|
{ |
|
"best_metric": null, |
|
"best_model_checkpoint": null, |
|
"epoch": 27.0, |
|
"eval_steps": 500, |
|
"global_step": 2187, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 1.0, |
|
"eval_B": { |
|
"f1-score": 0.7905866302864938, |
|
"precision": 0.7768096514745308, |
|
"recall": 0.8048611111111111, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9005331227169513, |
|
"precision": 0.9637593111099372, |
|
"recall": 0.8450919534905267, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.8288892663043479, |
|
"precision": 0.7463108800367001, |
|
"recall": 0.9320156593144275, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.8705373134328358, |
|
"eval_loss": 0.32930415868759155, |
|
"eval_macro avg": { |
|
"f1-score": 0.8400030064359308, |
|
"precision": 0.8289599475403894, |
|
"recall": 0.8606562413053552, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7349, |
|
"eval_samples_per_second": 17.107, |
|
"eval_steps_per_second": 2.323, |
|
"eval_weighted avg": { |
|
"f1-score": 0.8734092702599646, |
|
"precision": 0.8877430445874, |
|
"recall": 0.8705373134328358, |
|
"support": 33500.0 |
|
}, |
|
"step": 81 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_B": { |
|
"f1-score": 0.8656218739579861, |
|
"precision": 0.8325849903784477, |
|
"recall": 0.9013888888888889, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9547168948727912, |
|
"precision": 0.9423736462093862, |
|
"recall": 0.9673877796822161, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9013528191962081, |
|
"precision": 0.9332379102341274, |
|
"recall": 0.8715745249689678, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9345970149253732, |
|
"eval_loss": 0.2162298709154129, |
|
"eval_macro avg": { |
|
"f1-score": 0.9072305293423284, |
|
"precision": 0.902732182273987, |
|
"recall": 0.9134503978466909, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.753, |
|
"eval_samples_per_second": 17.042, |
|
"eval_steps_per_second": 2.314, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9342040950316517, |
|
"precision": 0.9347982961417612, |
|
"recall": 0.9345970149253732, |
|
"support": 33500.0 |
|
}, |
|
"step": 162 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_B": { |
|
"f1-score": 0.8603587759409076, |
|
"precision": 0.8717034925160371, |
|
"recall": 0.8493055555555555, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9434195218082959, |
|
"precision": 0.9677057963955188, |
|
"recall": 0.9203224162690509, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.8879310344827586, |
|
"precision": 0.8459410391631365, |
|
"recall": 0.9343072663038289, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9216417910447762, |
|
"eval_loss": 0.24082203209400177, |
|
"eval_macro avg": { |
|
"f1-score": 0.8972364440773206, |
|
"precision": 0.8951167760248975, |
|
"recall": 0.9013117460428117, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7554, |
|
"eval_samples_per_second": 17.033, |
|
"eval_steps_per_second": 2.313, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9225019575751797, |
|
"precision": 0.9255121957960801, |
|
"recall": 0.9216417910447762, |
|
"support": 33500.0 |
|
}, |
|
"step": 243 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_B": { |
|
"f1-score": 0.8804020100502512, |
|
"precision": 0.8504854368932039, |
|
"recall": 0.9125, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9589184992350025, |
|
"precision": 0.945595388218339, |
|
"recall": 0.9726224116366332, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9091178797468354, |
|
"precision": 0.9427750999897446, |
|
"recall": 0.877780960565263, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9403880597014925, |
|
"eval_loss": 0.22083505988121033, |
|
"eval_macro avg": { |
|
"f1-score": 0.9161461296773631, |
|
"precision": 0.9129519750337626, |
|
"recall": 0.9209677907339654, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7449, |
|
"eval_samples_per_second": 17.071, |
|
"eval_steps_per_second": 2.318, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9399744505088647, |
