2.163, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9469909233612611, |
|
"precision": 0.9469752465094172, |
|
"recall": 0.9471378398928274, |
|
"support": 27619.0 |
|
}, |
|
"step": 2268 |
|
}, |
|
{ |
|
"epoch": 29.0, |
|
"eval_B": { |
|
"f1-score": 0.8919301557338367, |
|
"precision": 0.8782527881040892, |
|
"recall": 0.9060402684563759, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.964135443798838, |
|
"precision": 0.9576391652925457, |
|
"recall": 0.9707204610951009, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9300406995930042, |
|
"precision": 0.944059848146494, |
|
"recall": 0.9164318231086062, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9501430174879612, |
|
"eval_loss": 0.4006032943725586, |
|
"eval_macro avg": { |
|
"f1-score": 0.9287020997085597, |
|
"precision": 0.9266506005143763, |
|
"recall": 0.9310641842200277, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5962, |
|
"eval_samples_per_second": 17.406, |
|
"eval_steps_per_second": 2.176, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9500195009517102, |
|
"precision": 0.9501051209246456, |
|
"recall": 0.9501430174879612, |
|
"support": 27619.0 |
|
}, |
|
"step": 2349 |
|
}, |
|
{ |
|
"epoch": 30.0, |
|
"eval_B": { |
|
"f1-score": 0.8796956728483118, |
|
"precision": 0.8726415094339622, |
|
"recall": 0.8868648130393096, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9600954979536152, |
|
"precision": 0.947067399349557, |
|
"recall": 0.9734870317002882, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9212857222438862, |
|
"precision": 0.9477363896848138, |
|
"recall": 0.8962714068935617, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9444223179695137, |
|
"eval_loss": 0.46608424186706543, |
|
"eval_macro avg": { |
|
"f1-score": 0.9203589643486044, |
|
"precision": 0.922481766156111, |
|
"recall": 0.9188744172110531, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5968, |
|
"eval_samples_per_second": 17.403, |
|
"eval_steps_per_second": 2.175, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9440950631702127, |
|
"precision": 0.9444802637418637, |
|
"recall": 0.9444223179695137, |
|
"support": 27619.0 |
|
}, |
|
"step": 2430 |
|
}, |
|
{ |
|
"epoch": 30.86, |
|
"grad_norm": 0.0009192481520585716, |
|
"learning_rate": 7.654320987654322e-06, |
|
"loss": 0.0015, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 31.0, |
|
"eval_B": { |
|
"f1-score": 0.8760724499523355, |
|
"precision": 0.8710900473933649, |
|
"recall": 0.8811121764141898, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9596285601041844, |
|
"precision": 0.9430224794124193, |
|
"recall": 0.9768299711815562, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9194073408912335, |
|
"precision": 0.953328677839851, |
|
"recall": 0.8878170388033817, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9434809370360984, |
|
"eval_loss": 0.48370352387428284, |
|
"eval_macro avg": { |
|
"f1-score": 0.9183694503159178, |
|
"precision": 0.9224804015485452, |
|
"recall": 0.9152530621330426, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6119, |
|
"eval_samples_per_second": 17.347, |
|
"eval_steps_per_second": 2.168, |
|
"eval_weighted avg": { |
|
"f1-score": 0.943037445605214, |
|
"precision": 0.9437487714612122, |
|
"recall": 0.9434809370360984, |
|
"support": 27619.0 |
|
}, |
|
"step": 2511 |
|
}, |
|
{ |
|
"epoch": 32.0, |
|
"eval_B": { |
|
"f1-score": 0.8770764119601329, |
|
"precision": 0.868421052631579, |
|
"recall": 0.8859060402684564, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9595270577535243, |
|
"precision": 0.9465066726477515, |
|
"recall": 0.9729106628242075, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.919819468434836, |
|
"precision": 0.9464510950579063, |
|
"recall": 0.8946455668762194, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9434809370360984, |
|
"eval_loss": 0.4701555371284485, |
|
"eval_macro avg": { |
|
"f1-score": 0.9188076460494976, |
|
"precision": 0.9204596067790788, |
|
"recall": 0.9178207566562945, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6158, |
|
"eval_samples_per_second": 17.332, |
|
"eval_steps_per_second": 2.166, |
|
"eval_weighted avg": { |
|
"f1-score": 0.943149265559139, |
|
"precision": 0.9435392929265168, |
