diff options
Diffstat (limited to 'research/flossing/step4_W_engelken_l2_fromscratch.json')
| -rw-r--r-- | research/flossing/step4_W_engelken_l2_fromscratch.json | 51085 |
1 files changed, 51085 insertions, 0 deletions
diff --git a/research/flossing/step4_W_engelken_l2_fromscratch.json b/research/flossing/step4_W_engelken_l2_fromscratch.json new file mode 100644 index 0000000..2635e12 --- /dev/null +++ b/research/flossing/step4_W_engelken_l2_fromscratch.json @@ -0,0 +1,51085 @@ +{ + "args": { + "data_path": "/home/yurenh2/rrm/data/sudoku-extreme-1k-aug-1000", + "n_steps": 3000, + "batch_size": 8, + "lr": 0.0001, + "puzzle_emb_lr": 0.0001, + "warmup_steps": 200, + "weight_decay": 1.0, + "alpha_rf": 1.0, + "rf_mode": "engelken_l2", + "lambda_star": 0.0, + "k_lyap": 4, + "lyap_act_steps": 4, + "seed": 42, + "eval_every": 300, + "eval_n": 512, + "eval_batch_size": 32, + "out": "step4_W_engelken_l2_fromscratch.json", + "save_ckpt": "ckpts/step4_W_final.pt" + }, + "initial_acc": 0.0, + "initial_tok_acc": 0.08429783950617284, + "steps": [ + { + "step": 0, + "lr": 0.0, + "sup_loss": 2.628758570984927, + "rf_loss": 0.14912384748458862, + "total_loss": 2.7778824184695154, + "lyap1_mean": -0.38612866401672363, + "lyap1_max": -0.37942129373550415, + "lyap1_min": -0.3969646096229553, + "lyap_spec_mean": [ + -0.38612866401672363, + -0.38574251532554626, + -0.3861545920372009, + -0.38642799854278564 + ], + "frac_above_star": 0.0 + }, + { + "step": 1, + "lr": 5e-07, + "sup_loss": 2.639601888726852, + "rf_loss": 0.15374964475631714, + "total_loss": 2.793351533483169, + "lyap1_mean": -0.3923916220664978, + "lyap1_max": -0.38679808378219604, + "lyap1_min": -0.39957600831985474, + "lyap_spec_mean": [ + -0.3923916518688202, + -0.3919786214828491, + -0.39187270402908325, + -0.3921051323413849 + ], + "frac_above_star": 0.0 + }, + { + "step": 2, + "lr": 1e-06, + "sup_loss": 2.6405195070224585, + "rf_loss": 0.15324801206588745, + "total_loss": 2.793767519088346, + "lyap1_mean": -0.39119619131088257, + "lyap1_max": -0.3649304509162903, + "lyap1_min": -0.4040687680244446, + "lyap_spec_mean": [ + -0.39119619131088257, + -0.3909445106983185, + -0.3912622332572937, + -0.3918708860874176 + ], + "frac_above_star": 0.0 + }, + { + "step": 3, + "lr": 1.5e-06, + "sup_loss": 2.6242577922626342, + "rf_loss": 0.1437150537967682, + "total_loss": 2.7679728460594024, + "lyap1_mean": -0.3790546953678131, + "lyap1_max": -0.37218350172042847, + "lyap1_min": -0.38480207324028015, + "lyap_spec_mean": [ + -0.3790546953678131, + -0.3798030614852905, + -0.37878620624542236, + -0.378667950630188 + ], + "frac_above_star": 0.0 + }, + { + "step": 4, + "lr": 2e-06, + "sup_loss": 2.6207993695164418, + "rf_loss": 0.15056513249874115, + "total_loss": 2.771364502015183, + "lyap1_mean": -0.38802751898765564, + "lyap1_max": -0.37610572576522827, + "lyap1_min": -0.4069971442222595, + "lyap_spec_mean": [ + -0.38802748918533325, + -0.38786864280700684, + -0.38783273100852966, + -0.38797178864479065 + ], + "frac_above_star": 0.0 + }, + { + "step": 5, + "lr": 2.5e-06, + "sup_loss": 2.6191703237694792, + "rf_loss": 0.14460909366607666, + "total_loss": 2.763779417435556, + "lyap1_mean": -0.3799683153629303, + "lyap1_max": -0.37074822187423706, + "lyap1_min": -0.3892354965209961, + "lyap_spec_mean": [ + -0.3799683153629303, + -0.38002216815948486, + -0.38076579570770264, + -0.38020655512809753 + ], + "frac_above_star": 0.0 + }, + { + "step": 6, + "lr": 3e-06, + "sup_loss": 2.5989987458699066, + "rf_loss": 0.14240552484989166, + "total_loss": 2.7414042707197983, + "lyap1_mean": -0.3771744668483734, + "lyap1_max": -0.36255085468292236, + "lyap1_min": -0.38957399129867554, + "lyap_spec_mean": [ + -0.3771744668483734, + -0.37679868936538696, + -0.3776019811630249, + -0.3773447275161743 + ], + "frac_above_star": 0.0 + }, + { + "step": 7, + "lr": 3.5e-06, + "sup_loss": 2.590427461228148, + "rf_loss": 0.14699363708496094, + "total_loss": 2.737421098313109, + "lyap1_mean": -0.3836306929588318, + "lyap1_max": -0.3726106286048889, + "lyap1_min": -0.3934400975704193, + "lyap_spec_mean": [ + -0.3836306631565094, + -0.3831195533275604, + -0.383426308631897, + -0.38312432169914246 + ], + "frac_above_star": 0.0 + }, + { + "step": 8, + "lr": 4e-06, + "sup_loss": 2.6136801110660994, + "rf_loss": 0.14712274074554443, + "total_loss": 2.760802851811644, + "lyap1_mean": -0.3835314214229584, + "lyap1_max": -0.3752225637435913, + "lyap1_min": -0.39862188696861267, + "lyap_spec_mean": [ + -0.3835314214229584, + -0.3834238052368164, + -0.3839467763900757, + -0.38308045268058777 + ], + "frac_above_star": 0.0 + }, + { + "step": 9, + "lr": 4.5e-06, + "sup_loss": 2.5906256991841703, + "rf_loss": 0.14316429197788239, + "total_loss": 2.7337899911620527, + "lyap1_mean": -0.3781457543373108, + "lyap1_max": -0.36716222763061523, + "lyap1_min": -0.38524359464645386, + "lyap_spec_mean": [ + -0.3781457841396332, + -0.3782721161842346, + -0.3782637119293213, + -0.3786168694496155 + ], + "frac_above_star": 0.0 + }, + { + "step": 10, + "lr": 5e-06, + "sup_loss": 2.599056242882476, + "rf_loss": 0.14274221658706665, + "total_loss": 2.7417984594695426, + "lyap1_mean": -0.3778522312641144, + "lyap1_max": -0.3713394105434418, + "lyap1_min": -0.3850556015968323, + "lyap_spec_mean": [ + -0.37785226106643677, + -0.3779098391532898, + -0.37782326340675354, + -0.3775382339954376 + ], + "frac_above_star": 0.0 + }, + { + "step": 11, + "lr": 5.500000000000001e-06, + "sup_loss": 2.586989026016001, + "rf_loss": 0.14616434276103973, + "total_loss": 2.7331533687770406, + "lyap1_mean": -0.3822205364704132, + "lyap1_max": -0.3763551115989685, + "lyap1_min": -0.3890949487686157, + "lyap_spec_mean": [ + -0.3822205364704132, + -0.38198983669281006, + -0.38193604350090027, + -0.3830173909664154 + ], + "frac_above_star": 0.0 + }, + { + "step": 12, + "lr": 6e-06, + "sup_loss": 2.587178147902664, + "rf_loss": 0.1452486515045166, + "total_loss": 2.7324267994071807, + "lyap1_mean": -0.38062727451324463, + "lyap1_max": -0.37216073274612427, + "lyap1_min": -0.38848674297332764, + "lyap_spec_mean": [ + -0.38062727451324463, + -0.38104888796806335, + -0.3809218108654022, + -0.38165736198425293 + ], + "frac_above_star": 0.0 + }, + { + "step": 13, + "lr": 6.5000000000000004e-06, + "sup_loss": 2.5922415649395147, + "rf_loss": 0.14551645517349243, + "total_loss": 2.737758020113007, + "lyap1_mean": -0.38107913732528687, + "lyap1_max": -0.36331361532211304, + "lyap1_min": -0.39298245310783386, + "lyap_spec_mean": [ + -0.38107913732528687, + -0.38147908449172974, + -0.381142795085907, + -0.38148051500320435 + ], + "frac_above_star": 0.0 + }, + { + "step": 14, + "lr": 7e-06, + "sup_loss": 2.5738731383471953, + "rf_loss": 0.1464909315109253, + "total_loss": 2.7203640698581206, + "lyap1_mean": -0.3824467360973358, + "lyap1_max": -0.3583986461162567, + "lyap1_min": -0.4002389907836914, + "lyap_spec_mean": [ + -0.3824467062950134, + -0.38260677456855774, + -0.3826734721660614, + -0.38259875774383545 + ], + "frac_above_star": 0.0 + }, + { + "step": 15, + "lr": 7.5e-06, + "sup_loss": 2.5715559443869624, + "rf_loss": 0.1533060073852539, + "total_loss": 2.7248619517722164, + "lyap1_mean": -0.3917783200740814, + "lyap1_max": -0.3728305697441101, + "lyap1_min": -0.4059339165687561, + "lyap_spec_mean": [ + -0.3917783200740814, + -0.3914550840854645, + -0.3913293480873108, + -0.39115503430366516 + ], + "frac_above_star": 0.0 + }, + { + "step": 16, + "lr": 8e-06, + "sup_loss": 2.569831597140785, + "rf_loss": 0.15797825157642365, + "total_loss": 2.7278098487172087, + "lyap1_mean": -0.3970092833042145, + "lyap1_max": -0.37705570459365845, + "lyap1_min": -0.4047374129295349, + "lyap_spec_mean": [ + -0.39700931310653687, + -0.3971078395843506, + -0.3973678946495056, + -0.3980058431625366 + ], + "frac_above_star": 0.0 + }, + { + "step": 17, + "lr": 8.5e-06, + "sup_loss": 2.5590963290705258, + "rf_loss": 0.15100136399269104, + "total_loss": 2.710097693063217, + "lyap1_mean": -0.38820120692253113, + "lyap1_max": -0.38207125663757324, + "lyap1_min": -0.39295494556427, + "lyap_spec_mean": [ + -0.38820120692253113, + -0.3887776732444763, + -0.38872772455215454, + -0.38858193159103394 + ], + "frac_above_star": 0.0 + }, + { + "step": 18, + "lr": 9e-06, + "sup_loss": 2.555695559534052, + "rf_loss": 0.1552790105342865, + "total_loss": 2.7109745700683385, + "lyap1_mean": -0.3940310478210449, + "lyap1_max": -0.3814544379711151, + "lyap1_min": -0.406841516494751, + "lyap_spec_mean": [ + -0.3940310478210449, + -0.39426493644714355, + -0.3940139412879944, + -0.39367085695266724 + ], + "frac_above_star": 0.0 + }, + { + "step": 19, + "lr": 9.5e-06, + "sup_loss": 2.5730273827877257, + "rf_loss": 0.15009263157844543, + "total_loss": 2.723120014366171, + "lyap1_mean": -0.3874813914299011, + "lyap1_max": -0.3766506612300873, + "lyap1_min": -0.4026842713356018, + "lyap_spec_mean": [ + -0.3874813914299011, + -0.38768523931503296, + -0.38680535554885864, + -0.3874332904815674 + ], + "frac_above_star": 0.0 + }, + { + "step": 20, + "lr": 1e-05, + "sup_loss": 2.5667097988267304, + "rf_loss": 0.15280385315418243, + "total_loss": 2.719513651980913, + "lyap1_mean": -0.3905370533466339, + "lyap1_max": -0.3811753988265991, + "lyap1_min": -0.40228456258773804, + "lyap_spec_mean": [ + -0.3905370533466339, + -0.39095360040664673, + -0.3910983204841614, + -0.390655517578125 + ], + "frac_above_star": 0.0 + }, + { + "step": 21, + "lr": 1.0500000000000001e-05, + "sup_loss": 2.562938088864342, + "rf_loss": 0.15272563695907593, + "total_loss": 2.715663725823418, + "lyap1_mean": -0.39021924138069153, + "lyap1_max": -0.37718045711517334, + "lyap1_min": -0.3984168767929077, + "lyap_spec_mean": [ + -0.39021924138069153, + -0.39144015312194824, + -0.39045777916908264, + -0.39077630639076233 + ], + "frac_above_star": 0.0 + }, + { + "step": 22, + "lr": 1.1000000000000001e-05, + "sup_loss": 2.552747643550871, + "rf_loss": 0.1544763445854187, + "total_loss": 2.7072239881362896, + "lyap1_mean": -0.3929918110370636, + "lyap1_max": -0.37819167971611023, + "lyap1_min": -0.4060746431350708, + "lyap_spec_mean": [ + -0.392991840839386, + -0.392583966255188, + -0.3930198550224304, + -0.3930809497833252 + ], + "frac_above_star": 0.0 + }, + { + "step": 23, + "lr": 1.15e-05, + "sup_loss": 2.526479381974874, + "rf_loss": 0.1545959711074829, + "total_loss": 2.681075353082357, + "lyap1_mean": -0.39280086755752563, + "lyap1_max": -0.3745766878128052, + "lyap1_min": -0.4064337909221649, + "lyap_spec_mean": [ + -0.39280086755752563, + -0.392634779214859, + -0.3935631811618805, + -0.3931978940963745 + ], + "frac_above_star": 0.0 + }, + { + "step": 24, + "lr": 1.2e-05, + "sup_loss": 2.5126479150881877, + "rf_loss": 0.1586904078722, + "total_loss": 2.6713383229603878, + "lyap1_mean": -0.39884617924690247, + "lyap1_max": -0.38644617795944214, + "lyap1_min": -0.4097391963005066, + "lyap_spec_mean": [ + -0.39884617924690247, + -0.3981252908706665, + -0.3977436423301697, + -0.3984220623970032 + ], + "frac_above_star": 0.0 + }, + { + "step": 25, + "lr": 1.25e-05, + "sup_loss": 2.526996730977474, + "rf_loss": 0.15788979828357697, + "total_loss": 2.684886529261051, + "lyap1_mean": -0.39719417691230774, + "lyap1_max": -0.3851310610771179, + "lyap1_min": -0.40709957480430603, + "lyap_spec_mean": [ + -0.39719414710998535, + -0.3973592519760132, + -0.39734625816345215, + -0.397318035364151 + ], + "frac_above_star": 0.0 + }, + { + "step": 26, + "lr": 1.3000000000000001e-05, + "sup_loss": 2.5194621770663814, + "rf_loss": 0.15877413749694824, + "total_loss": 2.6782363145633297, + "lyap1_mean": -0.3978753089904785, + "lyap1_max": -0.3919815719127655, + "lyap1_min": -0.4028754234313965, + "lyap_spec_mean": [ + -0.3978753089904785, + -0.39847129583358765, + -0.39874428510665894, + -0.3986860513687134 + ], + "frac_above_star": 0.0 + }, + { + "step": 27, + "lr": 1.3500000000000001e-05, + "sup_loss": 2.537702742299494, + "rf_loss": 0.15496449172496796, + "total_loss": 2.692667234024462, + "lyap1_mean": -0.3936677575111389, + "lyap1_max": -0.3857819437980652, + "lyap1_min": -0.40495240688323975, + "lyap_spec_mean": [ + -0.3936677575111389, + -0.39367106556892395, + -0.3934193253517151, + -0.3936353921890259 + ], + "frac_above_star": 0.0 + }, + { + "step": 28, + "lr": 1.4e-05, + "sup_loss": 2.5268816564691816, + "rf_loss": 0.15323087573051453, + "total_loss": 2.680112532199696, + "lyap1_mean": -0.39208441972732544, + "lyap1_max": -0.3854711651802063, + "lyap1_min": -0.3985699415206909, + "lyap_spec_mean": [ + -0.39208438992500305, + -0.3913860023021698, + -0.39099782705307007, + -0.3912228047847748 + ], + "frac_above_star": 0.0 + }, + { + "step": 29, + "lr": 1.4500000000000002e-05, + "sup_loss": 2.519245739771605, + "rf_loss": 0.1493377685546875, + "total_loss": 2.6685835083262925, + "lyap1_mean": -0.3866196870803833, + "lyap1_max": -0.38330113887786865, + "lyap1_min": -0.39677318930625916, + "lyap_spec_mean": [ + -0.3866196870803833, + -0.3863617181777954, + -0.38637322187423706, + -0.3863205015659332 + ], + "frac_above_star": 0.0 + }, + { + "step": 30, + "lr": 1.5e-05, + "sup_loss": 2.5073773010705596, + "rf_loss": 0.15648126602172852, + "total_loss": 2.663858567092288, + "lyap1_mean": -0.3956283926963806, + "lyap1_max": -0.3877120018005371, + "lyap1_min": -0.4025533199310303, + "lyap_spec_mean": [ + -0.3956283628940582, + -0.39530041813850403, + -0.39557555317878723, + -0.3956761360168457 + ], + "frac_above_star": 0.0 + }, + { + "step": 31, + "lr": 1.55e-05, + "sup_loss": 2.5008608160529024, + "rf_loss": 0.15992523729801178, + "total_loss": 2.6607860533509142, + "lyap1_mean": -0.399613618850708, + "lyap1_max": -0.3879507780075073, + "lyap1_min": -0.4103486239910126, + "lyap_spec_mean": [ + -0.399613618850708, + -0.39962688088417053, + -0.3997546136379242, + -0.40041688084602356 + ], + "frac_above_star": 0.0 + }, + { + "step": 32, + "lr": 1.6e-05, + "sup_loss": 2.5179750286913545, + "rf_loss": 0.15682268142700195, + "total_loss": 2.6747977101183564, + "lyap1_mean": -0.39577820897102356, + "lyap1_max": -0.3883473575115204, + "lyap1_min": -0.4054332375526428, + "lyap_spec_mean": [ + -0.39577820897102356, + -0.3963899612426758, + -0.3960331082344055, + -0.3956015110015869 + ], + "frac_above_star": 0.0 + }, + { + "step": 33, + "lr": 1.65e-05, + "sup_loss": 2.5014122519672592, + "rf_loss": 0.16485433280467987, + "total_loss": 2.666266584771939, + "lyap1_mean": -0.4062582552433014, + "lyap1_max": -0.4005449712276459, + "lyap1_min": -0.4167160391807556, + "lyap_spec_mean": [ + -0.4062582552433014, + -0.40562355518341064, + -0.40586310625076294, + -0.40621626377105713 + ], + "frac_above_star": 0.0 + }, + { + "step": 34, + "lr": 1.7e-05, + "sup_loss": 2.5041034897916497, + "rf_loss": 0.15441566705703735, + "total_loss": 2.658519156848687, + "lyap1_mean": -0.3930988311767578, + "lyap1_max": -0.38547608256340027, + "lyap1_min": -0.4041135907173157, + "lyap_spec_mean": [ + -0.3930988609790802, + -0.392659991979599, + -0.3930944800376892, + -0.392810583114624 + ], + "frac_above_star": 0.0 + }, + { + "step": 35, + "lr": 1.7500000000000002e-05, + "sup_loss": 2.5010497147249042, + "rf_loss": 0.16032364964485168, + "total_loss": 2.661373364369756, + "lyap1_mean": -0.4002569317817688, + "lyap1_max": -0.387179970741272, + "lyap1_min": -0.4135225713253021, + "lyap_spec_mean": [ + -0.4002569317817688, + -0.4000231921672821, + -0.4003292918205261, + -0.40069568157196045 + ], + "frac_above_star": 0.0 + }, + { + "step": 36, + "lr": 1.8e-05, + "sup_loss": 2.4815549386502194, + "rf_loss": 0.15874911844730377, + "total_loss": 2.640304057097523, + "lyap1_mean": -0.3984646797180176, + "lyap1_max": -0.39081522822380066, + "lyap1_min": -0.40621113777160645, + "lyap_spec_mean": [ + -0.3984646797180176, + -0.3981151878833771, + -0.3986450433731079, + -0.3983519673347473 + ], + "frac_above_star": 0.0 + }, + { + "step": 37, + "lr": 1.8500000000000002e-05, + "sup_loss": 2.47356660248712, + "rf_loss": 0.16324244439601898, + "total_loss": 2.636809046883139, + "lyap1_mean": -0.40349510312080383, + "lyap1_max": -0.39486104249954224, + "lyap1_min": -0.41284364461898804, + "lyap_spec_mean": [ + -0.40349510312080383, + -0.4039580225944519, + -0.40446001291275024, + -0.40401512384414673 + ], + "frac_above_star": 0.0 + }, + { + "step": 38, + "lr": 1.9e-05, + "sup_loss": 2.4753760348052762, + "rf_loss": 0.15940286219120026, + "total_loss": 2.6347788969964765, + "lyap1_mean": -0.3992025554180145, + "lyap1_max": -0.39398902654647827, + "lyap1_min": -0.4108404517173767, + "lyap_spec_mean": [ + -0.39920252561569214, + -0.39878934621810913, + -0.399630069732666, + -0.399262011051178 + ], + "frac_above_star": 0.0 + }, + { + "step": 39, + "lr": 1.95e-05, + "sup_loss": 2.4677396055251513, + "rf_loss": 0.17186769843101501, + "total_loss": 2.6396073039561663, + "lyap1_mean": -0.4150863289833069, + "lyap1_max": -0.41055238246917725, + "lyap1_min": -0.42010068893432617, + "lyap_spec_mean": [ + -0.4150863289833069, + -0.41448545455932617, + -0.4145042300224304, + -0.4141406714916229 + ], + "frac_above_star": 0.0 + }, + { + "step": 40, + "lr": 2e-05, + "sup_loss": 2.447668464539257, + "rf_loss": 0.1684490442276001, + "total_loss": 2.616117508766857, + "lyap1_mean": -0.4108108580112457, + "lyap1_max": -0.4049660861492157, + "lyap1_min": -0.41600269079208374, + "lyap_spec_mean": [ + -0.4108108878135681, + -0.4109196364879608, + -0.4100036919116974, + -0.4098944664001465 + ], + "frac_above_star": 0.0 + }, + { + "step": 41, + "lr": 2.05e-05, + "sup_loss": 2.44511231437319, + "rf_loss": 0.16224423050880432, + "total_loss": 2.6073565448819944, + "lyap1_mean": -0.4030227065086365, + "lyap1_max": -0.39496931433677673, + "lyap1_min": -0.4106231927871704, + "lyap_spec_mean": [ + -0.4030227065086365, + -0.40252017974853516, + -0.4026232957839966, + -0.4028996229171753 + ], + "frac_above_star": 0.0 + }, + { + "step": 42, + "lr": 2.1000000000000002e-05, + "sup_loss": 2.4333489774710313, + "rf_loss": 0.16754785180091858, + "total_loss": 2.60089682927195, + "lyap1_mean": -0.40927010774612427, + "lyap1_max": -0.40128299593925476, + "lyap1_min": -0.42081305384635925, + "lyap_spec_mean": [ + -0.40927013754844666, + -0.4094524681568146, + -0.40914085507392883, + -0.40930700302124023 + ], + "frac_above_star": 0.0 + }, + { + "step": 43, + "lr": 2.15e-05, + "sup_loss": 2.4380159343568435, + "rf_loss": 0.16703541576862335, + "total_loss": 2.605051350125467, + "lyap1_mean": -0.40855544805526733, + "lyap1_max": -0.39913567900657654, + "lyap1_min": -0.4162385165691376, + "lyap_spec_mean": [ + -0.40855544805526733, + -0.40847814083099365, + -0.40883541107177734, + -0.40878766775131226 + ], + "frac_above_star": 0.0 + }, + { + "step": 44, + "lr": 2.2000000000000003e-05, + "sup_loss": 2.432810090753578, + "rf_loss": 0.16855520009994507, + "total_loss": 2.601365290853523, + "lyap1_mean": -0.4107472002506256, + "lyap1_max": -0.4032704830169678, + "lyap1_min": -0.416204035282135, + "lyap_spec_mean": [ + -0.4107472002506256, + -0.4105199873447418, + -0.40990614891052246, + -0.41093891859054565 + ], + "frac_above_star": 0.0 + }, + { + "step": 45, + "lr": 2.25e-05, + "sup_loss": 2.4163925064824765, + "rf_loss": 0.1740739941596985, + "total_loss": 2.590466500642175, + "lyap1_mean": -0.4176040291786194, + "lyap1_max": -0.41124972701072693, + "lyap1_min": -0.4216404855251312, + "lyap_spec_mean": [ + -0.4176040291786194, + -0.4167296886444092, + -0.4172760248184204, + -0.41722697019577026 + ], + "frac_above_star": 0.0 + }, + { + "step": 46, + "lr": 2.3e-05, + "sup_loss": 2.419813101672482, + "rf_loss": 0.16747060418128967, + "total_loss": 2.5872837058537717, + "lyap1_mean": -0.4092976450920105, + "lyap1_max": -0.3999492824077606, + "lyap1_min": -0.41699907183647156, + "lyap_spec_mean": [ + -0.4092976748943329, + -0.4088195860385895, + -0.4093908667564392, + -0.40928471088409424 + ], + "frac_above_star": 0.0 + }, + { + "step": 47, + "lr": 2.3500000000000002e-05, + "sup_loss": 2.4122639800895658, + "rf_loss": 0.16244901716709137, + "total_loss": 2.574712997256657, + "lyap1_mean": -0.40312230587005615, + "lyap1_max": -0.39137396216392517, + "lyap1_min": -0.40742620825767517, + "lyap_spec_mean": [ + -0.40312230587005615, + -0.403349369764328, + -0.4027419090270996, + -0.4028940796852112 + ], + "frac_above_star": 0.0 + }, + { + "step": 48, + "lr": 2.4e-05, + "sup_loss": 2.4244753427740684, + "rf_loss": 0.163061261177063, + "total_loss": 2.5875366039511314, + "lyap1_mean": -0.40364575386047363, + "lyap1_max": -0.39631542563438416, + "lyap1_min": -0.41420239210128784, + "lyap_spec_mean": [ + -0.40364575386047363, + -0.40388089418411255, + -0.4036144018173218, + -0.40396469831466675 + ], + "frac_above_star": 0.0 + }, + { + "step": 49, + "lr": 2.45e-05, + "sup_loss": 2.4112932265467677, + "rf_loss": 0.1638195961713791, + "total_loss": 2.575112822718147, + "lyap1_mean": -0.40467390418052673, + "lyap1_max": -0.3968268632888794, + "lyap1_min": -0.4125673174858093, + "lyap_spec_mean": [ + -0.40467390418052673, + -0.4044989347457886, + -0.40503349900245667, + -0.4046475291252136 + ], + "frac_above_star": 0.0 + }, + { + "step": 50, + "lr": 2.5e-05, + "sup_loss": 2.3947861357780957, + "rf_loss": 0.1626223921775818, + "total_loss": 2.5574085279556775, + "lyap1_mean": -0.4035915434360504, + "lyap1_max": -0.39396053552627563, + "lyap1_min": -0.4114381670951843, + "lyap_spec_mean": [ + -0.4035915434360504, + -0.40342259407043457, + -0.4026651978492737, + -0.40319889783859253 + ], + "frac_above_star": 0.0 + }, + { + "step": 51, + "lr": 2.5500000000000003e-05, + "sup_loss": 2.403048876971277, + "rf_loss": 0.16532002389431, + "total_loss": 2.568368900865587, + "lyap1_mean": -0.40597712993621826, + "lyap1_max": -0.3995532989501953, + "lyap1_min": -0.41534680128097534, + "lyap_spec_mean": [ + -0.40597712993621826, + -0.40680360794067383, + -0.40682467818260193, + -0.4065854549407959 + ], + "frac_above_star": 0.0 + }, + { + "step": 52, + "lr": 2.6000000000000002e-05, + "sup_loss": 2.3843736782762135, + "rf_loss": 0.16363003849983215, + "total_loss": 2.5480037167760456, + "lyap1_mean": -0.40461814403533936, + "lyap1_max": -0.39586254954338074, + "lyap1_min": -0.4159853160381317, + "lyap_spec_mean": [ + -0.40461814403533936, + -0.4044456481933594, + -0.4042621850967407, + -0.4045279622077942 + ], + "frac_above_star": 0.0 + }, + { + "step": 53, + "lr": 2.65e-05, + "sup_loss": 2.3953209463960228, + "rf_loss": 0.17061999440193176, + "total_loss": 2.5659409407979545, + "lyap1_mean": -0.41305404901504517, + "lyap1_max": -0.398625910282135, + "lyap1_min": -0.4251623749732971, + "lyap_spec_mean": [ + -0.41305404901504517, + -0.4130038917064667, + -0.4130331575870514, + -0.4129087030887604 + ], + "frac_above_star": 0.0 + }, + { + "step": 54, + "lr": 2.7000000000000002e-05, + "sup_loss": 2.4101065992572392, + "rf_loss": 0.16781805455684662, + "total_loss": 2.577924653814086, + "lyap1_mean": -0.4096643924713135, + "lyap1_max": -0.4054512679576874, + "lyap1_min": -0.4139957129955292, + "lyap_spec_mean": [ + -0.4096643924713135, + -0.4094339907169342, + -0.40953177213668823, + -0.4099522829055786 + ], + "frac_above_star": 0.0 + }, + { + "step": 55, + "lr": 2.7500000000000004e-05, + "sup_loss": 2.3931852615508173, + "rf_loss": 0.15726709365844727, + "total_loss": 2.5504523552092646, + "lyap1_mean": -0.3962000906467438, + "lyap1_max": -0.39075636863708496, + "lyap1_min": -0.4045763611793518, + "lyap_spec_mean": [ + -0.3962000906467438, + -0.39647993445396423, + -0.3968560993671417, + -0.3966495990753174 + ], + "frac_above_star": 0.0 + }, + { + "step": 56, + "lr": 2.8e-05, + "sup_loss": 2.3701104633088015, + "rf_loss": 0.16732940077781677, + "total_loss": 2.5374398640866183, + "lyap1_mean": -0.4086110293865204, + "lyap1_max": -0.4039726257324219, + "lyap1_min": -0.424689382314682, + "lyap_spec_mean": [ + -0.4086110293865204, + -0.4095686972141266, + -0.40884900093078613, + -0.40901559591293335 + ], + "frac_above_star": 0.0 + }, + { + "step": 57, + "lr": 2.85e-05, + "sup_loss": 2.3545299522493126, + "rf_loss": 0.1685519814491272, + "total_loss": 2.52308193369844, + "lyap1_mean": -0.4107895493507385, + "lyap1_max": -0.3981982469558716, + "lyap1_min": -0.41753339767456055, + "lyap_spec_mean": [ + -0.4107895493507385, + -0.4103924632072449, + -0.40999215841293335, + -0.4108530282974243 + ], + "frac_above_star": 0.0 + }, + { + "step": 58, + "lr": 2.9000000000000004e-05, + "sup_loss": 2.3550283881871703, + "rf_loss": 0.1695944219827652, + "total_loss": 2.5246228101699355, + "lyap1_mean": -0.41161906719207764, + "lyap1_max": -0.40746480226516724, + "lyap1_min": -0.4169154763221741, + "lyap_spec_mean": [ + -0.41161903738975525, + -0.41207215189933777, + -0.4119219183921814, + -0.4116159677505493 + ], + "frac_above_star": 0.0 + }, + { + "step": 59, + "lr": 2.95e-05, + "sup_loss": 2.34362622524037, + "rf_loss": 0.15742804110050201, + "total_loss": 2.501054266340872, + "lyap1_mean": -0.39634624123573303, + "lyap1_max": -0.38773560523986816, + "lyap1_min": -0.40226060152053833, + "lyap_spec_mean": [ + -0.39634624123573303, + -0.39676883816719055, + -0.3969612121582031, + -0.3969396948814392 + ], + "frac_above_star": 0.0 + }, + { + "step": 60, + "lr": 3e-05, + "sup_loss": 2.3429630609981515, + "rf_loss": 0.15428602695465088, + "total_loss": 2.4972490879528024, + "lyap1_mean": -0.39245903491973877, + "lyap1_max": -0.3802669942378998, + "lyap1_min": -0.4001116454601288, + "lyap_spec_mean": [ + -0.3924590051174164, + -0.392292320728302, + -0.3930981755256653, + -0.3931545913219452 + ], + "frac_above_star": 0.0 + }, + { + "step": 61, + "lr": 3.0500000000000003e-05, + "sup_loss": 2.3383708048451894, + "rf_loss": 0.16365492343902588, + "total_loss": 2.5020257282842153, + "lyap1_mean": -0.40424007177352905, + "lyap1_max": -0.39624565839767456, + "lyap1_min": -0.4144786596298218, + "lyap_spec_mean": [ + -0.40424007177352905, + -0.4045749604701996, + -0.4046003520488739, + -0.40462133288383484 + ], + "frac_above_star": 0.0 + }, + { + "step": 62, + "lr": 3.1e-05, + "sup_loss": 2.3337814237693193, + "rf_loss": 0.1696866750717163, + "total_loss": 2.5034680988410356, + "lyap1_mean": -0.4120692014694214, + "lyap1_max": -0.40152907371520996, + "lyap1_min": -0.4190843105316162, + "lyap_spec_mean": [ + -0.4120692014694214, + -0.4117717146873474, + -0.41162604093551636, + -0.4121285676956177 + ], + "frac_above_star": 0.0 + }, + { + "step": 63, + "lr": 3.15e-05, + "sup_loss": 2.325130381915402, + "rf_loss": 0.16704097390174866, + "total_loss": 2.4921713558171508, + "lyap1_mean": -0.40880584716796875, + "lyap1_max": -0.39485153555870056, + "lyap1_min": -0.41794729232788086, + "lyap_spec_mean": [ + -0.40880584716796875, + -0.40830615162849426, + -0.4088112711906433, + -0.4086058437824249 + ], + "frac_above_star": 0.0 + }, + { + "step": 64, + "lr": 3.2e-05, + "sup_loss": 2.3194073609651817, + "rf_loss": 0.16464863717556, + "total_loss": 2.4840559981407417, + "lyap1_mean": -0.4056794047355652, + "lyap1_max": -0.3944288194179535, + "lyap1_min": -0.41293972730636597, + "lyap_spec_mean": [ + -0.4056794345378876, + -0.4052736759185791, + -0.4058358073234558, + -0.40612727403640747 + ], + "frac_above_star": 0.0 + }, + { + "step": 65, + "lr": 3.2500000000000004e-05, + "sup_loss": 2.3147815889536836, + "rf_loss": 0.14983674883842468, + "total_loss": 2.4646183377921083, + "lyap1_mean": -0.3868999183177948, + "lyap1_max": -0.36888909339904785, + "lyap1_min": -0.39836585521698, + "lyap_spec_mean": [ + -0.3868999183177948, + -0.3868831694126129, + -0.3870604336261749, + -0.38718381524086 + ], + "frac_above_star": 0.0 + }, + { + "step": 66, + "lr": 3.3e-05, + "sup_loss": 2.3059985847436564, + "rf_loss": 0.1516379714012146, + "total_loss": 2.457636556144871, + "lyap1_mean": -0.3892833888530731, + "lyap1_max": -0.38126620650291443, + "lyap1_min": -0.4000154137611389, + "lyap_spec_mean": [ + -0.3892834186553955, + -0.38945990800857544, + -0.3894943296909332, + -0.3891887962818146 + ], + "frac_above_star": 0.0 + }, + { + "step": 67, + "lr": 3.35e-05, + "sup_loss": 2.2934192484385996, + "rf_loss": 0.1695258468389511, + "total_loss": 2.4629450952775507, + "lyap1_mean": -0.4118185043334961, + "lyap1_max": -0.40677255392074585, + "lyap1_min": -0.41502732038497925, + "lyap_spec_mean": [ + -0.4118185043334961, + -0.4116555452346802, + -0.41127753257751465, + -0.4121551811695099 + ], + "frac_above_star": 0.0 + }, + { + "step": 68, + "lr": 3.4e-05, + "sup_loss": 2.306932643101901, + "rf_loss": 0.15328817069530487, + "total_loss": 2.4602208137972057, + "lyap1_mean": -0.39139458537101746, + "lyap1_max": -0.378745973110199, + "lyap1_min": -0.40004369616508484, + "lyap_spec_mean": [ + -0.39139458537101746, + -0.39125680923461914, + -0.391427218914032, + -0.39164644479751587 + ], + "frac_above_star": 0.0 + }, + { + "step": 69, + "lr": 3.4500000000000005e-05, + "sup_loss": 2.3305273939308835, + "rf_loss": 0.1561424732208252, + "total_loss": 2.4866698671517087, + "lyap1_mean": -0.3949081301689148, + "lyap1_max": -0.3828961253166199, + "lyap1_min": -0.41140037775039673, + "lyap_spec_mean": [ + -0.3949081301689148, + -0.3951451778411865, + -0.39518773555755615, + -0.3949463665485382 + ], + "frac_above_star": 0.0 + }, + { + "step": 70, + "lr": 3.5000000000000004e-05, + "sup_loss": 2.3063450350767094, + "rf_loss": 0.15687397122383118, + "total_loss": 2.4632190063005406, + "lyap1_mean": -0.3955918252468109, + "lyap1_max": -0.39135849475860596, + "lyap1_min": -0.4004065990447998, + "lyap_spec_mean": [ + -0.3955917954444885, + -0.3960057497024536, + -0.39659711718559265, + -0.3960481584072113 + ], + "frac_above_star": 0.0 + }, + { + "step": 71, + "lr": 3.55e-05, + "sup_loss": 2.301080643848282, + "rf_loss": 0.1648116409778595, + "total_loss": 2.4658922848261415, + "lyap1_mean": -0.4056323766708374, + "lyap1_max": -0.38829100131988525, + "lyap1_min": -0.42126715183258057, + "lyap_spec_mean": [ + -0.4056323766708374, + -0.40571892261505127, + -0.405748188495636, + -0.4061543941497803 + ], + "frac_above_star": 0.0 + }, + { + "step": 72, + "lr": 3.6e-05, + "sup_loss": 2.297053674427266, + "rf_loss": 0.17045316100120544, + "total_loss": 2.4675068354284715, + "lyap1_mean": -0.4126504957675934, + "lyap1_max": -0.39644500613212585, + "lyap1_min": -0.42295223474502563, + "lyap_spec_mean": [ + -0.41265052556991577, + -0.4129084348678589, + -0.41273587942123413, + -0.4128515124320984 + ], + "frac_above_star": 0.0 + }, + { + "step": 73, + "lr": 3.65e-05, + "sup_loss": 2.3099905596005508, + "rf_loss": 0.1588457226753235, + "total_loss": 2.4688362822758743, + "lyap1_mean": -0.3983168601989746, + "lyap1_max": -0.3919264078140259, + "lyap1_min": -0.4072718024253845, + "lyap_spec_mean": [ + -0.3983168601989746, + -0.39900320768356323, + -0.3981737792491913, + -0.39861857891082764 + ], + "frac_above_star": 0.0 + }, + { + "step": 74, + "lr": 3.7000000000000005e-05, + "sup_loss": 2.295729302982999, + "rf_loss": 0.16165153682231903, + "total_loss": 2.457380839805318, + "lyap1_mean": -0.401437908411026, + "lyap1_max": -0.3889213502407074, + "lyap1_min": -0.41349494457244873, + "lyap_spec_mean": [ + -0.401437908411026, + -0.4019066095352173, + -0.4019052982330322, + -0.402721107006073 + ], + "frac_above_star": 0.0 + }, + { + "step": 75, + "lr": 3.7500000000000003e-05, + "sup_loss": 2.3040445354709957, + "rf_loss": 0.16352078318595886, + "total_loss": 2.4675653186569546, + "lyap1_mean": -0.4045253098011017, + "lyap1_max": -0.39040178060531616, + "lyap1_min": -0.41279587149620056, + "lyap_spec_mean": [ + -0.4045252799987793, + -0.4044329524040222, + -0.4042983651161194, + -0.4040130078792572 + ], + "frac_above_star": 0.0 + }, + { + "step": 76, + "lr": 3.8e-05, + "sup_loss": 2.2945797527046197, + "rf_loss": 0.158083975315094, + "total_loss": 2.4526637280197137, + "lyap1_mean": -0.3972235918045044, + "lyap1_max": -0.3829337954521179, + "lyap1_min": -0.41029947996139526, + "lyap_spec_mean": [ + -0.3972235918045044, + -0.397562712430954, + -0.39796751737594604, + -0.39733827114105225 + ], + "frac_above_star": 0.0 + }, + { + "step": 77, + "lr": 3.85e-05, + "sup_loss": 2.282893458034447, + "rf_loss": 0.1599504053592682, + "total_loss": 2.442843863393715, + "lyap1_mean": -0.3997722864151001, + "lyap1_max": -0.38851213455200195, + "lyap1_min": -0.41905713081359863, + "lyap_spec_mean": [ + -0.3997722566127777, + -0.3997447192668915, + -0.3996346890926361, + -0.40023648738861084 + ], + "frac_above_star": 0.0 + }, + { + "step": 78, + "lr": 3.9e-05, + "sup_loss": 2.3084973855526116, + "rf_loss": 0.16609466075897217, + "total_loss": 2.474592046311584, + "lyap1_mean": -0.40769100189208984, + "lyap1_max": -0.3990637958049774, + "lyap1_min": -0.4187907576560974, + "lyap_spec_mean": [ + -0.40769100189208984, + -0.4070777893066406, + -0.4074878692626953, + -0.4077358543872833 + ], + "frac_above_star": 0.0 + }, + { + "step": 79, + "lr": 3.9500000000000005e-05, + "sup_loss": 2.3043020953272877, + "rf_loss": 0.16469119489192963, + "total_loss": 2.4689932902192173, + "lyap1_mean": -0.40615496039390564, + "lyap1_max": -0.3984822630882263, + "lyap1_min": -0.4135083556175232, + "lyap_spec_mean": [ + -0.40615493059158325, + -0.4059343636035919, + -0.40593528747558594, + -0.40514326095581055 + ], + "frac_above_star": 0.0 + }, + { + "step": 80, + "lr": 4e-05, + "sup_loss": 2.353329354479219, + "rf_loss": 0.1644969880580902, + "total_loss": 2.517826342537309, + "lyap1_mean": -0.4050634205341339, + "lyap1_max": -0.390633761882782, + "lyap1_min": -0.415926456451416, + "lyap_spec_mean": [ + -0.4050634503364563, + -0.405739426612854, + -0.40608182549476624, + -0.4051324725151062 + ], + "frac_above_star": 0.0 + }, + { + "step": 81, + "lr": 4.0499999999999995e-05, + "sup_loss": 2.334002583655397, + "rf_loss": 0.16443991661071777, + "total_loss": 2.4984425002661146, + "lyap1_mean": -0.4056552052497864, + "lyap1_max": -0.3955845832824707, + "lyap1_min": -0.41834792494773865, + "lyap_spec_mean": [ + -0.4056552052497864, + -0.4053976535797119, + -0.4054969549179077, + -0.4052068591117859 + ], + "frac_above_star": 0.0 + }, + { + "step": 82, + "lr": 4.1e-05, + "sup_loss": 2.329977932912216, + "rf_loss": 0.1620674878358841, + "total_loss": 2.4920454207481, + "lyap1_mean": -0.40237554907798767, + "lyap1_max": -0.39614540338516235, + "lyap1_min": -0.40943703055381775, + "lyap_spec_mean": [ + -0.40237554907798767, + -0.4022478759288788, + -0.4026503562927246, + -0.40293747186660767 + ], + "frac_above_star": 0.0 + }, + { + "step": 83, + "lr": 4.15e-05, + "sup_loss": 2.3048562055213573, + "rf_loss": 0.16399212181568146, + "total_loss": 2.4688483273370387, + "lyap1_mean": -0.405049204826355, + "lyap1_max": -0.39969342947006226, + "lyap1_min": -0.41241320967674255, + "lyap_spec_mean": [ + -0.4050491750240326, + -0.4049413502216339, + -0.40483558177948, + -0.40491753816604614 + ], + "frac_above_star": 0.0 + }, + { + "step": 84, + "lr": 4.2000000000000004e-05, + "sup_loss": 2.2920387774484237, + "rf_loss": 0.1616191416978836, + "total_loss": 2.4536579191463073, + "lyap1_mean": -0.40287500619888306, + "lyap1_max": -0.3957279920578003, + "lyap1_min": -0.4088456332683563, + "lyap_spec_mean": [ + -0.40287500619888306, + -0.40177208185195923, + -0.40207237005233765, + -0.4012511670589447 + ], + "frac_above_star": 0.0 + }, + { + "step": 85, + "lr": 4.25e-05, + "sup_loss": 2.2933363111654974, + "rf_loss": 0.16993989050388336, + "total_loss": 2.4632762016693808, + "lyap1_mean": -0.41187551617622375, + "lyap1_max": -0.40307098627090454, + "lyap1_min": -0.4214359521865845, + "lyap_spec_mean": [ + -0.41187551617622375, + -0.4123498201370239, + -0.4124835729598999, + -0.4119347929954529 + ], + "frac_above_star": 0.0 + }, + { + "step": 86, + "lr": 4.3e-05, + "sup_loss": 2.367395557628866, + "rf_loss": 0.17515461146831512, + "total_loss": 2.542550169097181, + "lyap1_mean": -0.41825228929519653, + "lyap1_max": -0.39578068256378174, + "lyap1_min": -0.4322069585323334, + "lyap_spec_mean": [ + -0.41825228929519653, + -0.41825199127197266, + -0.41857409477233887, + -0.4184369444847107 + ], + "frac_above_star": 0.0 + }, + { + "step": 87, + "lr": 4.350000000000001e-05, + "sup_loss": 2.3029988230190157, + "rf_loss": 0.170400470495224, + "total_loss": 2.4733992935142397, + "lyap1_mean": -0.4129353165626526, + "lyap1_max": -0.409460186958313, + "lyap1_min": -0.41823047399520874, + "lyap_spec_mean": [ + -0.4129353165626526, + -0.4125174582004547, + -0.412842720746994, + -0.41285640001296997 + ], + "frac_above_star": 0.0 + }, + { + "step": 88, + "lr": 4.4000000000000006e-05, + "sup_loss": 2.3365093209223207, + "rf_loss": 0.1649908721446991, + "total_loss": 2.5015001930670198, + "lyap1_mean": -0.4060904383659363, + "lyap1_max": -0.39900481700897217, + "lyap1_min": -0.40949952602386475, + "lyap_spec_mean": [ + -0.4060904383659363, + -0.40663206577301025, + -0.40619683265686035, + -0.40577051043510437 + ], + "frac_above_star": 0.0 + }, + { + "step": 89, + "lr": 4.45e-05, + "sup_loss": 2.2724278378096896, + "rf_loss": 0.17641836404800415, + "total_loss": 2.4488462018576937, + "lyap1_mean": -0.4198962450027466, + "lyap1_max": -0.406486839056015, + "lyap1_min": -0.43313777446746826, + "lyap_spec_mean": [ + -0.41989627480506897, + -0.4198733866214752, + -0.42023134231567383, + -0.41971510648727417 + ], + "frac_above_star": 0.0 + }, + { + "step": 90, + "lr": 4.5e-05, + "sup_loss": 2.2614691348096354, + "rf_loss": 0.18057331442832947, + "total_loss": 2.442042449237965, + "lyap1_mean": -0.424827516078949, + "lyap1_max": -0.4216257929801941, + "lyap1_min": -0.43158674240112305, + "lyap_spec_mean": [ + -0.424827516078949, + -0.4250014126300812, + -0.42492392659187317, + -0.4249500632286072 + ], + "frac_above_star": 0.0 + }, + { + "step": 91, + "lr": 4.55e-05, + "sup_loss": 2.246911835521505, + "rf_loss": 0.1858898252248764, + "total_loss": 2.4328016607463816, + "lyap1_mean": -0.43100517988204956, + "lyap1_max": -0.4197331368923187, + "lyap1_min": -0.4445635974407196, + "lyap_spec_mean": [ + -0.43100517988204956, + -0.43089690804481506, + -0.4310591518878937, + -0.43128499388694763 + ], + "frac_above_star": 0.0 + }, + { + "step": 92, + "lr": 4.6e-05, + "sup_loss": 2.2546709501502544, + "rf_loss": 0.18272559344768524, + "total_loss": 2.4373965435979397, + "lyap1_mean": -0.4272267818450928, + "lyap1_max": -0.4203944206237793, + "lyap1_min": -0.4365086555480957, + "lyap_spec_mean": [ + -0.4272267818450928, + -0.42728134989738464, + -0.42744529247283936, + -0.4277527928352356 + ], + "frac_above_star": 0.0 + }, + { + "step": 93, + "lr": 4.6500000000000005e-05, + "sup_loss": 2.265305207743718, + "rf_loss": 0.1832316666841507, + "total_loss": 2.4485368744278686, + "lyap1_mean": -0.42798829078674316, + "lyap1_max": -0.41591984033584595, + "lyap1_min": -0.4422385096549988, + "lyap_spec_mean": [ + -0.42798829078674316, + -0.42816150188446045, + -0.4281207323074341, + -0.4276472330093384 + ], + "frac_above_star": 0.0 + }, + { + "step": 94, + "lr": 4.7000000000000004e-05, + "sup_loss": 2.315374370522503, + "rf_loss": 0.17535996437072754, + "total_loss": 2.4907343348932307, + "lyap1_mean": -0.41835668683052063, + "lyap1_max": -0.4121786952018738, + "lyap1_min": -0.4272795617580414, + "lyap_spec_mean": [ + -0.41835668683052063, + -0.4186091423034668, + -0.41921916604042053, + -0.4187588691711426 + ], + "frac_above_star": 0.0 + }, + { + "step": 95, + "lr": 4.7499999999999996e-05, + "sup_loss": 2.273320792680109, + "rf_loss": 0.18459945917129517, + "total_loss": 2.4579202518514043, + "lyap1_mean": -0.42927032709121704, + "lyap1_max": -0.41062912344932556, + "lyap1_min": -0.444180428981781, + "lyap_spec_mean": [ + -0.42927032709121704, + -0.4296495318412781, + -0.4293234348297119, + -0.42957696318626404 + ], + "frac_above_star": 0.0 + }, + { + "step": 96, + "lr": 4.8e-05, + "sup_loss": 2.291731995323343, + "rf_loss": 0.1828003227710724, + "total_loss": 2.474532318094415, + "lyap1_mean": -0.42737215757369995, + "lyap1_max": -0.4188058078289032, + "lyap1_min": -0.44076013565063477, + "lyap_spec_mean": [ + -0.42737215757369995, + -0.42744120955467224, + -0.42757782340049744, + -0.4275793731212616 + ], + "frac_above_star": 0.0 + }, + { + "step": 97, + "lr": 4.85e-05, + "sup_loss": 2.305103785869299, + "rf_loss": 0.19474810361862183, + "total_loss": 2.4998518894879207, + "lyap1_mean": -0.44119197130203247, + "lyap1_max": -0.4328259825706482, + "lyap1_min": -0.44779226183891296, + "lyap_spec_mean": [ + -0.44119200110435486, + -0.44116413593292236, + -0.44179341197013855, + -0.44097089767456055 + ], + "frac_above_star": 0.0 + }, + { + "step": 98, + "lr": 4.9e-05, + "sup_loss": 2.2867257459689947, + "rf_loss": 0.18639832735061646, + "total_loss": 2.473124073319611, + "lyap1_mean": -0.4313873052597046, + "lyap1_max": -0.4233674705028534, + "lyap1_min": -0.44415128231048584, + "lyap_spec_mean": [ + -0.4313873052597046, + -0.4322105348110199, + -0.4315371513366699, + -0.43160200119018555 + ], + "frac_above_star": 0.0 + }, + { + "step": 99, + "lr": 4.9500000000000004e-05, + "sup_loss": 2.305661130953147, + "rf_loss": 0.18781708180904388, + "total_loss": 2.493478212762191, + "lyap1_mean": -0.4330671429634094, + "lyap1_max": -0.43043768405914307, + "lyap1_min": -0.4366254210472107, + "lyap_spec_mean": [ + -0.4330671429634094, + -0.4331705570220947, + -0.4337235391139984, + -0.4335392117500305 + ], + "frac_above_star": 0.0 + }, + { + "step": 100, + "lr": 5e-05, + "sup_loss": 2.2993040530870097, + "rf_loss": 0.17385436594486237, + "total_loss": 2.473158419031872, + "lyap1_mean": -0.4176998436450958, + "lyap1_max": -0.4138481020927429, + "lyap1_min": -0.42109283804893494, + "lyap_spec_mean": [ + -0.41769981384277344, + -0.41675999760627747, + -0.4165748953819275, + -0.4167780876159668 + ], + "frac_above_star": 0.0 + }, + { + "step": 101, + "lr": 5.050000000000001e-05, + "sup_loss": 2.300035401332458, + "rf_loss": 0.16855531930923462, + "total_loss": 2.468590720641693, + "lyap1_mean": -0.4103797376155853, + "lyap1_max": -0.40503156185150146, + "lyap1_min": -0.4148159921169281, + "lyap_spec_mean": [ + -0.4103797376155853, + -0.4106476306915283, + -0.4108583927154541, + -0.41028645634651184 + ], + "frac_above_star": 0.0 + }, + { + "step": 102, + "lr": 5.1000000000000006e-05, + "sup_loss": 2.2995062489624836, + "rf_loss": 0.16391782462596893, + "total_loss": 2.4634240735884525, + "lyap1_mean": -0.40528321266174316, + "lyap1_max": -0.4010719656944275, + "lyap1_min": -0.40795275568962097, + "lyap_spec_mean": [ + -0.40528321266174316, + -0.4044226408004761, + -0.4048771858215332, + -0.4048566222190857 + ], + "frac_above_star": 0.0 + }, + { + "step": 103, + "lr": 5.15e-05, + "sup_loss": 2.2964526617369105, + "rf_loss": 0.1648816615343094, + "total_loss": 2.46133432327122, + "lyap1_mean": -0.4063781201839447, + "lyap1_max": -0.4024239778518677, + "lyap1_min": -0.41409486532211304, + "lyap_spec_mean": [ + -0.4063781201839447, + -0.40618717670440674, + -0.4055335819721222, + -0.40606197714805603 + ], + "frac_above_star": 0.0 + }, + { + "step": 104, + "lr": 5.2000000000000004e-05, + "sup_loss": 2.258619418716667, + "rf_loss": 0.18116408586502075, + "total_loss": 2.439783504581688, + "lyap1_mean": -0.4257504940032959, + "lyap1_max": -0.4206974506378174, + "lyap1_min": -0.43586453795433044, + "lyap_spec_mean": [ + -0.4257504940032959, + -0.42577064037323, + -0.42521101236343384, + -0.42571157217025757 + ], + "frac_above_star": 0.0 + }, + { + "step": 105, + "lr": 5.25e-05, + "sup_loss": 2.2731438228626644, + "rf_loss": 0.16884848475456238, + "total_loss": 2.4419923076172267, + "lyap1_mean": -0.4106068015098572, + "lyap1_max": -0.4058053195476532, + "lyap1_min": -0.41778308153152466, + "lyap_spec_mean": [ + -0.4106068015098572, + -0.4110945463180542, + -0.4109569489955902, + -0.41092243790626526 + ], + "frac_above_star": 0.0 + }, + { + "step": 106, + "lr": 5.3e-05, + "sup_loss": 2.2710578372403774, + "rf_loss": 0.1691196709871292, + "total_loss": 2.4401775082275066, + "lyap1_mean": -0.4114544093608856, + "lyap1_max": -0.40754434466362, + "lyap1_min": -0.41647204756736755, + "lyap_spec_mean": [ + -0.4114544093608856, + -0.4106941819190979, + -0.4115365147590637, + -0.41125354170799255 + ], + "frac_above_star": 0.0 + }, + { + "step": 107, + "lr": 5.3500000000000006e-05, + "sup_loss": 2.258627646863178, + "rf_loss": 0.17619797587394714, + "total_loss": 2.434825622737125, + "lyap1_mean": -0.4192254841327667, + "lyap1_max": -0.4092108905315399, + "lyap1_min": -0.4259476065635681, + "lyap_spec_mean": [ + -0.4192255139350891, + -0.4201042950153351, + -0.42017143964767456, + -0.41940250992774963 + ], + "frac_above_star": 0.0 + }, + { + "step": 108, + "lr": 5.4000000000000005e-05, + "sup_loss": 2.274554726112483, + "rf_loss": 0.16486245393753052, + "total_loss": 2.4394171800500137, + "lyap1_mean": -0.40600866079330444, + "lyap1_max": -0.4009680449962616, + "lyap1_min": -0.41558536887168884, + "lyap_spec_mean": [ + -0.40600866079330444, + -0.40573471784591675, + -0.4055822491645813, + -0.40673646330833435 + ], + "frac_above_star": 0.0 + }, + { + "step": 109, + "lr": 5.4499999999999997e-05, + "sup_loss": 2.2796516794581114, + "rf_loss": 0.16650967299938202, + "total_loss": 2.4461613524574934, + "lyap1_mean": -0.4081120491027832, + "lyap1_max": -0.4012807011604309, + "lyap1_min": -0.41381534934043884, + "lyap_spec_mean": [ + -0.4081120491027832, + -0.4076753854751587, + -0.4083147644996643, + -0.40805351734161377 + ], + "frac_above_star": 0.0 + }, + { + "step": 110, + "lr": 5.500000000000001e-05, + "sup_loss": 2.2693975450572546, + "rf_loss": 0.167087584733963, + "total_loss": 2.4364851297912176, + "lyap1_mean": -0.40829771757125854, + "lyap1_max": -0.4033646583557129, + "lyap1_min": -0.41322755813598633, + "lyap_spec_mean": [ + -0.40829771757125854, + -0.40866875648498535, + -0.40920335054397583, + -0.4088374376296997 + ], + "frac_above_star": 0.0 + }, + { + "step": 111, + "lr": 5.55e-05, + "sup_loss": 2.263902810216611, + "rf_loss": 0.177358940243721, + "total_loss": 2.441261750460332, + "lyap1_mean": -0.4212658405303955, + "lyap1_max": -0.41607579588890076, + "lyap1_min": -0.4263076186180115, + "lyap_spec_mean": [ + -0.4212658405303955, + -0.42094576358795166, + -0.4214612543582916, + -0.42084237933158875 + ], + "frac_above_star": 0.0 + }, + { + "step": 112, + "lr": 5.6e-05, + "sup_loss": 2.285155166042517, + "rf_loss": 0.18416281044483185, + "total_loss": 2.469317976487349, + "lyap1_mean": -0.4290272295475006, + "lyap1_max": -0.42594194412231445, + "lyap1_min": -0.43231576681137085, + "lyap_spec_mean": [ + -0.4290272295475006, + -0.42899224162101746, + -0.4292040467262268, + -0.4293302893638611 + ], + "frac_above_star": 0.0 + }, + { + "step": 113, + "lr": 5.6500000000000005e-05, + "sup_loss": 2.2680643430528526, + "rf_loss": 0.18073081970214844, + "total_loss": 2.448795162755001, + "lyap1_mean": -0.4253672957420349, + "lyap1_max": -0.42155921459198, + "lyap1_min": -0.4279226064682007, + "lyap_spec_mean": [ + -0.4253673255443573, + -0.4251682460308075, + -0.4247881770133972, + -0.42515090107917786 + ], + "frac_above_star": 0.0 + }, + { + "step": 114, + "lr": 5.7e-05, + "sup_loss": 2.245616769162617, + "rf_loss": 0.18039000034332275, + "total_loss": 2.42600676950594, + "lyap1_mean": -0.4243432879447937, + "lyap1_max": -0.41763925552368164, + "lyap1_min": -0.43150317668914795, + "lyap_spec_mean": [ + -0.4243432879447937, + -0.4243907928466797, + -0.4251629710197449, + -0.4249333143234253 + ], + "frac_above_star": 0.0 + }, + { + "step": 115, + "lr": 5.75e-05, + "sup_loss": 2.2574775114831267, + "rf_loss": 0.17427262663841248, + "total_loss": 2.431750138121539, + "lyap1_mean": -0.4171886444091797, + "lyap1_max": -0.4108111560344696, + "lyap1_min": -0.42187702655792236, + "lyap_spec_mean": [ + -0.4171886444091797, + -0.4176996350288391, + -0.4173318147659302, + -0.4175663888454437 + ], + "frac_above_star": 0.0 + }, + { + "step": 116, + "lr": 5.800000000000001e-05, + "sup_loss": 2.2536511934896426, + "rf_loss": 0.17402347922325134, + "total_loss": 2.427674672712894, + "lyap1_mean": -0.41752320528030396, + "lyap1_max": -0.41478627920150757, + "lyap1_min": -0.4205339550971985, + "lyap_spec_mean": [ + -0.41752317547798157, + -0.4173504114151001, + -0.41669756174087524, + -0.41706377267837524 + ], + "frac_above_star": 0.0 + }, + { + "step": 117, + "lr": 5.85e-05, + "sup_loss": 2.249873782687164, + "rf_loss": 0.18503540754318237, + "total_loss": 2.4349091902303464, + "lyap1_mean": -0.4302375912666321, + "lyap1_max": -0.423300564289093, + "lyap1_min": -0.4337891936302185, + "lyap_spec_mean": [ + -0.4302375912666321, + -0.43039825558662415, + -0.4298244118690491, + -0.4301052689552307 + ], + "frac_above_star": 0.0 + }, + { + "step": 118, + "lr": 5.9e-05, + "sup_loss": 2.2476801735878342, + "rf_loss": 0.16752803325653076, + "total_loss": 2.415208206844365, + "lyap1_mean": -0.40947747230529785, + "lyap1_max": -0.40768808126449585, + "lyap1_min": -0.411373496055603, + "lyap_spec_mean": [ + -0.40947747230529785, + -0.4096485674381256, + -0.40890151262283325, + -0.4091668128967285 + ], + "frac_above_star": 0.0 + }, + { + "step": 119, + "lr": 5.95e-05, + "sup_loss": 2.2538111470528652, + "rf_loss": 0.16402582824230194, + "total_loss": 2.417836975295167, + "lyap1_mean": -0.4048621654510498, + "lyap1_max": -0.400339812040329, + "lyap1_min": -0.4092411398887634, + "lyap_spec_mean": [ + -0.4048621654510498, + -0.40440019965171814, + -0.4056283235549927, + -0.4050711691379547 + ], + "frac_above_star": 0.0 + }, + { + "step": 120, + "lr": 6e-05, + "sup_loss": 2.2453934004104212, + "rf_loss": 0.1533106118440628, + "total_loss": 2.398704012254484, + "lyap1_mean": -0.39119184017181396, + "lyap1_max": -0.3880727291107178, + "lyap1_min": -0.39316055178642273, + "lyap_spec_mean": [ + -0.39119184017181396, + -0.3915541470050812, + -0.3917686641216278, + -0.3916689157485962 + ], + "frac_above_star": 0.0 + }, + { + "step": 121, + "lr": 6.050000000000001e-05, + "sup_loss": 2.233403333881171, + "rf_loss": 0.15634502470493317, + "total_loss": 2.3897483585861043, + "lyap1_mean": -0.39568305015563965, + "lyap1_max": -0.3949710726737976, + "lyap1_min": -0.39688557386398315, + "lyap_spec_mean": [ + -0.39568302035331726, + -0.3953334093093872, + -0.3948163092136383, + -0.39577850699424744 + ], + "frac_above_star": 0.0 + }, + { + "step": 122, + "lr": 6.1000000000000005e-05, + "sup_loss": 2.231605832075002, + "rf_loss": 0.16707059741020203, + "total_loss": 2.398676429485204, + "lyap1_mean": -0.40876391530036926, + "lyap1_max": -0.40401706099510193, + "lyap1_min": -0.41190633177757263, + "lyap_spec_mean": [ + -0.40876394510269165, + -0.4088335335254669, + -0.40856415033340454, + -0.40878069400787354 + ], + "frac_above_star": 0.0 + }, + { + "step": 123, + "lr": 6.15e-05, + "sup_loss": 2.2444854665878724, + "rf_loss": 0.1527792513370514, + "total_loss": 2.397264717924924, + "lyap1_mean": -0.3909473717212677, + "lyap1_max": -0.3864895701408386, + "lyap1_min": -0.39615699648857117, + "lyap_spec_mean": [ + -0.3909473717212677, + -0.3905797302722931, + -0.3906382918357849, + -0.39127081632614136 + ], + "frac_above_star": 0.0 + }, + { + "step": 124, + "lr": 6.2e-05, + "sup_loss": 2.2560756790666776, + "rf_loss": 0.156004399061203, + "total_loss": 2.4120800781278806, + "lyap1_mean": -0.3947668671607971, + "lyap1_max": -0.39264047145843506, + "lyap1_min": -0.3963763117790222, + "lyap_spec_mean": [ + -0.3947668671607971, + -0.39509278535842896, + -0.3949785530567169, + -0.39504578709602356 + ], + "frac_above_star": 0.0 + }, + { + "step": 125, + "lr": 6.25e-05, + "sup_loss": 2.2937823039742513, + "rf_loss": 0.14906823635101318, + "total_loss": 2.4428505403252645, + "lyap1_mean": -0.38564038276672363, + "lyap1_max": -0.38038989901542664, + "lyap1_min": -0.3889507055282593, + "lyap_spec_mean": [ + -0.38564038276672363, + -0.3861420750617981, + -0.38663679361343384, + -0.3859274685382843 + ], + "frac_above_star": 0.0 + }, + { + "step": 126, + "lr": 6.3e-05, + "sup_loss": 2.2593922042417423, + "rf_loss": 0.13655225932598114, + "total_loss": 2.3959444635677234, + "lyap1_mean": -0.36947882175445557, + "lyap1_max": -0.3671553134918213, + "lyap1_min": -0.3726167678833008, + "lyap_spec_mean": [ + -0.36947885155677795, + -0.36904728412628174, + -0.3698848783969879, + -0.36967775225639343 + ], + "frac_above_star": 0.0 + }, + { + "step": 127, + "lr": 6.350000000000001e-05, + "sup_loss": 2.2492058688045597, + "rf_loss": 0.1415340006351471, + "total_loss": 2.390739869439707, + "lyap1_mean": -0.37591123580932617, + "lyap1_max": -0.3729677200317383, + "lyap1_min": -0.3831446170806885, + "lyap_spec_mean": [ + -0.37591123580932617, + -0.3764238953590393, + -0.3765677213668823, + -0.3758825361728668 + ], + "frac_above_star": 0.0 + }, + { + "step": 128, + "lr": 6.4e-05, + "sup_loss": 2.264133334549723, + "rf_loss": 0.15021255612373352, + "total_loss": 2.4143458906734567, + "lyap1_mean": -0.387850284576416, + "lyap1_max": -0.3863759934902191, + "lyap1_min": -0.3903335928916931, + "lyap_spec_mean": [ + -0.387850284576416, + -0.38764312863349915, + -0.3873230218887329, + -0.38746243715286255 + ], + "frac_above_star": 0.0 + }, + { + "step": 129, + "lr": 6.45e-05, + "sup_loss": 2.239228152531224, + "rf_loss": 0.1406279355287552, + "total_loss": 2.379856088059979, + "lyap1_mean": -0.3752269446849823, + "lyap1_max": -0.3710446357727051, + "lyap1_min": -0.37735193967819214, + "lyap_spec_mean": [ + -0.3752269446849823, + -0.37492895126342773, + -0.37525564432144165, + -0.37457510828971863 + ], + "frac_above_star": 0.0 + }, + { + "step": 130, + "lr": 6.500000000000001e-05, + "sup_loss": 2.2433519041594274, + "rf_loss": 0.13771775364875793, + "total_loss": 2.3810696578081854, + "lyap1_mean": -0.370577335357666, + "lyap1_max": -0.3661288022994995, + "lyap1_min": -0.37473320960998535, + "lyap_spec_mean": [ + -0.370577335357666, + -0.37149691581726074, + -0.3708481788635254, + -0.37146031856536865 + ], + "frac_above_star": 0.0 + }, + { + "step": 131, + "lr": 6.55e-05, + "sup_loss": 2.2432997883385952, + "rf_loss": 0.15616083145141602, + "total_loss": 2.3994606197900112, + "lyap1_mean": -0.3954980969429016, + "lyap1_max": -0.39198026061058044, + "lyap1_min": -0.39764559268951416, + "lyap_spec_mean": [ + -0.3954980969429016, + -0.39504674077033997, + -0.39499714970588684, + -0.3951302170753479 + ], + "frac_above_star": 0.0 + }, + { + "step": 132, + "lr": 6.6e-05, + "sup_loss": 2.244968756744601, + "rf_loss": 0.1641085296869278, + "total_loss": 2.4090772864315286, + "lyap1_mean": -0.4049113392829895, + "lyap1_max": -0.4024081230163574, + "lyap1_min": -0.4068962037563324, + "lyap_spec_mean": [ + -0.4049113392829895, + -0.40520599484443665, + -0.4051879942417145, + -0.4050920009613037 + ], + "frac_above_star": 0.0 + }, + { + "step": 133, + "lr": 6.65e-05, + "sup_loss": 2.237371550309459, + "rf_loss": 0.1535434126853943, + "total_loss": 2.390914962994853, + "lyap1_mean": -0.3914942145347595, + "lyap1_max": -0.38868579268455505, + "lyap1_min": -0.3941875696182251, + "lyap_spec_mean": [ + -0.3914942443370819, + -0.3915778398513794, + -0.39184004068374634, + -0.39245280623435974 + ], + "frac_above_star": 0.0 + }, + { + "step": 134, + "lr": 6.7e-05, + "sup_loss": 2.2383332637193605, + "rf_loss": 0.1462198793888092, + "total_loss": 2.3845531431081697, + "lyap1_mean": -0.38235947489738464, + "lyap1_max": -0.3803529441356659, + "lyap1_min": -0.3843432068824768, + "lyap_spec_mean": [ + -0.38235950469970703, + -0.3825044631958008, + -0.38283395767211914, + -0.381828248500824 + ], + "frac_above_star": 0.0 + }, + { + "step": 135, + "lr": 6.75e-05, + "sup_loss": 2.245716365150745, + "rf_loss": 0.15280288457870483, + "total_loss": 2.39851924972945, + "lyap1_mean": -0.3906993865966797, + "lyap1_max": -0.3882773518562317, + "lyap1_min": -0.3934779167175293, + "lyap_spec_mean": [ + -0.3906993865966797, + -0.3900982737541199, + -0.39125630259513855, + -0.39152419567108154 + ], + "frac_above_star": 0.0 + }, + { + "step": 136, + "lr": 6.8e-05, + "sup_loss": 2.252246687010692, + "rf_loss": 0.14060232043266296, + "total_loss": 2.392849007443355, + "lyap1_mean": -0.3755034804344177, + "lyap1_max": -0.37266239523887634, + "lyap1_min": -0.37977665662765503, + "lyap_spec_mean": [ + -0.3755034804344177, + -0.37468189001083374, + -0.3750930428504944, + -0.3745860159397125 + ], + "frac_above_star": 0.0 + }, + { + "step": 137, + "lr": 6.85e-05, + "sup_loss": 2.2272647769409653, + "rf_loss": 0.15680760145187378, + "total_loss": 2.384072378392839, + "lyap1_mean": -0.3954165577888489, + "lyap1_max": -0.39208585023880005, + "lyap1_min": -0.3974732756614685, + "lyap_spec_mean": [ + -0.3954165279865265, + -0.3969320058822632, + -0.3961571156978607, + -0.3954358994960785 + ], + "frac_above_star": 0.0 + }, + { + "step": 138, + "lr": 6.900000000000001e-05, + "sup_loss": 2.2317376522491243, + "rf_loss": 0.13015592098236084, + "total_loss": 2.361893573231485, + "lyap1_mean": -0.359724223613739, + "lyap1_max": -0.3576892018318176, + "lyap1_min": -0.36237549781799316, + "lyap_spec_mean": [ + -0.359724223613739, + -0.36152130365371704, + -0.36097782850265503, + -0.3608326315879822 + ], + "frac_above_star": 0.0 + }, + { + "step": 139, + "lr": 6.950000000000001e-05, + "sup_loss": 2.2520531957059218, + "rf_loss": 0.12380459904670715, + "total_loss": 2.375857794752629, + "lyap1_mean": -0.3522295355796814, + "lyap1_max": -0.34895962476730347, + "lyap1_min": -0.35609811544418335, + "lyap_spec_mean": [ + -0.3522295355796814, + -0.35197240114212036, + -0.3512222468852997, + -0.35199427604675293 + ], + "frac_above_star": 0.0 + }, + { + "step": 140, + "lr": 7.000000000000001e-05, + "sup_loss": 2.2387156595668163, + "rf_loss": 0.12965849041938782, + "total_loss": 2.368374149986204, + "lyap1_mean": -0.3605484068393707, + "lyap1_max": -0.35876739025115967, + "lyap1_min": -0.3650868535041809, + "lyap_spec_mean": [ + -0.3605484068393707, + -0.36014044284820557, + -0.3601991534233093, + -0.359415739774704 + ], + "frac_above_star": 0.0 + }, + { + "step": 141, + "lr": 7.05e-05, + "sup_loss": 2.2353890061847603, + "rf_loss": 0.1313173621892929, + "total_loss": 2.3667063683740532, + "lyap1_mean": -0.36201727390289307, + "lyap1_max": -0.3597935140132904, + "lyap1_min": -0.36446428298950195, + "lyap_spec_mean": [ + -0.36201727390289307, + -0.3623202443122864, + -0.3622686266899109, + -0.3628861904144287 + ], + "frac_above_star": 0.0 + }, + { + "step": 142, + "lr": 7.1e-05, + "sup_loss": 2.2445914372836047, + "rf_loss": 0.134943425655365, + "total_loss": 2.3795348629389697, + "lyap1_mean": -0.367122083902359, + "lyap1_max": -0.3644331097602844, + "lyap1_min": -0.3705117702484131, + "lyap_spec_mean": [ + -0.3671220541000366, + -0.36688366532325745, + -0.3678305745124817, + -0.3675396740436554 + ], + "frac_above_star": 0.0 + }, + { + "step": 143, + "lr": 7.15e-05, + "sup_loss": 2.2295202492551485, + "rf_loss": 0.13355495035648346, + "total_loss": 2.363075199611632, + "lyap1_mean": -0.36441928148269653, + "lyap1_max": -0.36098358035087585, + "lyap1_min": -0.3672647476196289, + "lyap_spec_mean": [ + -0.3644193112850189, + -0.36519765853881836, + -0.3648588955402374, + -0.3673003911972046 + ], + "frac_above_star": 0.0 + }, + { + "step": 144, + "lr": 7.2e-05, + "sup_loss": 2.2414990261053114, + "rf_loss": 0.12716449797153473, + "total_loss": 2.368663524076846, + "lyap1_mean": -0.3561142086982727, + "lyap1_max": -0.35120874643325806, + "lyap1_min": -0.35828539729118347, + "lyap_spec_mean": [ + -0.3561142086982727, + -0.35669058561325073, + -0.3563424348831177, + -0.3572375178337097 + ], + "frac_above_star": 0.0 + }, + { + "step": 145, + "lr": 7.25e-05, + "sup_loss": 2.231360053126931, + "rf_loss": 0.1229630708694458, + "total_loss": 2.3543231239963767, + "lyap1_mean": -0.3504542112350464, + "lyap1_max": -0.3443087041378021, + "lyap1_min": -0.3538110852241516, + "lyap_spec_mean": [ + -0.350454181432724, + -0.35012710094451904, + -0.3515814244747162, + -0.3504398763179779 + ], + "frac_above_star": 0.0 + }, + { + "step": 146, + "lr": 7.3e-05, + "sup_loss": 2.2279803732229264, + "rf_loss": 0.11457058787345886, + "total_loss": 2.3425509610963853, + "lyap1_mean": -0.3391437530517578, + "lyap1_max": -0.3352714776992798, + "lyap1_min": -0.3445741534233093, + "lyap_spec_mean": [ + -0.3391437530517578, + -0.33836495876312256, + -0.33863216638565063, + -0.3377321660518646 + ], + "frac_above_star": 0.0 + }, + { + "step": 147, + "lr": 7.350000000000001e-05, + "sup_loss": 2.232004125570795, + "rf_loss": 0.09544317424297333, + "total_loss": 2.3274472998137683, + "lyap1_mean": -0.30819153785705566, + "lyap1_max": -0.3057827353477478, + "lyap1_min": -0.3144575357437134, + "lyap_spec_mean": [ + -0.30819153785705566, + -0.3100775480270386, + -0.30879664421081543, + -0.30860280990600586 + ], + "frac_above_star": 0.0 + }, + { + "step": 148, + "lr": 7.400000000000001e-05, + "sup_loss": 2.2276385686371327, + "rf_loss": 0.08465628325939178, + "total_loss": 2.3122948518965245, + "lyap1_mean": -0.2912646532058716, + "lyap1_max": -0.2842922508716583, + "lyap1_min": -0.29475364089012146, + "lyap_spec_mean": [ + -0.2912646532058716, + -0.29050683975219727, + -0.2904278635978699, + -0.2915574908256531 + ], + "frac_above_star": 0.0 + }, + { + "step": 149, + "lr": 7.45e-05, + "sup_loss": 2.2357338409201772, + "rf_loss": 0.0670504942536354, + "total_loss": 2.3027843351738126, + "lyap1_mean": -0.25935065746307373, + "lyap1_max": -0.2557007670402527, + "lyap1_min": -0.26239120960235596, + "lyap_spec_mean": [ + -0.25935065746307373, + -0.2594587206840515, + -0.25954219698905945, + -0.2573515772819519 + ], + "frac_above_star": 0.0 + }, + { + "step": 150, + "lr": 7.500000000000001e-05, + "sup_loss": 2.225580227154386, + "rf_loss": 0.05704140663146973, + "total_loss": 2.2826216337858556, + "lyap1_mean": -0.2374688982963562, + "lyap1_max": -0.23367290198802948, + "lyap1_min": -0.2417890727519989, + "lyap_spec_mean": [ + -0.2374688982963562, + -0.23827147483825684, + -0.23932495713233948, + -0.24018339812755585 + ], + "frac_above_star": 0.0 + }, + { + "step": 151, + "lr": 7.55e-05, + "sup_loss": 2.2256532674910896, + "rf_loss": 0.039248500019311905, + "total_loss": 2.2649017675104015, + "lyap1_mean": -0.20022474229335785, + "lyap1_max": -0.19212031364440918, + "lyap1_min": -0.20720237493515015, + "lyap_spec_mean": [ + -0.20022474229335785, + -0.1964322030544281, + -0.1983535885810852, + -0.19729185104370117 + ], + "frac_above_star": 0.0 + }, + { + "step": 152, + "lr": 7.6e-05, + "sup_loss": 2.225900429769985, + "rf_loss": 0.04214547574520111, + "total_loss": 2.2680459055151863, + "lyap1_mean": -0.2054136097431183, + "lyap1_max": -0.20064350962638855, + "lyap1_min": -0.20798878371715546, + "lyap_spec_mean": [ + -0.2054135799407959, + -0.20287953317165375, + -0.20591381192207336, + -0.20685860514640808 + ], + "frac_above_star": 0.0 + }, + { + "step": 153, + "lr": 7.65e-05, + "sup_loss": 2.222189516790233, + "rf_loss": 0.025385722517967224, + "total_loss": 2.2475752393082002, + "lyap1_mean": -0.1582520306110382, + "lyap1_max": -0.1527651697397232, + "lyap1_min": -0.16517719626426697, + "lyap_spec_mean": [ + -0.15825201570987701, + -0.15851467847824097, + -0.1588173657655716, + -0.16155704855918884 + ], + "frac_above_star": 0.0 + }, + { + "step": 154, + "lr": 7.7e-05, + "sup_loss": 2.222976838610981, + "rf_loss": 0.01209072582423687, + "total_loss": 2.235067564435218, + "lyap1_mean": -0.10883098840713501, + "lyap1_max": -0.10472528636455536, + "lyap1_min": -0.1141517385840416, + "lyap_spec_mean": [ + -0.1088310033082962, + -0.11073555797338486, + -0.11012837290763855, + -0.10993778705596924 + ], + "frac_above_star": 0.0 + }, + { + "step": 155, + "lr": 7.75e-05, + "sup_loss": 2.2244161461502268, + "rf_loss": 0.010181010700762272, + "total_loss": 2.234597156850989, + "lyap1_mean": -0.09999243915081024, + "lyap1_max": -0.09666743874549866, + "lyap1_min": -0.10271978378295898, + "lyap_spec_mean": [ + -0.09999243915081024, + -0.10124601423740387, + -0.09951498359441757, + -0.10264068096876144 + ], + "frac_above_star": 0.0 + }, + { + "step": 156, + "lr": 7.8e-05, + "sup_loss": 2.222728003026349, + "rf_loss": 0.010559006594121456, + "total_loss": 2.2332870096204704, + "lyap1_mean": -0.10227460414171219, + "lyap1_max": -0.0972878485918045, + "lyap1_min": -0.10790640115737915, + "lyap_spec_mean": [ + -0.10227460414171219, + -0.10128921270370483, + -0.10231594741344452, + -0.10489881038665771 + ], + "frac_above_star": 0.0 + }, + { + "step": 157, + "lr": 7.850000000000001e-05, + "sup_loss": 2.221617757199244, + "rf_loss": 0.005540931597352028, + "total_loss": 2.227158688796596, + "lyap1_mean": -0.07361755520105362, + "lyap1_max": -0.06873448193073273, + "lyap1_min": -0.08052016794681549, + "lyap_spec_mean": [ + -0.07361756265163422, + -0.07493238151073456, + -0.073036327958107, + -0.07583296298980713 + ], + "frac_above_star": 0.0 + }, + { + "step": 158, + "lr": 7.900000000000001e-05, + "sup_loss": 2.2166034314195806, + "rf_loss": 0.0015279881190508604, + "total_loss": 2.2181314195386315, + "lyap1_mean": -0.03919650986790657, + "lyap1_max": -0.03189580887556076, + "lyap1_min": -0.04668503254652023, + "lyap_spec_mean": [ + -0.03919651359319687, + -0.03898817300796509, + -0.03967534005641937, + -0.03770001232624054 + ], + "frac_above_star": 0.0 + }, + { + "step": 159, + "lr": 7.950000000000001e-05, + "sup_loss": 2.215748621869993, + "rf_loss": 0.0005924412980675697, + "total_loss": 2.2163410631680605, + "lyap1_mean": -0.024492958560585976, + "lyap1_max": -0.019842028617858887, + "lyap1_min": -0.03352082520723343, + "lyap_spec_mean": [ + -0.024492958560585976, + -0.02517366036772728, + -0.02375865913927555, + -0.022815488278865814 + ], + "frac_above_star": 0.0 + }, + { + "step": 160, + "lr": 8e-05, + "sup_loss": 2.210206721600361, + "rf_loss": 0.00010063195804832503, + "total_loss": 2.2103073535584095, + "lyap1_mean": -0.009899349883198738, + "lyap1_max": -0.0062871105037629604, + "lyap1_min": -0.013510829769074917, + "lyap_spec_mean": [ + -0.009899350814521313, + -0.0073539395816624165, + -0.010904288850724697, + -0.009631347842514515 + ], + "frac_above_star": 0.0 + }, + { + "step": 161, + "lr": 8.05e-05, + "sup_loss": 2.201770228875545, + "rf_loss": 3.0319059078465216e-05, + "total_loss": 2.2018005479346234, + "lyap1_mean": -0.003132424084469676, + "lyap1_max": 0.0016209421446546912, + "lyap1_min": -0.007745005190372467, + "lyap_spec_mean": [ + -0.003132424084469676, + -0.003647119738161564, + -0.004538408480584621, + -0.005512915551662445 + ], + "frac_above_star": 0.25 + }, + { + "step": 162, + "lr": 8.099999999999999e-05, + "sup_loss": 2.1987554803188765, + "rf_loss": 4.646166416932829e-05, + "total_loss": 2.198801941983046, + "lyap1_mean": -0.005336349830031395, + "lyap1_max": 0.0016211209585890174, + "lyap1_min": -0.010447027161717415, + "lyap_spec_mean": [ + -0.005336349364370108, + -0.004272979684174061, + -0.005845131818205118, + -0.007693789433687925 + ], + "frac_above_star": 0.125 + }, + { + "step": 163, + "lr": 8.150000000000002e-05, + "sup_loss": 2.200799913830748, + "rf_loss": 1.2407981557771564e-05, + "total_loss": 2.2008123218123057, + "lyap1_mean": -0.000694280257448554, + "lyap1_max": 0.006033697165548801, + "lyap1_min": -0.0035789187531918287, + "lyap_spec_mean": [ + -0.000694280257448554, + -0.0008749970002099872, + 0.0003742024418897927, + -0.0014554949011653662 + ], + "frac_above_star": 0.25 + }, + { + "step": 164, + "lr": 8.2e-05, + "sup_loss": 2.197284164033988, + "rf_loss": 5.560508270718856e-06, + "total_loss": 2.1972897245422587, + "lyap1_mean": -0.0006949923699721694, + "lyap1_max": 0.0025102621875703335, + "lyap1_min": -0.004648133181035519, + "lyap_spec_mean": [ + -0.0006949923117645085, + 0.001098298467695713, + -0.00041284068720415235, + 0.0010669759940356016 + ], + "frac_above_star": 0.5 + }, + { + "step": 165, + "lr": 8.25e-05, + "sup_loss": 2.1887483972937347, + "rf_loss": 2.690917972358875e-05, + "total_loss": 