|
"precision": 0.9406253819936745, |
|
"recall": 0.9403880597014925, |
|
"support": 33500.0 |
|
}, |
|
"step": 324 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_B": { |
|
"f1-score": 0.8879781420765027, |
|
"precision": 0.8736559139784946, |
|
"recall": 0.9027777777777778, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9613201259451634, |
|
"precision": 0.9539317642765919, |
|
"recall": 0.9688238291564367, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.916006030835076, |
|
"precision": 0.9334853291038858, |
|
"recall": 0.899169292466342, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9442089552238806, |
|
"eval_loss": 0.2257838249206543, |
|
"eval_macro avg": { |
|
"f1-score": 0.921768099618914, |
|
"precision": 0.9203576691196576, |
|
"recall": 0.9235902998001855, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7845, |
|
"eval_samples_per_second": 16.93, |
|
"eval_steps_per_second": 2.299, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9440011117702735, |
|
"precision": 0.9440889959185916, |
|
"recall": 0.9442089552238806, |
|
"support": 33500.0 |
|
}, |
|
"step": 405 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_B": { |
|
"f1-score": 0.8873579056148813, |
|
"precision": 0.8803827751196173, |
|
"recall": 0.8944444444444445, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9622060984570168, |
|
"precision": 0.9539267015706806, |
|
"recall": 0.9706304720433594, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9182769530299342, |
|
"precision": 0.9365567911040509, |
|
"recall": 0.9006970304592762, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9454925373134329, |
|
"eval_loss": 0.2242102175951004, |
|
"eval_macro avg": { |
|
"f1-score": 0.9226136523672773, |
|
"precision": 0.923622089264783, |
|
"recall": 0.9219239823156933, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7715, |
|
"eval_samples_per_second": 16.976, |
|
"eval_steps_per_second": 2.305, |
|
"eval_weighted avg": { |
|
"f1-score": 0.945255312255509, |
|
"precision": 0.9453351097376493, |
|
"recall": 0.9454925373134329, |
|
"support": 33500.0 |
|
}, |
|
"step": 486 |
|
}, |
|
{ |
|
"epoch": 6.17, |
|
"grad_norm": 1.8705081939697266, |
|
"learning_rate": 1.7530864197530865e-05, |
|
"loss": 0.1601, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_B": { |
|
"f1-score": 0.8876749743939911, |
|
"precision": 0.8730691739422431, |
|
"recall": 0.9027777777777778, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9611415113943341, |
|
"precision": 0.9581108451482232, |
|
"recall": 0.9641914114976606, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9164739884393064, |
|
"precision": 0.9247594050743657, |
|
"recall": 0.9083357204239473, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.944089552238806, |
|
"eval_loss": 0.22517083585262299, |
|
"eval_macro avg": { |
|
"f1-score": 0.9217634914092105, |
|
"precision": 0.9186464747216107, |
|
"recall": 0.9251016365664619, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7926, |
|
"eval_samples_per_second": 16.901, |
|
"eval_steps_per_second": 2.295, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9440192791200506, |
|
"precision": 0.9440287663891153, |
|
"recall": 0.944089552238806, |
|
"support": 33500.0 |
|
}, |
|
"step": 567 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_B": { |
|
"f1-score": 0.894540522210919, |
|
"precision": 0.8740888005301524, |
|
"recall": 0.9159722222222222, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9638018385639943, |
|
"precision": 0.9540255968049378, |
|
"recall": 0.9737805160513272, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9203132648066569, |
|
"precision": 0.9441598875163202, |
|
"recall": 0.8976415544734078, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9474925373134329, |
|
"eval_loss": 0.24869142472743988, |
|
"eval_macro avg": { |
|
"f1-score": 0.9262185418605234, |
|
"precision": 0.9240914282838034, |
|
