{ "best_metric": 0.6599026308980849, "best_model_checkpoint": ".exp/lora/lora-roberta-large-no-roller/checkpoint-18544", "epoch": 14.997573208218736, "global_step": 23175, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.15, "learning_rate": 0.0001993097497842968, "loss": 1.2253, "step": 232 }, { "epoch": 0.3, "learning_rate": 0.0003986194995685936, "loss": 0.8585, "step": 464 }, { "epoch": 0.45, "learning_rate": 0.0005979292493528904, "loss": 0.8047, "step": 696 }, { "epoch": 0.6, "learning_rate": 0.0007981018119068161, "loss": 0.7936, "step": 928 }, { "epoch": 0.75, "eval_accuracy": 0.7151125983539839, "eval_b_acc": 0.5608875787610796, "eval_f1": 0.5847679854237596, "eval_f1_anger": 0.5590382138256763, "eval_f1_disgust": 0.376847290640394, "eval_f1_fear": 0.6084425036390102, "eval_f1_joy": 0.7112022832679272, "eval_f1_neutral": 0.8162122328666176, "eval_f1_sadness": 0.6324988190836089, "eval_f1_surprise": 0.3891345546430828, "eval_loss": 0.7810666561126709, "eval_micro_f1": 0.7151125983539839, "eval_prec": 0.6487886243372791, "eval_prec_anger": 0.5064177362893816, "eval_prec_disgust": 0.6071428571428571, "eval_prec_fear": 0.8053949903660886, "eval_prec_joy": 0.6198694029850746, "eval_prec_neutral": 0.8561269710398846, "eval_prec_sadness": 0.6748991935483871, "eval_prec_surprise": 0.47166921898928027, "eval_recall": 0.5608875787610796, "eval_recall_anger": 0.6238620028749401, "eval_recall_disgust": 0.2732142857142857, "eval_recall_fear": 0.4888888888888889, "eval_recall_joy": 0.8341004184100418, "eval_recall_neutral": 0.7798535486293654, "eval_recall_sadness": 0.5951111111111111, "eval_recall_surprise": 0.3311827956989247, "eval_runtime": 56.4382, "eval_samples_per_second": 391.827, "eval_steps_per_second": 24.505, "step": 1159 }, { "epoch": 0.75, "learning_rate": 0.000997411561691113, "loss": 0.7815, "step": 1160 }, { "epoch": 0.9, "learning_rate": 0.0009895984738372094, "loss": 0.7825, "step": 1392 }, { "epoch": 1.05, "learning_rate": 0.0009790606831395349, "loss": 0.7583, "step": 1624 }, { "epoch": 1.2, "learning_rate": 0.0009685683139534885, "loss": 0.7534, "step": 1856 }, { "epoch": 1.35, "learning_rate": 0.000958030523255814, "loss": 0.7404, "step": 2088 }, { "epoch": 1.5, "eval_accuracy": 0.7384914533779506, "eval_b_acc": 0.5694366063947011, "eval_f1": 0.6007617462780054, "eval_f1_anger": 0.5731575534903826, "eval_f1_disgust": 0.3873417721518987, "eval_f1_fear": 0.6370656370656371, "eval_f1_joy": 0.7357275406615, "eval_f1_neutral": 0.8367184035476719, "eval_f1_sadness": 0.6255825996892802, "eval_f1_surprise": 0.4097387173396675, "eval_loss": 0.7121325731277466, "eval_micro_f1": 0.7384914533779506, "eval_prec": 0.6663565165984385, "eval_prec_anger": 0.5220472440944882, "eval_prec_disgust": 0.6652173913043479, "eval_prec_fear": 0.7081545064377682, "eval_prec_joy": 0.7692307692307693, "eval_prec_neutral": 0.792906370818625, "eval_prec_sadness": 0.749379652605459, "eval_prec_surprise": 0.45755968169761274, "eval_recall": 0.5694366063947011, "eval_recall_anger": 0.635361763296598, "eval_recall_disgust": 0.2732142857142857, "eval_recall_fear": 0.5789473684210527, "eval_recall_joy": 0.7050209205020921, "eval_recall_neutral": 0.8856552760045062, "eval_recall_sadness": 0.5368888888888889, "eval_recall_surprise": 0.3709677419354839, "eval_runtime": 56.0841, "eval_samples_per_second": 394.3, "eval_steps_per_second": 24.659, "step": 2318 }, { "epoch": 1.5, "learning_rate": 0.0009474927325581396, "loss": 0.7446, "step": 2320 }, { "epoch": 1.65, "learning_rate": 0.0009370003633720931, "loss": 0.8041, "step": 2552 }, { "epoch": 1.8, "learning_rate": 0.0009264625726744186, "loss": 0.7737, "step": 2784 }, { "epoch": 1.95, "learning_rate": 0.0009159247819767442, "loss": 0.7255, "step": 3016 }, { "epoch": 2.1, "learning_rate": 0.0009053869912790698, "loss": 0.713, "step": 3248 }, { "epoch": 2.25, "eval_accuracy": 0.7460432305326942, "eval_b_acc": 0.6190714329338819, "eval_f1": 0.626920477568903, "eval_f1_anger": 0.5916555703506436, "eval_f1_disgust": 