|
"recall": 0.9434809370360984, |
|
"support": 27619.0 |
|
}, |
|
"step": 2592 |
|
}, |
|
{ |
|
"epoch": 33.0, |
|
"eval_B": { |
|
"f1-score": 0.8849976336961666, |
|
"precision": 0.8738317757009346, |
|
"recall": 0.8964525407478428, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9615693472524951, |
|
"precision": 0.9569585569128896, |
|
"recall": 0.9662247838616714, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9260009859232076, |
|
"precision": 0.9359982283246595, |
|
"recall": 0.9162150444396271, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9468843911799848, |
|
"eval_loss": 0.4380284249782562, |
|
"eval_macro avg": { |
|
"f1-score": 0.9241893222906231, |
|
"precision": 0.9222628536461612, |
|
"recall": 0.9262974563497138, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.5881, |
|
"eval_samples_per_second": 17.436, |
|
"eval_steps_per_second": 2.18, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9467962563055651, |
|
"precision": 0.946817667512148, |
|
"recall": 0.9468843911799848, |
|
"support": 27619.0 |
|
}, |
|
"step": 2673 |
|
}, |
|
{ |
|
"epoch": 34.0, |
|
"eval_B": { |
|
"f1-score": 0.8833652007648184, |
|
"precision": 0.880838894184938, |
|
"recall": 0.8859060402684564, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9618386073235572, |
|
"precision": 0.9541201156921681, |
|
"recall": 0.9696829971181556, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9257281286131146, |
|
"precision": 0.9406959829920555, |
|
"recall": 0.9112291350531108, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9469930120569173, |
|
"eval_loss": 0.4419035315513611, |
|
"eval_macro avg": { |
|
"f1-score": 0.9236439789004968, |
|
"precision": 0.9252183309563873, |
|
"recall": 0.9222727241465742, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6449, |
|
"eval_samples_per_second": 17.223, |
|
"eval_steps_per_second": 2.153, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9468126092923719, |
|
"precision": 0.9468684642086502, |
|
"recall": 0.9469930120569173, |
|
"support": 27619.0 |
|
}, |
|
"step": 2754 |
|
}, |
|
{ |
|
"epoch": 35.0, |
|
"eval_B": { |
|
"f1-score": 0.8785405664906385, |
|
"precision": 0.8798076923076923, |
|
"recall": 0.8772770853307766, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9603404255319149, |
|
"precision": 0.945586592178771, |
|
"recall": 0.9755619596541787, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9217537000837756, |
|
"precision": 0.9508007835004033, |
|
"recall": 0.8944287882072404, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9447481806003114, |
|
"eval_loss": 0.4607029855251312, |
|
"eval_macro avg": { |
|
"f1-score": 0.920211564035443, |
|
"precision": 0.9253983559956221, |
|
"recall": 0.9157559443973985, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.595, |
|
"eval_samples_per_second": 17.41, |
|
"eval_steps_per_second": 2.176, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9443616289800995, |
|
"precision": 0.9448443037746955, |
|
"recall": 0.9447481806003114, |
|
"support": 27619.0 |
|
}, |
|
"step": 2835 |
|
}, |
|
{ |
|
"epoch": 36.0, |
|
"eval_B": { |
|
"f1-score": 0.8802714493456132, |
|
"precision": 0.8901960784313725, |
|
"recall": 0.8705656759348035, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9600229918091681, |
|
"precision": 0.9574089997133849, |
|
"recall": 0.9626512968299712, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9233949945593034, |
|
"precision": 0.9270264365304784, |
|
"recall": 0.9197918924777801, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9448568014772439, |
|
"eval_loss": 0.44131579995155334, |
|
"eval_macro avg": { |
|
"f1-score": 0.9212298119046949, |
|
"precision": 0.924877171558412, |
|
"recall": 0.9176696217475183, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6044, |
|
"eval_samples_per_second": 17.375, |
|
"eval_steps_per_second": 2.172, |
|
"eval_weighted avg": { |
|
"f1-score": 0.944775851745562, |
|
"precision": 0.9447216249053674, |
|
"recall": 0.9448568014772439, |
|
"support": 27619.0 |
|
}, |
|
"step": 2916 |
|
}, |
|
{ |
|
"epoch": 37.0, |
|
"eval_B": { |
|
"f1-score": 0.8851513695338779, |
|
"precision": 0.8872832369942196, |
|
"recall": 0.8830297219558965, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9621385956860945, |