2.1887753064734583, + "lyap1_mean": -0.0044171507470309734, + "lyap1_max": -0.002522347029298544, + "lyap1_min": -0.006337921135127544, + "lyap_spec_mean": [ + -0.0044171507470309734, + -0.00425346102565527, + -0.004303575959056616, + -0.005105604417622089 + ], + "frac_above_star": 0.0 + }, + { + "step": 166, + "lr": 8.3e-05, + "sup_loss": 2.1814453575135415, + "rf_loss": 3.2822921639308333e-05, + "total_loss": 2.181478180435181, + "lyap1_mean": 0.004015542566776276, + "lyap1_max": 0.006301120854914188, + "lyap1_min": 0.001631457358598709, + "lyap_spec_mean": [ + 0.004015543032437563, + 0.006116081960499287, + 0.004529890604317188, + 0.005921541713178158 + ], + "frac_above_star": 1.0 + }, + { + "step": 167, + "lr": 8.35e-05, + "sup_loss": 2.178620482652522, + "rf_loss": 3.966395524912514e-05, + "total_loss": 2.178660146607771, + "lyap1_mean": -0.002962996019050479, + "lyap1_max": 0.0014704851200804114, + "lyap1_min": -0.0067429691553115845, + "lyap_spec_mean": [ + -0.0029629962518811226, + -0.005495812743902206, + -0.005198854021728039, + -0.006185273639857769 + ], + "frac_above_star": 0.25 + }, + { + "step": 168, + "lr": 8.400000000000001e-05, + "sup_loss": 2.1895133597164684, + "rf_loss": 5.607806451735087e-05, + "total_loss": 2.189569437780986, + "lyap1_mean": -0.0076252128928899765, + "lyap1_max": -0.004843148402869701, + "lyap1_min": -0.011013681069016457, + "lyap_spec_mean": [ + -0.0076252128928899765, + -0.005429565906524658, + -0.006636209320276976, + -0.007710976526141167 + ], + "frac_above_star": 0.0 + }, + { + "step": 169, + "lr": 8.450000000000001e-05, + "sup_loss": 2.16525836019614, + "rf_loss": 0.0001801110483938828, + "total_loss": 2.165438471244534, + "lyap1_mean": 0.012654459103941917, + "lyap1_max": 0.019904788583517075, + "lyap1_min": 0.00638554897159338, + "lyap_spec_mean": [ + 0.012654457241296768, + 0.014971468597650528, + 0.013839494436979294, + 0.010037217289209366 + ], + "frac_above_star": 1.0 + }, + { + "step": 170, + "lr": 8.5e-05, + "sup_loss": 2.1729840454215084, + "rf_loss": 1.7641257727518678e-05, + "total_loss": 2.173001686679236, + "lyap1_mean": 0.000445613288320601, + "lyap1_max": 0.008245048113167286, + "lyap1_min": -0.0065251304768025875, + "lyap_spec_mean": [ + 0.000445613288320601, + 8.861793321557343e-05, + -0.0013010994298383594, + -0.0009092615218833089 + ], + "frac_above_star": 0.375 + }, + { + "step": 171, + "lr": 8.55e-05, + "sup_loss": 2.157424522688213, + "rf_loss": 0.0002259445609524846, + "total_loss": 2.1576504672491654, + "lyap1_mean": -0.014596967026591301, + "lyap1_max": -0.009179582819342613, + "lyap1_min": -0.019472701475024223, + "lyap_spec_mean": [ + -0.014596967026591301, + -0.014721091836690903, + -0.015607640147209167, + -0.014389846473932266 + ], + "frac_above_star": 0.0 + }, + { + "step": 172, + "lr": 8.6e-05, + "sup_loss": 2.1673571501583333, + "rf_loss": 1.5485748008359224e-05, + "total_loss": 2.1673726359063417, + "lyap1_mean": 0.0030303592793643475, + "lyap1_max": 0.006664494052529335, + "lyap1_min": -0.0014581121504306793, + "lyap_spec_mean": [ + 0.0030303592793643475, + 0.0026742019690573215, + 0.0025005508214235306, + 0.0021754091139882803 + ], + "frac_above_star": 0.75 + }, + { + "step": 173, + "lr": 8.65e-05, + "sup_loss": 2.1507230739001626, + "rf_loss": 5.8039040595758706e-05, + "total_loss": 2.1507811129407584, + "lyap1_mean": 0.0066301519982516766, + "lyap1_max": 0.009690961800515652, + "lyap1_min": -0.0008715813746675849, + "lyap_spec_mean": [ + 0.006630152463912964, + 0.006427093409001827, + 0.00697022071108222, + 0.006569783668965101 + ], + "frac_above_star": 0.875 + }, + { + "step": 174, + "lr": 8.700000000000001e-05, + "sup_loss": 2.1479323187948824, + "rf_loss": 0.000594200799241662, + "total_loss": 2.148526519594124, + "lyap1_mean": -0.024806518107652664, + "lyap1_max": -0.019239339977502823, + "lyap1_min": -0.029736360535025597, + "lyap_spec_mean": [ + -0.024806516245007515, + -0.024987271055579185, + -0.024792499840259552, + -0.021516000851988792 + ], + "frac_above_star": 0.0 + }, + { + "step": 175, + "lr": 8.750000000000001e-05, + "sup_loss": 2.1439897484590906, + "rf_loss": 0.0006682171951979399, + "total_loss": 2.1446579656542886, + "lyap1_mean": 0.026389164850115776, + "lyap1_max": 0.03213794156908989, + "lyap1_min": 0.020287130028009415, + "lyap_spec_mean": [ + 0.026389164850115776, + 0.025563396513462067, + 0.02583308517932892, + 0.024047624319791794 + ], + "frac_above_star": 1.0 + }, + { + "step": 176, + "lr": 8.800000000000001e-05, + "sup_loss": 2.1438355902621105, + "rf_loss": 3.1638490327168256e-05, + "total_loss": 2.1438672287524376, + "lyap1_mean": 0.0049902587197721004, + "lyap1_max": 0.008861863985657692, + "lyap1_min": -0.0014889700105413795, + "lyap_spec_mean": [ + 0.004990259185433388, + 0.004637896548956633, + 0.0048167589120566845, + 0.0023238321300596 + ], + "frac_above_star": 0.875 + }, + { + "step": 177, + "lr": 8.85e-05, + "sup_loss": 2.125181165496702, + "rf_loss": 0.00037621037336066365, + "total_loss": 2.1255573758700628, + "lyap1_mean": -0.018707189708948135, + "lyap1_max": -0.011490494012832642, + "lyap1_min": -0.023785825818777084, + "lyap_spec_mean": [ + -0.018707189708948135, + -0.019934920594096184, + -0.01920422352850437, + -0.017874300479888916 + ], + "frac_above_star": 0.0 + }, + { + "step": 178, + "lr": 8.9e-05, + "sup_loss": 2.1093358187198787, + "rf_loss": 0.0002722273929975927, + "total_loss": 2.1096080461128763, + "lyap1_mean": -0.015610745176672935, + "lyap1_max": -0.010143217630684376, + "lyap1_min": -0.02037285454571247, + "lyap_spec_mean": [ + -0.01561074610799551, + -0.01645996794104576, + -0.013886585831642151, + -0.01839108020067215 + ], + "frac_above_star": 0.0 + }, + { + "step": 179, + "lr": 8.95e-05, + "sup_loss": 2.101804222114989, + "rf_loss": 0.0001886336540337652, + "total_loss": 2.101992855769023, + "lyap1_mean": -0.013751133345067501, + "lyap1_max": -0.0059151011519134045, + "lyap1_min": -0.017534738406538963, + "lyap_spec_mean": [ + -0.013751133345067501, + -0.01280117966234684, + -0.013098658062517643, + -0.012621693313121796 + ], + "frac_above_star": 0.0 + }, + { + "step": 180, + "lr": 9e-05, + "sup_loss": 2.100647099962453, + "rf_loss": 0.0006529279053211212, + "total_loss": 2.101300027867774, + "lyap1_mean": 0.02390255033969879, + "lyap1_max": 0.02978982776403427, + "lyap1_min": 0.018141072243452072, + "lyap_spec_mean": [ + 0.02390255220234394, + 0.02593291364610195, + 0.025804100558161736, + 0.025539333000779152 + ], + "frac_above_star": 1.0 + }, + { + "step": 181, + "lr": 9.05e-05, + "sup_loss": 2.135217564523703, + "rf_loss": 0.0010911151766777039, + "total_loss": 2.1363086797003805, + "lyap1_mean": -0.03225480392575264, + "lyap1_max": -0.026431668549776077, + "lyap1_min": -0.04761446267366409, + "lyap_spec_mean": [ + -0.03225480392575264, + -0.03330884128808975, + -0.03178926184773445, + -0.03256428986787796 + ], + "frac_above_star": 0.0 + }, + { + "step": 182, + "lr": 9.1e-05, + "sup_loss": 2.1636461087863985, + "rf_loss": 0.0002748834667727351, + "total_loss": 2.1639209922531712, + "lyap1_mean": 0.014155924320220947, + "lyap1_max": 0.018300116062164307, + "lyap1_min": 0.0072256154380738735, + "lyap_spec_mean": [ + 0.014155924320220947, + 0.018520578742027283, + 0.016321483999490738, + 0.014391964301466942 + ], + "frac_above_star": 1.0 + }, + { + "step": 183, + "lr": 9.15e-05, + "sup_loss": 2.112906459255757, + "rf_loss": 4.600208922056481e-05, + "total_loss": 2.1129524613449777, + "lyap1_mean": 0.0009261217201128602, + "lyap1_max": 0.01010139100253582, + "lyap1_min": -0.010039402171969414, + "lyap_spec_mean": [ + 0.0009261217783205211, + 0.001432029064744711, + 0.0026481288950890303, + 0.0008782574441283941 + ], + "frac_above_star": 0.625 + }, + { + "step": 184, + "lr": 9.2e-05, + "sup_loss": 2.092034855124176, + "rf_loss": 0.00011000340600730851, + "total_loss": 2.092144858530183, + "lyap1_mean": -0.00814657099545002, + "lyap1_max": -0.002150813117623329, + "lyap1_min": -0.015621013008058071, + "lyap_spec_mean": [ + -0.008146570064127445, + -0.00953025184571743, + -0.01200499664992094, + -0.009308768436312675 + ], + "frac_above_star": 0.0 + }, + { + "step": 185, + "lr": 9.250000000000001e-05, + "sup_loss": 2.0975667976428696, + "rf_loss": 8.95823905011639e-05, + "total_loss": 2.0976563800333707, + "lyap1_mean": 0.007614623289555311, + "lyap1_max": 0.014692053198814392, + "lyap1_min": -0.0010430316906422377, + "lyap_spec_mean": [ + 0.0076146237552165985, + 0.006936695426702499, + 0.007811253424733877, + 0.007984301075339317 + ], + "frac_above_star": 0.875 + }, + { + "step": 186, + "lr": 9.300000000000001e-05, + "sup_loss": 2.0755764613139602, + "rf_loss": 0.00031985071836970747, + "total_loss": 2.07589631203233, + "lyap1_mean": -0.010271942242980003, + "lyap1_max": 0.00878987554460764, + "lyap1_min": -0.0401378832757473, + "lyap_spec_mean": [ + -0.010271942242980003, + -0.010263139382004738, + -0.01074213720858097, + -0.012197775766253471 + ], + "frac_above_star": 0.25 + }, + { + "step": 187, + "lr": 9.350000000000001e-05, + "sup_loss": 2.050805940321191, + "rf_loss": 0.00031688305898569524, + "total_loss": 2.051122823380177, + "lyap1_mean": -0.014753295108675957, + "lyap1_max": -0.009868054650723934, + "lyap1_min": -0.022711139172315598, + "lyap_spec_mean": [ + -0.014753296039998531, + -0.018445128574967384, + -0.017943277955055237, + -0.015809573233127594 + ], + "frac_above_star": 0.0 + }, + { + "step": 188, + "lr": 9.400000000000001e-05, + "sup_loss": 2.0684357585372206, + "rf_loss": 0.00030089274514466524, + "total_loss": 2.0687366512823653, + "lyap1_mean": -0.014213919639587402, + "lyap1_max": -0.0044887475669384, + "lyap1_min": -0.03032999113202095, + "lyap_spec_mean": [ + -0.014213920570909977, + -0.01652279496192932, + -0.012773002497851849, + -0.017487812787294388 + ], + "frac_above_star": 0.0 + }, + { + "step": 189, + "lr": 9.45e-05, + "sup_loss": 2.052561771047066, + "rf_loss": 0.00010047653631772846, + "total_loss": 2.052662247583384, + "lyap1_mean": -0.007849112153053284, + "lyap1_max": -0.0008856002241373062, + "lyap1_min": -0.01412468682974577, + "lyap_spec_mean": [ + -0.007849112153053284, + -0.009905735030770302, + -0.007691686041653156, + -0.008255337364971638 + ], + "frac_above_star": 0.0 + }, + { + "step": 190, + "lr": 9.499999999999999e-05, + "sup_loss": 2.0324597638792863, + "rf_loss": 0.00022176657512318343, + "total_loss": 2.0326815304544095, + "lyap1_mean": -0.009660670533776283, + "lyap1_max": -0.001989572774618864, + "lyap1_min": -0.020625725388526917, + "lyap_spec_mean": [ + -0.009660670533776283, + -0.01393053773790598, + -0.013759585097432137, + -0.01637180522084236 + ], + "frac_above_star": 0.0 + }, + { + "step": 191, + "lr": 9.550000000000002e-05, + "sup_loss": 2.045281240506428, + "rf_loss": 8.642998727736995e-05, + "total_loss": 2.045367670493705, + "lyap1_mean": 0.008827904239296913, + "lyap1_max": 0.011806987226009369, + "lyap1_min": 0.005533808376640081, + "lyap_spec_mean": [ + 0.008827903307974339, + 0.004888657946139574, + 0.008382605388760567, + 0.008981382474303246 + ], + "frac_above_star": 1.0 + }, + { + "step": 192, + "lr": 9.6e-05, + "sup_loss": 2.0364714570555726, + "rf_loss": 0.00034109799889847636, + "total_loss": 2.036812555054471, + "lyap1_mean": -0.015972964465618134, + "lyap1_max": 0.0038218707777559757, + "lyap1_min": -0.024533189833164215, + "lyap_spec_mean": [ + -0.015972964465618134, + -0.014446921646595001, + -0.01704276166856289, + -0.01798401027917862 + ], + "frac_above_star": 0.125 + }, + { + "step": 193, + "lr": 9.65e-05, + "sup_loss": 2.016866196250281, + "rf_loss": 0.0010162191465497017, + "total_loss": 2.017882415396831, + "lyap1_mean": -0.030134152621030807, + "lyap1_max": -0.015060129575431347, + "lyap1_min": -0.04690868407487869, + "lyap_spec_mean": [ + -0.030134152621030807, + -0.02432914450764656, + -0.03143993020057678, + -0.03432987257838249 + ], + "frac_above_star": 0.0 + }, + { + "step": 194, + "lr": 9.7e-05, + "sup_loss": 2.0289966494824987, + "rf_loss": 0.0002493521897122264, + "total_loss": 2.029246001672211, + "lyap1_mean": -0.013890896923840046, + "lyap1_max": -0.0013735716929659247, + "lyap1_min": -0.021746784448623657, + "lyap_spec_mean": [ + -0.013890896923840046, + -0.014360778033733368, + -0.01276975404471159, + -0.012025789357721806 + ], + "frac_above_star": 0.0 + }, + { + "step": 195, + "lr": 9.75e-05, + "sup_loss": 2.0022260346119785, + "rf_loss": 0.00011446147254901007, + "total_loss": 2.0023404960845275, + "lyap1_mean": 0.0035152542404830456, + "lyap1_max": 0.012804202735424042, + "lyap1_min": -0.011689489707350731, + "lyap_spec_mean": [ + 0.0035152542404830456, + 0.0034152702428400517, + 0.0027568242512643337, + 0.004386023618280888 + ], + "frac_above_star": 0.875 + }, + { + "step": 196, + "lr": 9.8e-05, + "sup_loss": 1.9918694988430052, + "rf_loss": 0.0020403536036610603, + "total_loss": 1.9939098524466663, + "lyap1_mean": -0.043113842606544495, + "lyap1_max": -0.028130758553743362, + "lyap1_min": -0.0560389868915081, + "lyap_spec_mean": [ + -0.043113838881254196, + -0.04325469955801964, + -0.045714110136032104, + -0.0453823059797287 + ], + "frac_above_star": 0.0 + }, + { + "step": 197, + "lr": 9.850000000000001e-05, + "sup_loss": 1.9688900153340803, + "rf_loss": 0.00011396824265830219, + "total_loss": 1.9690039835767386, + "lyap1_mean": 0.0038657921832054853, + "lyap1_max": 0.0272205900400877, + "lyap1_min": -0.010518564842641354, + "lyap_spec_mean": [ + 0.0038657921832054853, + 0.001846563769504428, + 0.0013857480371370912, + 0.002272647572681308 + ], + "frac_above_star": 0.625 + }, + { + "step": 198, + "lr": 9.900000000000001e-05, + "sup_loss": 1.9512394457483173, + "rf_loss": 7.366658974206075e-05, + "total_loss": 1.9513131123380594, + "lyap1_mean": -0.0024665999226272106, + "lyap1_max": 0.007422461174428463, + "lyap1_min": -0.01682707853615284, + "lyap_spec_mean": [ + -0.0024665999226272106, + -0.0036644686479121447, + -0.0021161003969609737, + -0.0014274250715970993 + ], + "frac_above_star": 0.5 + }, + { + "step": 199, + "lr": 9.95e-05, + "sup_loss": 1.9513729794309709, + "rf_loss": 4.642408384825103e-05, + "total_loss": 1.9514194035148191, + "lyap1_mean": 0.0028889754321426153, + "lyap1_max": 0.013398721814155579, + "lyap1_min": -0.004359661601483822, + "lyap_spec_mean": [ + 0.002888975664973259, + 0.004348346497863531, + -0.001476090750657022, + 0.0010263137519359589 + ], + "frac_above_star": 0.625 + }, + { + "step": 200, + "lr": 0.0001, + "sup_loss": 1.9316499227474089, + "rf_loss": 0.00040111440466716886, + "total_loss": 1.932051037152076, + "lyap1_mean": -0.01829131878912449, + "lyap1_max": -0.010158715769648552, + "lyap1_min": -0.023473775014281273, + "lyap_spec_mean": [ + -0.01829131878912449, + -0.019690968096256256, + -0.01736387610435486, + -0.01898994855582714 + ], + "frac_above_star": 0.0 + }, + { + "step": 201, + "lr": 0.0001, + "sup_loss": 1.9614991611748174, + "rf_loss": 0.0002510084887035191, + "total_loss": 1.961750169663521, + "lyap1_mean": -0.014235078357160091, + "lyap1_max": 0.013695437461137772, + "lyap1_min": -0.0318291038274765, + "lyap_spec_mean": [ + -0.014235077425837517, + -0.01252906583249569, + -0.013828120194375515, + -0.012724917382001877 + ], + "frac_above_star": 0.125 + }, + { + "step": 202, + "lr": 0.0001, + "sup_loss": 1.9103197615090608, + "rf_loss": 0.0004972247988916934, + "total_loss": 1.9108169863079525, + "lyap1_mean": -0.021078139543533325, + "lyap1_max": -0.013777345418930054, + "lyap1_min": -0.03166697919368744, + "lyap_spec_mean": [ + -0.021078139543533325, + -0.01608269475400448, + -0.020429106429219246, + -0.02458314597606659 + ], + "frac_above_star": 0.0 + }, + { + "step": 203, + "lr": 0.0001, + "sup_loss": 1.869305363980579, + "rf_loss": 0.00015010498464107513, + "total_loss": 1.86945546896522, + "lyap1_mean": 0.0004610224859789014, + "lyap1_max": 0.04462999850511551, + "lyap1_min": -0.018519897013902664, + "lyap_spec_mean": [ + 0.00046102271880954504, + -0.002776599721983075, + -0.00531004648655653, + -0.005447276867926121 + ], + "frac_above_star": 0.5 + }, + { + "step": 204, + "lr": 0.0001, + "sup_loss": 1.8796702910944576, + "rf_loss": 0.0019818900618702173, + "total_loss": 1.8816521811563278, + "lyap1_mean": -0.03618721663951874, + "lyap1_max": -0.004063752945512533, + "lyap1_min": -0.06699233502149582, + "lyap_spec_mean": [ + -0.036187220364809036, + -0.04434007406234741, + -0.04212867096066475, + -0.04587164521217346 + ], + "frac_above_star": 0.0 + }, + { + "step": 205, + "lr": 0.0001, + "sup_loss": 1.8486431226316256, + "rf_loss": 0.0032993725035339594, + "total_loss": 1.8519424951351595, + "lyap1_mean": -0.05536627396941185, + "lyap1_max": -0.023537099361419678, + "lyap1_min": -0.07501765340566635, + "lyap_spec_mean": [ + -0.05536627396941185, + -0.04677313566207886, + -0.05659327656030655, + -0.06154243275523186 + ], + "frac_above_star": 0.0 + }, + { + "step": 206, + "lr": 0.0001, + "sup_loss": 1.8190983043978477, + "rf_loss": 0.0022462899796664715, + "total_loss": 1.8213445943775142, + "lyap1_mean": -0.041944827884435654, + "lyap1_max": -0.00906645879149437, + "lyap1_min": -0.06917615979909897, + "lyap_spec_mean": [ + -0.041944827884435654, + -0.044553957879543304, + -0.047233909368515015, + -0.04706728085875511 + ], + "frac_above_star": 0.0 + }, + { + "step": 207, + "lr": 0.0001, + "sup_loss": 1.857477504069466, + "rf_loss": 0.00015888657071627676, + "total_loss": 1.8576363906401823, + "lyap1_mean": -0.006062822882086039, + "lyap1_max": 0.009143372997641563, + "lyap1_min": -0.02010120451450348, + "lyap_spec_mean": [ + -0.006062822416424751, + -0.005066842772066593, + -0.0010114260949194431, + -0.010307046584784985 + ], + "frac_above_star": 0.125 + }, + { + "step": 208, + "lr": 0.0001, + "sup_loss": 1.8322681528794438, + "rf_loss": 0.002621828345581889, + "total_loss": 1.8348899812250257, + "lyap1_mean": -0.049537576735019684, + "lyap1_max": -0.03488629311323166, + "lyap1_min": -0.0634227842092514, + "lyap_spec_mean": [ + -0.049537576735019684, + -0.04974951595067978, + -0.052399396896362305, + -0.050407085567712784 + ], + "frac_above_star": 0.0 + }, + { + "step": 209, + "lr": 0.0001, + "sup_loss": 1.7999980098371615, + "rf_loss": 0.000100155477412045, + "total_loss": 1.8000981653145736, + "lyap1_mean": 0.00204980606213212, + "lyap1_max": 0.014511262997984886, + "lyap1_min": -0.009958982467651367, + "lyap_spec_mean": [ + 0.00204980606213212, + 0.00010177586227655411, + -0.0007857505697757006, + -0.0011860623490065336 + ], + "frac_above_star": 0.5 + }, + { + "step": 210, + "lr": 0.0001, + "sup_loss": 1.7902453125099271, + "rf_loss": 0.0005374186439439654, + "total_loss": 1.790782731153871, + "lyap1_mean": -0.021724533289670944, + "lyap1_max": -0.01265696994960308, + "lyap1_min": -0.031063510105013847, + "lyap_spec_mean": [ + -0.021724533289670944, + -0.022419655695557594, + -0.023731926456093788, + -0.021172702312469482 + ], + "frac_above_star": 0.0 + }, + { + "step": 211, + "lr": 0.0001, + "sup_loss": 1.7246070439218069, + "rf_loss": 8.527602767571807e-05, + "total_loss": 1.7246923199494826, + "lyap1_mean": 0.0016284165903925896, + "lyap1_max": 0.021024717018008232, + "lyap1_min": -0.010077872313559055, + "lyap_spec_mean": [ + 0.0016284168232232332, + 0.005277999676764011, + 0.006051416043192148, + 0.0036358549259603024 + ], + "frac_above_star": 0.625 + }, + { + "step": 212, + "lr": 0.0001, + "sup_loss": 1.7268874617468188, + "rf_loss": 0.0003263660764787346, + "total_loss": 1.7272138278232976, + "lyap1_mean": -0.008183025754988194, + "lyap1_max": 0.020920678973197937, + "lyap1_min": -0.033159658312797546, + "lyap_spec_mean": [ + -0.008183024823665619, + -0.014999636448919773, + -0.01777515560388565, + -0.018077002838253975 + ], + "frac_above_star": 0.25 + }, + { + "step": 213, + "lr": 0.0001, + "sup_loss": 1.7114703391251358, + "rf_loss": 0.0016110665164887905, + "total_loss": 1.7130814056416246, + "lyap1_mean": -0.037627577781677246, + "lyap1_max": -0.02529781311750412, + "lyap1_min": -0.05516711622476578, + "lyap_spec_mean": [ + -0.03762757405638695, + -0.03791601210832596, + -0.038575731217861176, + -0.04280465468764305 + ], + "frac_above_star": 0.0 + }, + { + "step": 214, + "lr": 0.0001, + "sup_loss": 1.701156488931479, + "rf_loss": 0.00023300512111745775, + "total_loss": 1.7013894940525964, + "lyap1_mean": -0.011650821194052696, + "lyap1_max": -0.0016303284792229533, + "lyap1_min": -0.017748497426509857, + "lyap_spec_mean": [ + -0.011650820262730122, + -0.012279671616852283, + -0.014055760577321053, + -0.01720653846859932 + ], + "frac_above_star": 0.0 + }, + { + "step": 215, + "lr": 0.0001, + "sup_loss": 1.6685355583811863, + "rf_loss": 0.00011090420593973249, + "total_loss": 1.668646462587126, + "lyap1_mean": -0.0048854760825634, + "lyap1_max": 0.006980138830840588, + "lyap1_min": -0.01905136927962303, + "lyap_spec_mean": [ + -0.0048854760825634, + -0.006476733833551407, + -0.0069585805758833885, + -0.009080495685338974 + ], + "frac_above_star": 0.375 + }, + { + "step": 216, + "lr": 0.0001, + "sup_loss": 1.692211489975491, + "rf_loss": 0.0009358461829833686, + "total_loss": 1.6931473361584743, + "lyap1_mean": -0.028434094041585922, + "lyap1_max": -0.00891058798879385, + "lyap1_min": -0.044280342757701874, + "lyap_spec_mean": [ + -0.028434094041585922, + -0.0283229760825634, + -0.028988219797611237, + -0.02805550955235958 + ], + "frac_above_star": 0.0 + }, + { + "step": 217, + "lr": 0.0001, + "sup_loss": 1.6659426251605889, + "rf_loss": 0.00015594929573126137, + "total_loss": 1.6660985744563201, + "lyap1_mean": 0.0075191473588347435, + "lyap1_max": 0.023268437013030052, + "lyap1_min": -0.009257241152226925, + "lyap_spec_mean": [ + 0.007519146893173456, + 0.008489508181810379, + 0.008333560079336166, + 0.005575662478804588 + ], + "frac_above_star": 0.625 + }, + { + "step": 218, + "lr": 0.0001, + "sup_loss": 1.643148348487152, + "rf_loss": 0.0001098079519579187, + "total_loss": 1.64325815643911, + "lyap1_mean": -0.005023071076720953, + "lyap1_max": 0.0055428119376301765, + "lyap1_min": -0.01430978998541832, + "lyap_spec_mean": [ + -0.00502307154238224, + -0.0029331641271710396, + -0.004664604552090168, + -0.00014845514670014381 + ], + "frac_above_star": 0.25 + }, + { + "step": 219, + "lr": 0.0001, + "sup_loss": 1.634473455897186, + "rf_loss": 0.0011840638471767306, + "total_loss": 1.6356575197443628, + "lyap1_mean": -0.03330094739794731, + "lyap1_max": -0.01663023605942726, + "lyap1_min": -0.04762573540210724, + "lyap_spec_mean": [ + -0.03330094739794731, + -0.031307850033044815, + -0.03537143021821976, + -0.033451881259679794 + ], + "frac_above_star": 0.0 + }, + { + "step": 220, + "lr": 0.0001, + "sup_loss": 1.6553282021938798, + "rf_loss": 0.00010580266098259017, + "total_loss": 1.6554340048548624, + "lyap1_mean": 0.007908746600151062, + "lyap1_max": 0.016066141426563263, + "lyap1_min": -0.0007335115224123001, + "lyap_spec_mean": [ + 0.007908746600151062, + 0.0085207624360919, + 0.009603103622794151, + 0.008935152553021908 + ], + "frac_above_star": 0.875 + }, + { + "step": 221, + "lr": 0.0001, + "sup_loss": 1.5786524066299181, + "rf_loss": 0.0007190009346231818, + "total_loss": 1.5793714075645413, + "lyap1_mean": -0.02297857217490673, + "lyap1_max": -0.007148449774831533, + "lyap1_min": -0.035043638199567795, + "lyap_spec_mean": [ + -0.02297857217490673, + -0.028954453766345978, + -0.02582593634724617, + -0.02379213273525238 + ], + "frac_above_star": 0.0 + }, + { + "step": 222, + "lr": 0.0001, + "sup_loss": 1.613442218020618, + "rf_loss": 0.00015578015882056206, + "total_loss": 1.6135979981794386, + "lyap1_mean": -0.007665350567549467, + "lyap1_max": 0.005206334870308638, + "lyap1_min": -0.016713162884116173, + "lyap_spec_mean": [ + -0.007665351033210754, + -0.008901581168174744, + -0.008985860273241997, + -0.012351405806839466 + ], + "frac_above_star": 0.25 + }, + { + "step": 223, + "lr": 0.0001, + "sup_loss": 1.5905898775182197, + "rf_loss": 0.00028253652271814644, + "total_loss": 1.5908724140409378, + "lyap1_mean": -0.004015181679278612, + "lyap1_max": 0.04468391463160515, + "lyap1_min": -0.0246443934738636, + "lyap_spec_mean": [ + -0.0040151821449398994, + -0.012247839942574501, + -0.013548928312957287, + -0.013338176533579826 + ], + "frac_above_star": 0.25 + }, + { + "step": 224, + "lr": 0.0001, + "sup_loss": 1.533676681637684, + "rf_loss": 9.714921179693192e-05, + "total_loss": 1.5337738308494808, + "lyap1_mean": -0.008455533534288406, + "lyap1_max": -0.00189184898044914, + "lyap1_min": -0.02048061415553093, + "lyap_spec_mean": [ + -0.008455532602965832, + -0.007899759337306023, + -0.008731584995985031, + -0.003581895725801587 + ], + "frac_above_star": 0.0 + }, + { + "step": 225, + "lr": 0.0001, + "sup_loss": 1.6023154980129708, + "rf_loss": 0.0002587800263427198, + "total_loss": 1.6025742780393135, + "lyap1_mean": -0.0014420421794056892, + "lyap1_max": 0.012257002294063568, + "lyap1_min": -0.04373475909233093, + "lyap_spec_mean": [ + -0.0014420421794056892, + -0.0038414443843066692, + -0.005926971789449453, + -0.003821812802925706 + ], + "frac_above_star": 0.5 + }, + { + "step": 226, + "lr": 0.0001, + "sup_loss": 1.5671349895069338, + "rf_loss": 0.00024637399474158883, + "total_loss": 1.5673813635016753, + "lyap1_mean": -0.0029624439775943756, + "lyap1_max": 0.023961972445249557, + "lyap1_min": -0.02061140537261963, + "lyap_spec_mean": [ + -0.0029624435119330883, + -0.002624836750328541, + -0.009730719029903412, + -0.008707335218787193 + ], + "frac_above_star": 0.5 + }, + { + "step": 227, + "lr": 0.0001, + "sup_loss": 1.5913318343092766, + "rf_loss": 3.3797223295550793e-05, + "total_loss": 1.5913656315325722, + "lyap1_mean": 0.00313158193603158, + "lyap1_max": 0.010278439149260521, + "lyap1_min": -0.00424220971763134, + "lyap_spec_mean": [ + 0.00313158193603158, + 0.0031816698610782623, + 0.0013005859218537807, + 0.0021432344801723957 + ], + "frac_above_star": 0.75 + }, + { + "step": 228, + "lr": 0.0001, + "sup_loss": 1.5898660876682587, + "rf_loss": 0.0002857981889974326, + "total_loss": 1.590151885857256, + "lyap1_mean": -0.016757983714342117, + "lyap1_max": -0.010826125741004944, + "lyap1_min": -0.027464766055345535, + "lyap_spec_mean": [ + -0.016757983714342117, + -0.01534013170748949, + -0.015303678810596466, + -0.015292732045054436 + ], + "frac_above_star": 0.0 + }, + { + "step": 229, + "lr": 0.0001, + "sup_loss": 1.5510329029870222, + "rf_loss": 0.0005246226210147142, + "total_loss": 1.551557525608037, + "lyap1_mean": -0.020445870235562325, + "lyap1_max": -0.008268322795629501, + "lyap1_min": -0.03473246842622757, + "lyap_spec_mean": [ + -0.020445872098207474, + -0.018968209624290466, + -0.02201392501592636, + -0.019910216331481934 + ], + "frac_above_star": 0.0 + }, + { + "step": 230, + "lr": 0.0001, + "sup_loss": 1.5275185501185766, + "rf_loss": 0.000433499866630882, + "total_loss": 1.5279520499852075, + "lyap1_mean": 0.02217891812324524, + "lyap1_max": 0.030684873461723328, + "lyap1_min": -0.002044674940407276, + "lyap_spec_mean": [ + 0.02217891626060009, + 0.019762706011533737, + 0.018313482403755188, + 0.01748053729534149 + ], + "frac_above_star": 0.875 + }, + { + "step": 231, + "lr": 0.0001, + "sup_loss": 1.5601170979672507, + "rf_loss": 0.0003032840322703123, + "total_loss": 1.560420381999521, + "lyap1_mean": 0.009487343952059746, + "lyap1_max": 0.02879876270890236, + "lyap1_min": -0.01358233205974102, + "lyap_spec_mean": [ + 0.009487343020737171, + 0.009667949751019478, + 0.006833121180534363, + 0.006780189462006092 + ], + "frac_above_star": 0.75 + }, + { + "step": 232, + "lr": 0.0001, + "sup_loss": 1.5450378695898064, + "rf_loss": 0.0002794590836856514, + "total_loss": 1.545317328673492, + "lyap1_mean": 0.0029892059974372387, + "lyap1_max": 0.06605745851993561, + "lyap1_min": -0.0301141869276762, + "lyap_spec_mean": [ + 0.002989205066114664, + -0.005187832750380039, + -0.0033409385941922665, + -0.005791031755506992 + ], + "frac_above_star": 0.375 + }, + { + "step": 233, + "lr": 0.0001, + "sup_loss": 1.5439004114072803, + "rf_loss": 0.001179019920527935, + "total_loss": 1.5450794313278082, + "lyap1_mean": -0.027116980403661728, + "lyap1_max": -0.010732157155871391, + "lyap1_min": -0.05728516727685928, + "lyap_spec_mean": [ + -0.02711697854101658, + -0.03290563076734543, + -0.030844077467918396, + -0.03274793177843094 + ], + "frac_above_star": 0.0 + }, + { + "step": 234, + "lr": 0.0001, + "sup_loss": 1.5197173659475296, + "rf_loss": 0.0007070808787830174, + "total_loss": 1.5204244468263126, + "lyap1_mean": -0.02583046816289425, + "lyap1_max": -0.011704760603606701, + "lyap1_min": -0.03832227364182472, + "lyap_spec_mean": [ + -0.02583046816289425, + -0.025369804352521896, + -0.025186631828546524, + -0.024349194020032883 + ], + "frac_above_star": 0.0 + }, + { + "step": 235, + "lr": 0.0001, + "sup_loss": 1.573704690477022, + "rf_loss": 0.00012603438517544419, + "total_loss": 1.5738307248621974, + "lyap1_mean": -0.0003244744148105383, + "lyap1_max": 0.016225140541791916, + "lyap1_min": -0.026543617248535156, + "lyap_spec_mean": [ + -0.0003244745312258601, + -0.0008106369059532881, + 0.001283120596781373, + 0.0006362771382555366 + ], + "frac_above_star": 0.5 + }, + { + "step": 236, + "lr": 0.0001, + "sup_loss": 1.5233855267173184, + "rf_loss": 0.00016290173516608775, + "total_loss": 1.5235484284524845, + "lyap1_mean": -0.00753433583304286, + "lyap1_max": 0.003956371918320656, + "lyap1_min": -0.02686648815870285, + "lyap_spec_mean": [ + -0.007534336298704147, + -0.0059045650996267796, + -0.005374147091060877, + -0.007148392964154482 + ], + "frac_above_star": 0.375 + }, + { + "step": 237, + "lr": 0.0001, + "sup_loss": 1.5161309193201185, + "rf_loss": 0.0003047908248845488, + "total_loss": 1.516435710145003, + "lyap1_mean": -0.012216662056744099, + "lyap1_max": -0.00254999753087759, + "lyap1_min": -0.021136648952960968, + "lyap_spec_mean": [ + -0.012216662056744099, + -0.015649339184165, + -0.017744027078151703, + -0.016154121607542038 + ], + "frac_above_star": 0.0 + }, + { + "step": 238, + "lr": 0.0001, + "sup_loss": 1.5660989720786769, + "rf_loss": 9.8811236966867e-05, + "total_loss": 1.5661977833156437, + "lyap1_mean": 0.003910782281309366, + "lyap1_max": 0.02523166686296463, + "lyap1_min": -0.00866803526878357, + "lyap_spec_mean": [ + 0.003910782281309366, + 0.0012594085419550538, + 0.0006163037614896894, + 0.0017407010309398174 + ], + "frac_above_star": 0.5 + }, + { + "step": 239, + "lr": 0.0001, + "sup_loss": 1.5097751371025159, + "rf_loss": 0.00010148091678274795, + "total_loss": 1.5098766180192986, + "lyap1_mean": -0.001211667899042368, + "lyap1_max": 0.012035898864269257, + "lyap1_min": -0.017628930509090424, + "lyap_spec_mean": [ + -0.0012116676662117243, + -0.0023505049757659435, + -0.0005986429750919342, + 8.719670586287975e-05 + ], + "frac_above_star": 0.5 + }, + { + "step": 240, + "lr": 0.0001, + "sup_loss": 1.5379898749449563, + "rf_loss": 0.0004224061267450452, + "total_loss": 1.5384122810717014, + "lyap1_mean": -0.017894966527819633, + "lyap1_max": -0.00644093519076705, + "lyap1_min": -0.026916474103927612, + "lyap_spec_mean": [ + -0.017894966527819633, + -0.018963685259222984, + -0.02154875360429287, + -0.018429841846227646 + ], + "frac_above_star": 0.0 + }, + { + "step": 241, + "lr": 0.0001, + "sup_loss": 1.555691659727396, + "rf_loss": 0.000188211357453838, + "total_loss": 1.5558798710848498, + "lyap1_mean": -0.004380710888653994, + "lyap1_max": 0.013082442805171013, + "lyap1_min": -0.022702982649207115, + "lyap_spec_mean": [ + -0.004380710888653994, + -0.010773282498121262, + -0.006164633668959141, + -0.006956419907510281 + ], + "frac_above_star": 0.25 + }, + { + "step": 242, + "lr": 0.0001, + "sup_loss": 1.4985605683309902, + "rf_loss": 0.0003241901576984674, + "total_loss": 1.4988847584886886, + "lyap1_mean": -0.016618456691503525, + "lyap1_max": -0.010392650030553341, + "lyap1_min": -0.023700229823589325, + "lyap_spec_mean": [ + -0.016618456691503525, + -0.01964411325752735, + -0.015909934416413307, + -0.016858691349625587 + ], + "frac_above_star": 0.0 + }, + { + "step": 243, + "lr": 0.0001, + "sup_loss": 1.5126149689623793, + "rf_loss": 0.00020755853620357811, + "total_loss": 1.512822527498583, + "lyap1_mean": -0.010953905060887337, + "lyap1_max": -0.0004982342943549156, + "lyap1_min": -0.023184146732091904, + "lyap_spec_mean": [ + -0.010953905060887337, + -0.006933037657290697, + -0.011104123666882515, + -0.012485609389841557 + ], + "frac_above_star": 0.0 + }, + { + "step": 244, + "lr": 0.0001, + "sup_loss": 1.5259881207934651, + "rf_loss": 0.00018092160462401807, + "total_loss": 1.5261690423980891, + "lyap1_mean": -0.003556301351636648, + "lyap1_max": 0.018715135753154755, + "lyap1_min": -0.02462509647011757, + "lyap_spec_mean": [ + -0.003556301351636648, + -0.005779761355370283, + -0.005697971675544977, + -0.006929710507392883 + ], + "frac_above_star": 0.5 + }, + { + "step": 245, + "lr": 0.0001, + "sup_loss": 1.4749697283159022, + "rf_loss": 8.935012010624632e-05, + "total_loss": 1.4750590784360085, + "lyap1_mean": 0.002617450198158622, + "lyap1_max": 0.011515173129737377, + "lyap1_min": -0.012761290185153484, + "lyap_spec_mean": [ + 0.0026174504309892654, + 0.003437348175793886, + 0.006574427243322134, + 0.0021585901267826557 + ], + "frac_above_star": 0.625 + }, + { + "step": 246, + "lr": 0.0001, + "sup_loss": 1.505409604128715, + "rf_loss": 0.0003884815378114581, + "total_loss": 1.5057980856665265, + "lyap1_mean": 0.01868494786322117, + "lyap1_max": 0.034461021423339844, + "lyap1_min": 0.0033198362216353416, + "lyap_spec_mean": [ + 0.018684949725866318, + 0.01622621715068817, + 0.01963288150727749, + 0.013566814363002777 + ], + "frac_above_star": 1.0 + }, + { + "step": 247, + "lr": 0.0001, + "sup_loss": 1.481533422679936, + "rf_loss": 4.6783861762378365e-05, + "total_loss": 1.4815802065416983, + "lyap1_mean": 0.0029836532194167376, + "lyap1_max": 0.011968759819865227, + "lyap1_min": -0.012385593727231026, + "lyap_spec_mean": [ + 0.002983652986586094, + 0.00301680201664567, + 0.0036842087283730507, + 0.003356313332915306 + ], + "frac_above_star": 0.75 + }, + { + "step": 248, + "lr": 0.0001, + "sup_loss": 1.4764164291974273, + "rf_loss": 0.0006678577628917992, + "total_loss": 1.4770842869603191, + "lyap1_mean": -0.023606151342391968, + "lyap1_max": -0.013245965354144573, + "lyap1_min": -0.035865820944309235, + "lyap_spec_mean": [ + -0.023606151342391968, + -0.024804729968309402, + -0.024740658700466156, + -0.02644331380724907 + ], + "frac_above_star": 0.0 + }, + { + "step": 249, + "lr": 0.0001, + "sup_loss": 1.4657890965134268, + "rf_loss": 0.0011492097983136773, + "total_loss": 1.4669383063117405, + "lyap1_mean": -0.03152470290660858, + "lyap1_max": -0.023377995938062668, + "lyap1_min": -0.04962141439318657, + "lyap_spec_mean": [ + -0.03152470290660858, + -0.0330595038831234, + -0.03384138643741608, + -0.03426683321595192 + ], + "frac_above_star": 0.0 + }, + { + "step": 250, + "lr": 0.0001, + "sup_loss": 1.548544177193591, + "rf_loss": 0.0017478056252002716, + "total_loss": 1.5502919828187913, + "lyap1_mean": -0.042839258909225464, + "lyap1_max": -0.03155600279569626, + "lyap1_min": -0.05552759766578674, + "lyap_spec_mean": [ + -0.042839255183935165, + -0.04206547886133194, + -0.039299771189689636, + -0.04139912873506546 + ], + "frac_above_star": 0.0 + }, + { + "step": 251, + "lr": 0.0001, + "sup_loss": 1.471926844164589, + "rf_loss": 0.0006618142942897975, + "total_loss": 1.4725886584588788, + "lyap1_mean": -0.027021143585443497, + "lyap1_max": -0.014732159674167633, + "lyap1_min": -0.054247163236141205, + "lyap_spec_mean": [ + -0.027021143585443497, + -0.019689662382006645, + -0.024275796487927437, + -0.023085540160536766 + ], + "frac_above_star": 0.0 + }, + { + "step": 252, + "lr": 0.0001, + "sup_loss": 1.4752406922596708, + "rf_loss": 0.00031853283871896565, + "total_loss": 1.4755592250983898, + "lyap1_mean": 0.013796268031001091, + "lyap1_max": 0.035025496035814285, + "lyap1_min": -0.007527250796556473, + "lyap_spec_mean": [ + 0.013796268031001091, + 0.014117710292339325, + 0.011229557916522026, + 0.010223569348454475 + ], + "frac_above_star": 0.75 + }, + { + "step": 253, + "lr": 0.0001, + "sup_loss": 1.5025128659236764, + "rf_loss": 0.0005130375502631068, + "total_loss": 1.5030259034739395, + "lyap1_mean": 0.024398639798164368, + "lyap1_max": 0.03928080201148987, + "lyap1_min": 0.011415613815188408, + "lyap_spec_mean": [ + 0.024398641660809517, + 0.019693542271852493, + 0.01870984211564064, + 0.02000761590898037 + ], + "frac_above_star": 1.0 + }, + { + "step": 254, + "lr": 0.0001, + "sup_loss": 1.4687313985305965, + "rf_loss": 0.00012026674812659621, + "total_loss": 1.4688516652787231, + "lyap1_mean": -0.008148117922246456, + "lyap1_max": 0.011851279065012932, + "lyap1_min": -0.023634744808077812, + "lyap_spec_mean": [ + -0.008148117922246456, + -0.0028903852216899395, + -0.00596297811716795, + -0.004810424987226725 + ], + "frac_above_star": 0.125 + }, + { + "step": 255, + "lr": 0.0001, + "sup_loss": 1.4795799065829027, + "rf_loss": 0.0007376640569418669, + "total_loss": 1.4803175706398446, + "lyap1_mean": -0.01819574274122715, + "lyap1_max": 0.03573594242334366, + "lyap1_min": -0.04090343788266182, + "lyap_spec_mean": [ + -0.01819574274122715, + -0.024395804852247238, + -0.02506363019347191, + -0.024669472128152847 + ], + "frac_above_star": 0.125 + }, + { + "step": 256, + "lr": 0.0001, + "sup_loss": 1.4549620601264803, + "rf_loss": 0.000407859159167856, + "total_loss": 1.4553699192856482, + "lyap1_mean": -0.017727511003613472, + "lyap1_max": -0.006368264090269804, + "lyap1_min": -0.026774372905492783, + "lyap_spec_mean": [ + -0.017727511003613472, + -0.01665477082133293, + -0.019891291856765747, + -0.015521426685154438 + ], + "frac_above_star": 0.0 + }, + { + "step": 257, + "lr": 0.0001, + "sup_loss": 1.4736545135487893, + "rf_loss": 8.099681872408837e-05, + "total_loss": 1.4737355103675134, + "lyap1_mean": -0.007925796322524548, + "lyap1_max": -0.003747855080291629, + "lyap1_min": -0.014302677474915981, + "lyap_spec_mean": [ + -0.007925795391201973, + -0.0036079655401408672, + -0.011078421026468277, + -0.006986275780946016 + ], + "frac_above_star": 0.0 + }, + { + "step": 258, + "lr": 0.0001, + "sup_loss": 1.4486410901121838, + "rf_loss": 0.00028705893782898784, + "total_loss": 1.4489281490500128, + "lyap1_mean": -0.014022222720086575, + "lyap1_max": -0.00018885608005803078, + "lyap1_min": -0.04083583503961563, + "lyap_spec_mean": [ + -0.014022221788764, + -0.009961573407053947, + -0.01306901779025793, + -0.015960857272148132 + ], + "frac_above_star": 0.0 + }, + { + "step": 259, + "lr": 0.0001, + "sup_loss": 1.4903975296109135, + "rf_loss": 0.00018442771397531033, + "total_loss": 1.4905819573248889, + "lyap1_mean": -0.0005769709823653102, + "lyap1_max": 0.01916702836751938, + "lyap1_min": -0.016085145995020866, + "lyap_spec_mean": [ + -0.0005769712151959538, + -0.0032860597129911184, + -0.002839336171746254, + -0.005854073911905289 + ], + "frac_above_star": 0.5 + }, + { + "step": 260, + "lr": 0.0001, + "sup_loss": 1.447370979000521, + "rf_loss": 0.00018069331417791545, + "total_loss": 1.4475516723146988, + "lyap1_mean": 0.006563850678503513, + "lyap1_max": 0.03256794810295105, + "lyap1_min": -0.012849066406488419, + "lyap_spec_mean": [ + 0.006563850212842226, + 0.005594510585069656, + 0.006714234594255686, + 0.005021398887038231 + ], + "frac_above_star": 0.625 + }, + { + "step": 261, + "lr": 0.0001, + "sup_loss": 1.4702648063490098, + "rf_loss": 0.0004542602691799402, + "total_loss": 1.4707190666181897, + "lyap1_mean": -0.0006693159230053425, + "lyap1_max": 0.017985716462135315, + "lyap1_min": -0.04770083352923393, + "lyap_spec_mean": [ + -0.0006693159230053425, + 0.0034477622248232365, + 0.0003490280359983444, + 0.0008198968134820461 + ], + "frac_above_star": 0.625 + }, + { + "step": 262, + "lr": 0.0001, + "sup_loss": 1.448451725336645, + "rf_loss": 0.0003074526321142912, + "total_loss": 1.4487591779687592, + "lyap1_mean": 0.012670745141804218, + "lyap1_max": 0.03466906398534775, + "lyap1_min": -0.0027348711155354977, + "lyap_spec_mean": [ + 0.012670746073126793, + 0.014093595556914806, + 0.009033173322677612, + 0.012162314727902412 + ], + "frac_above_star": 0.75 + }, + { + "step": 263, + "lr": 0.0001, + "sup_loss": 1.4608260118531333, + "rf_loss": 0.00022654508939012885, + "total_loss": 1.4610525569425235, + "lyap1_mean": -0.010188169777393341, + "lyap1_max": -0.0025808322243392467, + "lyap1_min": -0.029451310634613037, + "lyap_spec_mean": [ + -0.010188170708715916, + -0.009405208751559258, + -0.011564193293452263, + -0.011620933189988136 + ], + "frac_above_star": 0.0 + }, + { + "step": 264, + "lr": 0.0001, + "sup_loss": 1.4685929293891753, + "rf_loss": 0.0004878577310591936, + "total_loss": 1.4690807871202345, + "lyap1_mean": -0.01857794262468815, + "lyap1_max": -0.0034555532038211823, + "lyap1_min": -0.041977643966674805, + "lyap_spec_mean": [ + -0.01857794262468815, + -0.023082982748746872, + -0.019065381959080696, + -0.017981279641389847 + ], + "frac_above_star": 0.0 + }, + { + "step": 265, + "lr": 0.0001, + "sup_loss": 1.4781136422512406, + "rf_loss": 0.0007815880235284567, + "total_loss": 1.478895230274769, + "lyap1_mean": -0.022029273211956024, + "lyap1_max": -0.003910544328391552, + "lyap1_min": -0.04069063812494278, + "lyap_spec_mean": [ + -0.022029276937246323, + -0.025864891707897186, + -0.027316881343722343, + -0.025591984391212463 + ], + "frac_above_star": 0.0 + }, + { + "step": 266, + "lr": 0.0001, + "sup_loss": 1.4155019552716723, + "rf_loss": 0.00017907841538544744, + "total_loss": 1.4156810336870578, + "lyap1_mean": -0.008455848321318626, + "lyap1_max": 0.003028585109859705, + "lyap1_min": -0.018163437023758888, + "lyap_spec_mean": [ + -0.008455848321318626, + -0.012912612408399582, + -0.007648142520338297, + -0.014109055511653423 + ], + "frac_above_star": 0.125 + }, + { + "step": 267, + "lr": 0.0001, + "sup_loss": 1.4845467667194399, + "rf_loss": 0.00018350459868088365, + "total_loss": 1.4847302713181207, + "lyap1_mean": 0.006045960821211338, + "lyap1_max": 0.02022361010313034, + "lyap1_min": -0.013185426592826843, + "lyap_spec_mean": [ + 0.006045961286872625, + 0.006775920279324055, + 0.0016420442843809724, + -0.0004576020874083042 + ], + "frac_above_star": 0.75 + }, + { + "step": 268, + "lr": 0.0001, + "sup_loss": 1.5064845608519652, + "rf_loss": 0.001024412689730525, + "total_loss": 1.5075089735416958, + "lyap1_mean": 0.030481142923235893, + "lyap1_max": 0.054633572697639465, + "lyap1_min": 0.004194733686745167, + "lyap_spec_mean": [ + 0.030481142923235893, + 0.026557687669992447, + 0.029951050877571106, + 0.0305236354470253 + ], + "frac_above_star": 1.0 + }, + { + "step": 269, + "lr": 0.0001, + "sup_loss": 1.4714709455994737, + "rf_loss": 0.0002234356797998771, + "total_loss": 1.4716943812792735, + "lyap1_mean": 0.01088678278028965, + "lyap1_max": 0.02382500469684601, + "lyap1_min": 1.4133131116977893e-05, + "lyap_spec_mean": [ + 0.010886781848967075, + 0.011170953512191772, + 0.013828113675117493, + 0.012121893465518951 + ], + "frac_above_star": 1.0 + }, + { + "step": 270, + "lr": 0.0001, + "sup_loss": 1.501051680619192, + "rf_loss": 0.0006594585138373077, + "total_loss": 1.5017111391330293, + "lyap1_mean": -0.020934388041496277, + "lyap1_max": -0.013346588239073753, + "lyap1_min": -0.02796727418899536, + "lyap_spec_mean": [ + -0.020934388041496277, + -0.02472754940390587, + -0.02508755773305893, + -0.0272870771586895 + ], + "frac_above_star": 0.0 + }, + { + "step": 271, + "lr": 0.0001, + "sup_loss": 1.4484061674410205, + "rf_loss": 0.0010734531097114086, + "total_loss": 1.4494796205507319, + "lyap1_mean": -0.030295370146632195, + "lyap1_max": -0.02275710366666317, + "lyap1_min": -0.03650283068418503, + "lyap_spec_mean": [ + -0.030295370146632195, + -0.03303339332342148, + -0.03476322069764137, + -0.02938862517476082 + ], + "frac_above_star": 0.0 + }, + { + "step": 272, + "lr": 0.0001, + "sup_loss": 1.4775525288059637, + "rf_loss": 0.0004916751058772206, + "total_loss": 1.4780442039118409, + "lyap1_mean": -0.020232483744621277, + "lyap1_max": -0.005440486129373312, + "lyap1_min": -0.03750675544142723, + "lyap_spec_mean": [ + -0.020232483744621277, + -0.021226264536380768, + -0.018969709053635597, + -0.022140488028526306 + ], + "frac_above_star": 0.0 + }, + { + "step": 273, + "lr": 0.0001, + "sup_loss": 1.4592255782985475, + "rf_loss": 5.738965410273522e-05, + "total_loss": 1.4592829679526502, + "lyap1_mean": 0.00576454121619463, + "lyap1_max": 0.01655440777540207, + "lyap1_min": -0.0010090837022289634, + "lyap_spec_mean": [ + 0.005764540750533342, + 0.005085452925413847, + 0.004435556009411812, + 0.003536463715136051 + ], + "frac_above_star": 0.875 + }, + { + "step": 274, + "lr": 0.0001, + "sup_loss": 1.4218883400604194, + "rf_loss": 0.00034024950582534075, + "total_loss": 1.4222285895662448, + "lyap1_mean": 0.015487339347600937, + "lyap1_max": 0.025135580450296402, + "lyap1_min": -0.0034025022760033607, + "lyap_spec_mean": [ + 0.015487339347600937, + 0.015316938981413841, + 0.014671225100755692, + 0.011873070150613785 + ], + "frac_above_star": 0.875 + }, + { + "step": 275, + "lr": 0.0001, + "sup_loss": 1.4767019330372353, + "rf_loss": 5.0308150093769655e-05, + "total_loss": 1.476752241187329, + "lyap1_mean": -0.0028148575220257044, + "lyap1_max": 0.0018921252340078354, + "lyap1_min": -0.01293246727436781, + "lyap_spec_mean": [ + -0.0028148575220257044, + -0.0019182793330401182, + -0.004507189616560936, + -0.001774217700585723 + ], + "frac_above_star": 0.375 + }, + { + "step": 276, + "lr": 0.0001, + "sup_loss": 1.4596061976183579, + "rf_loss": 0.0009262679959647357, + "total_loss": 1.4605324656143226, + "lyap1_mean": -0.029362693428993225, + "lyap1_max": -0.007552828174084425, + "lyap1_min": -0.049068912863731384, + "lyap_spec_mean": [ + -0.029362695291638374, + -0.02557792142033577, + -0.028303399682044983, + -0.02923116274178028 + ], + "frac_above_star": 0.0 + }, + { + "step": 277, + "lr": 0.0001, + "sup_loss": 1.440771174898352, + "rf_loss": 0.0008767771068960428, + "total_loss": 1.441647952005248, + "lyap1_mean": -0.025409888476133347, + "lyap1_max": 0.001707686111330986, + "lyap1_min": -0.04087836295366287, + "lyap_spec_mean": [ + -0.025409890338778496, + -0.026285821571946144, + -0.02769487351179123, + -0.031312353909015656 + ], + "frac_above_star": 0.125 + }, + { + "step": 278, + "lr": 0.0001, + "sup_loss": 1.4428112731448082, + "rf_loss": 0.0001387172524118796, + "total_loss": 1.44294999039722, + "lyap1_mean": -0.006746869999915361, + "lyap1_max": 0.0061834766529500484, + "lyap1_min": -0.016820374876260757, + "lyap_spec_mean": [ + -0.006746869534254074, + -0.002574355574324727, + -0.006873860955238342, + -0.006870650686323643 + ], + "frac_above_star": 0.125 + }, + { + "step": 279, + "lr": 0.0001, + "sup_loss": 1.4352649106889281, + "rf_loss": 0.00025156608899123967, + "total_loss": 1.4355164767779194, + "lyap1_mean": 0.012439231388270855, + "lyap1_max": 0.03407559543848038, + "lyap1_min": -0.009390254504978657, + "lyap_spec_mean": [ + 0.01243923045694828, + 0.009351348504424095, + 0.009247477166354656, + 0.0046049077063798904 + ], + "frac_above_star": 0.875 + }, + { + "step": 280, + "lr": 0.0001, + "sup_loss": 1.4576004473132653, + "rf_loss": 0.00013377204595599324, + "total_loss": 1.4577342193592213, + "lyap1_mean": 0.011379241943359375, + "lyap1_max": 0.0211215578019619, + "lyap1_min": -0.007180680520832539, + "lyap_spec_mean": [ + 0.011379241943359375, + 0.010981632396578789, + 0.005920130759477615, + 0.004773471504449844 + ], + "frac_above_star": 0.875 + }, + { + "step": 281, + "lr": 0.0001, + "sup_loss": 1.4616350867526102, + "rf_loss": 6.807628960814327e-05, + "total_loss": 1.4617031630422184, + "lyap1_mean": 0.005191858857870102, + "lyap1_max": 0.01982467621564865, + "lyap1_min": -0.005593404173851013, + "lyap_spec_mean": [ + 0.005191858857870102, + 0.0048202346079051495, + 0.0034448467195034027, + 0.0036840755492448807 + ], + "frac_above_star": 0.75 + }, + { + "step": 282, + "lr": 0.0001, + "sup_loss": 1.4377383289082097, + "rf_loss": 6.429773202398792e-05, + "total_loss": 1.4378026266402337, + "lyap1_mean": -0.0032934967894107103, + "lyap1_max": 0.005893958732485771, + "lyap1_min": -0.013358160853385925, + "lyap_spec_mean": [ + -0.003293497022241354, + -0.001648392528295517, + -0.003259207122027874, + -0.0039225369691848755 + ], + "frac_above_star": 0.375 + }, + { + "step": 283, + "lr": 0.0001, + "sup_loss": 1.4227266290208131, + "rf_loss": 0.00011758562322938815, + "total_loss": 1.4228442146440425, + "lyap1_mean": -0.004330147989094257, + "lyap1_max": 0.012976836413145065, + "lyap1_min": -0.016514118760824203, + "lyap_spec_mean": [ + -0.004330147989094257, + -0.005787346046417952, + -0.007982807233929634, + -0.009028350934386253 + ], + "frac_above_star": 0.375 + }, + { + "step": 284, + "lr": 0.0001, + "sup_loss": 1.4815179950771595, + "rf_loss": 0.00021288220887072384, + "total_loss": 1.4817308772860303, + "lyap1_mean": -0.011138411238789558, + "lyap1_max": -0.00010912555444519967, + "lyap1_min": -0.02055477723479271, + "lyap_spec_mean": [ + -0.011138412170112133, + -0.010436644777655602, + -0.012824091129004955, + -0.01508289948105812 + ], + "frac_above_star": 0.0 + }, + { + "step": 285, + "lr": 0.0001, + "sup_loss": 1.4024703138225607, + "rf_loss": 0.000323613261571154, + "total_loss": 1.4027939270841319, + "lyap1_mean": -0.0120217464864254, + "lyap1_max": -0.0013941669603809714, + "lyap1_min": -0.02344859391450882, + "lyap_spec_mean": [ + -0.012021747417747974, + -0.0169716514647007, + -0.01456487737596035, + -0.01485866867005825 + ], + "frac_above_star": 0.0 + }, + { + "step": 286, + "lr": 0.0001, + "sup_loss": 1.443278323327549, + "rf_loss": 0.00019645012798719108, + "total_loss": 1.4434747734555362, + "lyap1_mean": -0.011606788262724876, + "lyap1_max": -0.002407205058261752, + "lyap1_min": -0.019146893173456192, + "lyap_spec_mean": [ + -0.011606788262724876, + -0.009453672915697098, + -0.016740279272198677, + -0.010351426899433136 + ], + "frac_above_star": 0.0 + }, + { + "step": 287, + "lr": 0.0001, + "sup_loss": 1.4676155052956725, + "rf_loss": 0.0006312258774414659, + "total_loss": 1.468246731173114, + "lyap1_mean": -0.0216091126203537, + "lyap1_max": -0.007323696743696928, + "lyap1_min": -0.04315946623682976, + "lyap_spec_mean": [ + -0.0216091126203537, + -0.023326454684138298, + -0.023117858916521072, + -0.022554054856300354 + ], + "frac_above_star": 0.0 + }, + { + "step": 288, + "lr": 0.0001, + "sup_loss": 1.4207482549307409, + "rf_loss": 9.75945295067504e-05, + "total_loss": 1.4208458494602476, + "lyap1_mean": -0.002328893169760704, + "lyap1_max": 0.009680214338004589, + "lyap1_min": -0.014651363715529442, + "lyap_spec_mean": [ + -0.002328893169760704, + -0.004437745548784733, + -0.004259338602423668, + -0.004841415211558342 + ], + "frac_above_star": 0.375 + }, + { + "step": 289, + "lr": 0.0001, + "sup_loss": 1.4621312628684344, + "rf_loss": 0.0001342036121059209, + "total_loss": 1.4622654664805403, + "lyap1_mean": 0.009135343134403229, + "lyap1_max": 0.019314628094434738, + "lyap1_min": -0.001071486622095108, + "lyap_spec_mean": [ + 0.009135343134403229, + 0.004912864416837692, + 0.005913304630666971, + 0.008016188628971577 + ], + "frac_above_star": 0.875 + }, + { + "step": 290, + "lr": 0.0001, + "sup_loss": 1.4356292630660143, + "rf_loss": 0.00015729530423413962, + "total_loss": 1.4357865583702485, + "lyap1_mean": 0.008599475026130676, + "lyap1_max": 0.0193118155002594, + "lyap1_min": -0.002009469550102949, + "lyap_spec_mean": [ + 0.008599475026130676, + 0.008177293464541435, + 0.00984743982553482, + 0.008418198674917221 + ], + "frac_above_star": 0.875 + }, + { + "step": 291, + "lr": 0.0001, + "sup_loss": 1.4113403919054908, + "rf_loss": 0.00021179005852900445, + "total_loss": 1.4115521819640198, + "lyap1_mean": 0.0124667938798666, + "lyap1_max": 0.03408936411142349, + "lyap1_min": -0.0013816257705911994, + "lyap_spec_mean": [ + 0.0124667938798666, + 0.014308557845652103, + 0.014857739210128784, + 0.008158821612596512 + ], + "frac_above_star": 0.875 + }, + { + "step": 292, + "lr": 0.0001, + "sup_loss": 1.457288158954369, + "rf_loss": 7.716263644397259e-05, + "total_loss": 1.457365321590813, + "lyap1_mean": -0.002816949039697647, + "lyap1_max": 0.00886466819792986, + "lyap1_min": -0.015511646866798401, + "lyap_spec_mean": [ + -0.0028169492725282907, + -0.004347240086644888, + -0.0021656067110598087, + -0.004157191142439842 + ], + "frac_above_star": 0.5 + }, + { + "step": 293, + "lr": 0.0001, + "sup_loss": 1.426623400706619, + "rf_loss": 0.0003168991534039378, + "total_loss": 1.426940299860023, + "lyap1_mean": -0.013260314241051674, + "lyap1_max": -0.0011336052557453513, + "lyap1_min": -0.03743034601211548, + "lyap_spec_mean": [ + -0.013260314241051674, + -0.011645926162600517, + -0.01400869432836771, + -0.015433620661497116 + ], + "frac_above_star": 0.0 + }, + { + "step": 294, + "lr": 0.0001, + "sup_loss": 1.464128266277665, + "rf_loss": 0.0009602921782061458, + "total_loss": 1.465088558455871, + "lyap1_mean": -0.026983780786395073, + "lyap1_max": -0.008864682167768478, + "lyap1_min": -0.04783661291003227, + "lyap_spec_mean": [ + -0.026983780786395073, + -0.026455964893102646, + -0.029082367196679115, + -0.031666386872529984 + ], + "frac_above_star": 0.0 + }, + { + "step": 295, + "lr": 0.0001, + "sup_loss": 1.4137147187468946, + "rf_loss": 0.0006735316710546613, + "total_loss": 1.4143882504179492, + "lyap1_mean": -0.021751005202531815, + "lyap1_max": -0.002223953139036894, + "lyap1_min": -0.03520236909389496, + "lyap_spec_mean": [ + -0.021751005202531815, + -0.022480448707938194, + -0.020197058096528053, + -0.026784110814332962 + ], + "frac_above_star": 0.0 + }, + { + "step": 296, + "lr": 0.0001, + "sup_loss": 1.4853716143450353, + "rf_loss": 0.00014284640201367438, + "total_loss": 1.485514460747049, + "lyap1_mean": -0.0012937275459989905, + "lyap1_max": 0.024827968329191208, + "lyap1_min": -0.013997900299727917, + "lyap_spec_mean": [ + -0.0012937276624143124, + -0.0011114174267277122, + -0.0033806103747338057, + -0.00033689651172608137 + ], + "frac_above_star": 0.25 + }, + { + "step": 297, + "lr": 0.0001, + "sup_loss": 1.4473128314548842, + "rf_loss": 0.00026823178632184863, + "total_loss": 1.447581063241206, + "lyap1_mean": 0.0009467895142734051, + "lyap1_max": 0.014743072912096977, + "lyap1_min": -0.02637503854930401, + "lyap_spec_mean": [ + 0.0009467895142734051, + 0.004951674025505781, + 0.004390670917928219, + -0.002968894550576806 + ], + "frac_above_star": 0.75 + }, + { + "step": 298, + "lr": 0.0001, + "sup_loss": 1.4484066455313993, + "rf_loss": 7.832572737243026e-05, + "total_loss": 1.4484849712587717, + "lyap1_mean": -0.0009454370010644197, + "lyap1_max": 0.013523509725928307, + "lyap1_min": -0.013433888554573059, + "lyap_spec_mean": [ + -0.0009454371174797416, + -0.0007554007461294532, + 0.0038692294619977474, + -0.005898154806345701 + ], + "frac_above_star": 0.5 + }, + { + "step": 299, + "lr": 0.0001, + "sup_loss": 1.4621589430920943, + "rf_loss": 0.00015323577099479735, + "total_loss": 1.462312178863089, + "lyap1_mean": 0.010464956983923912, + "lyap1_max": 0.03317352756857872, + "lyap1_min": -0.005973962601274252, + "lyap_spec_mean": [ + 0.010464956052601337, + 0.01029595360159874, + 0.008055164478719234, + 0.004399356432259083 + ], + "frac_above_star": 0.875 + }, + { + "step": 300, + "lr": 0.0001, + "sup_loss": 1.4582793956652864, + "rf_loss": 0.00010517514601815492, + "total_loss": 1.4583845708113046, + "lyap1_mean": -0.0021310856100171804, + "lyap1_max": 0.015236645005643368, + "lyap1_min": -0.01787896454334259, + "lyap_spec_mean": [ + -0.002131085377186537, + -0.000900561863090843, + 0.00020555127412080765, + 0.004629483446478844 + ], + "frac_above_star": 0.5 + }, + { + "step": 301, + "lr": 0.0001, + "sup_loss": 1.4445477486925182, + "rf_loss": 0.00010004726937040687, + "total_loss": 1.4446477959618886, + "lyap1_mean": -0.003855291288346052, + "lyap1_max": 0.004692580085247755, + "lyap1_min": -0.011968555860221386, + "lyap_spec_mean": [ + -0.0038552910555154085, + -0.008678978309035301, + -0.011542199179530144, + -0.006945035886019468 + ], + "frac_above_star": 0.25 + }, + { + "step": 302, + "lr": 0.0001, + "sup_loss": 1.4565522410700493, + "rf_loss": 0.0003142060595564544, + "total_loss": 1.4568664471296058, + "lyap1_mean": -0.01703525334596634, + "lyap1_max": -0.006542295217514038, + "lyap1_min": -0.027973487973213196, + "lyap_spec_mean": [ + -0.01703525334596634, + -0.013247581198811531, + -0.013751385733485222, + -0.015489764511585236 + ], + "frac_above_star": 0.0 + }, + { + "step": 303, + "lr": 0.0001, + "sup_loss": 1.4417855320819277, + "rf_loss": 0.00033891096245497465, + "total_loss": 1.4421244430443827, + "lyap1_mean": -0.014094756916165352, + "lyap1_max": 0.013718734495341778, + "lyap1_min": -0.029672857373952866, + "lyap_spec_mean": [ + -0.014094756916165352, + -0.010648742318153381, + -0.014855076558887959, + -0.01750783622264862 + ], + "frac_above_star": 0.125 + }, + { + "step": 304, + "lr": 0.0001, + "sup_loss": 1.440956760413686, + "rf_loss": 7.129237928893417e-05, + "total_loss": 1.4410280527929749, + "lyap1_mean": -0.0028741606511175632, + "lyap1_max": 0.01141592487692833, + "lyap1_min": -0.018047600984573364, + "lyap_spec_mean": [ + -0.0028741606511175632, + -0.0018530323868617415, + -0.0017477916553616524, + -0.000630050664767623 + ], + "frac_above_star": 0.5 + }, + { + "step": 305, + "lr": 0.0001, + "sup_loss": 1.4019891323999483, + "rf_loss": 0.0001401061745127663, + "total_loss": 1.402129238574461, + "lyap1_mean": -0.004573645535856485, + "lyap1_max": 0.011775024235248566, + "lyap1_min": -0.021965233609080315, + "lyap_spec_mean": [ + -0.004573645070195198, + -0.0077042835764586926, + -0.004860646557062864, + -0.005546540021896362 + ], + "frac_above_star": 0.375 + }, + { + "step": 306, + "lr": 0.0001, + "sup_loss": 1.4324132168045098, + "rf_loss": 4.6030181692913175e-05, + "total_loss": 1.4324592469862027, + "lyap1_mean": 0.00039759150240570307, + "lyap1_max": 0.010724306106567383, + "lyap1_min": -0.006929602008312941, + "lyap_spec_mean": [ + 0.00039759150240570307, + -0.0011228378862142563, + -0.006092929281294346, + -0.0037983544170856476 + ], + "frac_above_star": 0.5 + }, + { + "step": 307, + "lr": 0.0001, + "sup_loss": 1.4456473028512329, + "rf_loss": 8.353631710633636e-05, + "total_loss": 1.4457308391683392, + "lyap1_mean": 0.00172127946279943, + "lyap1_max": 0.01705913431942463, + "lyap1_min": -0.009217694401741028, + "lyap_spec_mean": [ + 0.0017212792299687862, + 0.006244196556508541, + 0.003715597791597247, + 0.006387941539287567 + ], + "frac_above_star": 0.625 + }, + { + "step": 308, + "lr": 0.0001, + "sup_loss": 1.4310527447582326, + "rf_loss": 0.00014491414185613394, + "total_loss": 1.4311976589000888, + "lyap1_mean": -0.0020513383205980062, + "lyap1_max": 0.040573008358478546, + "lyap1_min": -0.022959662601351738, + "lyap_spec_mean": [ + -0.0020513380877673626, + -0.003135239239782095, + -0.006498361472040415, + -0.0012105973437428474 + ], + "frac_above_star": 0.25 + }, + { + "step": 309, + "lr": 0.0001, + "sup_loss": 1.4517186931444928, + "rf_loss": 0.00011204757174709812, + "total_loss": 1.4518307407162399, + "lyap1_mean": -0.003779033897444606, + "lyap1_max": 0.014602428302168846, + "lyap1_min": -0.018547087907791138, + "lyap_spec_mean": [ + -0.003779033897444606, + -0.005518041085451841, + -0.0032016814220696688, + -0.004725983366370201 + ], + "frac_above_star": 0.25 + }, + { + "step": 310, + "lr": 0.0001, + "sup_loss": 1.4658113046859893, + "rf_loss": 0.0002304838999407366, + "total_loss": 1.46604178858593, + "lyap1_mean": -0.005801520310342312, + "lyap1_max": 0.019672472029924393, + "lyap1_min": -0.020847206935286522, + "lyap_spec_mean": [ + -0.005801520310342312, + -0.004903867840766907, + -0.012737898156046867, + -0.012338193133473396 + ], + "frac_above_star": 0.25 + }, + { + "step": 311, + "lr": 0.0001, + "sup_loss": 1.455436006082965, + "rf_loss": 0.00015106340288184583, + "total_loss": 1.4555870694858468, + "lyap1_mean": -0.008557789027690887, + "lyap1_max": 0.005797685123980045, + "lyap1_min": -0.022833241149783134, + "lyap_spec_mean": [ + -0.008557789027690887, + -0.010506035760045052, + -0.002361215651035309, + -0.011807525530457497 + ], + "frac_above_star": 0.25 + }, + { + "step": 312, + "lr": 0.0001, + "sup_loss": 1.4102868543270435, + "rf_loss": 3.500758612062782e-05, + "total_loss": 1.410321861913164, + "lyap1_mean": -0.00013966287951916456, + "lyap1_max": 0.00735129788517952, + "lyap1_min": -0.005912774708122015, + "lyap_spec_mean": [ + -0.00013966290862299502, + -0.004613825120031834, + -0.005512435920536518, + -0.0036185565404593945 + ], + "frac_above_star": 0.5 + }, + { + "step": 313, + "lr": 0.0001, + "sup_loss": 1.4046581457587992, + "rf_loss": 0.0001518345670774579, + "total_loss": 1.4048099803258767, + "lyap1_mean": 0.004006965085864067, + "lyap1_max": 0.020898869261145592, + "lyap1_min": -0.00743261119350791, + "lyap_spec_mean": [ + 0.004006965085864067, + 0.003911569714546204, + 0.0006344106514006853, + 0.0013879215111956 + ], + "frac_above_star": 0.625 + }, + { + "step": 314, + "lr": 0.0001, + "sup_loss": 1.4391762146860607, + "rf_loss": 0.0001462646760046482, + "total_loss": 1.4393224793620654, + "lyap1_mean": 0.006705963984131813, + "lyap1_max": 0.019502539187669754, + "lyap1_min": -0.011961439624428749, + "lyap_spec_mean": [ + 0.006705963984131813, + 0.010104971006512642, + 0.010222962126135826, + 0.003836737247183919 + ], + "frac_above_star": 0.75 + }, + { + "step": 315, + "lr": 0.0001, + "sup_loss": 1.462970452803503, + "rf_loss": 0.00017395932809449732, + "total_loss": 1.4631444121315975, + "lyap1_mean": 0.014162028208374977, + "lyap1_max": 0.027791371569037437, + "lyap1_min": -0.0029942868277430534, + "lyap_spec_mean": [ + 0.014162027277052402, + 0.009720930829644203, + 0.008841052651405334, + 0.008818292990326881 + ], + "frac_above_star": 0.875 + }, + { + "step": 316, + "lr": 0.0001, + "sup_loss": 1.439249597408645, + "rf_loss": 8.365805842913687e-05, + "total_loss": 1.4393332554670741, + "lyap1_mean": -0.004917630460113287, + "lyap1_max": 0.005811398383229971, + "lyap1_min": -0.02075296640396118, + "lyap_spec_mean": [ + -0.004917629994452, + -0.0050078039057552814, + -0.004955148324370384, + -0.003679182380437851 + ], + "frac_above_star": 0.25 + }, + { + "step": 317, + "lr": 0.0001, + "sup_loss": 1.4706954931228773, + "rf_loss": 0.000643630453851074, + "total_loss": 1.4713391235767284, + "lyap1_mean": -0.02100851759314537, + "lyap1_max": -0.005683866795152426, + "lyap1_min": -0.04535524547100067, + "lyap_spec_mean": [ + -0.02100851945579052, + -0.025263534858822823, + -0.02349252998828888, + -0.02503969892859459 + ], + "frac_above_star": 0.0 + }, + { + "step": 318, + "lr": 0.0001, + "sup_loss": 1.4184291171470278, + "rf_loss": 0.0006519533926621079, + "total_loss": 1.41908107053969, + "lyap1_mean": -0.023797785863280296, + "lyap1_max": -0.01315648015588522, + "lyap1_min": -0.03585994616150856, + "lyap_spec_mean": [ + -0.023797787725925446, + -0.02438114769756794, + -0.02335229702293873, + -0.02703140862286091 + ], + "frac_above_star": 0.0 + }, + { + "step": 319, + "lr": 0.0001, + "sup_loss": 1.4598510974849448, + "rf_loss": 0.00023408335982821882, + "total_loss": 1.460085180844773, + "lyap1_mean": -0.013206660747528076, + "lyap1_max": -0.004134233575314283, + "lyap1_min": -0.02571026235818863, + "lyap_spec_mean": [ + -0.013206660747528076, + -0.014302782714366913, + -0.012465854175388813, + -0.016732636839151382 + ], + "frac_above_star": 0.0 + }, + { + "step": 320, + "lr": 0.0001, + "sup_loss": 1.4313555056431104, + "rf_loss": 7.69827893236652e-05, + "total_loss": 1.431432488432434, + "lyap1_mean": -0.002603014698252082, + "lyap1_max": 0.011562633328139782, + "lyap1_min": -0.015085640363395214, + "lyap_spec_mean": [ + -0.0026030144654214382, + -0.0022546816617250443, + -0.0056428429670631886, + -0.0029035108163952827 + ], + "frac_above_star": 0.375 + }, + { + "step": 321, + "lr": 0.0001, + "sup_loss": 1.4240175997466937, + "rf_loss": 6.396242679329589e-05, + "total_loss": 1.424081562173487, + "lyap1_mean": 0.00464279530569911, + "lyap1_max": 0.0138452909886837, + "lyap1_min": -0.0008488201419822872, + "lyap_spec_mean": [ + 0.004642794840037823, + 0.004154147580265999, + 0.00633511645719409, + 0.007025080733001232 + ], + "frac_above_star": 0.875 + }, + { + "step": 322, + "lr": 0.0001, + "sup_loss": 1.4660871196394123, + "rf_loss": 0.00023085923749022186, + "total_loss": 1.4663179788769025, + "lyap1_mean": 0.005322366487234831, + "lyap1_max": 0.01972886733710766, + "lyap1_min": -0.014094117097556591, + "lyap_spec_mean": [ + 0.005322366952896118, + 0.004048970527946949, + 0.006543763447552919, + -0.0017404472455382347 + ], + "frac_above_star": 0.625 + }, + { + "step": 323, + "lr": 0.0001, + "sup_loss": 1.4571992490725976, + "rf_loss": 0.00013348166248761117, + "total_loss": 1.4573327307350852, + "lyap1_mean": 0.011638609692454338, + "lyap1_max": 0.020474828779697418, + "lyap1_min": 0.003701218403875828, + "lyap_spec_mean": [ + 0.011638609692454338, + 0.010971327312290668, + 0.007843129336833954, + 0.008991749957203865 + ], + "frac_above_star": 1.0 + }, + { + "step": 324, + "lr": 0.0001, + "sup_loss": 1.420679954826658, + "rf_loss": 6.406620377674699e-05, + "total_loss": 1.4207440210304347, + "lyap1_mean": 0.0038317320868372917, + "lyap1_max": 0.010519145056605339, + "lyap1_min": -0.007609114050865173, + "lyap_spec_mean": [ + 0.003831731854006648, + 0.0020329724065959454, + 0.0008171094232238829, + 0.0026952438056468964 + ], + "frac_above_star": 0.75 + }, + { + "step": 325, + "lr": 0.0001, + "sup_loss": 1.481716381399666, + "rf_loss": 0.00019689359760377556, + "total_loss": 1.4819132749972699, + "lyap1_mean": -0.010555527172982693, + "lyap1_max": -0.001672866172157228, + "lyap1_min": -0.021716764196753502, + "lyap_spec_mean": [ + -0.010555528104305267, + -0.010133295319974422, + -0.014008895494043827, + -0.014795549213886261 + ], + "frac_above_star": 0.0 + }, + { + "step": 326, + "lr": 0.0001, + "sup_loss": 1.4179702750670113, + "rf_loss": 0.0006514067645184696, + "total_loss": 1.4186216818315298, + "lyap1_mean": -0.02232445403933525, + "lyap1_max": -0.005711776204407215, + "lyap1_min": -0.03234947472810745, + "lyap_spec_mean": [ + -0.0223244521766901, + -0.026290982961654663, + -0.02424560859799385, + -0.02603214606642723 + ], + "frac_above_star": 0.0 + }, + { + "step": 327, + "lr": 0.0001, + "sup_loss": 1.454322038083154, + "rf_loss": 0.00046884099720045924, + "total_loss": 1.4547908790803545, + "lyap1_mean": -0.020737767219543457, + "lyap1_max": -0.0028285151347517967, + "lyap1_min": -0.03164481371641159, + "lyap_spec_mean": [ + -0.020737767219543457, + -0.01876874454319477, + -0.021221093833446503, + -0.01890203356742859 + ], + "frac_above_star": 0.0 + }, + { + "step": 328, + "lr": 0.0001, + "sup_loss": 1.4270302683547702, + "rf_loss": 0.00018778571393340826, + "total_loss": 1.4272180540687036, + "lyap1_mean": -0.013283131644129753, + "lyap1_max": 0.0001545017585158348, + "lyap1_min": -0.02710285596549511, + "lyap_spec_mean": [ + -0.013283131644129753, + -0.012049553915858269, + -0.011758314445614815, + -0.009387193247675896 + ], + "frac_above_star": 0.125 + }, + { + "step": 329, + "lr": 0.0001, + "sup_loss": 1.4006009544942482, + "rf_loss": 5.925536606810056e-05, + "total_loss": 1.4006602098603163, + "lyap1_mean": -0.0032113506458699703, + "lyap1_max": 0.00462641566991806, + "lyap1_min": -0.013362868689000607, + "lyap_spec_mean": [ + -0.003211350180208683, + -0.00031197303906083107, + -0.0023788739927113056, + -0.0050962259992957115 + ], + "frac_above_star": 0.25 + }, + { + "step": 330, + "lr": 0.0001, + "sup_loss": 1.4091343647917618, + "rf_loss": 