0.4567699836867863, "eval_f1_fear": 0.640675763482781, "eval_f1_joy": 0.7454035525085696, "eval_f1_neutral": 0.8395222989363688, "eval_f1_sadness": 0.6792540792540793, "eval_f1_surprise": 0.43516209476309226, "eval_loss": 0.7057798504829407, "eval_micro_f1": 0.7460432305326943, "eval_prec": 0.6426986606579812, "eval_prec_anger": 0.5510541546093427, "eval_prec_disgust": 0.42042042042042044, "eval_prec_fear": 0.7207602339181286, "eval_prec_joy": 0.7402517020837631, "eval_prec_neutral": 0.8343842729970327, "eval_prec_sadness": 0.7142156862745098, "eval_prec_surprise": 0.5178041543026706, "eval_recall": 0.6190714329338819, "eval_recall_anger": 0.6387158600862483, "eval_recall_disgust": 0.5, "eval_recall_fear": 0.5766081871345029, "eval_recall_joy": 0.7506276150627615, "eval_recall_neutral": 0.844723995493804, "eval_recall_sadness": 0.6475555555555556, "eval_recall_surprise": 0.37526881720430105, "eval_runtime": 56.1029, "eval_samples_per_second": 394.169, "eval_steps_per_second": 24.651, "step": 3477 }, { "epoch": 2.25, "learning_rate": 0.0008948492005813954, "loss": 0.7065, "step": 3480 }, { "epoch": 2.4, "learning_rate": 0.000884311409883721, "loss": 0.7362, "step": 3712 }, { "epoch": 2.55, "learning_rate": 0.0008737736191860465, "loss": 0.7668, "step": 3944 }, { "epoch": 2.7, "learning_rate": 0.0008632358284883722, "loss": 0.7673, "step": 4176 }, { "epoch": 2.85, "learning_rate": 0.0008526980377906977, "loss": 0.7173, "step": 4408 }, { "epoch": 3.0, "eval_accuracy": 0.748213801211902, "eval_b_acc": 0.5962828887378715, "eval_f1": 0.6210935912815152, "eval_f1_anger": 0.5256290773532153, "eval_f1_disgust": 0.5043069694596711, "eval_f1_fear": 0.6573780873970868, "eval_f1_joy": 0.7350898692810458, "eval_f1_neutral": 0.838420659668848, "eval_f1_sadness": 0.6803977272727273, "eval_f1_surprise": 0.4064327485380117, "eval_loss": 0.6973233222961426, "eval_micro_f1": 0.748213801211902, "eval_prec": 0.6831105248010303, "eval_prec_anger": 0.7473498233215548, "eval_prec_disgust": 0.4490934449093445, "eval_prec_fear": 0.7168508287292817, "eval_prec_joy": 0.7180766161213089, "eval_prec_neutral": 0.7877362383428241, "eval_prec_sadness": 0.7279635258358662, "eval_prec_surprise": 0.634703196347032, "eval_recall": 0.5962828887378715, "eval_recall_anger": 0.40536655486344036, "eval_recall_disgust": 0.575, "eval_recall_fear": 0.6070175438596491, "eval_recall_joy": 0.752928870292887, "eval_recall_neutral": 0.8960758542996621, "eval_recall_sadness": 0.6386666666666667, "eval_recall_surprise": 0.2989247311827957, "eval_runtime": 56.127, "eval_samples_per_second": 393.999, "eval_steps_per_second": 24.641, "step": 4636 }, { "epoch": 3.0, "learning_rate": 0.0008421602470930233, "loss": 0.7184, "step": 4640 }, { "epoch": 3.15, "learning_rate": 0.0008316224563953489, "loss": 0.7007, "step": 4872 }, { "epoch": 3.3, "learning_rate": 0.0008210846656976745, "loss": 0.7004, "step": 5104 }, { "epoch": 3.45, "learning_rate": 0.0008105468750000001, "loss": 0.6998, "step": 5336 }, { "epoch": 3.6, "learning_rate": 0.0008000090843023255, "loss": 0.6988, "step": 5568 }, { "epoch": 3.75, "eval_accuracy": 0.7445057429682554, "eval_b_acc": 0.5999589719177421, "eval_f1": 0.6211744055829362, "eval_f1_anger": 0.6095856215676485, "eval_f1_disgust": 0.4340723453908985, "eval_f1_fear": 0.6228915662650603, "eval_f1_joy": 0.7373101148573548, "eval_f1_neutral": 0.8331185874492961, "eval_f1_sadness": 0.6804733727810651, "eval_f1_surprise": 0.4307692307692308, "eval_loss": 0.6958187818527222, "eval_micro_f1": 0.7445057429682554, "eval_prec": 0.663456251711611, "eval_prec_anger": 0.6362688900468995, "eval_prec_disgust": 0.6262626262626263, "eval_prec_fear": 0.6422360248447205, "eval_prec_joy": 0.6615691489361702, "eval_prec_neutral": 0.8472289624381248, "eval_prec_sadness": 0.6972947761194029, "eval_prec_surprise": 0.5333333333333333, "eval_recall": 0.5999589719177421, "eval_recall_anger": 0.5850503114518447, "eval_recall_disgust": 0.33214285714285713, "eval_recall_fear": 0.6046783625730994, "eval_recall_joy": 