"recall": 0.9291314309156524, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7743, |
|
"eval_samples_per_second": 16.966, |
|
"eval_steps_per_second": 2.304, |
|
"eval_weighted avg": { |
|
"f1-score": 0.947228939205516, |
|
"precision": 0.9475052218791054, |
|
"recall": 0.9474925373134329, |
|
"support": 33500.0 |
|
}, |
|
"step": 648 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_B": { |
|
"f1-score": 0.8851236868858015, |
|
"precision": 0.8643282594308405, |
|
"recall": 0.9069444444444444, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9617001723147618, |
|
"precision": 0.9540067462849849, |
|
"recall": 0.9695186918052532, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9165854609237966, |
|
"precision": 0.9358272808675754, |
|
"recall": 0.8981189725961998, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9445074626865672, |
|
"eval_loss": 0.3045330345630646, |
|
"eval_macro avg": { |
|
"f1-score": 0.9211364400414532, |
|
"precision": 0.9180540955278002, |
|
"recall": 0.9248607029486324, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7599, |
|
"eval_samples_per_second": 17.017, |
|
"eval_steps_per_second": 2.311, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9443044555560967, |
|
"precision": 0.9444685205421044, |
|
"recall": 0.9445074626865672, |
|
"support": 33500.0 |
|
}, |
|
"step": 729 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_B": { |
|
"f1-score": 0.8815068493150685, |
|
"precision": 0.8695945945945946, |
|
"recall": 0.89375, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.956297959947595, |
|
"precision": 0.9660159757999717, |
|
"recall": 0.9467735211006625, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9101049868766404, |
|
"precision": 0.8937678357728068, |
|
"recall": 0.9270505108373914, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9383283582089552, |
|
"eval_loss": 0.32627996802330017, |
|
"eval_macro avg": { |
|
"f1-score": 0.9159699320464346, |
|
"precision": 0.909792802055791, |
|
"recall": 0.9225246773126846, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7534, |
|
"eval_samples_per_second": 17.04, |
|
"eval_steps_per_second": 2.314, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9386418940884026, |
|
"precision": 0.9392845859659347, |
|
"recall": 0.9383283582089552, |
|
"support": 33500.0 |
|
}, |
|
"step": 810 |
|
}, |
|
{ |
|
"epoch": 11.0, |
|
"eval_B": { |
|
"f1-score": 0.8901136755080951, |
|
"precision": 0.8831168831168831, |
|
"recall": 0.8972222222222223, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9620073001078947, |
|
"precision": 0.9535359970874671, |
|
"recall": 0.9706304720433594, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.917413322945072, |
|
"precision": 0.9361025539103647, |
|
"recall": 0.8994557433400172, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9452238805970149, |
|
"eval_loss": 0.3123624622821808, |
|
"eval_macro avg": { |
|
"f1-score": 0.9231780995203539, |
|
"precision": 0.9242518113715716, |
|
"recall": 0.922436145868533, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7539, |
|
"eval_samples_per_second": 17.039, |
|
"eval_steps_per_second": 2.314, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9449756719810304, |
|
"precision": 0.9450588635199616, |
|
"recall": 0.9452238805970149, |
|
"support": 33500.0 |
|
}, |
|
"step": 891 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_B": { |
|
"f1-score": 0.8800819952169457, |
|
"precision": 0.8661735036987223, |
|
"recall": 0.8944444444444445, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9595463311598861, |
|
"precision": 0.9512039692293687, |
|
"recall": 0.9680363181544448, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9115367743822197, |
|
"precision": 0.9310035842293907, |
|
"recall": 0.8928673732454884, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9413731343283582, |
|
"eval_loss": 0.3427491784095764, |
|
"eval_macro avg": { |
|
"f1-score": 0.9170550335863505, |
|
"precision": 0.9161270190524938, |
|