0.00011740352783817798, + "total_loss": 1.4092517683196, + "lyap1_mean": 0.009948357939720154, + "lyap1_max": 0.023634962737560272, + "lyap1_min": 0.0005470783798955381, + "lyap_spec_mean": [ + 0.009948357939720154, + 0.0092066815122962, + 0.009213036857545376, + 0.005713136866688728 + ], + "frac_above_star": 1.0 + }, + { + "step": 331, + "lr": 0.0001, + "sup_loss": 1.4482689440183192, + "rf_loss": 0.00011634726979536936, + "total_loss": 1.4483852912881146, + "lyap1_mean": 0.002857726300135255, + "lyap1_max": 0.013372763060033321, + "lyap1_min": -0.009419847279787064, + "lyap_spec_mean": [ + 0.0028577265329658985, + 0.004332873038947582, + 0.004891680553555489, + 0.005940683651715517 + ], + "frac_above_star": 0.75 + }, + { + "step": 332, + "lr": 0.0001, + "sup_loss": 1.4480718287875607, + "rf_loss": 0.0002456640941090882, + "total_loss": 1.4483174928816698, + "lyap1_mean": -0.008589940145611763, + "lyap1_max": 0.007416318170726299, + "lyap1_min": -0.031961265951395035, + "lyap_spec_mean": [ + -0.008589940145611763, + -0.007746445946395397, + -0.01232992298901081, + -0.011570092290639877 + ], + "frac_above_star": 0.375 + }, + { + "step": 333, + "lr": 0.0001, + "sup_loss": 1.4162425718658216, + "rf_loss": 0.00032511152676306665, + "total_loss": 1.4165676833925847, + "lyap1_mean": -0.01723361760377884, + "lyap1_max": -0.008839214220643044, + "lyap1_min": -0.03043292462825775, + "lyap_spec_mean": [ + -0.01723361760377884, + -0.01528148539364338, + -0.01405817549675703, + -0.01808992773294449 + ], + "frac_above_star": 0.0 + }, + { + "step": 334, + "lr": 0.0001, + "sup_loss": 1.401619416302715, + "rf_loss": 0.00014447749708779156, + "total_loss": 1.4017638937998027, + "lyap1_mean": -0.011653752066195011, + "lyap1_max": -0.007722700014710426, + "lyap1_min": -0.020545709878206253, + "lyap_spec_mean": [ + -0.011653752066195011, + -0.010288701392710209, + -0.009315626695752144, + -0.012132748030126095 + ], + "frac_above_star": 0.0 + }, + { + "step": 335, + "lr": 0.0001, + "sup_loss": 1.4327672584952882, + "rf_loss": 0.00010374364501331002, + "total_loss": 1.4328710021403015, + "lyap1_mean": 0.0030002733692526817, + "lyap1_max": 0.0212768092751503, + "lyap1_min": -0.008413494564592838, + "lyap_spec_mean": [ + 0.0030002733692526817, + 0.003851654939353466, + 0.0059859296306967735, + 0.005519249010831118 + ], + "frac_above_star": 0.5 + }, + { + "step": 336, + "lr": 0.0001, + "sup_loss": 1.385101507901328, + "rf_loss": 0.00035619502887129784, + "total_loss": 1.3854577029301993, + "lyap1_mean": 0.020185090601444244, + "lyap1_max": 0.03848382458090782, + "lyap1_min": 0.008664537221193314, + "lyap_spec_mean": [ + 0.020185090601444244, + 0.01667279563844204, + 0.014500763267278671, + 0.013349004089832306 + ], + "frac_above_star": 1.0 + }, + { + "step": 337, + "lr": 0.0001, + "sup_loss": 1.4399894746576785, + "rf_loss": 0.00015027064364403486, + "total_loss": 1.4401397453013225, + "lyap1_mean": 0.010466060601174831, + "lyap1_max": 0.028373783454298973, + "lyap1_min": -0.005505634471774101, + "lyap_spec_mean": [ + 0.010466060601174831, + 0.011103036813437939, + 0.008248577825725079, + 0.003058863803744316 + ], + "frac_above_star": 0.875 + }, + { + "step": 338, + "lr": 0.0001, + "sup_loss": 1.4126082498768244, + "rf_loss": 0.0003248552675358951, + "total_loss": 1.4129331051443603, + "lyap1_mean": -0.01541119534522295, + "lyap1_max": 0.008381078019738197, + "lyap1_min": -0.025092056021094322, + "lyap_spec_mean": [ + -0.015411196276545525, + -0.016575511544942856, + -0.01373366266489029, + -0.014966685324907303 + ], + "frac_above_star": 0.125 + }, + { + "step": 339, + "lr": 0.0001, + "sup_loss": 1.428311614987376, + "rf_loss": 0.00048653007252141833, + "total_loss": 1.4287981450598974, + "lyap1_mean": -0.018810171633958817, + "lyap1_max": -0.007830033078789711, + "lyap1_min": -0.0286431685090065, + "lyap_spec_mean": [ + -0.018810171633958817, + -0.020840883255004883, + -0.017400644719600677, + -0.023570792749524117 + ], + "frac_above_star": 0.0 + }, + { + "step": 340, + "lr": 0.0001, + "sup_loss": 1.4725528313919747, + "rf_loss": 0.00016365238116122782, + "total_loss": 1.472716483773136, + "lyap1_mean": -0.013030320405960083, + "lyap1_max": -0.0034996182657778263, + "lyap1_min": -0.02313273772597313, + "lyap_spec_mean": [ + -0.013030320405960083, + -0.010885179974138737, + -0.010394827462732792, + -0.011838630773127079 + ], + "frac_above_star": 0.0 + }, + { + "step": 341, + "lr": 0.0001, + "sup_loss": 1.437667841649679, + "rf_loss": 0.00012040245928801596, + "total_loss": 1.437788244108967, + "lyap1_mean": -0.01072497759014368, + "lyap1_max": 4.0290258766617626e-05, + "lyap1_min": -0.02190561220049858, + "lyap_spec_mean": [ + -0.01072497759014368, + -0.006591605022549629, + -0.009084446355700493, + -0.009089682251214981 + ], + "frac_above_star": 0.125 + }, + { + "step": 342, + "lr": 0.0001, + "sup_loss": 1.4464590845203278, + "rf_loss": 6.954329728614539e-05, + "total_loss": 1.446528627817614, + "lyap1_mean": 0.004765314050018787, + "lyap1_max": 0.016000622883439064, + "lyap1_min": -0.006297017447650433, + "lyap_spec_mean": [ + 0.004765314050018787, + 0.004729622043669224, + 0.00478763785213232, + 0.005515161901712418 + ], + "frac_above_star": 0.75 + }, + { + "step": 343, + "lr": 0.0001, + "sup_loss": 1.3935495969728469, + "rf_loss": 0.0002918750105891377, + "total_loss": 1.393841471983436, + "lyap1_mean": 0.015865590423345566, + "lyap1_max": 0.024513807147741318, + "lyap1_min": 0.008352510631084442, + "lyap_spec_mean": [ + 0.015865590423345566, + 0.01610376313328743, + 0.01628560572862625, + 0.01443327497690916 + ], + "frac_above_star": 1.0 + }, + { + "step": 344, + "lr": 0.0001, + "sup_loss": 1.4457102626374816, + "rf_loss": 0.00010805852070916444, + "total_loss": 1.4458183211581908, + "lyap1_mean": 0.008067884482443333, + "lyap1_max": 0.027886202558875084, + "lyap1_min": -0.0007090910221450031, + "lyap_spec_mean": [ + 0.008067884482443333, + 0.005907303653657436, + 0.00457899970933795, + 0.004836777225136757 + ], + "frac_above_star": 0.875 + }, + { + "step": 345, + "lr": 0.0001, + "sup_loss": 1.4494107008463124, + "rf_loss": 0.00047973322216421366, + "total_loss": 1.4498904340684766, + "lyap1_mean": -0.020399276167154312, + "lyap1_max": -0.004052828531712294, + "lyap1_min": -0.030580520629882812, + "lyap_spec_mean": [ + -0.02039927802979946, + -0.020730389282107353, + -0.019983502104878426, + -0.021133050322532654 + ], + "frac_above_star": 0.0 + }, + { + "step": 346, + "lr": 0.0001, + "sup_loss": 1.4149466770219743, + "rf_loss": 0.000297231919830665, + "total_loss": 1.415243908941805, + "lyap1_mean": -0.011497694067656994, + "lyap1_max": -0.0006242934614419937, + "lyap1_min": -0.022992651909589767, + "lyap_spec_mean": [ + -0.011497694067656994, + -0.02014908194541931, + -0.014739536680281162, + -0.015835143625736237 + ], + "frac_above_star": 0.0 + }, + { + "step": 347, + "lr": 0.0001, + "sup_loss": 1.3983365571323882, + "rf_loss": 0.00010447313979966566, + "total_loss": 1.398441030272188, + "lyap1_mean": 0.0043939040042459965, + "lyap1_max": 0.01816948503255844, + "lyap1_min": -0.013652123510837555, + "lyap_spec_mean": [ + 0.0043939040042459965, + 0.0045171999372541904, + 0.004504750948399305, + 0.002783895004540682 + ], + "frac_above_star": 0.75 + }, + { + "step": 348, + "lr": 0.0001, + "sup_loss": 1.4011780896821882, + "rf_loss": 8.955880184657872e-05, + "total_loss": 1.4012676484840347, + "lyap1_mean": 0.005317863542586565, + "lyap1_max": 0.016298627480864525, + "lyap1_min": -0.010449687018990517, + "lyap_spec_mean": [ + 0.005317863542586565, + 0.004853818565607071, + 0.0013997697969898582, + -0.003082751762121916 + ], + "frac_above_star": 0.75 + }, + { + "step": 349, + "lr": 0.0001, + "sup_loss": 1.3831823437031225, + "rf_loss": 8.850007725413889e-05, + "total_loss": 1.3832708437803767, + "lyap1_mean": -0.0030943744350224733, + "lyap1_max": 0.007207775022834539, + "lyap1_min": -0.017679668962955475, + "lyap_spec_mean": [ + -0.003094374667853117, + -0.002982656005769968, + -0.005218217149376869, + -0.0021287365816533566 + ], + "frac_above_star": 0.5 + }, + { + "step": 350, + "lr": 0.0001, + "sup_loss": 1.4508679586826028, + "rf_loss": 9.466260962653905e-05, + "total_loss": 1.4509626212922293, + "lyap1_mean": -0.003613213310018182, + "lyap1_max": 0.006106668617576361, + "lyap1_min": -0.020829416811466217, + "lyap_spec_mean": [ + -0.003613213310018182, + -0.0016869548708200455, + -0.007306138053536415, + -0.004807902034372091 + ], + "frac_above_star": 0.375 + }, + { + "step": 351, + "lr": 0.0001, + "sup_loss": 1.4534698521722595, + "rf_loss": 0.0004002228379249573, + "total_loss": 1.4538700750101845, + "lyap1_mean": -0.020920151844620705, + "lyap1_max": -0.013844721019268036, + "lyap1_min": -0.029008284211158752, + "lyap_spec_mean": [ + -0.020920149981975555, + -0.017197076231241226, + -0.019121365621685982, + -0.018273837864398956 + ], + "frac_above_star": 0.0 + }, + { + "step": 352, + "lr": 0.0001, + "sup_loss": 1.405256526959856, + "rf_loss": 0.00021585359354503453, + "total_loss": 1.405472380553401, + "lyap1_mean": -0.012705697678029537, + "lyap1_max": 0.004712799098342657, + "lyap1_min": -0.020927563309669495, + "lyap_spec_mean": [ + -0.012705698609352112, + -0.011500048451125622, + -0.014160720631480217, + -0.011141038499772549 + ], + "frac_above_star": 0.125 + }, + { + "step": 353, + "lr": 0.0001, + "sup_loss": 1.452735924799768, + "rf_loss": 4.889533011009917e-05, + "total_loss": 1.452784820129878, + "lyap1_mean": 0.0021086232736706734, + "lyap1_max": 0.009052036330103874, + "lyap1_min": -0.006353215780109167, + "lyap_spec_mean": [ + 0.0021086232736706734, + 0.0019190041348338127, + 0.0036318108905106783, + 0.0011160430731251836 + ], + "frac_above_star": 0.75 + }, + { + "step": 354, + "lr": 0.0001, + "sup_loss": 1.4620959185106595, + "rf_loss": 0.0002806194534059614, + "total_loss": 1.4623765379640654, + "lyap1_mean": 0.017919184640049934, + "lyap1_max": 0.024591853842139244, + "lyap1_min": 0.01478203758597374, + "lyap_spec_mean": [ + 0.017919184640049934, + 0.014241106808185577, + 0.017375925555825233, + 0.010936428792774677 + ], + "frac_above_star": 1.0 + }, + { + "step": 355, + "lr": 0.0001, + "sup_loss": 1.4237762923696402, + "rf_loss": 0.00029069394804537296, + "total_loss": 1.4240669863176856, + "lyap1_mean": 0.014191771857440472, + "lyap1_max": 0.02098892629146576, + "lyap1_min": 0.006675904616713524, + "lyap_spec_mean": [ + 0.014191772788763046, + 0.01891947165131569, + 0.01263152714818716, + 0.012926876544952393 + ], + "frac_above_star": 1.0 + }, + { + "step": 356, + "lr": 0.0001, + "sup_loss": 1.4297393955957083, + "rf_loss": 0.00013893272262066603, + "total_loss": 1.429878328318329, + "lyap1_mean": 0.01103050448000431, + "lyap1_max": 0.022918514907360077, + "lyap1_min": 0.0018339515663683414, + "lyap_spec_mean": [ + 0.01103050448000431, + 0.007673618383705616, + 0.007910048589110374, + 0.011164529249072075 + ], + "frac_above_star": 1.0 + }, + { + "step": 357, + "lr": 0.0001, + "sup_loss": 1.4588292551107636, + "rf_loss": 0.00018579146126285195, + "total_loss": 1.4590150465720264, + "lyap1_mean": -0.009255528450012207, + "lyap1_max": 0.00258974963799119, + "lyap1_min": -0.027984505519270897, + "lyap_spec_mean": [ + -0.009255527518689632, + -0.009381723590195179, + -0.010970069095492363, + -0.011027829721570015 + ], + "frac_above_star": 0.25 + }, + { + "step": 358, + "lr": 0.0001, + "sup_loss": 1.405894710905954, + "rf_loss": 0.00024156877771019936, + "total_loss": 1.4061362796836643, + "lyap1_mean": -0.013258377090096474, + "lyap1_max": -0.004173534922301769, + "lyap1_min": -0.02311612293124199, + "lyap_spec_mean": [ + -0.013258377090096474, + -0.016715940088033676, + -0.013327524997293949, + -0.01381103415042162 + ], + "frac_above_star": 0.0 + }, + { + "step": 359, + "lr": 0.0001, + "sup_loss": 1.4146628532344843, + "rf_loss": 0.0005051796906627715, + "total_loss": 1.415168032925147, + "lyap1_mean": -0.0194237120449543, + "lyap1_max": 0.002353459596633911, + "lyap1_min": -0.03595956414937973, + "lyap_spec_mean": [ + -0.0194237120449543, + -0.017177416011691093, + -0.017967624589800835, + -0.019416550174355507 + ], + "frac_above_star": 0.125 + }, + { + "step": 360, + "lr": 0.0001, + "sup_loss": 1.4303033312571993, + "rf_loss": 0.0003927835205104202, + "total_loss": 1.4306961147777097, + "lyap1_mean": -0.009266218170523643, + "lyap1_max": 0.007672434207051992, + "lyap1_min": -0.037909165024757385, + "lyap_spec_mean": [ + -0.009266218170523643, + -0.01457579992711544, + -0.016326550394296646, + -0.01965678669512272 + ], + "frac_above_star": 0.25 + }, + { + "step": 361, + "lr": 0.0001, + "sup_loss": 1.4303855896546496, + "rf_loss": 0.00011455068306531757, + "total_loss": 1.4305001403377149, + "lyap1_mean": 0.0024737860076129436, + "lyap1_max": 0.01386116724461317, + "lyap1_min": -0.013502951711416245, + "lyap_spec_mean": [ + 0.0024737860076129436, + 0.003775572869926691, + 0.0005042924312874675, + 0.002150096232071519 + ], + "frac_above_star": 0.75 + }, + { + "step": 362, + "lr": 0.0001, + "sup_loss": 1.3994230590060988, + "rf_loss": 0.00017220804875250906, + "total_loss": 1.3995952670548513, + "lyap1_mean": 0.0031547467224299908, + "lyap1_max": 0.025594888255000114, + "lyap1_min": -0.012642244808375835, + "lyap_spec_mean": [ + 0.0031547467224299908, + 0.00452768336981535, + -0.0026045916602015495, + 0.0008731062989681959 + ], + "frac_above_star": 0.5 + }, + { + "step": 363, + "lr": 0.0001, + "sup_loss": 1.4442245113535337, + "rf_loss": 0.0006605569506064057, + "total_loss": 1.44488506830414, + "lyap1_mean": 0.025916030630469322, + "lyap1_max": 0.041241277009248734, + "lyap1_min": 0.01563616842031479, + "lyap_spec_mean": [ + 0.02591603249311447, + 0.026545990258455276, + 0.023035677149891853, + 0.02175261825323105 + ], + "frac_above_star": 1.0 + }, + { + "step": 364, + "lr": 0.0001, + "sup_loss": 1.4189371629635126, + "rf_loss": 0.0003431198711041361, + "total_loss": 1.4192802828346167, + "lyap1_mean": 0.01614784076809883, + "lyap1_max": 0.02656957507133484, + "lyap1_min": 0.0006266472628340125, + "lyap_spec_mean": [ + 0.01614784263074398, + 0.018868224695324898, + 0.013566071167588234, + 0.012469055131077766 + ], + "frac_above_star": 1.0 + }, + { + "step": 365, + "lr": 0.0001, + "sup_loss": 1.4049175438006576, + "rf_loss": 0.0002676144940778613, + "total_loss": 1.4051851582947354, + "lyap1_mean": 0.012153644114732742, + "lyap1_max": 0.027470720931887627, + "lyap1_min": -0.0005369404098019004, + "lyap_spec_mean": [ + 0.012153643183410168, + 0.014913499355316162, + 0.009472325444221497, + 0.00926239974796772 + ], + "frac_above_star": 0.875 + }, + { + "step": 366, + "lr": 0.0001, + "sup_loss": 1.38697480687951, + "rf_loss": 7.569721492473036e-05, + "total_loss": 1.3870505040944348, + "lyap1_mean": 0.006063871085643768, + "lyap1_max": 0.0190928652882576, + "lyap1_min": -0.008819563314318657, + "lyap_spec_mean": [ + 0.006063871085643768, + 0.0056087723933160305, + 0.0021985420025885105, + 0.0031969603151082993 + ], + "frac_above_star": 0.75 + }, + { + "step": 367, + "lr": 0.0001, + "sup_loss": 1.4234724052075525, + "rf_loss": 0.0004396799486130476, + "total_loss": 1.4239120851561655, + "lyap1_mean": -0.017152169719338417, + "lyap1_max": -0.006112555041909218, + "lyap1_min": -0.027682138606905937, + "lyap_spec_mean": [ + -0.017152169719338417, + -0.01934826746582985, + -0.019342735409736633, + -0.019175926223397255 + ], + "frac_above_star": 0.0 + }, + { + "step": 368, + "lr": 0.0001, + "sup_loss": 1.4548079408185304, + "rf_loss": 0.0011919056996703148, + "total_loss": 1.4559998465182007, + "lyap1_mean": -0.027345672249794006, + "lyap1_max": -0.01518021710216999, + "lyap1_min": -0.05176488310098648, + "lyap_spec_mean": [ + -0.027345672249794006, + -0.03411010280251503, + -0.034674033522605896, + -0.035813555121421814 + ], + "frac_above_star": 0.0 + }, + { + "step": 369, + "lr": 0.0001, + "sup_loss": 1.3999038062035367, + "rf_loss": 0.0007106179837137461, + "total_loss": 1.4006144241872505, + "lyap1_mean": -0.02322409674525261, + "lyap1_max": -0.01613461785018444, + "lyap1_min": -0.029119402170181274, + "lyap_spec_mean": [ + -0.02322409674525261, + -0.024217456579208374, + -0.026468787342309952, + -0.028838083148002625 + ], + "frac_above_star": 0.0 + }, + { + "step": 370, + "lr": 0.0001, + "sup_loss": 1.3816069250190863, + "rf_loss": 0.0006191297434270382, + "total_loss": 1.3822260547625134, + "lyap1_mean": -0.021053165197372437, + "lyap1_max": -0.009561965242028236, + "lyap1_min": -0.038424089550971985, + "lyap_spec_mean": [ + -0.021053165197372437, + -0.02380473166704178, + -0.02198963426053524, + -0.0202476866543293 + ], + "frac_above_star": 0.0 + }, + { + "step": 371, + "lr": 0.0001, + "sup_loss": 1.4057398851086094, + "rf_loss": 6.0447826399467885e-05, + "total_loss": 1.4058003329350088, + "lyap1_mean": 0.007920606061816216, + "lyap1_max": 0.013232780620455742, + "lyap1_min": 0.0010811842512339354, + "lyap_spec_mean": [ + 0.007920606061816216, + 0.004161026328802109, + -0.0014641140587627888, + 0.002702506724745035 + ], + "frac_above_star": 1.0 + }, + { + "step": 372, + "lr": 0.0001, + "sup_loss": 1.419325913373248, + "rf_loss": 0.00035137037048116326, + "total_loss": 1.4196772837437293, + "lyap1_mean": 0.018380209803581238, + "lyap1_max": 0.03647378832101822, + "lyap1_min": -0.006778992712497711, + "lyap_spec_mean": [ + 0.018380209803581238, + 0.015354223549365997, + 0.013397260569036007, + 0.018792571499943733 + ], + "frac_above_star": 0.875 + }, + { + "step": 373, + "lr": 0.0001, + "sup_loss": 1.3945536318873826, + "rf_loss": 0.0003058309084735811, + "total_loss": 1.3948594627958562, + "lyap1_mean": 0.016597643494606018, + "lyap1_max": 0.02889251708984375, + "lyap1_min": 0.005034149158746004, + "lyap_spec_mean": [ + 0.016597643494606018, + 0.015528162010014057, + 0.01755676232278347, + 0.01490904949605465 + ], + "frac_above_star": 1.0 + }, + { + "step": 374, + "lr": 0.0001, + "sup_loss": 1.478060969351605, + "rf_loss": 0.0004215482622385025, + "total_loss": 1.4784825176138434, + "lyap1_mean": 0.01927085593342781, + "lyap1_max": 0.03371560573577881, + "lyap1_min": 0.004683336708694696, + "lyap_spec_mean": [ + 0.01927085593342781, + 0.0204122606664896, + 0.018348664045333862, + 0.01841142773628235 + ], + "frac_above_star": 1.0 + }, + { + "step": 375, + "lr": 0.0001, + "sup_loss": 1.431252216182566, + "rf_loss": 0.00012043963215546682, + "total_loss": 1.4313726558147215, + "lyap1_mean": 0.0020442090462893248, + "lyap1_max": 0.022633172571659088, + "lyap1_min": -0.017460724338889122, + "lyap_spec_mean": [ + 0.0020442090462893248, + 0.0037662764079868793, + 0.0006382858846336603, + 0.0012576233129948378 + ], + "frac_above_star": 0.5 + }, + { + "step": 376, + "lr": 0.0001, + "sup_loss": 1.369699021544151, + "rf_loss": 0.00010628141171764582, + "total_loss": 1.3698053029558686, + "lyap1_mean": 0.0033601580653339624, + "lyap1_max": 0.025122828781604767, + "lyap1_min": -0.014659757725894451, + "lyap_spec_mean": [ + 0.003360157832503319, + 0.0007864200160838664, + -0.0033549447543919086, + 0.0012955458369106054 + ], + "frac_above_star": 0.5 + }, + { + "step": 377, + "lr": 0.0001, + "sup_loss": 1.3993745427894262, + "rf_loss": 4.6589771955041215e-05, + "total_loss": 1.3994211325613812, + "lyap1_mean": -0.0010305152973160148, + "lyap1_max": 0.010507408529520035, + "lyap1_min": -0.012154841795563698, + "lyap_spec_mean": [ + -0.0010305150644853711, + 0.0006331027252599597, + -0.00024210242554545403, + -0.0027664543595165014 + ], + "frac_above_star": 0.375 + }, + { + "step": 378, + "lr": 0.0001, + "sup_loss": 1.391263444559962, + "rf_loss": 0.0001637487148400396, + "total_loss": 1.3914271932748021, + "lyap1_mean": -0.01210984867066145, + "lyap1_max": -0.004865020047873259, + "lyap1_min": -0.019025852903723717, + "lyap_spec_mean": [ + -0.01210984867066145, + -0.009570464491844177, + -0.009331018663942814, + -0.011805135756731033 + ], + "frac_above_star": 0.0 + }, + { + "step": 379, + "lr": 0.0001, + "sup_loss": 1.4146089136314126, + "rf_loss": 0.0005810271832160652, + "total_loss": 1.4151899408146287, + "lyap1_mean": -0.023291151970624924, + "lyap1_max": -0.016063202172517776, + "lyap1_min": -0.030996456742286682, + "lyap_spec_mean": [ + -0.023291151970624924, + -0.024429844692349434, + -0.021366409957408905, + -0.024712219834327698 + ], + "frac_above_star": 0.0 + }, + { + "step": 380, + "lr": 0.0001, + "sup_loss": 1.512293523328209, + "rf_loss": 0.0008159129647538066, + "total_loss": 1.513109436292963, + "lyap1_mean": -0.023683827370405197, + "lyap1_max": -0.017913784831762314, + "lyap1_min": -0.036095283925533295, + "lyap_spec_mean": [ + -0.023683827370405197, + -0.028249723836779594, + -0.027971481904387474, + -0.03176422789692879 + ], + "frac_above_star": 0.0 + }, + { + "step": 381, + "lr": 0.0001, + "sup_loss": 1.3848263217066745, + "rf_loss": 0.0006756300572305918, + "total_loss": 1.3855019517639051, + "lyap1_mean": -0.020966913551092148, + "lyap1_max": -0.004720540717244148, + "lyap1_min": -0.04266008734703064, + "lyap_spec_mean": [ + -0.020966915413737297, + -0.02559923753142357, + -0.025529339909553528, + -0.025894230231642723 + ], + "frac_above_star": 0.0 + }, + { + "step": 382, + "lr": 0.0001, + "sup_loss": 1.4128279667372774, + "rf_loss": 0.00035747350193560123, + "total_loss": 1.413185440239213, + "lyap1_mean": -0.01811557076871395, + "lyap1_max": -0.011137142777442932, + "lyap1_min": -0.02721339277923107, + "lyap_spec_mean": [ + -0.01811557076871395, + -0.016510827466845512, + -0.016712436452507973, + -0.01842540316283703 + ], + "frac_above_star": 0.0 + }, + { + "step": 383, + "lr": 0.0001, + "sup_loss": 1.3858642922635174, + "rf_loss": 0.00032783206552267075, + "total_loss": 1.38619212432904, + "lyap1_mean": 0.01577543467283249, + "lyap1_max": 0.04197332262992859, + "lyap1_min": 0.0029047103598713875, + "lyap_spec_mean": [ + 0.01577543467283249, + 0.016129840165376663, + 0.016422230750322342, + 0.01430407352745533 + ], + "frac_above_star": 1.0 + }, + { + "step": 384, + "lr": 0.0001, + "sup_loss": 1.3871487668503955, + "rf_loss": 0.0011396952904760838, + "total_loss": 1.3882884621408715, + "lyap1_mean": 0.036727458238601685, + "lyap1_max": 0.04762076586484909, + "lyap1_min": 0.026066049933433533, + "lyap_spec_mean": [ + 0.036727458238601685, + 0.032460421323776245, + 0.033065542578697205, + 0.02979939430952072 + ], + "frac_above_star": 1.0 + }, + { + "step": 385, + "lr": 0.0001, + "sup_loss": 1.3760820691471578, + "rf_loss": 0.0011934512294828892, + "total_loss": 1.3772755203766407, + "lyap1_mean": 0.03896350413560867, + "lyap1_max": 0.07994264364242554, + "lyap1_min": 0.019939597696065903, + "lyap_spec_mean": [ + 0.03896350786089897, + 0.029144443571567535, + 0.03290322795510292, + 0.0284133218228817 + ], + "frac_above_star": 1.0 + }, + { + "step": 386, + "lr": 0.0001, + "sup_loss": 1.4253746948968444, + "rf_loss": 0.00042000346002168953, + "total_loss": 1.4257946983568661, + "lyap1_mean": 0.023371655493974686, + "lyap1_max": 0.03265955299139023, + "lyap1_min": 0.015351613983511925, + "lyap_spec_mean": [ + 0.023371655493974686, + 0.015187270008027554, + 0.01847003400325775, + 0.020677126944065094 + ], + "frac_above_star": 1.0 + }, + { + "step": 387, + "lr": 0.0001, + "sup_loss": 1.4565338179141254, + "rf_loss": 9.390374179929495e-05, + "total_loss": 1.4566277216559247, + "lyap1_mean": 0.0005213611293584108, + "lyap1_max": 0.013247749768197536, + "lyap1_min": -0.008378179743885994, + "lyap_spec_mean": [ + 0.0005213612457737327, + 0.0013282594736665487, + -0.0057917507365345955, + -0.006500622723251581 + ], + "frac_above_star": 0.5 + }, + { + "step": 388, + "lr": 0.0001, + "sup_loss": 1.4466824398587854, + "rf_loss": 0.0009429601486772299, + "total_loss": 1.4476254000074626, + "lyap1_mean": -0.029779434204101562, + "lyap1_max": -0.017986150458455086, + "lyap1_min": -0.045401956886053085, + "lyap_spec_mean": [ + -0.029779434204101562, + -0.030044984072446823, + -0.02890040911734104, + -0.0299234576523304 + ], + "frac_above_star": 0.0 + }, + { + "step": 389, + "lr": 0.0001, + "sup_loss": 1.444489132902022, + "rf_loss": 0.0014172166120260954, + "total_loss": 1.445906349514048, + "lyap1_mean": -0.033421728760004044, + "lyap1_max": -0.019591769203543663, + "lyap1_min": -0.04532685875892639, + "lyap_spec_mean": [ + -0.033421725034713745, + -0.03445499762892723, + -0.03835754841566086, + -0.03648047894239426 + ], + "frac_above_star": 0.0 + }, + { + "step": 390, + "lr": 0.0001, + "sup_loss": 1.3792313303882462, + "rf_loss": 0.0006134731229394674, + "total_loss": 1.3798448035111857, + "lyap1_mean": -0.022301368415355682, + "lyap1_max": -0.007959465496242046, + "lyap1_min": -0.044419702142477036, + "lyap_spec_mean": [ + -0.022301368415355682, + -0.02584349550306797, + -0.02159077115356922, + -0.02271478995680809 + ], + "frac_above_star": 0.0 + }, + { + "step": 391, + "lr": 0.0001, + "sup_loss": 1.4139143634322255, + "rf_loss": 0.00011624913895502687, + "total_loss": 1.4140306125711806, + "lyap1_mean": -0.005312557797878981, + "lyap1_max": 0.014085417613387108, + "lyap1_min": -0.020853977650403976, + "lyap_spec_mean": [ + -0.005312558263540268, + -0.004364306107163429, + -0.008120541460812092, + -0.005906783044338226 + ], + "frac_above_star": 0.125 + }, + { + "step": 392, + "lr": 0.0001, + "sup_loss": 1.4494125092736438, + "rf_loss": 0.00017386351828463376, + "total_loss": 1.4495863727919285, + "lyap1_mean": 0.00920841470360756, + "lyap1_max": 0.025095826014876366, + "lyap1_min": -0.004073680844157934, + "lyap_spec_mean": [ + 0.00920841470360756, + 0.010311628691852093, + 0.012192369438707829, + 0.007687371224164963 + ], + "frac_above_star": 0.875 + }, + { + "step": 393, + "lr": 0.0001, + "sup_loss": 1.4226358737046396, + "rf_loss": 0.0004612221964634955, + "total_loss": 1.4230970959011031, + "lyap1_mean": 0.02387630194425583, + "lyap1_max": 0.03332526236772537, + "lyap1_min": 0.012347230687737465, + "lyap_spec_mean": [ + 0.02387630194425583, + 0.018779974430799484, + 0.01915397308766842, + 0.019774122163653374 + ], + "frac_above_star": 1.0 + }, + { + "step": 394, + "lr": 0.0001, + "sup_loss": 1.4382032503567517, + "rf_loss": 0.000124218306154944, + "total_loss": 1.4383274686629066, + "lyap1_mean": 0.0062741972506046295, + "lyap1_max": 0.02476479485630989, + "lyap1_min": -0.009845860302448273, + "lyap_spec_mean": [ + 0.0062741972506046295, + 0.007096670102328062, + 0.00323747331276536, + 0.005073000211268663 + ], + "frac_above_star": 0.625 + }, + { + "step": 395, + "lr": 0.0001, + "sup_loss": 1.415308812735108, + "rf_loss": 0.00032070284942165017, + "total_loss": 1.4156295155845295, + "lyap1_mean": -0.017307791858911514, + "lyap1_max": 0.0010576447239145637, + "lyap1_min": -0.030493535101413727, + "lyap_spec_mean": [ + -0.017307791858911514, + -0.01446597557514906, + -0.014547452330589294, + -0.017340674996376038 + ], + "frac_above_star": 0.125 + }, + { + "step": 396, + "lr": 0.0001, + "sup_loss": 1.404309484596743, + "rf_loss": 0.0003380119742359966, + "total_loss": 1.404647496570979, + "lyap1_mean": -0.015519062988460064, + "lyap1_max": -0.0022914062719792128, + "lyap1_min": -0.030599473044276237, + "lyap_spec_mean": [ + -0.015519062988460064, + -0.015299185179173946, + -0.016503099352121353, + -0.016813011839985847 + ], + "frac_above_star": 0.0 + }, + { + "step": 397, + "lr": 0.0001, + "sup_loss": 1.3907484608741032, + "rf_loss": 0.000235990752116777, + "total_loss": 1.39098445162622, + "lyap1_mean": -0.01115657202899456, + "lyap1_max": -0.0006193227018229663, + "lyap1_min": -0.029772818088531494, + "lyap_spec_mean": [ + -0.01115657202899456, + -0.011767183430492878, + -0.01318698562681675, + -0.015033173374831676 + ], + "frac_above_star": 0.0 + }, + { + "step": 398, + "lr": 0.0001, + "sup_loss": 1.4272413760969134, + "rf_loss": 8.635977428639308e-05, + "total_loss": 1.4273277358711998, + "lyap1_mean": -0.0056114704348146915, + "lyap1_max": 0.004460768774151802, + "lyap1_min": -0.015137075446546078, + "lyap_spec_mean": [ + -0.005611470900475979, + -0.004922994412481785, + -0.004506243392825127, + -0.005986301694065332 + ], + "frac_above_star": 0.375 + }, + { + "step": 399, + "lr": 0.0001, + "sup_loss": 1.396405889260934, + "rf_loss": 9.873005183180794e-05, + "total_loss": 1.3965046193127657, + "lyap1_mean": 0.00044870213605463505, + "lyap1_max": 0.016166873276233673, + "lyap1_min": -0.0180826336145401, + "lyap_spec_mean": [ + 0.0004487023688852787, + -0.0003793271607719362, + -0.0010982344392687082, + -6.143818609416485e-05 + ], + "frac_above_star": 0.625 + }, + { + "step": 400, + "lr": 0.0001, + "sup_loss": 1.3778206333249, + "rf_loss": 0.00013455451698973775, + "total_loss": 1.3779551878418896, + "lyap1_mean": 0.009614840149879456, + "lyap1_max": 0.014645945280790329, + "lyap1_min": 0.004265199415385723, + "lyap_spec_mean": [ + 0.009614840149879456, + 0.010222401469945908, + 0.00908452644944191, + 0.011322380974888802 + ], + "frac_above_star": 1.0 + }, + { + "step": 401, + "lr": 0.0001, + "sup_loss": 1.4060560623994092, + "rf_loss": 8.367198461201042e-05, + "total_loss": 1.4061397343840212, + "lyap1_mean": 0.006445087492465973, + "lyap1_max": 0.017814109101891518, + "lyap1_min": -0.0037174932658672333, + "lyap_spec_mean": [ + 0.006445087492465973, + 0.004339275415986776, + 0.003419550135731697, + 0.0021521076560020447 + ], + "frac_above_star": 0.875 + }, + { + "step": 402, + "lr": 0.0001, + "sup_loss": 1.4021656215142468, + "rf_loss": 0.00013315354590304196, + "total_loss": 1.4022987750601499, + "lyap1_mean": 0.008744166232645512, + "lyap1_max": 0.017380692064762115, + "lyap1_min": -0.008248983882367611, + "lyap_spec_mean": [ + 0.008744166232645512, + 0.005011238157749176, + 0.0053295958787202835, + 0.0019558891654014587 + ], + "frac_above_star": 0.875 + }, + { + "step": 403, + "lr": 0.0001, + "sup_loss": 1.3803472036914552, + "rf_loss": 0.00017102842684835196, + "total_loss": 1.3805182321183036, + "lyap1_mean": 0.006995897274464369, + "lyap1_max": 0.01647399738430977, + "lyap1_min": -0.005433828569948673, + "lyap_spec_mean": [ + 0.006995897740125656, + 0.007310791872441769, + 0.002959065604954958, + -0.000579597894102335 + ], + "frac_above_star": 0.625 + }, + { + "step": 404, + "lr": 0.0001, + "sup_loss": 1.4194948679362631, + "rf_loss": 8.979842095868662e-05, + "total_loss": 1.4195846663572218, + "lyap1_mean": 0.001869661151431501, + "lyap1_max": 0.014153122901916504, + "lyap1_min": -0.01809132844209671, + "lyap_spec_mean": [ + 0.001869661151431501, + 0.004921159241348505, + 0.0004874768201261759, + 0.0011091474443674088 + ], + "frac_above_star": 0.625 + }, + { + "step": 405, + "lr": 0.0001, + "sup_loss": 1.4418427636039748, + "rf_loss": 0.0002387363783782348, + "total_loss": 1.442081499982353, + "lyap1_mean": -0.013507900759577751, + "lyap1_max": -0.00527870561927557, + "lyap1_min": -0.022778790444135666, + "lyap_spec_mean": [ + -0.013507900759577751, + -0.01093733124434948, + -0.013120506890118122, + -0.014873212203383446 + ], + "frac_above_star": 0.0 + }, + { + "step": 406, + "lr": 0.0001, + "sup_loss": 1.402567211695036, + "rf_loss": 0.00026942772092297673, + "total_loss": 1.402836639415959, + "lyap1_mean": -0.013756032101809978, + "lyap1_max": 0.004334592260420322, + "lyap1_min": -0.024382464587688446, + "lyap_spec_mean": [ + -0.013756031170487404, + -0.015254151076078415, + -0.01550968550145626, + -0.014241600409150124 + ], + "frac_above_star": 0.125 + }, + { + "step": 407, + "lr": 0.0001, + "sup_loss": 1.4054399940548665, + "rf_loss": 0.00010425598884467036, + "total_loss": 1.4055442500437112, + "lyap1_mean": -0.008807429112493992, + "lyap1_max": -0.0019601962994784117, + "lyap1_min": -0.01259397342801094, + "lyap_spec_mean": [ + -0.008807429112493992, + -0.007222702726721764, + -0.006658229511231184, + -0.01241882424801588 + ], + "frac_above_star": 0.0 + }, + { + "step": 408, + "lr": 0.0001, + "sup_loss": 1.4118273322373232, + "rf_loss": 5.0163107516709715e-05, + "total_loss": 1.4118774953448399, + "lyap1_mean": 0.000984982238151133, + "lyap1_max": 0.015935802832245827, + "lyap1_min": -0.012570793740451336, + "lyap_spec_mean": [ + 0.0009849821217358112, + -0.00036336760967969894, + -0.002814598847180605, + -0.0022410487290471792 + ], + "frac_above_star": 0.5 + }, + { + "step": 409, + "lr": 0.0001, + "sup_loss": 1.4701137111476243, + "rf_loss": 8.129711204674095e-05, + "total_loss": 1.470195008259671, + "lyap1_mean": 0.005444235168397427, + "lyap1_max": 0.017662018537521362, + "lyap1_min": -0.008539646863937378, + "lyap_spec_mean": [ + 0.005444235168397427, + 0.004699322395026684, + 0.006409712601453066, + 0.004476931411772966 + ], + "frac_above_star": 0.75 + }, + { + "step": 410, + "lr": 0.0001, + "sup_loss": 1.4013030082180282, + "rf_loss": 9.925715858116746e-05, + "total_loss": 1.4014022653766094, + "lyap1_mean": 0.006576298736035824, + "lyap1_max": 0.020236846059560776, + "lyap1_min": -0.009894373826682568, + "lyap_spec_mean": [ + 0.006576298736035824, + 0.005926415789872408, + 0.005317987874150276, + 0.0038881413638591766 + ], + "frac_above_star": 0.875 + }, + { + "step": 411, + "lr": 0.0001, + "sup_loss": 1.4155921717417312, + "rf_loss": 8.586779586039484e-05, + "total_loss": 1.4156780395375916, + "lyap1_mean": 0.0028641200624406338, + "lyap1_max": 0.019848985597491264, + "lyap1_min": -0.009273711591959, + "lyap_spec_mean": [ + 0.0028641200624406338, + 0.005275525152683258, + 0.0012401030398905277, + 0.0048558590933680534 + ], + "frac_above_star": 0.5 + }, + { + "step": 412, + "lr": 0.0001, + "sup_loss": 1.407104773038383, + "rf_loss": 6.348243914544582e-05, + "total_loss": 1.4071682554775284, + "lyap1_mean": -0.000984020414762199, + "lyap1_max": 0.0056602186523377895, + "lyap1_min": -0.01275588758289814, + "lyap_spec_mean": [ + -0.000984020414762199, + -0.004504785407334566, + -0.007597584277391434, + -0.007340693846344948 + ], + "frac_above_star": 0.5 + }, + { + "step": 413, + "lr": 0.0001, + "sup_loss": 