0.8326359832635983, "eval_recall_neutral": 0.8194705219677056, "eval_recall_sadness": 0.6644444444444444, "eval_recall_surprise": 0.36129032258064514, "eval_runtime": 56.0148, "eval_samples_per_second": 394.789, "eval_steps_per_second": 24.69, "step": 5795 }, { "epoch": 3.75, "learning_rate": 0.0007894712936046511, "loss": 0.6905, "step": 5800 }, { "epoch": 3.9, "learning_rate": 0.0007789335029069767, "loss": 0.6874, "step": 6032 }, { "epoch": 4.05, "learning_rate": 0.0007683957122093023, "loss": 0.6806, "step": 6264 }, { "epoch": 4.2, "learning_rate": 0.0007578579215116279, "loss": 0.6675, "step": 6496 }, { "epoch": 4.35, "learning_rate": 0.0007473201308139535, "loss": 0.661, "step": 6728 }, { "epoch": 4.5, "eval_accuracy": 0.7542733110246902, "eval_b_acc": 0.608132558469346, "eval_f1": 0.6333487463713535, "eval_f1_anger": 0.6156993096394784, "eval_f1_disgust": 0.4106463878326997, "eval_f1_fear": 0.6582781456953642, "eval_f1_joy": 0.7460507898420317, "eval_f1_neutral": 0.8415254632871213, "eval_f1_sadness": 0.6814723421756118, "eval_f1_surprise": 0.4797687861271676, "eval_loss": 0.6763387322425842, "eval_micro_f1": 0.7542733110246903, "eval_prec": 0.6900758491310965, "eval_prec_anger": 0.6600877192982456, "eval_prec_disgust": 0.7074235807860262, "eval_prec_fear": 0.7587786259541984, "eval_prec_joy": 0.7144772117962467, "eval_prec_neutral": 0.8368767988116238, "eval_prec_sadness": 0.6341370072713356, "eval_prec_surprise": 0.51875, "eval_recall": 0.608132558469346, "eval_recall_anger": 0.5769046478198371, "eval_recall_disgust": 0.2892857142857143, "eval_recall_fear": 0.5812865497076023, "eval_recall_joy": 0.7805439330543933, "eval_recall_neutral": 0.8462260608336463, "eval_recall_sadness": 0.7364444444444445, "eval_recall_surprise": 0.44623655913978494, "eval_runtime": 56.0547, "eval_samples_per_second": 394.508, "eval_steps_per_second": 24.672, "step": 6954 }, { "epoch": 4.5, "learning_rate": 0.000736827761627907, "loss": 0.6799, "step": 6960 }, { "epoch": 4.65, "learning_rate": 0.0007262899709302326, "loss": 0.6697, "step": 7192 }, { "epoch": 4.8, "learning_rate": 0.0007157521802325582, "loss": 0.6735, "step": 7424 }, { "epoch": 4.95, "learning_rate": 0.0007052143895348837, "loss": 0.6784, "step": 7656 }, { "epoch": 5.1, "learning_rate": 0.0006946765988372094, "loss": 0.6632, "step": 7888 }, { "epoch": 5.25, "eval_accuracy": 0.7542733110246902, "eval_b_acc": 0.6177156484929304, "eval_f1": 0.6385739358409929, "eval_f1_anger": 0.6169852407452213, "eval_f1_disgust": 0.4698581560283688, "eval_f1_fear": 0.6753585397653195, "eval_f1_joy": 0.7463021524023257, "eval_f1_neutral": 0.8425508671309573, "eval_f1_sadness": 0.670199343931365, "eval_f1_surprise": 0.44876325088339225, "eval_loss": 0.6744649410247803, "eval_micro_f1": 0.7542733110246903, "eval_prec": 0.6671415982006162, "eval_prec_anger": 0.6231671554252199, "eval_prec_disgust": 0.4665492957746479, "eval_prec_fear": 0.7628865979381443, "eval_prec_joy": 0.7282500497710531, "eval_prec_neutral": 0.8177962357515243, "eval_prec_sadness": 0.7752481027437245, "eval_prec_surprise": 0.49609375, "eval_recall": 0.6177156484929304, "eval_recall_anger": 0.610924772400575, "eval_recall_disgust": 0.4732142857142857, "eval_recall_fear": 0.6058479532163743, "eval_recall_joy": 0.7652719665271966, "eval_recall_neutral": 0.8688509200150206, "eval_recall_sadness": 0.5902222222222222, "eval_recall_surprise": 0.4096774193548387, "eval_runtime": 56.0695, "eval_samples_per_second": 394.403, "eval_steps_per_second": 24.666, "step": 8113 }, { "epoch": 5.25, "learning_rate": 0.0006841388081395349, "loss": 0.6602, "step": 8120 }, { "epoch": 5.4, "learning_rate": 0.0006736464389534884, "loss": 0.6574, "step": 8352 }, { "epoch": 5.56, "learning_rate": 0.000663108648255814, "loss": 0.653, "step": 8584 }, { "epoch": 5.71, "learning_rate": 0.0006525708575581395, "loss": 0.6498, "step": 8816 }, { "epoch": 5.86, "learning_rate": 0.0006420330668604652, "loss": 0.6427, "step": 9048 }, { "epoch": 6.0, "eval_accuracy": 