"recall": 0.9184493786147926, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7455, |
|
"eval_samples_per_second": 17.069, |
|
"eval_steps_per_second": 2.318, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9411214734915179, |
|
"precision": 0.9412337452750731, |
|
"recall": 0.9413731343283582, |
|
"support": 33500.0 |
|
}, |
|
"step": 972 |
|
}, |
|
{ |
|
"epoch": 12.35, |
|
"grad_norm": 0.47551417350769043, |
|
"learning_rate": 1.506172839506173e-05, |
|
"loss": 0.0222, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 13.0, |
|
"eval_B": { |
|
"f1-score": 0.8896434634974534, |
|
"precision": 0.8704318936877077, |
|
"recall": 0.9097222222222222, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9620136667970457, |
|
"precision": 0.9556591698665204, |
|
"recall": 0.9684532357437347, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9183177933177933, |
|
"precision": 0.9343808676746714, |
|
"recall": 0.9027976701995608, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9454029850746268, |
|
"eval_loss": 0.3816670775413513, |
|
"eval_macro avg": { |
|
"f1-score": 0.9233249745374308, |
|
"precision": 0.9201573104096331, |
|
"recall": 0.9269910427218392, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7247, |
|
"eval_samples_per_second": 17.144, |
|
"eval_steps_per_second": 2.328, |
|
"eval_weighted avg": { |
|
"f1-score": 0.945242324238848, |
|
"precision": 0.9453435001186778, |
|
"recall": 0.9454029850746268, |
|
"support": 33500.0 |
|
}, |
|
"step": 1053 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_B": { |
|
"f1-score": 0.8865272540281112, |
|
"precision": 0.8754231550440081, |
|
"recall": 0.8979166666666667, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9599206715247671, |
|
"precision": 0.9557331129172981, |
|
"recall": 0.9641450873210728, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9141367826632559, |
|
"precision": 0.9242631270739801, |
|
"recall": 0.9042299245679366, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9425671641791045, |
|
"eval_loss": 0.3827010989189148, |
|
"eval_macro avg": { |
|
"f1-score": 0.9201949027387114, |
|
"precision": 0.9184731316784287, |
|
"recall": 0.9220972261852255, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7319, |
|
"eval_samples_per_second": 17.118, |
|
"eval_steps_per_second": 2.325, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9424525763235196, |
|
"precision": 0.9424426203479068, |
|
"recall": 0.9425671641791045, |
|
"support": 33500.0 |
|
}, |
|
"step": 1134 |
|
}, |
|
{ |
|
"epoch": 15.0, |
|
"eval_B": { |
|
"f1-score": 0.8871919472405415, |
|
"precision": 0.8868841082581541, |
|
"recall": 0.8875, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9616856471022177, |
|
"precision": 0.9571841585975862, |
|
"recall": 0.9662296752675221, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9181813798756087, |
|
"precision": 0.9273470977795092, |
|
"recall": 0.9091950730449728, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9450149253731344, |
|
"eval_loss": 0.39016807079315186, |
|
"eval_macro avg": { |
|
"f1-score": 0.9223529914061226, |
|
"precision": 0.9238051215450831, |
|
"recall": 0.920974916104165, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7376, |
|
"eval_samples_per_second": 17.097, |
|
"eval_steps_per_second": 2.322, |
|
"eval_weighted avg": { |
|
"f1-score": 0.944882927148036, |
|
"precision": 0.9448344388830637, |
|
"recall": 0.9450149253731344, |
|
"support": 33500.0 |
|
}, |
|
"step": 1215 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_B": { |
|
"f1-score": 0.8897338403041825, |
|
"precision": 0.8857536132140399, |
|
"recall": 0.89375, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9608010520729992, |
|
"precision": 0.9570693142121713, |
|
"recall": 0.9645620049103627, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9159121556540166, |
|
"precision": 0.9240112719852298, |
|
"recall": 0.9079537859257137, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.943820895522388, |
|
"eval_loss": 0.40087994933128357, |
|