|
"precision": 0.9576338928856915, |
|
"recall": 0.966685878962536, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9272399278412508, |
|
"precision": 0.9353700231609132, |
|
"recall": 0.9192499458053327, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9476809442774902, |
|
"eval_loss": 0.4391210675239563, |
|
"eval_macro avg": { |
|
"f1-score": 0.9248432976870743, |
|
"precision": 0.9267623843469414, |
|
"recall": 0.9229885155745885, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6195, |
|
"eval_samples_per_second": 17.318, |
|
"eval_steps_per_second": 2.165, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9475735214106575, |
|
"precision": 0.9475400373450994, |
|
"recall": 0.9476809442774902, |
|
"support": 27619.0 |
|
}, |
|
"step": 2997 |
|
}, |
|
{ |
|
"epoch": 37.04, |
|
"grad_norm": 0.36456331610679626, |
|
"learning_rate": 5.185185185185185e-06, |
|
"loss": 0.0012, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 38.0, |
|
"eval_B": { |
|
"f1-score": 0.8848715509039011, |
|
"precision": 0.8781869688385269, |
|
"recall": 0.8916586768935763, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9604875396984349, |
|
"precision": 0.9536389977842168, |
|
"recall": 0.9674351585014409, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9237283475391805, |
|
"precision": 0.9374930237749749, |
|
"recall": 0.9103620203771949, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9455085267388392, |
|
"eval_loss": 0.43638840317726135, |
|
"eval_macro avg": { |
|
"f1-score": 0.9230291460471722, |
|
"precision": 0.9231063301325729, |
|
"recall": 0.9231519519240706, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6165, |
|
"eval_samples_per_second": 17.329, |
|
"eval_steps_per_second": 2.166, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9453527490407726, |
|
"precision": 0.9453961496579408, |
|
"recall": 0.9455085267388392, |
|
"support": 27619.0 |
|
}, |
|
"step": 3078 |
|
}, |
|
{ |
|
"epoch": 39.0, |
|
"eval_B": { |
|
"f1-score": 0.8896321070234113, |
|
"precision": 0.8866666666666667, |
|
"recall": 0.8926174496644296, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9625824964131994, |
|
"precision": 0.9584571428571429, |
|
"recall": 0.9667435158501441, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9277944793659471, |
|
"precision": 0.9358253390671518, |
|
"recall": 0.9199002818122697, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9482964625801079, |
|
"eval_loss": 0.44264644384384155, |
|
"eval_macro avg": { |
|
"f1-score": 0.9266696942675193, |
|
"precision": 0.9269830495303205, |
|
"recall": 0.9264204157756145, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.6185, |
|
"eval_samples_per_second": 17.322, |
|
"eval_steps_per_second": 2.165, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9482068310592221, |
|
"precision": 0.9481860074636412, |
|
"recall": 0.9482964625801079, |
|
"support": 27619.0 |
|
}, |
|
"step": 3159 |
|
}, |
|
{ |
|
"epoch": 40.0, |
|
"eval_B": { |
|
"f1-score": 0.8865485878410723, |
|
"precision": 0.8852772466539197, |
|
"recall": 0.887823585810163, |
|
"support": 1043.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9624967964233846, |
|
"precision": 0.9512016660100185, |
|
"recall": 0.9740634005763689, |
|
"support": 17350.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9265749778172139, |
|
"precision": 0.9486713604360664, |
|
"recall": 0.905484500325168, |
|
"support": 9226.0 |
|
}, |
|
"eval_accuracy": 0.9478981860313552, |
|
"eval_loss": 0.4583560824394226, |
|
"eval_macro avg": { |
|
"f1-score": 0.925206787360557, |
|
"precision": 0.9283834243666682, |
|
"recall": 0.9224571622372332, |
|
"support": 27619.0 |
|
}, |
|
"eval_runtime": 4.643, |
|
"eval_samples_per_second": 17.23, |
|
"eval_steps_per_second": 2.154, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9476291806512029, |
|
"precision": 0.947866868638148, |
|
"recall": 0.9478981860313552, |
|
"support": 27619.0 |
|
}, |
|
"step": 3240 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 4050, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 50, |
|
"save_steps": 500, |
|
"total_flos": 5751466109424000.0, |
|
"train_batch_size": 4, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|