1.421021421433693, + "rf_loss": 8.045505092013627e-05, + "total_loss": 1.421101876484613, + "lyap1_mean": -0.006309434771537781, + "lyap1_max": 0.0054497490637004375, + "lyap1_min": -0.016137976199388504, + "lyap_spec_mean": [ + -0.006309434771537781, + -0.006334241479635239, + -0.005724032875150442, + -0.006300055421888828 + ], + "frac_above_star": 0.25 + }, + { + "step": 414, + "lr": 0.0001, + "sup_loss": 1.4335514224691086, + "rf_loss": 9.462566231377423e-05, + "total_loss": 1.4336460481314224, + "lyap1_mean": -0.0026492043398320675, + "lyap1_max": 0.005292726214975119, + "lyap1_min": -0.016430679708719254, + "lyap_spec_mean": [ + -0.00264920387417078, + -0.00885474681854248, + -0.007786944974213839, + -0.007446859963238239 + ], + "frac_above_star": 0.5 + }, + { + "step": 415, + "lr": 0.0001, + "sup_loss": 1.3777291390435575, + "rf_loss": 0.0001193660864373669, + "total_loss": 1.377848505129995, + "lyap1_mean": -0.00856146588921547, + "lyap1_max": 0.004244566895067692, + "lyap1_min": -0.016184600070118904, + "lyap_spec_mean": [ + -0.008561464957892895, + -0.007994378916919231, + -0.005235941614955664, + -0.011091535910964012 + ], + "frac_above_star": 0.125 + }, + { + "step": 416, + "lr": 0.0001, + "sup_loss": 1.4502054241719278, + "rf_loss": 4.787235229741782e-05, + "total_loss": 1.4502532965242252, + "lyap1_mean": -0.002345436252653599, + "lyap1_max": 0.00952919851988554, + "lyap1_min": -0.013974731788039207, + "lyap_spec_mean": [ + -0.002345436252653599, + 0.0006549753015860915, + -0.00023839937057346106, + -0.0012147530214861035 + ], + "frac_above_star": 0.375 + }, + { + "step": 417, + "lr": 0.0001, + "sup_loss": 1.4299526094861565, + "rf_loss": 0.0001162934786407277, + "total_loss": 1.4300689029647973, + "lyap1_mean": -0.005946934223175049, + "lyap1_max": 0.012428758665919304, + "lyap1_min": -0.020008904859423637, + "lyap_spec_mean": [ + -0.005946934223175049, + -0.0014709983952343464, + -0.0037108699325472116, + -0.0033401050604879856 + ], + "frac_above_star": 0.125 + }, + { + "step": 418, + "lr": 0.0001, + "sup_loss": 1.4202911477169193, + "rf_loss": 9.801433770917356e-05, + "total_loss": 1.4203891620546285, + "lyap1_mean": -0.007344442885369062, + "lyap1_max": 1.9925646483898163e-05, + "lyap1_min": -0.01457882672548294, + "lyap_spec_mean": [ + -0.00734444335103035, + -0.006781027186661959, + -0.01188954059034586, + -0.003263571998104453 + ], + "frac_above_star": 0.125 + }, + { + "step": 419, + "lr": 0.0001, + "sup_loss": 1.396879749056187, + "rf_loss": 0.0002654833369888365, + "total_loss": 1.397145232393176, + "lyap1_mean": -0.013974802568554878, + "lyap1_max": 0.0039751543663442135, + "lyap1_min": -0.023494090884923935, + "lyap_spec_mean": [ + -0.013974802568554878, + -0.01565704308450222, + -0.010136699303984642, + -0.015325582586228848 + ], + "frac_above_star": 0.125 + }, + { + "step": 420, + "lr": 0.0001, + "sup_loss": 1.404569852448805, + "rf_loss": 0.00046919635497033596, + "total_loss": 1.4050390488037754, + "lyap1_mean": -0.02044513076543808, + "lyap1_max": -0.007863355800509453, + "lyap1_min": -0.029370419681072235, + "lyap_spec_mean": [ + -0.02044513076543808, + -0.018052732571959496, + -0.021735837683081627, + -0.022536681964993477 + ], + "frac_above_star": 0.0 + }, + { + "step": 421, + "lr": 0.0001, + "sup_loss": 1.387889388673282, + "rf_loss": 7.934652967378497e-05, + "total_loss": 1.3879687352029557, + "lyap1_mean": -0.006916713900864124, + "lyap1_max": -0.0015763615956529975, + "lyap1_min": -0.018528297543525696, + "lyap_spec_mean": [ + -0.006916713900864124, + -0.007938801310956478, + -0.0035700728185474873, + -0.008657451719045639 + ], + "frac_above_star": 0.0 + }, + { + "step": 422, + "lr": 0.0001, + "sup_loss": 1.4125843070426667, + "rf_loss": 9.201052307616919e-05, + "total_loss": 1.4126763175657429, + "lyap1_mean": 0.007141053676605225, + "lyap1_max": 0.02202344499528408, + "lyap1_min": -0.006294357590377331, + "lyap_spec_mean": [ + 0.007141054142266512, + 0.007569591049104929, + 0.0084878234192729, + 0.0031311355996876955 + ], + "frac_above_star": 0.875 + }, + { + "step": 423, + "lr": 0.0001, + "sup_loss": 1.3739183953196057, + "rf_loss": 0.00011030190216843039, + "total_loss": 1.3740286972217741, + "lyap1_mean": 0.007926411926746368, + "lyap1_max": 0.025056464597582817, + "lyap1_min": -0.00540666189044714, + "lyap_spec_mean": [ + 0.007926411926746368, + 0.0070077236741781235, + 0.004456676542758942, + 0.0018668981501832604 + ], + "frac_above_star": 0.75 + }, + { + "step": 424, + "lr": 0.0001, + "sup_loss": 1.4485754952699488, + "rf_loss": 0.00011609074135776609, + "total_loss": 1.4486915860113065, + "lyap1_mean": 0.008415795862674713, + "lyap1_max": 0.019912367686629295, + "lyap1_min": -0.0018793850904330611, + "lyap_spec_mean": [ + 0.008415795862674713, + 0.008018463850021362, + 0.005662489682435989, + 0.0002357990015298128 + ], + "frac_above_star": 0.75 + }, + { + "step": 425, + "lr": 0.0001, + "sup_loss": 1.3971022833256241, + "rf_loss": 0.0002354851021664217, + "total_loss": 1.3973377684277906, + "lyap1_mean": 0.015742968767881393, + "lyap1_max": 0.023484807461500168, + "lyap1_min": 0.005687006749212742, + "lyap_spec_mean": [ + 0.015742968767881393, + 0.01502289343625307, + 0.015120765194296837, + 0.010035861283540726 + ], + "frac_above_star": 1.0 + }, + { + "step": 426, + "lr": 0.0001, + "sup_loss": 1.403676300867864, + "rf_loss": 9.967735968530178e-05, + "total_loss": 1.4037759782275494, + "lyap1_mean": 0.0018879449926316738, + "lyap1_max": 0.01166793704032898, + "lyap1_min": -0.016093697398900986, + "lyap_spec_mean": [ + 0.0018879449926316738, + -0.003305421443656087, + -0.007310078479349613, + -0.004156782291829586 + ], + "frac_above_star": 0.625 + }, + { + "step": 427, + "lr": 0.0001, + "sup_loss": 1.3757204499080637, + "rf_loss": 8.66774789756164e-05, + "total_loss": 1.3758071273870394, + "lyap1_mean": -0.007001879159361124, + "lyap1_max": 0.000665459199808538, + "lyap1_min": -0.018594741821289062, + "lyap_spec_mean": [ + -0.007001879625022411, + -0.0050837695598602295, + -0.0047421869821846485, + -0.00898861512541771 + ], + "frac_above_star": 0.125 + }, + { + "step": 428, + "lr": 0.0001, + "sup_loss": 1.3847650017997135, + "rf_loss": 5.131915895617567e-05, + "total_loss": 1.3848163209586697, + "lyap1_mean": -0.004800279624760151, + "lyap1_max": 0.00333423912525177, + "lyap1_min": -0.014851989224553108, + "lyap_spec_mean": [ + -0.004800280090421438, + -0.005213194526731968, + 0.00018258619820699096, + -0.006850446108728647 + ], + "frac_above_star": 0.25 + }, + { + "step": 429, + "lr": 0.0001, + "sup_loss": 1.3971942686166332, + "rf_loss": 3.764456050703302e-05, + "total_loss": 1.3972319131771402, + "lyap1_mean": -0.0008748752879910171, + "lyap1_max": 0.006687593646347523, + "lyap1_min": -0.012817401438951492, + "lyap_spec_mean": [ + -0.0008748752297833562, + -0.0022762203589081764, + -0.000538348569534719, + -0.000708945095539093 + ], + "frac_above_star": 0.5 + }, + { + "step": 430, + "lr": 0.0001, + "sup_loss": 1.3804137163429941, + "rf_loss": 9.224769019056112e-05, + "total_loss": 1.3805059640331847, + "lyap1_mean": -0.008171594701707363, + "lyap1_max": 0.0037891126703470945, + "lyap1_min": -0.018718741834163666, + "lyap_spec_mean": [ + -0.008171594701707363, + -0.0052209654822945595, + -0.008934350684285164, + -0.0077984328381717205 + ], + "frac_above_star": 0.125 + }, + { + "step": 431, + "lr": 0.0001, + "sup_loss": 1.4408756424755829, + "rf_loss": 0.00013913289876654744, + "total_loss": 1.4410147753743494, + "lyap1_mean": -0.009484406560659409, + "lyap1_max": 0.006279805675148964, + "lyap1_min": -0.015394596382975578, + "lyap_spec_mean": [ + -0.009484406560659409, + -0.005194207653403282, + -0.008518499322235584, + -0.00967373512685299 + ], + "frac_above_star": 0.125 + }, + { + "step": 432, + "lr": 0.0001, + "sup_loss": 1.362252605778561, + "rf_loss": 0.00020240090088918805, + "total_loss": 1.3624550066794503, + "lyap1_mean": -0.011135948821902275, + "lyap1_max": 0.0006793715874664485, + "lyap1_min": -0.017690200358629227, + "lyap_spec_mean": [ + -0.011135948821902275, + -0.01184927113354206, + -0.014343071728944778, + -0.01068471372127533 + ], + "frac_above_star": 0.125 + }, + { + "step": 433, + "lr": 0.0001, + "sup_loss": 1.3742945707957541, + "rf_loss": 0.00017409605788998306, + "total_loss": 1.374468666853644, + "lyap1_mean": -0.011891210451722145, + "lyap1_max": -0.006399453617632389, + "lyap1_min": -0.015619716607034206, + "lyap_spec_mean": [ + -0.01189121138304472, + -0.011121107265353203, + -0.011898059397935867, + -0.012850970961153507 + ], + "frac_above_star": 0.0 + }, + { + "step": 434, + "lr": 0.0001, + "sup_loss": 1.319229265349056, + "rf_loss": 5.341408905223943e-05, + "total_loss": 1.3192826794381083, + "lyap1_mean": -0.0007057648617774248, + "lyap1_max": 0.013016121461987495, + "lyap1_min": -0.009661661460995674, + "lyap_spec_mean": [ + -0.0007057648617774248, + -0.0020886813290417194, + -0.0016123345121741295, + -0.004645477514714003 + ], + "frac_above_star": 0.5 + }, + { + "step": 435, + "lr": 0.0001, + "sup_loss": 1.3809244888683214, + "rf_loss": 0.00032738156733103096, + "total_loss": 1.3812518704356525, + "lyap1_mean": 0.02102353796362877, + "lyap1_max": 0.02964828908443451, + "lyap1_min": 0.009901825338602066, + "lyap_spec_mean": [ + 0.02102353796362877, + 0.013007923029363155, + 0.017338506877422333, + 0.016094300895929337 + ], + "frac_above_star": 1.0 + }, + { + "step": 436, + "lr": 0.0001, + "sup_loss": 1.3901038260640814, + "rf_loss": 0.00034948051325045526, + "total_loss": 1.390453306577332, + "lyap1_mean": 0.016938351094722748, + "lyap1_max": 0.02320895902812481, + "lyap1_min": 0.008832293562591076, + "lyap_spec_mean": [ + 0.016938351094722748, + 0.017446240410208702, + 0.018864193931221962, + 0.017018556594848633 + ], + "frac_above_star": 1.0 + }, + { + "step": 437, + "lr": 0.0001, + "sup_loss": 1.3545964995601314, + "rf_loss": 8.71647207532078e-05, + "total_loss": 1.3546836642808846, + "lyap1_mean": 0.007411858066916466, + "lyap1_max": 0.020184537395834923, + "lyap1_min": -0.0021566124632954597, + "lyap_spec_mean": [ + 0.007411858066916466, + 0.007830558344721794, + 0.005620937794446945, + 0.0038590882904827595 + ], + "frac_above_star": 0.75 + }, + { + "step": 438, + "lr": 0.0001, + "sup_loss": 1.4051273083612663, + "rf_loss": 0.0001376301806885749, + "total_loss": 1.4052649385419549, + "lyap1_mean": -0.0068061864003539085, + "lyap1_max": 0.006206502206623554, + "lyap1_min": -0.01559495460242033, + "lyap_spec_mean": [ + -0.0068061864003539085, + -0.009972501546144485, + -0.00900915078818798, + -0.012115398421883583 + ], + "frac_above_star": 0.125 + }, + { + "step": 439, + "lr": 0.0001, + "sup_loss": 1.4100814255094432, + "rf_loss": 0.0003443715686444193, + "total_loss": 1.4104257970780876, + "lyap1_mean": -0.01636640541255474, + "lyap1_max": -0.008252710103988647, + "lyap1_min": -0.02445840835571289, + "lyap_spec_mean": [ + -0.01636640541255474, + -0.016479939222335815, + -0.018719326704740524, + -0.01854931190609932 + ], + "frac_above_star": 0.0 + }, + { + "step": 440, + "lr": 0.0001, + "sup_loss": 1.4389619737665913, + "rf_loss": 0.0005487004527822137, + "total_loss": 1.4395106742193735, + "lyap1_mean": -0.023175084963440895, + "lyap1_max": -0.01415233127772808, + "lyap1_min": -0.04311072453856468, + "lyap_spec_mean": [ + -0.023175084963440895, + -0.01792374812066555, + -0.023375216871500015, + -0.02344939485192299 + ], + "frac_above_star": 0.0 + }, + { + "step": 441, + "lr": 0.0001, + "sup_loss": 1.3948332891657762, + "rf_loss": 7.225209992611781e-05, + "total_loss": 1.3949055412657023, + "lyap1_mean": -0.004790079779922962, + "lyap1_max": 0.006124403327703476, + "lyap1_min": -0.013227885589003563, + "lyap_spec_mean": [ + -0.004790079779922962, + -0.005259495694190264, + -0.00859910249710083, + -0.007197126280516386 + ], + "frac_above_star": 0.125 + }, + { + "step": 442, + "lr": 0.0001, + "sup_loss": 1.4093905745609976, + "rf_loss": 0.0003096357686445117, + "total_loss": 1.409700210329642, + "lyap1_mean": 0.02057141251862049, + "lyap1_max": 0.03482106700539589, + "lyap1_min": 0.010534620843827724, + "lyap_spec_mean": [ + 0.02057141251862049, + 0.01494611706584692, + 0.01596928760409355, + 0.013365630060434341 + ], + "frac_above_star": 1.0 + }, + { + "step": 443, + "lr": 0.0001, + "sup_loss": 1.3756703315634267, + "rf_loss": 0.0004985963460057974, + "total_loss": 1.3761689279094325, + "lyap1_mean": 0.024457737803459167, + "lyap1_max": 0.029064273461699486, + "lyap1_min": 0.011780241504311562, + "lyap_spec_mean": [ + 0.024457737803459167, + 0.0212949737906456, + 0.021949060261249542, + 0.017169538885354996 + ], + "frac_above_star": 1.0 + }, + { + "step": 444, + "lr": 0.0001, + "sup_loss": 1.4308946211039908, + "rf_loss": 0.0003356648958288133, + "total_loss": 1.4312302859998196, + "lyap1_mean": 0.017936117947101593, + "lyap1_max": 0.03033599816262722, + "lyap1_min": 0.008943288587033749, + "lyap_spec_mean": [ + 0.017936116084456444, + 0.015520336106419563, + 0.013654490001499653, + 0.013150207698345184 + ], + "frac_above_star": 1.0 + }, + { + "step": 445, + "lr": 0.0001, + "sup_loss": 1.38221639741489, + "rf_loss": 5.33234269823879e-05, + "total_loss": 1.3822697208418724, + "lyap1_mean": 0.0034081717021763325, + "lyap1_max": 0.015565897338092327, + "lyap1_min": -0.009314974769949913, + "lyap_spec_mean": [ + 0.0034081717021763325, + -0.0015150869730859995, + -0.004747075028717518, + -0.0018329082522541285 + ], + "frac_above_star": 0.625 + }, + { + "step": 446, + "lr": 0.0001, + "sup_loss": 1.3708982889368473, + "rf_loss": 0.00018209184054285288, + "total_loss": 1.3710803807773901, + "lyap1_mean": -0.010581718757748604, + "lyap1_max": 0.0020627672784030437, + "lyap1_min": -0.016589725390076637, + "lyap_spec_mean": [ + -0.010581718757748604, + -0.009915846399962902, + -0.010818617418408394, + -0.012714182026684284 + ], + "frac_above_star": 0.125 + }, + { + "step": 447, + "lr": 0.0001, + "sup_loss": 1.4060114173450686, + "rf_loss": 0.0002576858678366989, + "total_loss": 1.4062691032129053, + "lyap1_mean": -0.011935667134821415, + "lyap1_max": 0.003011555876582861, + "lyap1_min": -0.022222023457288742, + "lyap_spec_mean": [ + -0.01193566806614399, + -0.016476765275001526, + -0.01220378652215004, + -0.01483053620904684 + ], + "frac_above_star": 0.125 + }, + { + "step": 448, + "lr": 0.0001, + "sup_loss": 1.3802022913451193, + "rf_loss": 0.0002599332365207374, + "total_loss": 1.38046222458164, + "lyap1_mean": -0.01277463324368, + "lyap1_max": -0.0034024082124233246, + "lyap1_min": -0.024766210466623306, + "lyap_spec_mean": [ + -0.012774632312357426, + -0.017101192846894264, + -0.013114191591739655, + -0.015834089368581772 + ], + "frac_above_star": 0.0 + }, + { + "step": 449, + "lr": 0.0001, + "sup_loss": 1.4090553527679373, + "rf_loss": 6.57096243230626e-05, + "total_loss": 1.4091210623922603, + "lyap1_mean": 0.0026978873647749424, + "lyap1_max": 0.011369338259100914, + "lyap1_min": -0.010192280635237694, + "lyap_spec_mean": [ + 0.0026978873647749424, + 0.002304202876985073, + -0.0016411280957981944, + 0.0001780390739440918 + ], + "frac_above_star": 0.625 + }, + { + "step": 450, + "lr": 0.0001, + "sup_loss": 1.4181581390627092, + "rf_loss": 0.00015390387852676213, + "total_loss": 1.418312042941236, + "lyap1_mean": 0.013748813420534134, + "lyap1_max": 0.022001296281814575, + "lyap1_min": 0.00798441655933857, + "lyap_spec_mean": [ + 0.013748814351856709, + 0.01062535960227251, + 0.009763257578015327, + 0.009175260551273823 + ], + "frac_above_star": 1.0 + }, + { + "step": 451, + "lr": 0.0001, + "sup_loss": 1.399473680401798, + "rf_loss": 9.163341019302607e-05, + "total_loss": 1.399565313811991, + "lyap1_mean": 0.010591670870780945, + "lyap1_max": 0.017198801040649414, + "lyap1_min": -0.0017269495874643326, + "lyap_spec_mean": [ + 0.01059167180210352, + 0.0027399829123169184, + 0.005524774547666311, + 0.006612797267735004 + ], + "frac_above_star": 0.875 + }, + { + "step": 452, + "lr": 0.0001, + "sup_loss": 1.4056732766252316, + "rf_loss": 4.455489761312492e-05, + "total_loss": 1.4057178315228447, + "lyap1_mean": 0.003050842322409153, + "lyap1_max": 0.014642640016973019, + "lyap1_min": -0.012611295096576214, + "lyap_spec_mean": [ + 0.003050842322409153, + 0.0008940405678004026, + 0.0009500214364379644, + 0.0023885793052613735 + ], + "frac_above_star": 0.625 + }, + { + "step": 453, + "lr": 0.0001, + "sup_loss": 1.391719755432619, + "rf_loss": 0.00025124181411229074, + "total_loss": 1.3919709972467313, + "lyap1_mean": -0.012120304629206657, + "lyap1_max": -0.004114965442568064, + "lyap1_min": -0.025895824655890465, + "lyap_spec_mean": [ + -0.012120304629206657, + -0.014899599365890026, + -0.012598550878465176, + -0.016899023205041885 + ], + "frac_above_star": 0.0 + }, + { + "step": 454, + "lr": 0.0001, + "sup_loss": 1.4099475236696895, + "rf_loss": 0.0007469039410352707, + "total_loss": 1.4106944276107247, + "lyap1_mean": -0.027010731399059296, + "lyap1_max": -0.01829465851187706, + "lyap1_min": -0.03366642817854881, + "lyap_spec_mean": [ + -0.027010733261704445, + -0.024411018937826157, + -0.02610367350280285, + -0.02869059517979622 + ], + "frac_above_star": 0.0 + }, + { + "step": 455, + "lr": 0.0001, + "sup_loss": 1.4109968362336103, + "rf_loss": 0.0005375883774831891, + "total_loss": 1.4115344246110935, + "lyap1_mean": -0.022679638117551804, + "lyap1_max": -0.013752041384577751, + "lyap1_min": -0.03704080730676651, + "lyap_spec_mean": [ + -0.022679638117551804, + -0.022067032754421234, + -0.022794919088482857, + -0.02127750776708126 + ], + "frac_above_star": 0.0 + }, + { + "step": 456, + "lr": 0.0001, + "sup_loss": 1.3540753302000106, + "rf_loss": 0.0001285911857848987, + "total_loss": 1.3542039213857955, + "lyap1_mean": -0.00499248132109642, + "lyap1_max": 0.007589168380945921, + "lyap1_min": -0.018009407445788383, + "lyap_spec_mean": [ + -0.004992480855435133, + -0.008586865849792957, + -0.011110709980130196, + -0.007668275386095047 + ], + "frac_above_star": 0.25 + }, + { + "step": 457, + "lr": 0.0001, + "sup_loss": 1.3678310256879587, + "rf_loss": 0.00018863241712097079, + "total_loss": 1.3680196581050796, + "lyap1_mean": 0.01241709478199482, + "lyap1_max": 0.02976655773818493, + "lyap1_min": 0.0034032147377729416, + "lyap_spec_mean": [ + 0.01241709478199482, + 0.011242233216762543, + 0.009812768548727036, + 0.01366429217159748 + ], + "frac_above_star": 1.0 + }, + { + "step": 458, + "lr": 0.0001, + "sup_loss": 1.3800366758684066, + "rf_loss": 0.00042385791311971843, + "total_loss": 1.3804605337815263, + "lyap1_mean": 0.01988319307565689, + "lyap1_max": 0.030000746250152588, + "lyap1_min": 0.010068846866488457, + "lyap_spec_mean": [ + 0.01988319307565689, + 0.02040991000831127, + 0.01709027588367462, + 0.014412082731723785 + ], + "frac_above_star": 1.0 + }, + { + "step": 459, + "lr": 0.0001, + "sup_loss": 1.3949725348085955, + "rf_loss": 0.0003353242063894868, + "total_loss": 1.395307859014985, + "lyap1_mean": 0.016401054337620735, + "lyap1_max": 0.03558797761797905, + "lyap1_min": -0.00295064109377563, + "lyap_spec_mean": [ + 0.016401054337620735, + 0.013806985691189766, + 0.015347527340054512, + 0.012778272852301598 + ], + "frac_above_star": 0.875 + }, + { + "step": 460, + "lr": 0.0001, + "sup_loss": 1.416818622362311, + "rf_loss": 7.92465652921237e-05, + "total_loss": 1.416897868927603, + "lyap1_mean": 0.009999360889196396, + "lyap1_max": 0.017090795561671257, + "lyap1_min": 0.00021597370505332947, + "lyap_spec_mean": [ + 0.009999360889196396, + 0.004122823942452669, + 0.004323338158428669, + 0.0061918157152831554 + ], + "frac_above_star": 1.0 + }, + { + "step": 461, + "lr": 0.0001, + "sup_loss": 1.3734923881087657, + "rf_loss": 0.0002306816168129444, + "total_loss": 1.3737230697255787, + "lyap1_mean": -0.010704470798373222, + "lyap1_max": 0.0005981354042887688, + "lyap1_min": -0.017373617738485336, + "lyap_spec_mean": [ + -0.010704470798373222, + -0.014122648164629936, + -0.014484412968158722, + -0.017442692071199417 + ], + "frac_above_star": 0.125 + }, + { + "step": 462, + "lr": 0.0001, + "sup_loss": 1.4035936314286719, + "rf_loss": 0.00036001583794131875, + "total_loss": 1.4039536472666132, + "lyap1_mean": -0.01817525364458561, + "lyap1_max": -0.008220179006457329, + "lyap1_min": -0.03236091881990433, + "lyap_spec_mean": [ + -0.01817525364458561, + -0.013871831819415092, + -0.019124308601021767, + -0.01948540098965168 + ], + "frac_above_star": 0.0 + }, + { + "step": 463, + "lr": 0.0001, + "sup_loss": 1.4701912243081598, + "rf_loss": 0.0003277009236626327, + "total_loss": 1.4705189252318225, + "lyap1_mean": -0.01824279874563217, + "lyap1_max": -0.011639488860964775, + "lyap1_min": -0.025710612535476685, + "lyap_spec_mean": [ + -0.01824279874563217, + -0.01675531268119812, + -0.01600874774158001, + -0.01685982570052147 + ], + "frac_above_star": 0.0 + }, + { + "step": 464, + "lr": 0.0001, + "sup_loss": 1.37045720272436, + "rf_loss": 9.643191879149526e-05, + "total_loss": 1.3705536346431515, + "lyap1_mean": -0.003118939697742462, + "lyap1_max": 0.006470649968832731, + "lyap1_min": -0.014111833646893501, + "lyap_spec_mean": [ + -0.003118939697742462, + -0.006296955049037933, + -0.009024640545248985, + -0.010412045754492283 + ], + "frac_above_star": 0.125 + }, + { + "step": 465, + "lr": 0.0001, + "sup_loss": 1.3678860356032503, + "rf_loss": 9.478491119807586e-05, + "total_loss": 1.3679808205144484, + "lyap1_mean": 0.0038748234510421753, + "lyap1_max": 0.014401448890566826, + "lyap1_min": -0.018054507672786713, + "lyap_spec_mean": [ + 0.0038748234510421753, + 0.004623302724212408, + 0.0040555959567427635, + 0.0022516711615025997 + ], + "frac_above_star": 0.625 + }, + { + "step": 466, + "lr": 0.0001, + "sup_loss": 1.362600908381393, + "rf_loss": 0.00018838200776372105, + "total_loss": 1.3627892903891567, + "lyap1_mean": 0.01012328453361988, + "lyap1_max": 0.025379031896591187, + "lyap1_min": -0.0016425857320427895, + "lyap_spec_mean": [ + 0.01012328453361988, + 0.011382837779819965, + 0.011993230320513248, + 0.011350218206644058 + ], + "frac_above_star": 0.875 + }, + { + "step": 467, + "lr": 0.0001, + "sup_loss": 1.374118017361016, + "rf_loss": 0.00011368861305527389, + "total_loss": 1.3742317059740712, + "lyap1_mean": 0.010236612521111965, + "lyap1_max": 0.018992764875292778, + "lyap1_min": 0.0010260295821353793, + "lyap_spec_mean": [ + 0.010236612521111965, + 0.009365652687847614, + 0.008598389104008675, + 0.005551503039896488 + ], + "frac_above_star": 1.0 + }, + { + "step": 468, + "lr": 0.0001, + "sup_loss": 1.3883171921261108, + "rf_loss": 0.00011196509876754135, + "total_loss": 1.3884291572248784, + "lyap1_mean": 0.0064950683154165745, + "lyap1_max": 0.01902857795357704, + "lyap1_min": -0.008910681121051311, + "lyap_spec_mean": [ + 0.006495067849755287, + 0.005887447856366634, + 0.007786214351654053, + 0.003621252253651619 + ], + "frac_above_star": 0.875 + }, + { + "step": 469, + "lr": 0.0001, + "sup_loss": 1.4002402460152306, + "rf_loss": 8.728414832148701e-05, + "total_loss": 1.400327530163552, + "lyap1_mean": -0.0001497266348451376, + "lyap1_max": 0.014733245596289635, + "lyap1_min": -0.014706662856042385, + "lyap_spec_mean": [ + -0.00014972651842981577, + -0.003961110021919012, + -0.0033438291866332293, + -0.007224610075354576 + ], + "frac_above_star": 0.5 + }, + { + "step": 470, + "lr": 0.0001, + "sup_loss": 1.3737834912320737, + "rf_loss": 0.00014357498730532825, + "total_loss": 1.373927066219379, + "lyap1_mean": -0.007269090507179499, + "lyap1_max": 0.001923882169649005, + "lyap1_min": -0.015370085835456848, + "lyap_spec_mean": [ + -0.007269090972840786, + -0.012729315087199211, + -0.009523723274469376, + -0.01281561516225338 + ], + "frac_above_star": 0.125 + }, + { + "step": 471, + "lr": 0.0001, + "sup_loss": 1.3950237512260084, + "rf_loss": 0.0005285964580252767, + "total_loss": 1.3955523476840337, + "lyap1_mean": -0.020422713831067085, + "lyap1_max": -0.009079273790121078, + "lyap1_min": -0.030401628464460373, + "lyap_spec_mean": [ + -0.020422713831067085, + -0.023839566856622696, + -0.02110450156033039, + -0.022019967436790466 + ], + "frac_above_star": 0.0 + }, + { + "step": 472, + "lr": 0.0001, + "sup_loss": 1.3793086102876881, + "rf_loss": 0.00037457470898516476, + "total_loss": 1.3796831849966733, + "lyap1_mean": -0.014550963416695595, + "lyap1_max": -0.0059480806812644005, + "lyap1_min": -0.026111118495464325, + "lyap_spec_mean": [ + -0.014550963416695595, + -0.02061222493648529, + -0.020475130528211594, + -0.016397947445511818 + ], + "frac_above_star": 0.0 + }, + { + "step": 473, + "lr": 0.0001, + "sup_loss": 1.3435514602257532, + "rf_loss": 0.00013611107715405524, + "total_loss": 1.3436875713029073, + "lyap1_mean": -0.011082733049988747, + "lyap1_max": 0.004164538346230984, + "lyap1_min": -0.03000488691031933, + "lyap_spec_mean": [ + -0.011082733049988747, + -0.002652588067576289, + -0.0042357598431408405, + -0.007439660374075174 + ], + "frac_above_star": 0.375 + }, + { + "step": 474, + "lr": 0.0001, + "sup_loss": 1.346766216131065, + "rf_loss": 0.00022563294623978436, + "total_loss": 1.3469918490773047, + "lyap1_mean": 0.013067172840237617, + "lyap1_max": 0.030939925462007523, + "lyap1_min": -0.0076854838989675045, + "lyap_spec_mean": [ + 0.013067173771560192, + 0.013681762851774693, + 0.009617790579795837, + 0.011154304258525372 + ], + "frac_above_star": 0.75 + }, + { + "step": 475, + "lr": 0.0001, + "sup_loss": 1.3898415067389438, + "rf_loss": 0.00018723128596320748, + "total_loss": 1.390028738024907, + "lyap1_mean": 0.012936180457472801, + "lyap1_max": 0.02165508270263672, + "lyap1_min": -0.00042117186239920557, + "lyap_spec_mean": [ + 0.012936180457472801, + 0.01659516990184784, + 0.008105709217488766, + 0.010138604789972305 + ], + "frac_above_star": 0.875 + }, + { + "step": 476, + "lr": 0.0001, + "sup_loss": 1.404099305347312, + "rf_loss": 0.00019958807388320565, + "total_loss": 1.4042988934211953, + "lyap1_mean": 0.010834136977791786, + "lyap1_max": 0.024739474058151245, + "lyap1_min": -0.004873772617429495, + "lyap_spec_mean": [ + 0.010834136977791786, + 0.010589427314698696, + 0.014739754609763622, + 0.010680769570171833 + ], + "frac_above_star": 0.875 + }, + { + "step": 477, + "lr": 0.0001, + "sup_loss": 1.3483744576024668, + "rf_loss": 9.918976866174489e-05, + "total_loss": 1.3484736473711285, + "lyap1_mean": 0.0018767218571156263, + "lyap1_max": 0.01766870729625225, + "lyap1_min": -0.014056234620511532, + "lyap_spec_mean": [ + 0.0018767218571156263, + -0.004975140560418367, + -0.004319373052567244, + -0.006665073800832033 + ], + "frac_above_star": 0.5 + }, + { + "step": 478, + "lr": 0.0001, + "sup_loss": 1.3827244092250919, + "rf_loss": 0.00017430633306503296, + "total_loss": 1.382898715558157, + "lyap1_mean": -0.012583550065755844, + "lyap1_max": 0.004601200111210346, + "lyap1_min": -0.023062877357006073, + "lyap_spec_mean": [ + -0.012583550997078419, + -0.010856270790100098, + -0.011114423163235188, + -0.012395269237458706 + ], + "frac_above_star": 0.125 + }, + { + "step": 479, + "lr": 0.0001, + "sup_loss": 1.3829786238541506, + "rf_loss": 0.00024998310254886746, + "total_loss": 1.3832286069566995, + "lyap1_mean": -0.013912549242377281, + "lyap1_max": -0.003934828564524651, + "lyap1_min": -0.022712208330631256, + "lyap_spec_mean": [ + -0.013912549242377281, + -0.013943139463663101, + -0.014041757211089134, + -0.014390088617801666 + ], + "frac_above_star": 0.0 + }, + { + "step": 480, + "lr": 0.0001, + "sup_loss": 1.3955037604148346, + "rf_loss": 8.490742766298354e-05, + "total_loss": 1.3955886678424976, + "lyap1_mean": -0.005627880804240704, + "lyap1_max": 0.001021750969812274, + "lyap1_min": -0.013209966942667961, + "lyap_spec_mean": [ + -0.005627880804240704, + -0.004847688600420952, + -0.003575590206310153, + -0.009949239902198315 + ], + "frac_above_star": 0.125 + }, + { + "step": 481, + "lr": 0.0001, + "sup_loss": 1.4260989633052796, + "rf_loss": 0.00013330789806786925, + "total_loss": 1.4262322712033475, + "lyap1_mean": -0.009743331000208855, + "lyap1_max": -0.00371308415196836, + "lyap1_min": -0.02154507488012314, + "lyap_spec_mean": [ + -0.009743331000208855, + -0.010083533823490143, + -0.008522579446434975, + -0.010043786838650703 + ], + "frac_above_star": 0.0 + }, + { + "step": 482, + "lr": 0.0001, + "sup_loss": 1.4211914943256703, + "rf_loss": 0.00010275095701217651, + "total_loss": 1.4212942452826824, + "lyap1_mean": -0.005062847398221493, + "lyap1_max": 0.006280114408582449, + "lyap1_min": -0.017331155017018318, + "lyap_spec_mean": [ + -0.005062847398221493, + -0.006329105235636234, + -0.005953292362391949, + -0.007958391681313515 + ], + "frac_above_star": 0.25 + }, + { + "step": 483, + "lr": 0.0001, + "sup_loss": 1.3615969355190938, + "rf_loss": 0.0001095481202355586, + "total_loss": 1.3617064836393293, + "lyap1_mean": -0.004501907620579004, + "lyap1_max": 0.011636657640337944, + "lyap1_min": -0.01798132061958313, + "lyap_spec_mean": [ + -0.004501907620579004, + -0.008231625892221928, + -0.005040561314672232, + -0.007296048570424318 + ], + "frac_above_star": 0.25 + }, + { + "step": 484, + "lr": 0.0001, + "sup_loss": 1.3538054751442996, + "rf_loss": 5.798594793304801e-05, + "total_loss": 1.3538634610922327, + "lyap1_mean": 0.002886982401832938, + "lyap1_max": 0.01594601199030876, + "lyap1_min": -0.004716102033853531, + "lyap_spec_mean": [ + 0.002886982401832938, + -0.0031939204782247543, + -0.004632987547665834, + -0.004013475496321917 + ], + "frac_above_star": 0.5 + }, + { + "step": 485, + "lr": 0.0001, + "sup_loss": 1.3747429738487613, + "rf_loss": 5.8385954616824165e-05, + "total_loss": 1.3748013598033781, + "lyap1_mean": 0.005417603999376297, + "lyap1_max": 0.014225765131413937, + "lyap1_min": -0.0014160447753965855, + "lyap_spec_mean": [ + 0.00541760353371501, + 0.005917139817029238, + 0.005088369827717543, + 0.004065581131726503 + ], + "frac_above_star": 0.625 + }, + { + "step": 486, + "lr": 0.0001, + "sup_loss": 1.401871135719938, + "rf_loss": 0.00011506534065119922, + "total_loss": 1.4019862010605892, + "lyap1_mean": 0.008747206069529057, + "lyap1_max": 0.016575975343585014, + "lyap1_min": -0.007266704924404621, + "lyap_spec_mean": [ + 0.008747206069529057, + 0.009934457950294018, + 0.0058877612464129925, + 0.004331925418227911 + ], + "frac_above_star": 0.875 + }, + { + "step": 487, + "lr": 0.0001, + "sup_loss": 1.369046454955539, + "rf_loss": 0.0001916535256896168, + "total_loss": 1.3692381084812286, + "lyap1_mean": 0.012476954609155655, + "lyap1_max": 0.030956311151385307, + "lyap1_min": 0.001549081178382039, + "lyap_spec_mean": [ + 0.012476954609155655, + 0.013496823608875275, + 0.00914035364985466, + 0.009749394841492176 + ], + "frac_above_star": 1.0 + }, + { + "step": 488, + "lr": 0.0001, + "sup_loss": 1.3544104946820148, + "rf_loss": 5.6262026191689074e-05, + "total_loss": 1.3544667567082065, + "lyap1_mean": -0.0008884972194209695, + "lyap1_max": 0.008081646636128426, + "lyap1_min": -0.010530130937695503, + "lyap_spec_mean": [ + -0.0008884971030056477, + -0.0009355753427371383, + -0.0033740601502358913, + -0.0016427978407591581 + ], + "frac_above_star": 0.5 + }, + { + "step": 489, + "lr": 0.0001, + "sup_loss": 1.4220155821277358, + "rf_loss": 8.867667202139273e-05, + "total_loss": 1.4221042587997572, + "lyap1_mean": -0.005411816760897636, + "lyap1_max": 0.004076790064573288, + "lyap1_min": -0.021117113530635834, + "lyap_spec_mean": [ + -0.005411817226558924, + -0.00477080512791872, + -0.0029515805654227734, + -0.0028749522753059864 + ], + "frac_above_star": 0.25 + }, + { + "step": 490, + "lr": 0.0001, + "sup_loss": 1.349377294478589, + "rf_loss": 0.0001905696262838319, + "total_loss": 1.3495678641048727, + "lyap1_mean": -0.009808347560465336, + "lyap1_max": 0.0037849275395274162, + "lyap1_min": -0.02356589585542679, + "lyap_spec_mean": [ + -0.009808347560465336, + -0.00893255602568388, + -0.014562029391527176, + -0.013643896207213402 + ], + "frac_above_star": 0.125 + }, + { + "step": 491, + "lr": 0.0001, + "sup_loss": 1.4058781657792752, + "rf_loss": 0.0003220380749553442, + "total_loss": 1.4062002038542305, + "lyap1_mean": -0.01695295050740242, + "lyap1_max": -0.01019027829170227, + "lyap1_min": -0.0259280763566494, + "lyap_spec_mean": [ + -0.01695295050740242, + -0.017061550170183182, + -0.015941936522722244, + -0.017482038587331772 + ], + "frac_above_star": 0.0 + }, + { + "step": 492, + "lr": 0.0001, + "sup_loss": 1.377380834765565, + "rf_loss": 0.0004165329155512154, + "total_loss": 1.3777973676811162, + "lyap1_mean": -0.018922585994005203, + "lyap1_max": -0.010753507725894451, + "lyap1_min": -0.027037732303142548, + "lyap_spec_mean": [ + -0.018922585994005203, + -0.017352715134620667, + -0.018203269690275192, + -0.022503389045596123 + ], + "frac_above_star": 0.0 + }, + { + "step": 493, + "lr": 0.0001, + "sup_loss": 1.3507719407142111, + "rf_loss": 0.00016916805179789662, + "total_loss": 1.350941108766009, + "lyap1_mean": -0.009474195539951324, + "lyap1_max": 0.0006810793420299888, + "lyap1_min": -0.021390756592154503, + "lyap_spec_mean": [ + -0.009474195539951324, + -0.011547749862074852, + -0.009682836011052132, + -0.015309748239815235 + ], + "frac_above_star": 0.125 + }, + { + "step": 494, + "lr": 0.0001, + "sup_loss": 1.3883958721074976, + "rf_loss": 3.7275352951837704e-05, + "total_loss": 1.3884331474604494, + "lyap1_mean": 0.0007276374381035566, + "lyap1_max": 0.011111738160252571, + "lyap1_min": -0.009247494861483574, + "lyap_spec_mean": [ + 0.0007276373798958957, + 0.0019038580358028412, + -0.0014377380721271038, + -0.00026447989512234926 + ], + "frac_above_star": 0.375 + }, + { + "step": 495, + "lr": 0.0001, + "sup_loss": 1.3603695699307687, + "rf_loss": 0.00014814865426160395, + "total_loss": 1.3605177185850303, + "lyap1_mean": 0.01208789087831974, + "lyap1_max": 0.01834116131067276, + "lyap1_min": 0.005367695353925228, + "lyap_spec_mean": [ + 0.01208789087831974, + 