0.75142443700823, "eval_b_acc": 0.6305765766002346, "eval_f1": 0.6403003135406875, "eval_f1_anger": 0.6199337241906704, "eval_f1_disgust": 0.4776386404293381, "eval_f1_fear": 0.6750629722921915, "eval_f1_joy": 0.7306289881494986, "eval_f1_neutral": 0.8441443042473787, "eval_f1_sadness": 0.6788177339901477, "eval_f1_surprise": 0.4558758314855876, "eval_loss": 0.6728894710540771, "eval_micro_f1": 0.75142443700823, "eval_prec": 0.6606971877116719, "eval_prec_anger": 0.6623093681917211, "eval_prec_disgust": 0.478494623655914, "eval_prec_fear": 0.7312414733969986, "eval_prec_joy": 0.8023023023023023, "eval_prec_neutral": 0.8012820512820513, "eval_prec_sadness": 0.7613259668508288, "eval_prec_surprise": 0.3879245283018868, "eval_recall": 0.6305765766002346, "eval_recall_anger": 0.582654528030666, "eval_recall_disgust": 0.4767857142857143, "eval_recall_fear": 0.6269005847953216, "eval_recall_joy": 0.6707112970711298, "eval_recall_neutral": 0.8918512955313556, "eval_recall_sadness": 0.6124444444444445, "eval_recall_surprise": 0.5526881720430108, "eval_runtime": 56.4508, "eval_samples_per_second": 391.739, "eval_steps_per_second": 24.499, "step": 9272 }, { "epoch": 6.01, "learning_rate": 0.0006314952761627907, "loss": 0.656, "step": 9280 }, { "epoch": 6.16, "learning_rate": 0.0006209574854651163, "loss": 0.627, "step": 9512 }, { "epoch": 6.31, "learning_rate": 0.0006104196947674419, "loss": 0.646, "step": 9744 }, { "epoch": 6.46, "learning_rate": 0.0005998819040697675, "loss": 0.6438, "step": 9976 }, { "epoch": 6.61, "learning_rate": 0.0005893441133720931, "loss": 0.6363, "step": 10208 }, { "epoch": 6.75, "eval_accuracy": 0.7578909288233698, "eval_b_acc": 0.6367461440021368, "eval_f1": 0.6474798485755483, "eval_f1_anger": 0.627286753361252, "eval_f1_disgust": 0.47420634920634924, "eval_f1_fear": 0.6633416458852867, "eval_f1_joy": 0.7608476286579212, "eval_f1_neutral": 0.8410081485692629, "eval_f1_sadness": 0.6988062442607897, "eval_f1_surprise": 0.46686217008797654, "eval_loss": 0.658396303653717, "eval_micro_f1": 0.7578909288233697, "eval_prec": 0.663515380429498, "eval_prec_anger": 0.5808163265306122, "eval_prec_disgust": 0.5334821428571429, "eval_prec_fear": 0.7102803738317757, "eval_prec_joy": 0.7348927875243665, "eval_prec_neutral": 0.8488905891354246, "eval_prec_sadness": 0.7226970560303894, "eval_prec_surprise": 0.5135483870967742, "eval_recall": 0.6367461440021368, "eval_recall_anger": 0.6818399616674653, "eval_recall_disgust": 0.42678571428571427, "eval_recall_fear": 0.6222222222222222, "eval_recall_joy": 0.7887029288702929, "eval_recall_neutral": 0.8332707472775066, "eval_recall_sadness": 0.6764444444444444, "eval_recall_surprise": 0.42795698924731185, "eval_runtime": 55.941, "eval_samples_per_second": 395.309, "eval_steps_per_second": 24.722, "step": 10431 }, { "epoch": 6.76, "learning_rate": 0.0005788063226744186, "loss": 0.6369, "step": 10440 }, { "epoch": 6.91, "learning_rate": 0.0005682685319767443, "loss": 0.6358, "step": 10672 }, { "epoch": 7.06, "learning_rate": 0.0005577307412790698, "loss": 0.6334, "step": 10904 }, { "epoch": 7.21, "learning_rate": 0.0005471929505813954, "loss": 0.6179, "step": 11136 }, { "epoch": 7.36, "learning_rate": 0.000536655159883721, "loss": 0.6134, "step": 11368 }, { "epoch": 7.5, "eval_accuracy": 0.7634077959663561, "eval_b_acc": 0.635084721240985, "eval_f1": 0.6537551153465847, "eval_f1_anger": 0.6306132303235152, "eval_f1_disgust": 0.48577235772357713, "eval_f1_fear": 0.6887914840325611, "eval_f1_joy": 0.7543015923907236, "eval_f1_neutral": 0.8475751631005065, "eval_f1_sadness": 0.6944444444444444, "eval_f1_surprise": 0.4747875354107649, "eval_loss": 0.6490016579627991, "eval_micro_f1": 0.7634077959663561, "eval_prec": 0.6768287307705253, "eval_prec_anger": 0.6355231143552311, "eval_prec_disgust": 0.5636792452830188, "eval_prec_fear": 0.7412398921832885, "eval_prec_joy": 0.771029058335154, "eval_prec_neutral": 0.82444306381468, "eval_prec_sadness": 0.7000903342366757, "eval_prec_surprise": 0.5017964071856288, "eval_recall": 