"eval_macro avg": { |
|
"f1-score": 0.9221490160103993, |
|
"precision": 0.9222780664704805, |
|
"recall": 0.9220885969453588, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.8145, |
|
"eval_samples_per_second": 16.824, |
|
"eval_steps_per_second": 2.285, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9437127476806678, |
|
"precision": 0.9436689713560499, |
|
"recall": 0.943820895522388, |
|
"support": 33500.0 |
|
}, |
|
"step": 1296 |
|
}, |
|
{ |
|
"epoch": 17.0, |
|
"eval_B": { |
|
"f1-score": 0.8904347826086957, |
|
"precision": 0.89198606271777, |
|
"recall": 0.8888888888888888, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9615171394252979, |
|
"precision": 0.9589034784611841, |
|
"recall": 0.9641450873210728, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9182546920750733, |
|
"precision": 0.9232625482625483, |
|
"recall": 0.9133008689009835, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9450149253731344, |
|
"eval_loss": 0.42787015438079834, |
|
"eval_macro avg": { |
|
"f1-score": 0.9234022047030224, |
|
"precision": 0.9247173631471673, |
|
"recall": 0.9221116150369818, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7453, |
|
"eval_samples_per_second": 17.07, |
|
"eval_steps_per_second": 2.318, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9449366556964975, |
|
"precision": 0.9448847160539952, |
|
"recall": 0.9450149253731344, |
|
"support": 33500.0 |
|
}, |
|
"step": 1377 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_B": { |
|
"f1-score": 0.8895027624309393, |
|
"precision": 0.8846153846153846, |
|
"recall": 0.8944444444444445, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9607206210979795, |
|
"precision": 0.9555912007332722, |
|
"recall": 0.9659054060314078, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9159781610861478, |
|
"precision": 0.9271322378716745, |
|
"recall": 0.905089277188962, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.943820895522388, |
|
"eval_loss": 0.422620564699173, |
|
"eval_macro avg": { |
|
"f1-score": 0.9220671815383555, |
|
"precision": 0.9224462744067772, |
|
"recall": 0.9218130425549381, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7703, |
|
"eval_samples_per_second": 16.98, |
|
"eval_steps_per_second": 2.306, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9436716210924735, |
|
"precision": 0.9436432636210552, |
|
"recall": 0.943820895522388, |
|
"support": 33500.0 |
|
}, |
|
"step": 1458 |
|
}, |
|
{ |
|
"epoch": 18.52, |
|
"grad_norm": 0.1027584820985794, |
|
"learning_rate": 1.2592592592592593e-05, |
|
"loss": 0.0054, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 19.0, |
|
"eval_B": { |
|
"f1-score": 0.8924247665167762, |
|
"precision": 0.8890420399724328, |
|
"recall": 0.8958333333333334, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9599648245857633, |
|
"precision": 0.959121387283237, |
|
"recall": 0.9608097466067541, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9158252380724505, |
|
"precision": 0.9179777436684574, |
|
"recall": 0.913682803399217, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9432835820895522, |
|
"eval_loss": 0.4375981390476227, |
|
"eval_macro avg": { |
|
"f1-score": 0.9227382763916633, |
|
"precision": 0.9220470569747091, |
|
"recall": 0.9234419611131015, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7487, |
|
"eval_samples_per_second": 17.057, |
|
"eval_steps_per_second": 2.316, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9432623895656658, |
|
"precision": 0.9432464129636805, |
|
"recall": 0.9432835820895522, |
|
"support": 33500.0 |
|
}, |
|
"step": 1539 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_B": { |
|
"f1-score": 0.8907273354015857, |
|
"precision": 0.8843258042436687, |
|
"recall": 0.8972222222222223, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9620682542229149, |
|
"precision": 0.9520958083832335, |
|
"recall": 0.972251818223931, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9177252296267345, |
|