0.635084721240985, "eval_recall_anger": 0.6257786296118831, "eval_recall_disgust": 0.42678571428571427, "eval_recall_fear": 0.6432748538011696, "eval_recall_joy": 0.7382845188284519, "eval_recall_neutral": 0.8720428088621855, "eval_recall_sadness": 0.6888888888888889, "eval_recall_surprise": 0.4505376344086022, "eval_runtime": 56.0262, "eval_samples_per_second": 394.708, "eval_steps_per_second": 24.685, "step": 11590 }, { "epoch": 7.51, "learning_rate": 0.0005261173691860464, "loss": 0.6153, "step": 11600 }, { "epoch": 7.66, "learning_rate": 0.0005155795784883721, "loss": 0.6253, "step": 11832 }, { "epoch": 7.81, "learning_rate": 0.0005050417877906976, "loss": 0.6252, "step": 12064 }, { "epoch": 7.96, "learning_rate": 0.0004945039970930233, "loss": 0.6225, "step": 12296 }, { "epoch": 8.11, "learning_rate": 0.00048396620639534884, "loss": 0.6045, "step": 12528 }, { "epoch": 8.25, "eval_accuracy": 0.7612372252871484, "eval_b_acc": 0.652548308537905, "eval_f1": 0.6555027527583773, "eval_f1_anger": 0.6239253254728567, "eval_f1_disgust": 0.5019011406844106, "eval_f1_fear": 0.6824887748556767, "eval_f1_joy": 0.7568754574924187, "eval_f1_neutral": 0.846870961786967, "eval_f1_sadness": 0.6986857825567503, "eval_f1_surprise": 0.4777718264595608, "eval_loss": 0.6494194269180298, "eval_micro_f1": 0.7612372252871484, "eval_prec": 0.6648498812409536, "eval_prec_anger": 0.6401209677419355, "eval_prec_disgust": 0.4370860927152318, "eval_prec_fear": 0.7556818181818182, "eval_prec_joy": 0.7566380932469161, "eval_prec_neutral": 0.8328794480755265, "eval_prec_sadness": 0.7555555555555555, "eval_prec_surprise": 0.4759871931696905, "eval_recall": 0.652548308537905, "eval_recall_anger": 0.6085289889793962, "eval_recall_disgust": 0.5892857142857143, "eval_recall_fear": 0.6222222222222222, "eval_recall_joy": 0.757112970711297, "eval_recall_neutral": 0.8613405933158093, "eval_recall_sadness": 0.6497777777777778, "eval_recall_surprise": 0.47956989247311826, "eval_runtime": 56.4204, "eval_samples_per_second": 391.95, "eval_steps_per_second": 24.512, "step": 12749 }, { "epoch": 8.26, "learning_rate": 0.00047342841569767444, "loss": 0.5995, "step": 12760 }, { "epoch": 8.41, "learning_rate": 0.00046289062500000003, "loss": 0.6077, "step": 12992 }, { "epoch": 8.56, "learning_rate": 0.0004523528343023256, "loss": 0.6048, "step": 13224 }, { "epoch": 8.71, "learning_rate": 0.00044181504360465116, "loss": 0.6098, "step": 13456 }, { "epoch": 8.86, "learning_rate": 0.00043127725290697676, "loss": 0.6139, "step": 13688 }, { "epoch": 9.0, "eval_accuracy": 0.7561273401465135, "eval_b_acc": 0.6387964114128805, "eval_f1": 0.6499473605201531, "eval_f1_anger": 0.63791289711761, "eval_f1_disgust": 0.48, "eval_f1_fear": 0.6700443318556049, "eval_f1_joy": 0.7569511958001167, "eval_f1_neutral": 0.8374455732946299, "eval_f1_sadness": 0.6991417304569705, "eval_f1_surprise": 0.46813579511614056, "eval_loss": 0.6584597229957581, "eval_micro_f1": 0.7561273401465135, "eval_prec": 0.6729729046510193, "eval_prec_anger": 0.568642160540135, "eval_prec_disgust": 0.5846153846153846, "eval_prec_fear": 0.7306629834254144, "eval_prec_joy": 0.7070468579731203, "eval_prec_neutral": 0.8639448991814733, "eval_prec_sadness": 0.7311984473556526, "eval_prec_surprise": 0.5246995994659546, "eval_recall": 0.6387964114128805, "eval_recall_anger": 0.7264015333013896, "eval_recall_disgust": 0.40714285714285714, "eval_recall_fear": 0.6187134502923977, "eval_recall_joy": 0.8144351464435147, "eval_recall_neutral": 0.812523469770935, "eval_recall_sadness": 0.6697777777777778, "eval_recall_surprise": 0.42258064516129035, "eval_runtime": 56.0752, "eval_samples_per_second": 394.363, "eval_steps_per_second": 24.663, "step": 13908 }, { "epoch": 9.01, "learning_rate": 0.0004207394622093023, "loss": 0.6008, "step": 13920 }, { "epoch": 9.16, "learning_rate": 0.0004102016715116279, "loss": 0.5747, "step": 14152 }, { "epoch": 9.31, "learning_rate": 0.0003997093023255814, "loss": 0.5784, "step": 14384 }, { "epoch": 9.46, "learning_rate": 0.000389171511627907, "loss": 0.5861, "step": 14616 }, { "epoch": 9.61, "learning_rate": 0.0003786337209302326, "loss": 0.5942, "step": 14848 }, { "epoch": 9.75, "eval_accuracy": 0.7660757890928823, "eval_b_acc": 0.6435975553792159, "eval_f1": 0.6605178711530704, "eval_f1_anger": 0.6503480799461037, "eval_f1_disgust": 0.4919678714859438, "eval_f1_fear": 0.6890862944162437, "eval_f1_joy": 0.7607211979219721, "eval_f1_neutral": 0.8455292141123762, "eval_f1_sadness": 0.7070992007522332, "eval_f1_surprise": 0.47887323943661975, "eval_loss": 0.6422432065010071, "eval_micro_f1": 0.7660757890928823, "eval_prec": 0.6838085930410494, "eval_prec_anger": 0.6120033812341504, "eval_prec_disgust": 0.5619266055045872, "eval_prec_fear": 0.753120665742025, "eval_prec_joy": 0.7413142743696645, "eval_prec_neutral": 0.8406644394951744, "eval_prec_sadness": 0.7504990019960079, "eval_prec_surprise": 0.5271317829457365, "eval_recall": 0.6435975553792159, "eval_recall_anger": 0.6938188787733589, "eval_recall_disgust": 0.4375, "eval_recall_fear": 0.6350877192982456, "eval_recall_joy": 0.7811715481171548, "eval_recall_neutral": 0.8504506196019527, "eval_recall_sadness": 0.6684444444444444, "eval_recall_surprise": 0.43870967741935485, "eval_runtime": 56.0549, "eval_samples_per_second": 394.506, "eval_steps_per_second": 24.672, "step": 15067 }, { "epoch": 9.76, "learning_rate": 0.00036809593023255817, "loss": 0.584, "step": 15080 }, { "epoch": 9.91, "learning_rate": 0.00035755813953488376, "loss": 0.5916, "step": 15312 }, { "epoch": 10.06, "learning_rate": 0.0003470203488372093, "loss": 0.578, "step": 15544 }, { "epoch": 10.21, "learning_rate": 0.0003364825581395349, "loss": 0.5671, "step": 15776 }, { "epoch": 10.36, "learning_rate": 0.0003259447674418605, "loss": 0.5798, "step": 16008 }, { "epoch": 10.5, "eval_accuracy": 0.7614181061770824, "eval_b_acc": 0.6358205520515465, "eval_f1": 0.6494513520201605, "eval_f1_anger": 0.6408716922392707, "eval_f1_disgust": 0.43099273607748184, "eval_f1_fear": 0.6889428918590523, "eval_f1_joy": 0.7588158027685157, "eval_f1_neutral": 0.8438946076116726, "eval_f1_sadness": 0.6985446985446987, "eval_f1_surprise": 0.4840970350404312, "eval_loss": 0.6553025245666504, "eval_micro_f1": 0.7614181061770824, "eval_prec": 0.6827663455650473, "eval_prec_anger": 0.5979253112033195, "eval_prec_disgust": 0.6691729323308271, "eval_prec_fear": 0.7168141592920354, "eval_prec_joy": 0.7338284150869651, "eval_prec_neutral": 0.8489454683640509, "eval_prec_sadness": 0.7272727272727273, "eval_prec_surprise": 0.4854054054054054, "eval_recall": 0.6358205520515465, "eval_recall_anger": 0.6904647819837086, "eval_recall_disgust": 0.31785714285714284, "eval_recall_fear": 0.6631578947368421, "eval_recall_joy": 0.7855648535564853, "eval_recall_neutral": 0.8389034923019152, "eval_recall_sadness": 0.672, "eval_recall_surprise": 0.4827956989247312, "eval_runtime": 56.4554, "eval_samples_per_second": 391.708, "eval_steps_per_second": 24.497, "step": 16226 }, { "epoch": 10.51, "learning_rate": 0.0003154069767441861, "loss": 0.5624, "step": 16240 }, { "epoch": 10.66, "learning_rate": 0.0003048691860465116, "loss": 0.5667, "step": 16472 }, { "epoch": 10.81, "learning_rate": 0.0002943313953488372, "loss": 0.5613, "step": 16704 }, { "epoch": 10.96, "learning_rate": 0.00028379360465116276, "loss": 0.5675, "step": 16936 }, { "epoch": 11.11, "learning_rate": 0.00027325581395348835, "loss": 0.5513, "step": 17168 }, { "epoch": 11.25, "eval_accuracy": 0.7612372252871484, "eval_b_acc": 0.6499251376052093, "eval_f1": 0.655028014245718, "eval_f1_anger": 0.6530223702998573, "eval_f1_disgust": 0.4823529411764706, "eval_f1_fear": 0.6685616827743036, "eval_f1_joy": 0.7561095298851702, "eval_f1_neutral": 0.8428858482441872, "eval_f1_sadness": 0.6970917225950782, "eval_f1_surprise": 0.4851720047449585, "eval_loss": 0.6538241505622864, "eval_micro_f1": 0.7612372252871484, "eval_prec": 0.6640418571067893, "eval_prec_anger": 0.6486997635933807, "eval_prec_disgust": 0.5347826086956522, "eval_prec_fear": 