"precision": 0.9396698349174587, |
|
"recall": 0.8967822018523823, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9454328358208955, |
|
"eval_loss": 0.44444534182548523, |
|
"eval_macro avg": { |
|
"f1-score": 0.9235069397504118, |
|
"precision": 0.9253638158481202, |
|
"recall": 0.922085414099512, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7631, |
|
"eval_samples_per_second": 17.006, |
|
"eval_steps_per_second": 2.309, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9451388387095264, |
|
"precision": 0.9452980165603072, |
|
"recall": 0.9454328358208955, |
|
"support": 33500.0 |
|
}, |
|
"step": 1620 |
|
}, |
|
{ |
|
"epoch": 21.0, |
|
"eval_B": { |
|
"f1-score": 0.890790825059911, |
|
"precision": 0.8784604996623903, |
|
"recall": 0.9034722222222222, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9615375783600082, |
|
"precision": 0.9533284764593388, |
|
"recall": 0.9698892852179553, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9162201656113005, |
|
"precision": 0.9351695336581486, |
|
"recall": 0.8980234889716414, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9445671641791045, |
|
"eval_loss": 0.4363422691822052, |
|
"eval_macro avg": { |
|
"f1-score": 0.9228495230104065, |
|
"precision": 0.9223195032599593, |
|
"recall": 0.9237949988039397, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7902, |
|
"eval_samples_per_second": 16.91, |
|
"eval_steps_per_second": 2.296, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9443290831818184, |
|
"precision": 0.9444332975177129, |
|
"recall": 0.9445671641791045, |
|
"support": 33500.0 |
|
}, |
|
"step": 1701 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_B": { |
|
"f1-score": 0.8907216494845361, |
|
"precision": 0.8816326530612245, |
|
"recall": 0.9, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.961758728985775, |
|
"precision": 0.9588801399825022, |
|
"recall": 0.9646546532635383, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9186952756663139, |
|
"precision": 0.9258217783380199, |
|
"recall": 0.9116776472834909, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9453134328358209, |
|
"eval_loss": 0.3998025953769684, |
|
"eval_macro avg": { |
|
"f1-score": 0.9237252180455416, |
|
"precision": 0.9221115237939155, |
|
"recall": 0.925444100182343, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7313, |
|
"eval_samples_per_second": 17.12, |
|
"eval_steps_per_second": 2.325, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9452424023858794, |
|
"precision": 0.9452247190072991, |
|
"recall": 0.9453134328358209, |
|
"support": 33500.0 |
|
}, |
|
"step": 1782 |
|
}, |
|
{ |
|
"epoch": 23.0, |
|
"eval_B": { |
|
"f1-score": 0.8938053097345132, |
|
"precision": 0.8765020026702269, |
|
"recall": 0.9118055555555555, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9620159689850926, |
|
"precision": 0.9584770313146641, |
|
"recall": 0.9655811367952934, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.918660748745658, |
|
"precision": 0.9284251584592882, |
|
"recall": 0.9090995894204144, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9456119402985075, |
|
"eval_loss": 0.4420088231563568, |
|
"eval_macro avg": { |
|
"f1-score": 0.9248273424884212, |
|
"precision": 0.9211347308147264, |
|
"recall": 0.9288287605904211, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7375, |
|
"eval_samples_per_second": 17.098, |
|
"eval_steps_per_second": 2.322, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9455299220929005, |
|
"precision": 0.9455583057725045, |
|
"recall": 0.9456119402985075, |
|
"support": 33500.0 |
|
}, |
|
"step": 1863 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_B": { |
|
"f1-score": 0.89482699554642, |
|
"precision": 0.8830290736984449, |
|
"recall": 0.9069444444444444, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.962135833103575, |
|
"precision": 0.9544605005242285, |
|
"recall": 0.969935609394543, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9185192391885975, |
|
"precision": 0.9362356207854026, |