0.6504424778761062, "eval_prec_joy": 0.7121464226289518, "eval_prec_neutral": 0.8594146341463414, "eval_prec_sadness": 0.7018018018018019, "eval_prec_surprise": 0.541005291005291, "eval_recall": 0.6499251376052093, "eval_recall_anger": 0.6574029707714423, "eval_recall_disgust": 0.4392857142857143, "eval_recall_fear": 0.6877192982456141, "eval_recall_joy": 0.8058577405857741, "eval_recall_neutral": 0.826980848666917, "eval_recall_sadness": 0.6924444444444444, "eval_recall_surprise": 0.4397849462365591, "eval_runtime": 56.1197, "eval_samples_per_second": 394.05, "eval_steps_per_second": 24.644, "step": 17385 }, { "epoch": 11.26, "learning_rate": 0.00026276344476744185, "loss": 0.5456, "step": 17400 }, { "epoch": 11.41, "learning_rate": 0.00025222565406976744, "loss": 0.5495, "step": 17632 }, { "epoch": 11.56, "learning_rate": 0.00024168786337209303, "loss": 0.5578, "step": 17864 }, { "epoch": 11.71, "learning_rate": 0.00023115007267441863, "loss": 0.5475, "step": 18096 }, { "epoch": 11.86, "learning_rate": 0.0002206122819767442, "loss": 0.5544, "step": 18328 }, { "epoch": 12.0, "eval_accuracy": 0.7692864248892105, "eval_b_acc": 0.6473316796627765, "eval_f1": 0.6599026308980849, "eval_f1_anger": 0.6526917579799905, "eval_f1_disgust": 0.4974271012006861, "eval_f1_fear": 0.6937537901758642, "eval_f1_joy": 0.7607195147458691, "eval_f1_neutral": 0.8510657804263121, "eval_f1_sadness": 0.7018284106891702, "eval_f1_surprise": 0.4618320610687023, "eval_loss": 0.6492074131965637, "eval_micro_f1": 0.7692864248892105, "eval_prec": 0.6782942019153151, "eval_prec_anger": 0.6489815253434391, "eval_prec_disgust": 0.47854785478547857, "eval_prec_fear": 0.7204030226700252, "eval_prec_joy": 0.76056043496445, "eval_prec_neutral": 0.8315864910866254, "eval_prec_sadness": 0.7425595238095238, "eval_prec_surprise": 0.5654205607476636, "eval_recall": 0.6473316796627765, "eval_recall_anger": 0.6564446574029708, "eval_recall_disgust": 0.5178571428571429, "eval_recall_fear": 0.6690058479532164, "eval_recall_joy": 0.7608786610878661, "eval_recall_neutral": 0.8714795343597447, "eval_recall_sadness": 0.6653333333333333, "eval_recall_surprise": 0.3903225806451613, "eval_runtime": 56.0752, "eval_samples_per_second": 394.363, "eval_steps_per_second": 24.663, "step": 18544 }, { "epoch": 12.01, "learning_rate": 0.00021007449127906976, "loss": 0.5492, "step": 18560 }, { "epoch": 12.16, "learning_rate": 0.00019953670058139535, "loss": 0.5325, "step": 18792 }, { "epoch": 12.31, "learning_rate": 0.00018899890988372092, "loss": 0.5335, "step": 19024 }, { "epoch": 12.46, "learning_rate": 0.00017846111918604651, "loss": 0.5342, "step": 19256 }, { "epoch": 12.61, "learning_rate": 0.00016796875000000001, "loss": 0.5229, "step": 19488 }, { "epoch": 12.75, "eval_accuracy": 0.7700551686714299, "eval_b_acc": 0.6449320699710849, "eval_f1": 0.6612081678146966, "eval_f1_anger": 0.6615310544053924, "eval_f1_disgust": 0.48046875, "eval_f1_fear": 0.6843769765970904, "eval_f1_joy": 0.7624681285058644, "eval_f1_neutral": 0.8504032446039811, "eval_f1_sadness": 0.7066578773895847, "eval_f1_surprise": 0.48255114320096265, "eval_loss": 0.6428395509719849, "eval_micro_f1": 0.7700551686714299, "eval_prec": 0.6821742308604415, "eval_prec_anger": 0.6647314949201741, "eval_prec_disgust": 0.5301724137931034, "eval_prec_fear": 0.7451790633608816, "eval_prec_joy": 0.7438805970149254, "eval_prec_neutral": 0.8446152421520511, "eval_prec_sadness": 0.6988265971316818, "eval_prec_surprise": 0.5478142076502732, "eval_recall": 0.6449320699710849, "eval_recall_anger": 0.6583612841399138, "eval_recall_disgust": 0.4392857142857143, "eval_recall_fear": 0.632748538011696, "eval_recall_joy": 0.7820083682008369, "eval_recall_neutral": 0.8562711227938415, "eval_recall_sadness": 0.7146666666666667, "eval_recall_surprise": 0.4311827956989247, "eval_runtime": 56.2641, "eval_samples_per_second": 393.039, "eval_steps_per_second": 24.58, "step": 19703 }, { "epoch": 12.76, "learning_rate": 0.0001574309593023256, "loss": 0.5282, "step": 19720 }, { "epoch": 12.91, "learning_rate": 0.00014689316860465115, "loss": 0.5382, "step": 19952 }, { "epoch": 13.06, "learning_rate": 0.00013635537790697674, "loss": 0.5309, "step": 20184 }, { "epoch": 13.21, "learning_rate": 0.00012581758720930233, "loss": 0.5091, "step": 20416 }, { "epoch": 13.36, "learning_rate": 0.00011527979651162791, "loss": 0.5222, "step": 20648 }, { "epoch": 13.5, "eval_accuracy": 0.7656235868680474, "eval_b_acc": 0.6486004046928688, "eval_f1": 0.6586089996935094, "eval_f1_anger": 0.6556036556036556, "eval_f1_disgust": 0.4864359214218896, "eval_f1_fear": 0.6754883427851291, "eval_f1_joy": 0.7605747824327059, "eval_f1_neutral": 0.8472235272009772, "eval_f1_sadness": 0.705244122965642, "eval_f1_surprise": 0.47969264544456647, "eval_loss": 0.6564837098121643, "eval_micro_f1": 0.7656235868680473, "eval_prec": 0.670454025124884, "eval_prec_anger": 0.6581361661033317, "eval_prec_disgust": 0.5108055009823183, "eval_prec_fear": 0.73224043715847, "eval_prec_joy": 0.7365738925911407, "eval_prec_neutral": 0.8479405679894677, "eval_prec_sadness": 0.7175712971481141, "eval_prec_surprise": 0.4899103139013453, "eval_recall": 0.6486004046928688, "eval_recall_anger": 0.6530905606133206, "eval_recall_disgust": 0.4642857142857143, "eval_recall_fear": 0.6269005847953216, "eval_recall_joy": 0.7861924686192469, "eval_recall_neutral": 0.8465076980848667, "eval_recall_sadness": 0.6933333333333334, "eval_recall_surprise": 0.4698924731182796, "eval_runtime": 56.2079, "eval_samples_per_second": 393.433, "eval_steps_per_second": 24.605, "step": 20862 }, { "epoch": 13.51, "learning_rate": 0.00010474200581395349, "loss": 0.5138, "step": 20880 }, { "epoch": 13.66, "learning_rate": 9.420421511627906e-05, "loss": 0.5072, "step": 21112 }, { "epoch": 13.81, "learning_rate": 8.366642441860465e-05, "loss": 0.5158, "step": 21344 }, { "epoch": 13.96, "learning_rate": 7.312863372093023e-05, "loss": 0.5226, "step": 21576 }, { "epoch": 14.11, "learning_rate": 6.263626453488372e-05, "loss": 0.4972, "step": 21808 }, { "epoch": 14.25, "eval_accuracy": 0.7672062946549697, "eval_b_acc": 0.6502239168708824, "eval_f1": 0.6595929877662392, "eval_f1_anger": 0.6547147846332945, "eval_f1_disgust": 0.4893617021276596, "eval_f1_fear": 0.68, "eval_f1_joy": 0.7619244697361615, "eval_f1_neutral": 0.8486122792262405, "eval_f1_sadness": 0.7050711743772242, "eval_f1_surprise": 0.47746650426309384, "eval_loss": 0.6573865413665771, "eval_micro_f1": 0.7672062946549697, "eval_prec": 0.6725190183062367, "eval_prec_anger": 0.6367753623188406, "eval_prec_disgust": 0.4859154929577465, "eval_prec_fear": 0.7302013422818792, "eval_prec_joy": 0.7537359263050154, "eval_prec_neutral": 0.8447441860465116, "eval_prec_sadness": 0.7056990204808549, "eval_prec_surprise": 0.550561797752809, "eval_recall": 0.6502239168708824, "eval_recall_anger": 0.6736942980354576, "eval_recall_disgust": 0.4928571428571429, "eval_recall_fear": 0.6362573099415205, "eval_recall_joy": 0.7702928870292887, "eval_recall_neutral": 0.8525159594442359, "eval_recall_sadness": 0.7044444444444444, "eval_recall_surprise": 0.421505376344086, "eval_runtime": 56.0593, "eval_samples_per_second": 394.475, "eval_steps_per_second": 24.67, "step": 22021 }, { "epoch": 14.26, "learning_rate": 5.2098473837209305e-05, "loss": 0.5053, "step": 22040 }, { "epoch": 14.41, "learning_rate": 4.1560683139534885e-05, "loss": 0.5027, "step": 22272 }, { "epoch": 14.56, "learning_rate": 3.1022892441860465e-05, "loss": 0.5008, "step": 22504 }, { "epoch": 14.71, "learning_rate": 2.048510174418605e-05, "loss": 0.5048, "step": 22736 }, { "epoch": 14.86, "learning_rate": 9.947311046511628e-06, "loss": 0.5051, "step": 22968 }, { "epoch": 15.0, "step": 23175, "total_flos": 6.952524009415557e+17, "train_loss": 0.6324699354120314, "train_runtime": 16542.718, "train_samples_per_second": 179.325, "train_steps_per_second": 1.401 } ], "max_steps": 23175, "num_train_epochs": 15, "total_flos": 6.952524009415557e+17, "trial_name": null, "trial_params": null }