|
"recall": 0.9014608994557434, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.945820895522388, |
|
"eval_loss": 0.4822453558444977, |
|
"eval_macro avg": { |
|
"f1-score": 0.9251606892795309, |
|
"precision": 0.924575065002692, |
|
"recall": 0.9261136510982436, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7345, |
|
"eval_samples_per_second": 17.108, |
|
"eval_steps_per_second": 2.323, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9456068386512209, |
|
"precision": 0.945692428281427, |
|
"recall": 0.945820895522388, |
|
"support": 33500.0 |
|
}, |
|
"step": 1944 |
|
}, |
|
{ |
|
"epoch": 24.69, |
|
"grad_norm": 0.10262901335954666, |
|
"learning_rate": 1.0123456790123458e-05, |
|
"loss": 0.0037, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 25.0, |
|
"eval_B": { |
|
"f1-score": 0.8864342423196411, |
|
"precision": 0.8812628689087165, |
|
"recall": 0.8916666666666667, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9595285234126801, |
|
"precision": 0.9537320946409775, |
|
"recall": 0.9653958400889424, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9129445923058311, |
|
"precision": 0.9255298273155416, |
|
"recall": 0.9006970304592762, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.942, |
|
"eval_loss": 0.46240004897117615, |
|
"eval_macro avg": { |
|
"f1-score": 0.9196357860127174, |
|
"precision": 0.9201749302884119, |
|
"recall": 0.9192531790716284, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7408, |
|
"eval_samples_per_second": 17.086, |
|
"eval_steps_per_second": 2.32, |
|
"eval_weighted avg": { |
|
"f1-score": 0.941823171912501, |
|
"precision": 0.9418002131259403, |
|
"recall": 0.942, |
|
"support": 33500.0 |
|
}, |
|
"step": 2025 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_B": { |
|
"f1-score": 0.892392049348869, |
|
"precision": 0.8809201623815968, |
|
"recall": 0.9041666666666667, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9613188432492171, |
|
"precision": 0.9556420233463035, |
|
"recall": 0.9670635104461018, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9172881355932202, |
|
"precision": 0.9306278864105335, |
|
"recall": 0.904325408192495, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9447462686567164, |
|
"eval_loss": 0.4685353934764862, |
|
"eval_macro avg": { |
|
"f1-score": 0.9236663427304355, |
|
"precision": 0.9223966907128114, |
|
"recall": 0.9251851951017546, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7522, |
|
"eval_samples_per_second": 17.045, |
|
"eval_steps_per_second": 2.315, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9445908377418215, |
|
"precision": 0.9446100073487664, |
|
"recall": 0.9447462686567164, |
|
"support": 33500.0 |
|
}, |
|
"step": 2106 |
|
}, |
|
{ |
|
"epoch": 27.0, |
|
"eval_B": { |
|
"f1-score": 0.8878923766816142, |
|
"precision": 0.882111034955449, |
|
"recall": 0.89375, |
|
"support": 1440.0 |
|
}, |
|
"eval_I": { |
|
"f1-score": 0.9603469923524712, |
|
"precision": 0.9467098748762265, |
|
"recall": 0.9743827303469681, |
|
"support": 21587.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9131848640126133, |
|
"precision": 0.943398147205538, |
|
"recall": 0.8848467487825837, |
|
"support": 10473.0 |
|
}, |
|
"eval_accuracy": 0.9429253731343283, |
|
"eval_loss": 0.5011060833930969, |
|
"eval_macro avg": { |
|
"f1-score": 0.9204747443488995, |
|
"precision": 0.9240730190124045, |
|
"recall": 0.9176598263765173, |
|
"support": 33500.0 |
|
}, |
|
"eval_runtime": 4.7877, |
|
"eval_samples_per_second": 16.918, |
|
"eval_steps_per_second": 2.298, |
|
"eval_weighted avg": { |
|
"f1-score": 0.942488376929505, |
|
"precision": 0.9428977538797776, |
|
"recall": 0.9429253731343283, |
|
"support": 33500.0 |
|
}, |
|
"step": 2187 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 4050, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 50, |
|
"save_steps": 500, |
|
"total_flos": 3870182979066600.0, |
|
"train_batch_size": 4, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|