0.01257200539112091, + 0.009227488189935684, + 0.008899763226509094 + ], + "frac_above_star": 1.0 + }, + { + "step": 496, + "lr": 0.0001, + "sup_loss": 1.367452655006804, + "rf_loss": 0.00046849489444866776, + "total_loss": 1.3679211499012527, + "lyap1_mean": 0.022986792027950287, + "lyap1_max": 0.032260965555906296, + "lyap1_min": 0.002623955486342311, + "lyap_spec_mean": [ + 0.022986792027950287, + 0.021048929542303085, + 0.01763327047228813, + 0.018708564341068268 + ], + "frac_above_star": 1.0 + }, + { + "step": 497, + "lr": 0.0001, + "sup_loss": 1.3815023517796936, + "rf_loss": 0.0002834936312865466, + "total_loss": 1.3817858454109802, + "lyap1_mean": 0.015786340460181236, + "lyap1_max": 0.02641446888446808, + "lyap1_min": 0.008239415474236012, + "lyap_spec_mean": [ + 0.015786338597536087, + 0.018536444753408432, + 0.014412935823202133, + 0.012976868078112602 + ], + "frac_above_star": 1.0 + }, + { + "step": 498, + "lr": 0.0001, + "sup_loss": 1.375827221321957, + "rf_loss": 3.6677494790637866e-05, + "total_loss": 1.3758638988167475, + "lyap1_mean": -0.0030856195371598005, + "lyap1_max": -5.257595330476761e-05, + "lyap1_min": -0.011731075122952461, + "lyap_spec_mean": [ + -0.003085619304329157, + -0.002464151941239834, + -0.002201722003519535, + -0.0021240604110062122 + ], + "frac_above_star": 0.0 + }, + { + "step": 499, + "lr": 0.0001, + "sup_loss": 1.3609537258175857, + "rf_loss": 0.0002071389608317986, + "total_loss": 1.3611608647784175, + "lyap1_mean": -0.013292871415615082, + "lyap1_max": -0.002066968474537134, + "lyap1_min": -0.02215128391981125, + "lyap_spec_mean": [ + -0.013292871415615082, + -0.009317077696323395, + -0.013587215915322304, + -0.011286012828350067 + ], + "frac_above_star": 0.0 + }, + { + "step": 500, + "lr": 0.0001, + "sup_loss": 1.3685147162483826, + "rf_loss": 0.0006098790327087045, + "total_loss": 1.3691245952810913, + "lyap1_mean": -0.0265812911093235, + "lyap1_max": -0.02088944986462593, + "lyap1_min": -0.035918042063713074, + "lyap_spec_mean": [ + -0.0265812911093235, + -0.023158879950642586, + -0.02436724491417408, + -0.019727399572730064 + ], + "frac_above_star": 0.0 + }, + { + "step": 501, + "lr": 0.0001, + "sup_loss": 1.3907045915865615, + "rf_loss": 0.0002144592726835981, + "total_loss": 1.390919050859245, + "lyap1_mean": -0.013846341520547867, + "lyap1_max": -0.003193887649103999, + "lyap1_min": -0.02076650969684124, + "lyap_spec_mean": [ + -0.013846341520547867, + -0.014261060394346714, + -0.010768501088023186, + -0.014897996559739113 + ], + "frac_above_star": 0.0 + }, + { + "step": 502, + "lr": 0.0001, + "sup_loss": 1.3871118925463466, + "rf_loss": 0.00010764588660094887, + "total_loss": 1.3872195384329475, + "lyap1_mean": -0.007059214636683464, + "lyap1_max": 0.0004105617699678987, + "lyap1_min": -0.016585635021328926, + "lyap_spec_mean": [ + -0.007059214636683464, + -0.009046703577041626, + -0.007207169197499752, + -0.010858973488211632 + ], + "frac_above_star": 0.125 + }, + { + "step": 503, + "lr": 0.0001, + "sup_loss": 1.4072659272701844, + "rf_loss": 6.713536276947707e-05, + "total_loss": 1.4073330626329539, + "lyap1_mean": 0.004715456627309322, + "lyap1_max": 0.016850333660840988, + "lyap1_min": -0.006233721971511841, + "lyap_spec_mean": [ + 0.00471545709297061, + 0.005003407597541809, + 0.006987741217017174, + -0.0002812035381793976 + ], + "frac_above_star": 0.625 + }, + { + "step": 504, + "lr": 0.0001, + "sup_loss": 1.4222886137668151, + "rf_loss": 6.079601735109463e-05, + "total_loss": 1.4223494097841662, + "lyap1_mean": 0.005504327826201916, + "lyap1_max": 0.015726760029792786, + "lyap1_min": -0.0018481997540220618, + "lyap_spec_mean": [ + 0.005504327826201916, + 0.0034855883568525314, + 0.005810599308460951, + 0.0028030434623360634 + ], + "frac_above_star": 0.5 + }, + { + "step": 505, + "lr": 0.0001, + "sup_loss": 1.372906531276267, + "rf_loss": 4.340546001913026e-05, + "total_loss": 1.372949936736286, + "lyap1_mean": 0.004917040001600981, + "lyap1_max": 0.01911359280347824, + "lyap1_min": -0.003072466468438506, + "lyap_spec_mean": [ + 0.0049170395359396935, + 0.00150480295997113, + 0.00329006789252162, + -0.0008546439930796623 + ], + "frac_above_star": 0.75 + }, + { + "step": 506, + "lr": 0.0001, + "sup_loss": 1.397095601580538, + "rf_loss": 4.8543017328483984e-05, + "total_loss": 1.3971441445978665, + "lyap1_mean": -0.0042424327693879604, + "lyap1_max": 0.0127505362033844, + "lyap1_min": -0.011332708410918713, + "lyap_spec_mean": [ + -0.0042424327693879604, + -0.003660005982965231, + -0.005582788959145546, + -0.005663501098752022 + ], + "frac_above_star": 0.125 + }, + { + "step": 507, + "lr": 0.0001, + "sup_loss": 1.33746054217568, + "rf_loss": 7.034584268694744e-05, + "total_loss": 1.337530888018367, + "lyap1_mean": -0.004698783624917269, + "lyap1_max": 0.002636934630572796, + "lyap1_min": -0.01276357751339674, + "lyap_spec_mean": [ + -0.0046987831592559814, + -0.005069700535386801, + -0.008733388967812061, + -0.007909562438726425 + ], + "frac_above_star": 0.375 + }, + { + "step": 508, + "lr": 0.0001, + "sup_loss": 1.3781074836821083, + "rf_loss": 4.295301187084988e-05, + "total_loss": 1.3781504366939792, + "lyap1_mean": 0.00290574599057436, + "lyap1_max": 0.007873156107962132, + "lyap1_min": -0.0026678533758968115, + "lyap_spec_mean": [ + 0.00290574599057436, + 0.0010487653780728579, + 0.0006856560939922929, + 0.0020679784938693047 + ], + "frac_above_star": 0.75 + }, + { + "step": 509, + "lr": 0.0001, + "sup_loss": 1.3520495413390181, + "rf_loss": 9.379750554217026e-05, + "total_loss": 1.3521433388445603, + "lyap1_mean": 0.007447243668138981, + "lyap1_max": 0.03255518153309822, + "lyap1_min": -0.009375354275107384, + "lyap_spec_mean": [ + 0.007447243668138981, + 0.0013445706572383642, + 0.004635903052985668, + 0.0037570178974419832 + ], + "frac_above_star": 0.75 + }, + { + "step": 510, + "lr": 0.0001, + "sup_loss": 1.2679199775126637, + "rf_loss": 0.0001121033274102956, + "total_loss": 1.268032080840074, + "lyap1_mean": 0.013521888293325901, + "lyap1_max": 0.02191995084285736, + "lyap1_min": 0.0040224576368927956, + "lyap_spec_mean": [ + 0.013521887362003326, + 0.006221320480108261, + 0.0053796241991221905, + 0.0032472596503794193 + ], + "frac_above_star": 1.0 + }, + { + "step": 511, + "lr": 0.0001, + "sup_loss": 1.3792753237476383, + "rf_loss": 9.052308450918645e-05, + "total_loss": 1.3793658468321475, + "lyap1_mean": 0.008436847478151321, + "lyap1_max": 0.0162508487701416, + "lyap1_min": -0.0025946195237338543, + "lyap_spec_mean": [ + 0.008436846546828747, + 0.004077086690813303, + 0.00794894527643919, + 0.006187093909829855 + ], + "frac_above_star": 0.75 + }, + { + "step": 512, + "lr": 0.0001, + "sup_loss": 1.3897552777315632, + "rf_loss": 5.149260687176138e-05, + "total_loss": 1.389806770338435, + "lyap1_mean": 0.0009618111071176827, + "lyap1_max": 0.010216401889920235, + "lyap1_min": -0.010121109895408154, + "lyap_spec_mean": [ + 0.0009618111653253436, + 0.0018297296483069658, + 0.0006978068850003183, + -0.0025244185235351324 + ], + "frac_above_star": 0.5 + }, + { + "step": 513, + "lr": 0.0001, + "sup_loss": 1.37145779149736, + "rf_loss": 0.00012792313646059483, + "total_loss": 1.3715857146338206, + "lyap1_mean": -0.006240786053240299, + "lyap1_max": 0.004159986507147551, + "lyap1_min": -0.01638256385922432, + "lyap_spec_mean": [ + -0.006240786053240299, + -0.008218781091272831, + -0.012476110830903053, + -0.009508104994893074 + ], + "frac_above_star": 0.125 + }, + { + "step": 514, + "lr": 0.0001, + "sup_loss": 1.405488633077933, + "rf_loss": 0.00048681674525141716, + "total_loss": 1.4059754498231845, + "lyap1_mean": -0.02218490093946457, + "lyap1_max": -0.012178324162960052, + "lyap1_min": -0.028711285442113876, + "lyap_spec_mean": [ + -0.02218490093946457, + -0.020543208345770836, + -0.02296590432524681, + -0.02009870670735836 + ], + "frac_above_star": 0.0 + }, + { + "step": 515, + "lr": 0.0001, + "sup_loss": 1.3205647456708038, + "rf_loss": 0.00038904399843886495, + "total_loss": 1.3209537896692427, + "lyap1_mean": -0.020034773275256157, + "lyap1_max": -0.008233891800045967, + "lyap1_min": -0.029790006577968597, + "lyap_spec_mean": [ + -0.020034773275256157, + -0.016401058062911034, + -0.016743291169404984, + -0.01882774569094181 + ], + "frac_above_star": 0.0 + }, + { + "step": 516, + "lr": 0.0001, + "sup_loss": 1.3547569990833785, + "rf_loss": 0.00023724192578811198, + "total_loss": 1.3549942410091667, + "lyap1_mean": -0.011862503364682198, + "lyap1_max": 0.0008289836114272475, + "lyap1_min": -0.01982037164270878, + "lyap_spec_mean": [ + -0.011862503364682198, + -0.013698427937924862, + -0.01001151092350483, + -0.015658460557460785 + ], + "frac_above_star": 0.125 + }, + { + "step": 517, + "lr": 0.0001, + "sup_loss": 1.352839066343567, + "rf_loss": 6.052943354006857e-05, + "total_loss": 1.352899595777107, + "lyap1_mean": 0.005480052903294563, + "lyap1_max": 0.014772980473935604, + "lyap1_min": -0.004762648604810238, + "lyap_spec_mean": [ + 0.005480052903294563, + 0.0013419390888884664, + 0.0006875102408230305, + 0.0009657994378358126 + ], + "frac_above_star": 0.875 + }, + { + "step": 518, + "lr": 0.0001, + "sup_loss": 1.4020156983347678, + "rf_loss": 0.0003936294815503061, + "total_loss": 1.402409327816318, + "lyap1_mean": 0.015840239822864532, + "lyap1_max": 0.0312642976641655, + "lyap1_min": 0.0029630702920258045, + "lyap_spec_mean": [ + 0.015840239822864532, + 0.019650716334581375, + 0.02131381817162037, + 0.014620881527662277 + ], + "frac_above_star": 1.0 + }, + { + "step": 519, + "lr": 0.0001, + "sup_loss": 1.334719237306106, + "rf_loss": 0.00041003013029694557, + "total_loss": 1.335129267436403, + "lyap1_mean": 0.021693242713809013, + "lyap1_max": 0.030569683760404587, + "lyap1_min": 0.007697827182710171, + "lyap_spec_mean": [ + 0.021693240851163864, + 0.018902156502008438, + 0.0185799952596426, + 0.018142282962799072 + ], + "frac_above_star": 1.0 + }, + { + "step": 520, + "lr": 0.0001, + "sup_loss": 1.336426843933542, + "rf_loss": 0.00025296295643784106, + "total_loss": 1.33667980688998, + "lyap1_mean": 0.015611478127539158, + "lyap1_max": 0.02998182736337185, + "lyap1_min": 0.002675055991858244, + "lyap_spec_mean": [ + 0.015611479058861732, + 0.015382683835923672, + 0.011122012510895729, + 0.011432693339884281 + ], + "frac_above_star": 1.0 + }, + { + "step": 521, + "lr": 0.0001, + "sup_loss": 1.3834326942949942, + "rf_loss": 6.445999315474182e-05, + "total_loss": 1.383497154288149, + "lyap1_mean": 0.0015523526817560196, + "lyap1_max": 0.022054355591535568, + "lyap1_min": -0.007927050814032555, + "lyap_spec_mean": [ + 0.0015523526817560196, + -0.0028184019029140472, + -0.001710367389023304, + -0.0042325942777097225 + ], + "frac_above_star": 0.5 + }, + { + "step": 522, + "lr": 0.0001, + "sup_loss": 1.3669250482081736, + "rf_loss": 0.0002734650333877653, + "total_loss": 1.3671985132415614, + "lyap1_mean": -0.016189316287636757, + "lyap1_max": -0.0045414455235004425, + "lyap1_min": -0.022940021008253098, + "lyap_spec_mean": [ + -0.016189316287636757, + -0.013766706921160221, + -0.01520447712391615, + -0.01339973695576191 + ], + "frac_above_star": 0.0 + }, + { + "step": 523, + "lr": 0.0001, + "sup_loss": 1.3893167147842544, + "rf_loss": 0.00034911034163087606, + "total_loss": 1.3896658251258853, + "lyap1_mean": -0.01329859346151352, + "lyap1_max": -0.0089933006092906, + "lyap1_min": -0.021994812414050102, + "lyap_spec_mean": [ + -0.01329859346151352, + -0.01823064498603344, + -0.01870770752429962, + -0.019808964803814888 + ], + "frac_above_star": 0.0 + }, + { + "step": 524, + "lr": 0.0001, + "sup_loss": 1.401084115391538, + "rf_loss": 0.00035830916021950543, + "total_loss": 1.4014424245517576, + "lyap1_mean": -0.01547151803970337, + "lyap1_max": -0.007885805331170559, + "lyap1_min": -0.02506297454237938, + "lyap_spec_mean": [ + -0.01547151803970337, + -0.01793416403234005, + -0.01864752545952797, + -0.015713896602392197 + ], + "frac_above_star": 0.0 + }, + { + "step": 525, + "lr": 0.0001, + "sup_loss": 1.3668605276321761, + "rf_loss": 0.00011607419583015144, + "total_loss": 1.3669766018280063, + "lyap1_mean": -0.007822858169674873, + "lyap1_max": -0.002879074774682522, + "lyap1_min": -0.014319239184260368, + "lyap_spec_mean": [ + -0.007822858169674873, + -0.010055666789412498, + -0.007444147951900959, + -0.008330012671649456 + ], + "frac_above_star": 0.0 + }, + { + "step": 526, + "lr": 0.0001, + "sup_loss": 1.3459390746188034, + "rf_loss": 5.445181886898354e-05, + "total_loss": 1.3459935264376723, + "lyap1_mean": 0.0031504170037806034, + "lyap1_max": 0.020175186917185783, + "lyap1_min": -0.009796563535928726, + "lyap_spec_mean": [ + 0.0031504170037806034, + 0.004998326301574707, + 0.0018200664781033993, + -0.0008047461742535233 + ], + "frac_above_star": 0.625 + }, + { + "step": 527, + "lr": 0.0001, + "sup_loss": 1.3313794120536162, + "rf_loss": 8.704571519047022e-05, + "total_loss": 1.3314664577688067, + "lyap1_mean": 0.0064839450642466545, + "lyap1_max": 0.01408076100051403, + "lyap1_min": -0.00372598459944129, + "lyap_spec_mean": [ + 0.006483944598585367, + 0.006295174825936556, + 0.008086029440164566, + 0.009737951681017876 + ], + "frac_above_star": 0.875 + }, + { + "step": 528, + "lr": 0.0001, + "sup_loss": 1.2692940937998352, + "rf_loss": 0.0001684509334154427, + "total_loss": 1.2694625447332506, + "lyap1_mean": 0.010394483804702759, + "lyap1_max": 0.021078523248434067, + "lyap1_min": -0.004321972839534283, + "lyap_spec_mean": [ + 0.010394483804702759, + 0.014310365542769432, + 0.006850401870906353, + 0.005717653781175613 + ], + "frac_above_star": 0.875 + }, + { + "step": 529, + "lr": 0.0001, + "sup_loss": 1.2852905396687204, + "rf_loss": 0.0002103694132529199, + "total_loss": 1.2855009090819733, + "lyap1_mean": 0.010916931554675102, + "lyap1_max": 0.019174892455339432, + "lyap1_min": 0.001834834343753755, + "lyap_spec_mean": [ + 0.010916932485997677, + 0.015491453930735588, + 0.013462750241160393, + 0.011434106156229973 + ], + "frac_above_star": 1.0 + }, + { + "step": 530, + "lr": 0.0001, + "sup_loss": 1.3463634610224016, + "rf_loss": 7.703471055720001e-05, + "total_loss": 1.3464404957329588, + "lyap1_mean": 0.007750467862933874, + "lyap1_max": 0.021563997492194176, + "lyap1_min": -0.0020064380951225758, + "lyap_spec_mean": [ + 0.0077504683285951614, + 0.0035400837659835815, + 0.006546306423842907, + 0.0039274077862501144 + ], + "frac_above_star": 0.75 + }, + { + "step": 531, + "lr": 0.0001, + "sup_loss": 1.3836520359611544, + "rf_loss": 6.484398909378797e-05, + "total_loss": 1.3837168799502482, + "lyap1_mean": -0.003764948807656765, + "lyap1_max": 0.007974854670464993, + "lyap1_min": -0.021367572247982025, + "lyap_spec_mean": [ + -0.0037649492733180523, + -0.0052638244815170765, + -0.003077366854995489, + -0.001135816564783454 + ], + "frac_above_star": 0.5 + }, + { + "step": 532, + "lr": 0.0001, + "sup_loss": 1.37995864270762, + "rf_loss": 0.0003114117425866425, + "total_loss": 1.3802700544502067, + "lyap1_mean": -0.017072411254048347, + "lyap1_max": -0.012691488489508629, + "lyap1_min": -0.02307521179318428, + "lyap_spec_mean": [ + -0.017072413116693497, + -0.015961993485689163, + -0.01647464744746685, + -0.01673879660665989 + ], + "frac_above_star": 0.0 + }, + { + "step": 533, + "lr": 0.0001, + "sup_loss": 1.3302717048901125, + "rf_loss": 0.0005546188913285732, + "total_loss": 1.330826323781441, + "lyap1_mean": -0.020375609397888184, + "lyap1_max": -0.011528877541422844, + "lyap1_min": -0.030669428408145905, + "lyap_spec_mean": [ + -0.020375611260533333, + -0.020708179101347923, + -0.02113439328968525, + -0.02645205706357956 + ], + "frac_above_star": 0.0 + }, + { + "step": 534, + "lr": 0.0001, + "sup_loss": 1.3773546774951217, + "rf_loss": 0.000579451909288764, + "total_loss": 1.3779341294044105, + "lyap1_mean": -0.019677603617310524, + "lyap1_max": -0.007721853442490101, + "lyap1_min": -0.03209119290113449, + "lyap_spec_mean": [ + -0.019677603617310524, + -0.02452574484050274, + -0.022151503711938858, + -0.024849675595760345 + ], + "frac_above_star": 0.0 + }, + { + "step": 535, + "lr": 0.0001, + "sup_loss": 1.3604198219972112, + "rf_loss": 0.00019015642465092242, + "total_loss": 1.3606099784218622, + "lyap1_mean": -0.011914210394024849, + "lyap1_max": -0.006244935095310211, + "lyap1_min": -0.022053126245737076, + "lyap_spec_mean": [ + -0.011914210394024849, + -0.011465010233223438, + -0.013582812622189522, + -0.010636151768267155 + ], + "frac_above_star": 0.0 + }, + { + "step": 536, + "lr": 0.0001, + "sup_loss": 1.3591445738875239, + "rf_loss": 2.6183701265836135e-05, + "total_loss": 1.3591707575887897, + "lyap1_mean": 0.0048355781473219395, + "lyap1_max": 0.012241899035871029, + "lyap1_min": -0.002713277470320463, + "lyap_spec_mean": [ + 0.0048355781473219395, + -0.0027168062515556812, + -0.0010249486658722162, + 0.0018021984724327922 + ], + "frac_above_star": 0.75 + }, + { + "step": 537, + "lr": 0.0001, + "sup_loss": 1.3849417572301108, + "rf_loss": 0.00028256300720386207, + "total_loss": 1.3852243202373147, + "lyap1_mean": 0.017173340544104576, + "lyap1_max": 0.026449080556631088, + "lyap1_min": 0.009304992854595184, + "lyap_spec_mean": [ + 0.017173340544104576, + 0.014922333881258965, + 0.01186866033822298, + 0.015797290951013565 + ], + "frac_above_star": 1.0 + }, + { + "step": 538, + "lr": 0.0001, + "sup_loss": 1.3483359967543713, + "rf_loss": 0.000541943940334022, + "total_loss": 1.3488779406947053, + "lyap1_mean": 0.02417566627264023, + "lyap1_max": 0.033604640513658524, + "lyap1_min": 0.016247346997261047, + "lyap_spec_mean": [ + 0.02417566440999508, + 0.02163531258702278, + 0.02173246443271637, + 0.022810984402894974 + ], + "frac_above_star": 1.0 + }, + { + "step": 539, + "lr": 0.0001, + "sup_loss": 1.3761898652898714, + "rf_loss": 0.0005283050704747438, + "total_loss": 1.3767181703603462, + "lyap1_mean": 0.025004178285598755, + "lyap1_max": 0.030833739787340164, + "lyap1_min": 0.007810454815626144, + "lyap_spec_mean": [ + 0.025004176422953606, + 0.023991025984287262, + 0.020470723509788513, + 0.018717259168624878 + ], + "frac_above_star": 1.0 + }, + { + "step": 540, + "lr": 0.0001, + "sup_loss": 1.3940069519265696, + "rf_loss": 0.00021284434478729963, + "total_loss": 1.394219796271357, + "lyap1_mean": 0.014021757990121841, + "lyap1_max": 0.023529669269919395, + "lyap1_min": -0.003527796594426036, + "lyap_spec_mean": [ + 0.014021757990121841, + 0.01538529060781002, + 0.009386698715388775, + 0.011168637312948704 + ], + "frac_above_star": 0.875 + }, + { + "step": 541, + "lr": 0.0001, + "sup_loss": 1.4011666218947634, + "rf_loss": 5.5512711696792394e-05, + "total_loss": 1.4012221346064602, + "lyap1_mean": 0.0009261261438950896, + "lyap1_max": 0.009067635983228683, + "lyap1_min": -0.009575922042131424, + "lyap_spec_mean": [ + 0.0009261261438950896, + -0.0027751177549362183, + 0.0021594204008579254, + 0.00204527098685503 + ], + "frac_above_star": 0.375 + }, + { + "step": 542, + "lr": 0.0001, + "sup_loss": 1.3357620754159854, + "rf_loss": 0.0009372649365104735, + "total_loss": 1.3366993403524958, + "lyap1_mean": -0.026686567813158035, + "lyap1_max": -0.016893714666366577, + "lyap1_min": -0.03982843458652496, + "lyap_spec_mean": [ + -0.026686567813158035, + -0.028637360781431198, + -0.03031940944492817, + -0.03166535869240761 + ], + "frac_above_star": 0.0 + }, + { + "step": 543, + "lr": 0.0001, + "sup_loss": 1.4225884858512354, + "rf_loss": 0.0014857726637274027, + "total_loss": 1.4240742585149628, + "lyap1_mean": -0.03743423894047737, + "lyap1_max": -0.02474859356880188, + "lyap1_min": -0.04657719284296036, + "lyap_spec_mean": [ + -0.03743423894047737, + -0.038906216621398926, + -0.03615299239754677, + -0.03915764391422272 + ], + "frac_above_star": 0.0 + }, + { + "step": 544, + "lr": 0.0001, + "sup_loss": 1.3487695030067928, + "rf_loss": 0.0010655884398147464, + "total_loss": 1.3498350914466075, + "lyap1_mean": -0.029011394828557968, + "lyap1_max": -0.014679296873509884, + "lyap1_min": -0.039451297372579575, + "lyap_spec_mean": [ + -0.029011394828557968, + -0.027443474158644676, + -0.03305722773075104, + -0.0336795337498188 + ], + "frac_above_star": 0.0 + }, + { + "step": 545, + "lr": 0.0001, + "sup_loss": 1.3782314926252406, + "rf_loss": 0.0004896880127489567, + "total_loss": 1.3787211806379895, + "lyap1_mean": -0.018710311502218246, + "lyap1_max": 0.006831176578998566, + "lyap1_min": -0.03592871129512787, + "lyap_spec_mean": [ + -0.018710313364863396, + -0.02155083231627941, + -0.01791062392294407, + -0.020181763917207718 + ], + "frac_above_star": 0.125 + }, + { + "step": 546, + "lr": 0.0001, + "sup_loss": 1.3611253334333566, + "rf_loss": 9.363032586406916e-05, + "total_loss": 1.3612189637592207, + "lyap1_mean": -0.007470495067536831, + "lyap1_max": 0.0053613982163369656, + "lyap1_min": -0.01857278123497963, + "lyap_spec_mean": [ + -0.007470495067536831, + -0.0034866612404584885, + -0.004443936049938202, + -0.006891763303428888 + ], + "frac_above_star": 0.125 + }, + { + "step": 547, + "lr": 0.0001, + "sup_loss": 1.347613737666152, + "rf_loss": 0.00011112158244941384, + "total_loss": 1.3477248592486013, + "lyap1_mean": 0.00657263770699501, + "lyap1_max": 0.02179441601037979, + "lyap1_min": -0.006985452026128769, + "lyap_spec_mean": [ + 0.00657263770699501, + 0.002535378560423851, + 0.0013940924545750022, + 0.0021154219284653664 + ], + "frac_above_star": 0.75 + }, + { + "step": 548, + "lr": 0.0001, + "sup_loss": 1.31881374596323, + "rf_loss": 0.00015025345783215016, + "total_loss": 1.3189639994210622, + "lyap1_mean": 0.011166676878929138, + "lyap1_max": 0.0197246465831995, + "lyap1_min": 0.004881931468844414, + "lyap_spec_mean": [ + 0.011166676878929138, + 0.009461824782192707, + 0.01414230465888977, + 0.010933159850537777 + ], + "frac_above_star": 1.0 + }, + { + "step": 549, + "lr": 0.0001, + "sup_loss": 1.3383829135284924, + "rf_loss": 0.0003553301212377846, + "total_loss": 1.3387382436497302, + "lyap1_mean": 0.017037034034729004, + "lyap1_max": 0.028695642948150635, + "lyap1_min": 0.008507536724209785, + "lyap_spec_mean": [ + 0.017037034034729004, + 0.016531899571418762, + 0.0160495825111866, + 0.015538272447884083 + ], + "frac_above_star": 1.0 + }, + { + "step": 550, + "lr": 0.0001, + "sup_loss": 1.3466018198255667, + "rf_loss": 0.00011290077964076772, + "total_loss": 1.3467147206052075, + "lyap1_mean": 0.0084895770996809, + "lyap1_max": 0.023256678134202957, + "lyap1_min": 0.0010523914825171232, + "lyap_spec_mean": [ + 0.0084895770996809, + 0.008224575780332088, + 0.008758682757616043, + 0.004993630573153496 + ], + "frac_above_star": 1.0 + }, + { + "step": 551, + "lr": 0.0001, + "sup_loss": 1.3276090677780341, + "rf_loss": 0.00011650015949271619, + "total_loss": 1.3277255679375268, + "lyap1_mean": 0.008258752524852753, + "lyap1_max": 0.01872415840625763, + "lyap1_min": -0.007787592243403196, + "lyap_spec_mean": [ + 0.008258752524852753, + 0.0016831621760502458, + 0.009357786737382412, + 0.0005125397583469748 + ], + "frac_above_star": 0.875 + }, + { + "step": 552, + "lr": 0.0001, + "sup_loss": 1.324751610757261, + "rf_loss": 0.00012575514847412705, + "total_loss": 1.3248773659057351, + "lyap1_mean": -0.0031054471619427204, + "lyap1_max": 0.01877511292695999, + "lyap1_min": -0.01801709085702896, + "lyap_spec_mean": [ + -0.0031054471619427204, + -0.0027378746308386326, + -0.006732315756380558, + -0.00743974931538105 + ], + "frac_above_star": 0.375 + }, + { + "step": 553, + "lr": 0.0001, + "sup_loss": 1.3935373775536668, + "rf_loss": 0.00032337591983377934, + "total_loss": 1.3938607534735006, + "lyap1_mean": -0.012582654133439064, + "lyap1_max": 0.001931890845298767, + "lyap1_min": -0.022493569180369377, + "lyap_spec_mean": [ + -0.012582654133439064, + -0.01943657174706459, + -0.01722208969295025, + -0.0177313145250082 + ], + "frac_above_star": 0.125 + }, + { + "step": 554, + "lr": 0.0001, + "sup_loss": 1.3520697996019635, + "rf_loss": 0.0009850638452917337, + "total_loss": 1.3530548634472552, + "lyap1_mean": -0.026786819100379944, + "lyap1_max": -0.013945452868938446, + "lyap1_min": -0.04090893641114235, + "lyap_spec_mean": [ + -0.026786819100379944, + -0.0299212783575058, + -0.03286293148994446, + -0.03035510703921318 + ], + "frac_above_star": 0.0 + }, + { + "step": 555, + "lr": 0.0001, + "sup_loss": 1.3747175439105552, + "rf_loss": 0.0007366302888840437, + "total_loss": 1.3754541741994393, + "lyap1_mean": -0.023404385894536972, + "lyap1_max": -0.01573636196553707, + "lyap1_min": -0.0352192148566246, + "lyap_spec_mean": [ + -0.023404385894536972, + -0.026510773226618767, + -0.027830833569169044, + -0.025876618921756744 + ], + "frac_above_star": 0.0 + }, + { + "step": 556, + "lr": 0.0001, + "sup_loss": 1.3444782285213979, + "rf_loss": 0.0003222177329007536, + "total_loss": 1.3448004462542986, + "lyap1_mean": -0.012146038934588432, + "lyap1_max": -0.0013528193812817335, + "lyap1_min": -0.02652207762002945, + "lyap_spec_mean": [ + -0.012146037071943283, + -0.010374357923865318, + -0.018309611827135086, + -0.02015344239771366 + ], + "frac_above_star": 0.0 + }, + { + "step": 557, + "lr": 0.0001, + "sup_loss": 1.3551063389817666, + "rf_loss": 0.00015750716556794941, + "total_loss": 1.3552638461473345, + "lyap1_mean": 0.012049254029989243, + "lyap1_max": 0.026109948754310608, + "lyap1_min": 2.464093267917633e-05, + "lyap_spec_mean": [ + 0.012049254029989243, + 0.010081890039145947, + 0.007607008330523968, + 0.009179985150694847 + ], + "frac_above_star": 1.0 + }, + { + "step": 558, + "lr": 0.0001, + "sup_loss": 1.3077891214679107, + "rf_loss": 0.0010014754952862859, + "total_loss": 1.308790596963197, + "lyap1_mean": 0.03276998549699783, + "lyap1_max": 0.04521835967898369, + "lyap1_min": 0.01746564917266369, + "lyap_spec_mean": [ + 0.03276998549699783, + 0.030925512313842773, + 0.032075248658657074, + 0.028082184493541718 + ], + "frac_above_star": 1.0 + }, + { + "step": 559, + "lr": 0.0001, + "sup_loss": 1.3919851838552144, + "rf_loss": 0.001610287232324481, + "total_loss": 1.393595471087539, + "lyap1_mean": 0.038243867456912994, + "lyap1_max": 0.05103300139307976, + "lyap1_min": 0.02361224964261055, + "lyap_spec_mean": [ + 0.038243867456912994, + 0.03939185291528702, + 0.03979029506444931, + 0.039525050669908524 + ], + "frac_above_star": 1.0 + }, + { + "step": 560, + "lr": 0.0001, + "sup_loss": 1.361710326225976, + "rf_loss": 0.0007818148587830365, + "total_loss": 1.362492141084759, + "lyap1_mean": 0.02844489924609661, + "lyap1_max": 0.04900432378053665, + "lyap1_min": 0.006062310189008713, + "lyap_spec_mean": [ + 0.02844489924609661, + 0.029357029125094414, + 0.024583373218774796, + 0.020116819068789482 + ], + "frac_above_star": 1.0 + }, + { + "step": 561, + "lr": 0.0001, + "sup_loss": 1.3655111952695396, + "rf_loss": 0.0001558136282255873, + "total_loss": 1.3656670088977652, + "lyap1_mean": 0.01046888530254364, + "lyap1_max": 0.030139563605189323, + "lyap1_min": 0.004003789275884628, + "lyap_spec_mean": [ + 0.01046888530254364, + 0.010154075920581818, + 0.008279994130134583, + 0.01090388372540474 + ], + "frac_above_star": 1.0 + }, + { + "step": 562, + "lr": 0.0001, + "sup_loss": 1.3276213684568174, + "rf_loss": 0.000280198612017557, + "total_loss": 1.327901567068835, + "lyap1_mean": -0.014126514084637165, + "lyap1_max": 0.005042415112257004, + "lyap1_min": -0.030857857316732407, + "lyap_spec_mean": [ + -0.01412651501595974, + -0.011350756511092186, + -0.01545858383178711, + -0.017273668199777603 + ], + "frac_above_star": 0.25 + }, + { + "step": 563, + "lr": 0.0001, + "sup_loss": 1.361749776358698, + "rf_loss": 0.0010721490252763033, + "total_loss": 1.3628219253839744, + "lyap1_mean": -0.02947620302438736, + "lyap1_max": -0.019724402576684952, + "lyap1_min": -0.03889601677656174, + "lyap_spec_mean": [ + -0.02947620302438736, + -0.03084546886384487, + -0.03245725482702255, + -0.03458694368600845 + ], + "frac_above_star": 0.0 + }, + { + "step": 564, + "lr": 0.0001, + "sup_loss": 1.32961547818412, + "rf_loss": 0.0013865542132407427, + "total_loss": 1.3310020323973608, + "lyap1_mean": -0.03307410329580307, + "lyap1_max": -0.01785300299525261, + "lyap1_min": -0.0432160347700119, + "lyap_spec_mean": [ + -0.03307410329580307, + -0.038084838539361954, + -0.03382818400859833, + -0.03892790898680687 + ], + "frac_above_star": 0.0 + }, + { + "step": 565, + "lr": 0.0001, + "sup_loss": 1.3767013664219458, + "rf_loss": 0.0007536499761044979, + "total_loss": 1.3774550163980503, + "lyap1_mean": -0.021373193711042404, + "lyap1_max": -0.011544771492481232, + "lyap1_min": -0.03096984326839447, + "lyap_spec_mean": [ + -0.021373193711042404, + -0.02727395109832287, + -0.02783244103193283, + -0.02964850328862667 + ], + "frac_above_star": 0.0 + }, + { + "step": 566, + "lr": 0.0001, + "sup_loss": 1.3787725297082323, + "rf_loss": 0.00016115696053020656, + "total_loss": 1.3789336866687625, + "lyap1_mean": -0.009331601671874523, + "lyap1_max": 0.00343508692458272, + "lyap1_min": -0.025684364140033722, + "lyap_spec_mean": [ + -0.009331601671874523, + -0.010275446809828281, + -0.012228017672896385, + -0.009622884914278984 + ], + "frac_above_star": 0.125 + }, + { + "step": 567, + "lr": 0.0001, + "sup_loss": 1.366234163705001, + "rf_loss": 7.991552411112934e-05, + "total_loss": 1.3663140792291122, + "lyap1_mean": 0.0009456496918573976, + "lyap1_max": 0.008721644058823586, + "lyap1_min": -0.012991592288017273, + "lyap_spec_mean": [ + 0.000945649400819093, + -0.0017100197728723288, + 0.0018163981148973107, + -0.006247295998036861 + ], + "frac_above_star": 0.75 + }, + { + "step": 568, + "lr": 0.0001, + "sup_loss": 1.351243058938795, + "rf_loss": 0.00017155418754555285, + "total_loss": 1.3514146131263405, + "lyap1_mean": 0.012074485421180725, + "lyap1_max": 0.016575749963521957, + "lyap1_min": 0.007828069850802422, + "lyap_spec_mean": [ + 0.012074485421180725, + 0.011611600406467915, + 0.0121126314625144, + 0.012974610552191734 + ], + "frac_above_star": 1.0 + }, + { + "step": 569, + "lr": 0.0001, + "sup_loss": 1.3865291203196777, + "rf_loss": 0.0005203215405344963, + "total_loss": 1.3870494418602122, + "lyap1_mean": 0.02252800576388836, + "lyap1_max": 0.03456856310367584, + "lyap1_min": 0.010393239557743073, + "lyap_spec_mean": [ + 0.02252800390124321, + 0.0237375870347023, + 0.021050257608294487, + 0.018643442541360855 + ], + "frac_above_star": 1.0 + }, + { + "step": 570, + "lr": 0.0001, + "sup_loss": 1.3338328480988706, + "rf_loss": 0.0004298725980333984, + "total_loss": 1.334262720696904, + "lyap1_mean": 0.022892626002430916, + "lyap1_max": 0.03827068582177162, + "lyap1_min": 0.0039421794936060905, + "lyap_spec_mean": [ + 0.022892626002430916, + 0.01635899767279625, + 0.016200751066207886, + 0.01761818677186966 + ], + "frac_above_star": 1.0 + }, + { + "step": 571, + "lr": 0.0001, + "sup_loss": 1.363409275158447, + "rf_loss": 0.00026663290918804705, + "total_loss": 1.363675908067635, + "lyap1_mean": 0.013973494991660118, + "lyap1_max": 0.0265386663377285, + "lyap1_min": 0.00041029107524082065, + "lyap_spec_mean": [ + 0.013973494991660118, + 0.014907597564160824, + 0.015205927193164825, + 0.011337799951434135 + ], + "frac_above_star": 1.0 + }, + { + "step": 572, + "lr": 0.0001, + "sup_loss": 1.3639078444057562, + "rf_loss": 4.4440173951443285e-05, + "total_loss": 1.3639522845797076, + "lyap1_mean": -0.00025341688888147473, + "lyap1_max": 0.012464752420783043, + "lyap1_min": -0.006805676035583019, + "lyap_spec_mean": [ + -0.000253416714258492, + -0.0017805841052904725, + -0.001285505830310285, + -0.003971736412495375 + ], + "frac_above_star": 0.5 + }, + { + "step": 573, + "lr": 0.0001, + "sup_loss": 1.3954078720210903, + "rf_loss": 0.0002490008482709527, + "total_loss": 1.3956568728693612, + "lyap1_mean": -0.010096746496856213, + "lyap1_max": 0.003335552290081978, + "lyap1_min": -0.015803489834070206, + "lyap_spec_mean": [ + -0.010096746496856213, + -0.013485333882272243, + -0.013930159620940685, + -0.016956999897956848 + ], + "frac_above_star": 0.125 + }, + { + "step": 574, + "lr": 0.0001, + "sup_loss": 1.3241437208043596, + "rf_loss": 0.00045670848339796066, + "total_loss": 1.3246004292877576, + "lyap1_mean": -0.01539652980864048, + "lyap1_max": -0.0026562619023025036, + "lyap1_min": -0.02382434904575348, + "lyap_spec_mean": [ + -0.01539652980864048, + -0.02273249812424183, + -0.018811237066984177, + -0.022602425888180733 + ], + "frac_above_star": 0.0 + }, + { + "step": 575, + "lr": 0.0001, + "sup_loss": 1.3089659940938112, + "rf_loss": 0.0005608131177723408, + "total_loss": 1.3095268072115835, + "lyap1_mean": -0.01616673171520233, + "lyap1_max": 0.0003445471520535648, + "lyap1_min": -0.02858757972717285, + "lyap_spec_mean": [ + -0.016166729852557182, + -0.02233712747693062, + -0.02378879114985466, + -0.026612048968672752 + ], + "frac_above_star": 0.125 + }, + { + "step": 576, + "lr": 0.0001, + "sup_loss": 1.3578629784082124, + "rf_loss": 0.00015009941125754267, + "total_loss": 1.35801307781947, + "lyap1_mean": -0.0076110707595944405, + "lyap1_max": 0.006794414483010769, + "lyap1_min": -0.017399035394191742, + "lyap_spec_mean": [ + -0.007611070293933153, + -0.004157400690019131, + -0.007809435483068228, + -0.011763022281229496 + ], + "frac_above_star": 0.25 + }, + { + "step": 577, + "lr": 0.0001, + "sup_loss": 1.3848562997555782, + "rf_loss": 8.832262392388657e-05, + "total_loss": 1.384944622379502, + "lyap1_mean": -0.004161864519119263, + "lyap1_max": 0.011398552916944027, + "lyap1_min": -0.01214308850467205, + "lyap_spec_mean": [ + -0.004161864053457975, + -0.004923694767057896, + -0.003415224375203252, + -0.0075922636315226555 + ], + "frac_above_star": 0.25 + }, + { + "step": 578, + "lr": 0.0001, + "sup_loss": 1.3359167485152277, + "rf_loss": 9.863777086138725e-05, + "total_loss": 1.336015386286089, + "lyap1_mean": -0.0017554665682837367, + "lyap1_max": 0.009025435894727707, + "lyap1_min": -0.012998311780393124, + "lyap_spec_mean": [ + -0.0017554665682837367, + -0.006400763988494873, + -0.00460047647356987, + -0.004041689448058605 + ], + "frac_above_star": 0.375 + }, + { + "step": 579, + "lr": 0.0001, + "sup_loss": 1.3636160034359146, + "rf_loss": 0.00025530660059303045, + "total_loss": 1.3638713100365076, + "lyap1_mean": 0.014171965420246124, + "lyap1_max": 0.03152252733707428, + "lyap1_min": 0.0021272047888487577, + "lyap_spec_mean": [ + 0.01417196448892355, + 0.011781440116465092, + 0.015642380341887474, + 0.01022372767329216 + ], + "frac_above_star": 1.0 + }, + { + "step": 580, + "lr": 0.0001, + "sup_loss": 1.442635769649586, + "rf_loss": 0.0003449437499511987, + "total_loss": 1.4429807133995372, + "lyap1_mean": 0.016453184187412262, + "lyap1_max": 0.03029252402484417, + "lyap1_min": 0.002770606428384781, + "lyap_spec_mean": [ + 0.016453184187412262, + 0.01502910628914833, + 0.01570652797818184, + 0.014683239161968231 + ], + "frac_above_star": 1.0 + }, + { + "step": 581, + "lr": 0.0001, + "sup_loss": 1.3483941147706766, + "rf_loss": 0.00017929391469806433, + "total_loss": 1.3485734086853747, + "lyap1_mean": 0.00826063472777605, + "lyap1_max": 0.01876511424779892, + "lyap1_min": 0.0014152086805552244, + "lyap_spec_mean": [ + 0.00826063472777605, + 0.010056665167212486, + 0.010908218100667, + 0.013477526605129242 + ], + "frac_above_star": 1.0 + }, + { + "step": 582, + "lr": 0.0001, + "sup_loss": 1.3555802542936024, + "rf_loss": 8.659360173624009e-05, + "total_loss": 1.3556668478953386, + "lyap1_mean": 0.0022773677483201027, + "lyap1_max": 0.013073001056909561, + "lyap1_min": -0.012197497300803661, + "lyap_spec_mean": [ + 0.002277367515489459, + 0.005377897061407566, + 0.0009414926171302795, + -0.004536985885351896 + ], + "frac_above_star": 0.625 + }, + { + "step": 583, + "lr": 0.0001, + "sup_loss": 1.340349892573292, + "rf_loss": 0.0001241671125171706, + "total_loss": 1.3404740596858091, + "lyap1_mean": -0.004546872340142727, + "lyap1_max": 0.007587000727653503, + "lyap1_min": -0.017931509763002396, + "lyap_spec_mean": [ + -0.004546872340142727, + -0.009730570949614048, + -0.010854143649339676, + -0.004384160507470369 + ], + "frac_above_star": 0.25 + }, + { + "step": 584, + "lr": 0.0001, + "sup_loss": 1.3689554260760506, + "rf_loss": 0.00024510821094736457, + "total_loss": 1.369200534286998, + "lyap1_mean": -0.01597118377685547, + "lyap1_max": -0.01026814803481102, + "lyap1_min": -0.02263648808002472, + "lyap_spec_mean": [ + -0.01597118377685547, + -0.0076254201121628284, + -0.014174120500683784, + -0.01708121784031391 + ], + "frac_above_star": 0.0 + }, + { + "step": 585, + "lr": 0.0001, + "sup_loss": 1.3571581567009683, + "rf_loss": 0.0003397023247089237, + "total_loss": 1.3574978590256772, + "lyap1_mean": -0.013881919905543327, + "lyap1_max": -0.0027334634214639664, + "lyap1_min": -0.025495117530226707, + "lyap_spec_mean": [ + -0.013881921768188477, + -0.014739013276994228, + -0.012920653447508812, + -0.019574057310819626 + ], + "frac_above_star": 0.0 + }, + { + "step": 586, + "lr": 0.0001, + "sup_loss": 1.3995557660724418, + "rf_loss": 0.00017796401516534388, + "total_loss": 1.3997337300876072, + "lyap1_mean": -0.00816277414560318, + "lyap1_max": 0.005367728881537914, + "lyap1_min": -0.01735079661011696, + "lyap_spec_mean": [ + -0.00816277414560318, + -0.011486539617180824, + -0.01002076268196106, + -0.009023018181324005 + ], + "frac_above_star": 0.125 + }, + { + "step": 587, + "lr": 0.0001, + "sup_loss": 1.3132424699528864, + "rf_loss": 0.000582622888032347, + "total_loss": 1.3138250928409188, + "lyap1_mean": -0.021061832085251808, + "lyap1_max": -0.008102752268314362, + "lyap1_min": -0.03302331268787384, + "lyap_spec_mean": [ + -0.021061833947896957, + -0.022894538938999176, + -0.024863138794898987, + -0.021879691630601883 + ], + "frac_above_star": 0.0 + }, + { + "step": 588, + "lr": 0.0001, + "sup_loss": 1.356759418539625, + "rf_loss": 0.00021183048374950886, + "total_loss": 1.3569712490233745, + "lyap1_mean": -0.008057333528995514, + "lyap1_max": 0.00778993358835578, + "lyap1_min": -0.017327144742012024, + "lyap_spec_mean": [ + -0.008057333528995514, + -0.009816446341574192, + -0.014428605325520039, + -0.014529732055962086 + ], + "frac_above_star": 0.25 + }, + { + "step": 589, + "lr": 0.0001, + "sup_loss": 1.3448161886133474, + "rf_loss": 0.0002141033619409427, + "total_loss": 1.3450302919752883, + "lyap1_mean": -0.009962783195078373, + "lyap1_max": 0.0008714956929907203, + "lyap1_min": -0.016218163073062897, + "lyap_spec_mean": [ + -0.009962783195078373, + -0.011342441663146019, + -0.010531015694141388, + -0.012647691182792187 + ], + "frac_above_star": 0.125 + }, + { + "step": 590, + "lr": 0.0001, + "sup_loss": 1.4291230693229466, + "rf_loss": 6.290398596320301e-05, + "total_loss": 1.4291859733089098, + "lyap1_mean": -0.003626307938247919, + "lyap1_max": 0.013831979595124722, + "lyap1_min": -0.016152068972587585, + "lyap_spec_mean": [ + -0.003626307938247919, + 0.0018796497024595737, + -0.00212457706220448, + -0.0006812029168941081 + ], + "frac_above_star": 0.375 + }, + { + "step": 591, + "lr": 0.0001, + "sup_loss": 1.367190761144106, + "rf_loss": 8.820550283417106e-05, + "total_loss": 1.3672789666469403, + "lyap1_mean": 0.00339469313621521, + "lyap1_max": 0.011921774595975876, + "lyap1_min": -0.012752668932080269, + "lyap_spec_mean": [ + 0.0033946929033845663, + 0.011279669590294361, + 0.005568983964622021, + 0.0038121617399156094 + ], + "frac_above_star": 0.75 + }, + { + "step": 592, + "lr": 0.0001, + "sup_loss": 1.292583898714611, + "rf_loss": 0.00025742227444425225, + "total_loss": 1.2928413209890552, + "lyap1_mean": 0.01529140304774046, + "lyap1_max": 0.03454111889004707, + "lyap1_min": -0.0026863361708819866, + "lyap_spec_mean": [ + 0.015291403979063034, + 0.01173807866871357, + 0.01658504083752632, + 0.009827619418501854 + ], + "frac_above_star": 0.875 + }, + { + "step": 593, + "lr": 0.0001, + "sup_loss": 1.3605249765925458, + "rf_loss": 0.00036504463059827685, + "total_loss": 1.360890021223144, + "lyap1_mean": 0.021545013412833214, + "lyap1_max": 0.03576457127928734, + "lyap1_min": 0.011010846123099327, + "lyap_spec_mean": [ + 0.021545015275478363, + 0.0189130250364542, + 0.015749763697385788, + 0.014513852074742317 + ], + "frac_above_star": 1.0 + }, + { + "step": 594, + "lr": 0.0001, + "sup_loss": 1.3443903647767812, + "rf_loss": 0.0004719597636722028, + "total_loss": 1.3448623245404534, + "lyap1_mean": 0.023055503144860268, + "lyap1_max": 0.03477839380502701, + "lyap1_min": 0.0072903698310256, + "lyap_spec_mean": [ + 0.023055505007505417, + 0.020490866154432297, + 0.02166208252310753, + 0.012942962348461151 + ], + "frac_above_star": 1.0 + }, + { + "step": 595, + "lr": 0.0001, + "sup_loss": 1.3787064174709633, + "rf_loss": 0.000245394476223737, + "total_loss": 1.378951811947187, + "lyap1_mean": 0.0153762586414814, + "lyap1_max": 0.030713370069861412, + "lyap1_min": 0.0025528750848025084, + "lyap_spec_mean": [ + 0.0153762586414814, + 0.010437536053359509, + 0.01230493001639843, + 0.008401131257414818 + ], + "frac_above_star": 1.0 + }, + { + "step": 596, + "lr": 0.0001, + "sup_loss": 1.3693257786736397, + "rf_loss": 6.47210399620235e-05, + "total_loss": 1.3693904997136017, + "lyap1_mean": 7.998035289347172e-05, + "lyap1_max": 0.011523909866809845, + "lyap1_min": -0.009696667082607746, + "lyap_spec_mean": [ + 7.998035289347172e-05, + -0.0018242709338665009, + -0.002454459434375167, + -0.002329964656382799 + ], + "frac_above_star": 0.5 + }, + { + "step": 597, + "lr": 0.0001, + "sup_loss": 1.3132850071647983, + "rf_loss": 0.0004160605021752417, + "total_loss": 1.3137010676669736, + "lyap1_mean": -0.018036577850580215, + "lyap1_max": -0.00793918501585722, + "lyap1_min": -0.03178225830197334, + "lyap_spec_mean": [ + -0.018036577850580215, + -0.017325561493635178, + -0.019058313220739365, + -0.021910104900598526 + ], + "frac_above_star": 0.0 + }, + { + "step": 598, + "lr": 0.0001, + "sup_loss": 1.3566539008720166, + "rf_loss": 0.001257454976439476, + "total_loss": 1.3579113558484561, + "lyap1_mean": -0.03403931483626366, + "lyap1_max": -0.02258335053920746, + "lyap1_min": -0.041284359991550446, + "lyap_spec_mean": [ + -0.034039318561553955, + -0.03508517146110535, + -0.03461272642016411, + -0.03614966571331024 + ], + "frac_above_star": 0.0 + }, + { + "step": 599, + "lr": 0.0001, + "sup_loss": 1.3511203771086158, + "rf_loss": 0.0008354680612683296, + "total_loss": 1.351955845169884, + "lyap1_mean": -0.029245581477880478, + "lyap1_max": -0.02158368192613125, + "lyap1_min": -0.0372883677482605, + "lyap_spec_mean": [ + -0.029245581477880478, + -0.02490229718387127, + -0.029036903753876686, + -0.028232011944055557 + ], + "frac_above_star": 0.0 + }, + { + "step": 600, + "lr": 0.0001, + "sup_loss": 1.3281178622928143, + "rf_loss": 0.0002211966784670949, + "total_loss": 1.3283390589712814, + "lyap1_mean": -0.01113926526159048, + "lyap1_max": -0.002993310336023569, + "lyap1_min": -0.024884521961212158, + "lyap_spec_mean": [ + -0.01113926526159048, + -0.015549725852906704, + -0.01071147620677948, + -0.01462852768599987 + ], + "frac_above_star": 0.0 + }, + { + "step": 601, + "lr": 0.0001, + "sup_loss": 1.3578759848392203, + "rf_loss": 6.269384175539017e-05, + "total_loss": 1.3579386786809757, + "lyap1_mean": -0.0026386629324406385, + "lyap1_max": 0.010199305601418018, + "lyap1_min": -0.01772462949156761, + "lyap_spec_mean": [ + -0.002638663165271282, + -0.004119003191590309, + -0.006927435286343098, + -0.00418076990172267 + ], + "frac_above_star": 0.25 + }, + { + "step": 602, + "lr": 0.0001, + "sup_loss": 1.3564277538252363, + "rf_loss": 0.00019889732357114553, + "total_loss": 1.3566266511488074, + "lyap1_mean": 0.014771786518394947, + "lyap1_max": 0.0261655505746603, + "lyap1_min": 0.002960973884910345, + "lyap_spec_mean": [ + 0.014771787449717522, + 0.007408752106130123, + 0.012696648016571999, + 0.0100137023255229 + ], + "frac_above_star": 1.0 + }, + { + "step": 603, + "lr": 0.0001, + "sup_loss": 1.3655728266650993, + "rf_loss": 0.00033931207144632936, + "total_loss": 1.3659121387365456, + "lyap1_mean": 0.01782740280032158, + "lyap1_max": 0.024525612592697144, + "lyap1_min": 0.01044909842312336, + "lyap_spec_mean": [ + 0.01782740280032158, + 0.0168551504611969, + 0.02009095810353756, + 0.012041419744491577 + ], + "frac_above_star": 1.0 + }, + { + "step": 604, + "lr": 0.0001, + "sup_loss": 1.33259226143703, + "rf_loss": 0.0006629385170526803, + "total_loss": 1.3332551999540827, + "lyap1_mean": 0.026742516085505486, + "lyap1_max": 0.03635367751121521, + "lyap1_min": 0.020415136590600014, + "lyap_spec_mean": [ + 0.026742516085505486, + 0.02387615665793419, + 0.024813177064061165, + 0.022033145651221275 + ], + "frac_above_star": 1.0 + }, + { + "step": 605, + "lr": 0.0001, + "sup_loss": 1.372602794999998, + "rf_loss": 0.0003236550837755203, + "total_loss": 1.3729264500837735, + "lyap1_mean": 0.01753246784210205, + "lyap1_max": 0.034722134470939636, + "lyap1_min": 0.008894992992281914, + "lyap_spec_mean": [ + 0.01753246784210205, + 0.013747959397733212, + 0.01788518764078617, + 0.016683228313922882 + ], + "frac_above_star": 1.0 + }, + { + "step": 606, + "lr": 0.0001, + "sup_loss": 1.338188576909453, + "rf_loss": 5.217249781708233e-05, + "total_loss": 1.3382407494072701, + "lyap1_mean": 0.00033955881372094154, + "lyap1_max": 0.011078676208853722, + "lyap1_min": -0.009857225231826305, + "lyap_spec_mean": [ + 0.00033955893013626337, + 0.002402843674644828, + 0.0003044048207812011, + -0.003279831726104021 + ], + "frac_above_star": 0.625 + }, + { + "step": 607, + "lr": 0.0001, + "sup_loss": 1.3480478701601506, + "rf_loss": 0.00010730623034760356, + "total_loss": 1.3481551763904982, + "lyap1_mean": -0.004934834782034159, + "lyap1_max": 0.0034959609620273113, + "lyap1_min": -0.016164448112249374, + "lyap_spec_mean": [ + -0.004934834782034159, + -0.0061789690516889095, + -0.008041097782552242, + -0.010097646154463291 + ], + "frac_above_star": 0.375 + }, + { + "step": 608, + "lr": 0.0001, + "sup_loss": 1.3581384975110273, + "rf_loss": 0.00013116002082824707, + "total_loss": 1.3582696575318556, + "lyap1_mean": -0.007750591728836298, + "lyap1_max": 0.005434618331491947, + "lyap1_min": -0.016623590141534805, + "lyap_spec_mean": [ + -0.007750591263175011, + -0.00875877682119608, + -0.007493310607969761, + -0.008851630613207817 + ], + "frac_above_star": 0.25 + }, + { + "step": 609, + "lr": 0.0001, + "sup_loss": 1.3506073596673274, + "rf_loss": 0.00042130137444473803, + "total_loss": 1.351028661041772, + "lyap1_mean": -0.019042080268263817, + "lyap1_max": -0.005615599453449249, + "lyap1_min": -0.02882971242070198, + "lyap_spec_mean": [ + -0.019042082130908966, + -0.017120134085416794, + -0.017925262451171875, + -0.021637560799717903 + ], + "frac_above_star": 0.0 + }, + { + "step": 610, + "lr": 0.0001, + "sup_loss": 1.3486702207685513, + "rf_loss": 0.00020771553681697696, + "total_loss": 1.3488779363053682, + "lyap1_mean": -0.012239361181855202, + "lyap1_max": 0.0009524375200271606, + "lyap1_min": -0.03619732707738876, + "lyap_spec_mean": [ + -0.012239362113177776, + -0.010072487406432629, + -0.009355612099170685, + -0.0119007658213377 + ], + "frac_above_star": 0.125 + }, + { + "step": 611, + "lr": 0.0001, + "sup_loss": 1.3470718605616492, + "rf_loss": 0.0002487104502506554, + "total_loss": 1.3473205710118998, + "lyap1_mean": -0.015258288010954857, + "lyap1_max": -0.004857565276324749, + "lyap1_min": -0.02384856715798378, + "lyap_spec_mean": [ + -0.015258287079632282, + -0.010612750425934792, + -0.013452518731355667, + -0.015942735597491264 + ], + "frac_above_star": 0.0 + }, + { + "step": 612, + "lr": 0.0001, + "sup_loss": 1.343744421586586, + "rf_loss": 8.289782999781892e-05, + "total_loss": 1.3438273194165837, + "lyap1_mean": -0.0037615366745740175, + "lyap1_max": 0.004999606870114803, + "lyap1_min": -0.01606336608529091, + "lyap_spec_mean": [ + -0.003761536441743374, + -0.0057200840674340725, + -0.00610846932977438, + -0.006176753435283899 + ], + "frac_above_star": 0.375 + }, + { + "step": 613, + "lr": 0.0001, + "sup_loss": 1.282759012253637, + "rf_loss": 0.00010790221858769655, + "total_loss": 1.2828669144722247, + "lyap1_mean": 0.008789682760834694, + "lyap1_max": 0.014972774311900139, + "lyap1_min": 0.0011747063836082816, + "lyap_spec_mean": [ + 0.00878968182951212, + 0.0050258273258805275, + 0.005296942312270403, + 0.007421335205435753 + ], + "frac_above_star": 1.0 + }, + { + "step": 614, + "lr": 0.0001, + "sup_loss": 1.3767898732823782, + "rf_loss": 0.0007270220667123795, + "total_loss": 1.3775168953490906, + "lyap1_mean": 0.031299982219934464, + "lyap1_max": 0.046726375818252563, + "lyap1_min": 0.021162686869502068, + "lyap_spec_mean": [ + 0.031299978494644165, + 0.02411475218832493, + 0.023793663829565048, + 0.021480945870280266 + ], + "frac_above_star": 1.0 + }, + { + "step": 615, + "lr": 0.0001, + "sup_loss": 1.3434189577972435, + "rf_loss": 0.000541767745744437, + "total_loss": 1.343960725542988, + "lyap1_mean": 0.02270449697971344, + "lyap1_max": 0.04012897610664368, + "lyap1_min": 0.013510054908692837, + "lyap_spec_mean": [ + 0.02270449697971344, + 0.02480420470237732, + 0.020363135263323784, + 0.021175669506192207 + ], + "frac_above_star": 1.0 + }, + { + "step": 616, + "lr": 0.0001, + "sup_loss": 1.2932516523677509, + "rf_loss": 0.0002064879226963967, + "total_loss": 1.2934581402904473, + "lyap1_mean": 0.013128332793712616, + "lyap1_max": 0.021084167063236237, + "lyap1_min": 0.0012085922062397003, + "lyap_spec_mean": [ + 0.013128332793712616, + 0.009884838946163654, + 0.010411827825009823, + 0.013576459139585495 + ], + "frac_above_star": 1.0 + }, + { + "step": 617, + "lr": 0.0001, + "sup_loss": 1.3716137881046928, + "rf_loss": 8.927713497541845e-05, + "total_loss": 1.3717030652396682, + "lyap1_mean": 0.006184028461575508, + "lyap1_max": 0.02312251552939415, + "lyap1_min": -0.0022083185613155365, + "lyap_spec_mean": [ + 0.006184028461575508, + 0.007293575443327427, + 0.0018482754239812493, + 0.00386049784719944 + ], + "frac_above_star": 0.875 + }, + { + "step": 618, + "lr": 0.0001, + "sup_loss": 1.3540694909072635, + "rf_loss": 0.0001884560624603182, + "total_loss": 1.3542579469697238, + "lyap1_mean": -0.01063588634133339, + "lyap1_max": -0.003883024677634239, + "lyap1_min": -0.02319329045712948, + "lyap_spec_mean": [ + -0.01063588634133339, + -0.011228256858885288, + -0.011304188519716263, + -0.013162834569811821 + ], + "frac_above_star": 0.0 + }, + { + "step": 619, + "lr": 0.0001, + "sup_loss": 1.3200431686669045, + "rf_loss": 0.0007191543700173497, + "total_loss": 1.3207623230369219, + "lyap1_mean": -0.023939989507198334, + "lyap1_max": -0.009535716846585274, + "lyap1_min": -0.03672179579734802, + "lyap_spec_mean": [ + -0.023939989507198334, + -0.024245688691735268, + -0.02917797490954399, + -0.023851823061704636 + ], + "frac_above_star": 0.0 + }, + { + "step": 620, + "lr": 0.0001, + "sup_loss": 1.3462524954610375, + "rf_loss": 0.0007527807611040771, + "total_loss": 1.3470052762221416, + "lyap1_mean": -0.02517576515674591, + "lyap1_max": -0.01679643616080284, + "lyap1_min": -0.034665487706661224, + "lyap_spec_mean": [ + -0.02517576329410076, + -0.02424437552690506, + -0.027533074840903282, + -0.028815604746341705 + ], + "frac_above_star": 0.0 + }, + { + "step": 621, + "lr": 0.0001, + "sup_loss": 1.3645246301587604, + "rf_loss": 0.0002355503966100514, + "total_loss": 1.3647601805553704, + "lyap1_mean": -0.009806659072637558, + "lyap1_max": -0.00332258059643209, + "lyap1_min": -0.032773151993751526, + "lyap_spec_mean": [ + -0.009806658141314983, + -0.011774181388318539, + -0.010509282350540161, + -0.013341404497623444 + ], + "frac_above_star": 0.0 + }, + { + "step": 622, + "lr": 0.0001, + "sup_loss": 1.33355229187534, + "rf_loss": 5.8648030972108245e-05, + "total_loss": 1.333610939906312, + "lyap1_mean": -0.0002996911061927676, + "lyap1_max": 0.0041829729452729225, + "lyap1_min": -0.005293241702020168, + "lyap_spec_mean": [ + -0.0002996911352965981, + -0.00618605175986886, + -0.003890648018568754, + -0.005701025016605854 + ], + "frac_above_star": 0.375 + }, + { + "step": 623, + "lr": 0.0001, + "sup_loss": 1.3339628298758623, + "rf_loss": 9.12421674001962e-05, + "total_loss": 1.3340540720432625, + "lyap1_mean": 0.005212696734815836, + "lyap1_max": 0.014879475347697735, + "lyap1_min": -0.012956100516021252, + "lyap_spec_mean": [ + 0.005212697200477123, + 0.005808237008750439, + 0.004802955314517021, + 0.007090157363563776 + ], + "frac_above_star": 0.75 + }, + { + "step": 624, + "lr": 0.0001, + "sup_loss": 1.2284905838349776, + "rf_loss": 0.0003498347068671137, + "total_loss": 1.2288404185418447, + "lyap1_mean": 0.019489949569106102, + "lyap1_max": 0.040580473840236664, + "lyap1_min": 0.004743605852127075, + "lyap_spec_mean": [ + 0.019489947706460953, + 0.0166543610394001, + 0.014326618053019047, + 0.014797835610806942 + ], + "frac_above_star": 1.0 + }, + { + "step": 625, + "lr": 0.0001, + "sup_loss": 1.3796391312054954, + "rf_loss": 0.000308708957163617, + "total_loss": 1.379947840162659, + "lyap1_mean": 0.014575320295989513, + "lyap1_max": 0.030644699931144714, + "lyap1_min": -0.007414288818836212, + "lyap_spec_mean": [ + 0.014575321227312088, + 0.013563690707087517, + 0.015416542068123817, + 0.013790598139166832 + ], + "frac_above_star": 0.875 + }, + { + "step": 626, + "lr": 0.0001, + "sup_loss": 1.300401603994353, + "rf_loss": 0.000393582449760288, + "total_loss": 1.3007951864441132, + "lyap1_mean": 0.019139142706990242, + "lyap1_max": 0.04232388734817505, + "lyap1_min": 0.004030507057905197, + "lyap_spec_mean": [ + 0.019139142706990242, + 0.016305482015013695, + 0.018372785300016403, + 0.017198992893099785 + ], + "frac_above_star": 1.0 + }, + { + "step": 627, + "lr": 0.0001, + "sup_loss": 1.3600589506990555, + "rf_loss": 0.00014186192129272968, + "total_loss": 1.3602008126203482, + "lyap1_mean": 0.0026859703939408064, + "lyap1_max": 0.026613503694534302, + "lyap1_min": -0.009811471216380596, + "lyap_spec_mean": [ + 0.0026859708596020937, + 0.0036188222002238035, + 0.0019814646802842617, + -0.0012728305300697684 + ], + "frac_above_star": 0.5 + }, + { + "step": 628, + "lr": 0.0001, + "sup_loss": 1.3270592977933982, + "rf_loss": 8.963606524048373e-05, + "total_loss": 1.3271489338586386, + "lyap1_mean": 0.0011408878490328789, + "lyap1_max": 0.01856139302253723, + "lyap1_min": -0.011617718264460564, + "lyap_spec_mean": [ + 0.0011408878490328789, + -0.006737187504768372, + -0.004365643486380577, + -0.004248027224093676 + ], + "frac_above_star": 0.375 + }, + { + "step": 629, + "lr": 0.0001, + "sup_loss": 1.3187190444943944, + "rf_loss": 9.263808897230774e-05, + "total_loss": 1.3188116825833667, + "lyap1_mean": -0.004277673549950123, + "lyap1_max": 0.008617797866463661, + "lyap1_min": -0.011280566453933716, + "lyap_spec_mean": [ + -0.004277673549950123, + -0.006951623130589724, + -0.007727060467004776, + -0.008045608177781105 + ], + "frac_above_star": 0.125 + }, + { + "step": 630, + "lr": 0.0001, + "sup_loss": 1.384969656381902, + "rf_loss": 6.77466596243903e-05, + "total_loss": 1.3850374030415264, + "lyap1_mean": -0.002806485164910555, + "lyap1_max": 0.008454893715679646, + "lyap1_min": -0.013268592767417431, + "lyap_spec_mean": [ + -0.0028064849320799112, + 0.0001371976686641574, + -0.006768337916582823, + -0.004289560951292515 + ], + "frac_above_star": 0.375 + }, + { + "step": 631, + "lr": 0.0001, + "sup_loss": 1.3824965994363403, + "rf_loss": 4.654367148759775e-05, + "total_loss": 1.3825431431078279, + "lyap1_mean": 0.0028006932698190212, + "lyap1_max": 0.011954570189118385, + "lyap1_min": -0.010707123205065727, + "lyap_spec_mean": [ + 0.0028006937354803085, + 0.0016483721556141973, + -0.0011262721382081509, + -0.0022797370329499245 + ], + "frac_above_star": 0.75 + }, + { + "step": 632, + "lr": 0.0001, + "sup_loss": 1.338374645382375, + "rf_loss": 4.0007333154790103e-05, + "total_loss": 1.3384146527155298, + "lyap1_mean": 0.003980704117566347, + "lyap1_max": 0.015826335176825523, + "lyap1_min": -0.006106301676481962, + "lyap_spec_mean": [ + 0.003980704583227634, + 0.002966801170259714, + 0.00028150429716333747, + -0.0024845697917044163 + ], + "frac_above_star": 0.625 + }, + { + "step": 633, + "lr": 0.0001, + "sup_loss": 1.37329943386084, + "rf_loss": 0.00011627955245785415, + "total_loss": 1.3734157134132978, + "lyap1_mean": 0.007840528152883053, + "lyap1_max": 0.018204281106591225, + "lyap1_min": 0.001723296009004116, + "lyap_spec_mean": [ + 0.007840528152883053, + 0.010410699993371964, + 0.006573780439794064, + 0.0032749210949987173 + ], + "frac_above_star": 1.0 + }, + { + "step": 634, + "lr": 0.0001, + "sup_loss": 1.304022933011806, + "rf_loss": 0.00015360393445007503, + "total_loss": 1.3041765369462561, + "lyap1_mean": 0.014024432748556137, + "lyap1_max": 0.02176070772111416, + "lyap1_min": 0.004524387419223785, + "lyap_spec_mean": [ + 0.014024432748556137, + 0.011981550604104996, + 0.006911112926900387, + 0.004033849108964205 + ], + "frac_above_star": 1.0 + }, + { + "step": 635, + "lr": 0.0001, + "sup_loss": 1.322130772514014, + "rf_loss": 0.00012785656144842505, + "total_loss": 1.3222586290754623, + "lyap1_mean": 0.007816914469003677, + "lyap1_max": 0.020664939656853676, + "lyap1_min": -0.006874872371554375, + "lyap_spec_mean": [ + 0.007816914469003677, + 0.008565109223127365, + 0.007226973306387663, + 0.007852848619222641 + ], + "frac_above_star": 0.75 + }, + { + "step": 636, + "lr": 0.0001, + "sup_loss": 1.308395570681753, + "rf_loss": 0.00011303495557513088, + "total_loss": 1.308508605637328, + "lyap1_mean": -0.0052315350621938705, + "lyap1_max": 0.0015558073064312339, + "lyap1_min": -0.010627223178744316, + "lyap_spec_mean": [ + -0.0052315350621938705, + -0.007920678704977036, + -0.010874966159462929, + -0.009530102834105492 + ], + "frac_above_star": 0.125 + }, + { + "step": 637, + "lr": 0.0001, + "sup_loss": 1.3181930057430817, + "rf_loss": 0.0006446591578423977, + "total_loss": 1.3188376649009241, + "lyap1_mean": -0.01986398920416832, + "lyap1_max": -0.0059164902195334435, + "lyap1_min": -0.02820765972137451, + "lyap_spec_mean": [ + -0.01986398734152317, + -0.02229459024965763, + -0.02647455967962742, + -0.025833625346422195 + ], + "frac_above_star": 0.0 + }, + { + "step": 638, + "lr": 0.0001, + "sup_loss": 1.3349527483919739, + "rf_loss": 0.0008628441137261689, + "total_loss": 1.3358155925057, + "lyap1_mean": -0.02810482680797577, + "lyap1_max": -0.01873796060681343, + "lyap1_min": -0.04242558032274246, + "lyap_spec_mean": [ + -0.02810482867062092, + -0.023257264867424965, + -0.02954336255788803, + -0.031227514147758484 + ], + "frac_above_star": 0.0 + }, + { + "step": 639, + "lr": 0.0001, + "sup_loss": 1.3689197257129426, + "rf_loss": 0.0009170932462438941, + "total_loss": 1.3698368189591865, + "lyap1_mean": -0.026885077357292175, + "lyap1_max": -0.015050850808620453, + "lyap1_min": -0.03406018763780594, + "lyap_spec_mean": [ + -0.026885077357292175, + -0.03156282380223274, + -0.03320290148258209, + -0.025487322360277176 + ], + "frac_above_star": 0.0 + }, + { + "step": 640, + "lr": 0.0001, + "sup_loss": 1.3603155352656227, + "rf_loss": 0.00024847901659086347, + "total_loss": 1.3605640142822135, + "lyap1_mean": -0.013116313144564629, + "lyap1_max": -0.007422515191137791, + "lyap1_min": -0.020500514656305313, + "lyap_spec_mean": [ + -0.013116313144564629, + -0.015262643806636333, + -0.017303353175520897, + -0.01242494210600853 + ], + "frac_above_star": 0.0 + }, + { + "step": 641, + "lr": 0.0001, + "sup_loss": 1.368063017985217, + "rf_loss": 0.00011136961984448135, + "total_loss": 1.3681743876050614, + "lyap1_mean": 0.006861499045044184, + "lyap1_max": 0.015927057713270187, + "lyap1_min": -0.007307506166398525, + "lyap_spec_mean": [ + 0.006861499045044184, + 0.0032658774871379137, + 0.0040475595742464066, + 0.001899249036796391 + ], + "frac_above_star": 0.875 + }, + { + "step": 642, + "lr": 0.0001, + "sup_loss": 1.408507219637762, + "rf_loss": 0.0005599645664915442, + "total_loss": 1.4090671842042535, + "lyap1_mean": 0.023523595184087753, + "lyap1_max": 0.032004259526729584, + "lyap1_min": 0.011357489041984081, + "lyap_spec_mean": [ + 0.023523595184087753, + 0.02392408810555935, + 0.02360108494758606, + 0.019234636798501015 + ], + "frac_above_star": 1.0 + }, + { + "step": 643, + "lr": 0.0001, + "sup_loss": 1.381942223631095, + "rf_loss": 0.0007989249425008893, + "total_loss": 1.3827411485735959, + "lyap1_mean": 0.030158622190356255, + "lyap1_max": 0.03850806504487991, + "lyap1_min": 0.019471434876322746, + "lyap_spec_mean": [ + 0.030158622190356255, + 0.0308973528444767, + 0.027887772768735886, + 0.020917460322380066 + ], + "frac_above_star": 1.0 + }, + { + "step": 644, + "lr": 0.0001, + "sup_loss": 1.3486386494780742, + "rf_loss": 0.0003577441384550184, + "total_loss": 1.3489963936165292, + "lyap1_mean": 0.016034947708249092, + "lyap1_max": 0.02369220182299614, + "lyap1_min": 0.006475816946476698, + "lyap_spec_mean": [ + 0.016034947708249092, + 0.017597489058971405, + 0.016527321189641953, + 0.018009645864367485 + ], + "frac_above_star": 1.0 + }, + { + "step": 645, + "lr": 0.0001, + "sup_loss": 1.3875156804245263, + "rf_loss": 0.00012159248581156135, + "total_loss": 1.387637272910338, + "lyap1_mean": 0.010117646306753159, + "lyap1_max": 0.028097039088606834, + "lyap1_min": -0.0027989856898784637, + "lyap_spec_mean": [ + 0.010117646306753159, + 0.008229736238718033, + 0.007553287781774998, + 0.002243212191388011 + ], + "frac_above_star": 0.875 + }, + { + "step": 646, + "lr": 0.0001, + "sup_loss": 1.362832805813304, + "rf_loss": 0.00012703766697086394, + "total_loss": 1.3629598434802748, + "lyap1_mean": -0.0089759211987257, + "lyap1_max": -0.0008267223602160811, + "lyap1_min": -0.017545100301504135, + "lyap_spec_mean": [ + -0.0089759211987257, + -0.010149495676159859, + -0.006959169637411833, + -0.010912436060607433 + ], + "frac_above_star": 0.0 + }, + { + "step": 647, + "lr": 0.0001, + "sup_loss": 1.3417766127540924, + "rf_loss": 0.0005135004175826907, + "total_loss": 1.3422901131716751, + "lyap1_mean": -0.021464601159095764, + "lyap1_max": -0.008752768859267235, + "lyap1_min": -0.03449686989188194, + "lyap_spec_mean": [ + -0.021464599296450615, + -0.02378852479159832, + -0.020221058279275894, + -0.019116919487714767 + ], + "frac_above_star": 0.0 + }, + { + "step": 648, + "lr": 0.0001, + "sup_loss": 1.3247107114041436, + "rf_loss": 0.0005443134577944875, + "total_loss": 1.3252550248619381, + "lyap1_mean": -0.019145797938108444, + "lyap1_max": -0.011246408335864544, + "lyap1_min": -0.030562900006771088, + "lyap_spec_mean": [ + -0.019145797938108444, + -0.020963488146662712, + -0.024722624570131302, + -0.02325805276632309 + ], + "frac_above_star": 0.0 + }, + { + "step": 649, + "lr": 0.0001, + "sup_loss": 1.302848920632327, + "rf_loss": 0.00048229098320007324, + "total_loss": 1.3033312116155271, + "lyap1_mean": -0.021630415692925453, + "lyap1_max": -0.011517586186528206, + "lyap1_min": -0.03284071758389473, + "lyap_spec_mean": [ + -0.021630417555570602, + -0.020016731694340706, + -0.021460730582475662, + -0.021309472620487213 + ], + "frac_above_star": 0.0 + }, + { + "step": 650, + "lr": 0.0001, + "sup_loss": 1.3230565194477388, + "rf_loss": 9.979287278838456e-05, + "total_loss": 1.3231563123205272, + "lyap1_mean": -0.007380202878266573, + "lyap1_max": 0.00024034827947616577, + "lyap1_min": -0.023779114708304405, + "lyap_spec_mean": [ + -0.007380202412605286, + -0.0072695668786764145, + -0.004220195114612579, + -0.0037709935568273067 + ], + "frac_above_star": 0.125 + }, + { + "step": 651, + "lr": 0.0001, + "sup_loss": 1.3151496439013823, + "rf_loss": 0.00012405606685206294, + "total_loss": 1.3152736999682344, + "lyap1_mean": 0.005715568549931049, + "lyap1_max": 0.02633397839963436, + "lyap1_min": -0.006703801453113556, + "lyap_spec_mean": [ + 0.005715568084269762, + 0.008119612000882626, + 0.005795757286250591, + 0.003018605522811413 + ], + "frac_above_star": 0.75 + }, + { + "step": 652, + "lr": 0.0001, + "sup_loss": 1.2976004029255077, + "rf_loss": 0.000252721831202507, + "total_loss": 1.2978531247567102, + "lyap1_mean": 0.02048730105161667, + "lyap1_max": 0.03234066069126129, + "lyap1_min": 0.007550291251391172, + "lyap_spec_mean": [ + 0.02048730105161667, + 0.01077350229024887, + 0.009205933660268784, + 0.011015044525265694 + ], + "frac_above_star": 1.0 + }, + { + "step": 653, + "lr": 0.0001, + "sup_loss": 1.3155803647851292, + "rf_loss": 0.0006257942877709866, + "total_loss": 1.3162061590729002, + "lyap1_mean": 0.02814183384180069, + "lyap1_max": 0.03454854339361191, + "lyap1_min": 0.017627738416194916, + "lyap_spec_mean": [ + 0.02814183384180069, + 0.023264046758413315, + 0.022918304428458214, + 0.02043873630464077 + ], + "frac_above_star": 1.0 + }, + { + "step": 654, + "lr": 0.0001, + "sup_loss": 1.3352009922444918, + "rf_loss": 0.0008923735003918409, + "total_loss": 1.3360933657448837, + "lyap1_mean": 0.026980727910995483, + "lyap1_max": 0.04283195734024048, + "lyap1_min": 0.01176320668309927, + "lyap_spec_mean": [ + 0.026980726048350334, + 0.02985873818397522, + 0.029821056872606277, + 0.025562934577465057 + ], + "frac_above_star": 1.0 + }, + { + "step": 655, + "lr": 0.0001, + "sup_loss": 1.346740932536049, + "rf_loss": 0.0005628150538541377, + "total_loss": 1.3473037475899032, + "lyap1_mean": 0.022826163098216057, + "lyap1_max": 0.04548906534910202, + "lyap1_min": 0.00876641646027565, + "lyap_spec_mean": [ + 0.022826164960861206, + 0.023540012538433075, + 0.02079118974506855, + 0.020490296185016632 + ], + "frac_above_star": 1.0 + }, + { + "step": 656, + "lr": 0.0001, + "sup_loss": 1.3136284990810807, + "rf_loss": 7.085382821969688e-05, + "total_loss": 1.3136993529093004, + "lyap1_mean": 0.0038098394870758057, + "lyap1_max": 0.01470076572149992, + "lyap1_min": -0.002943171188235283, + "lyap_spec_mean": [ + 0.0038098394870758057, + 0.0009050314547494054, + 0.0003888884384650737, + -0.0011075218208134174 + ], + "frac_above_star": 0.75 + }, + { + "step": 657, + "lr": 0.0001, + "sup_loss": 1.3224179841205466, + "rf_loss": 0.00016927112301345915, + "total_loss": 1.32258725524356, + "lyap1_mean": -0.011493679136037827, + "lyap1_max": -0.0031923181377351284, + "lyap1_min": -0.02615390345454216, + "lyap_spec_mean": [ + -0.011493679136037827, + -0.007297823205590248, + -0.010888642631471157, + -0.013144957832992077 + ], + "frac_above_star": 0.0 + }, + { + "step": 658, + "lr": 0.0001, + "sup_loss": 1.299928656138002, + "rf_loss": 0.0008651268435642123, + "total_loss": 1.3007937829815661, + "lyap1_mean": -0.026279475539922714, + "lyap1_max": 0.01083785854279995, + "lyap1_min": -0.04261299595236778, + "lyap_spec_mean": [ + -0.026279475539922714, + -0.02631009928882122, + -0.030095621943473816, + -0.027842096984386444 + ], + "frac_above_star": 0.125 + }, + { + "step": 659, + "lr": 0.0001, + "sup_loss": 1.3715397294606122, + "rf_loss": 0.0005299687036313117, + "total_loss": 1.3720696981642435, + "lyap1_mean": -0.022131554782390594, + "lyap1_max": -0.012623349204659462, + "lyap1_min": -0.0284991767257452, + "lyap_spec_mean": [ + -0.022131554782390594, + -0.021748414263129234, + -0.02200912870466709, + -0.023440197110176086 + ], + "frac_above_star": 0.0 + }, + { + "step": 660, + "lr": 0.0001, + "sup_loss": 1.3185491771107054, + "rf_loss": 0.0004916166071780026, + "total_loss": 1.3190407937178834, + "lyap1_mean": -0.020207200199365616, + "lyap1_max": -0.010246939025819302, + "lyap1_min": -0.027950510382652283, + "lyap_spec_mean": [ + -0.020207200199365616, + -0.021736910566687584, + -0.020267261192202568, + -0.024032369256019592 + ], + "frac_above_star": 0.0 + }, + { + "step": 661, + "lr": 0.0001, + "sup_loss": 1.3604992814880215, + "rf_loss": 0.00014938425738364458, + "total_loss": 1.360648665745405, + "lyap1_mean": -0.008426322601735592, + "lyap1_max": 0.003894103690981865, + "lyap1_min": -0.01570536568760872, + "lyap_spec_mean": [ + -0.008426322601735592, + -0.0062885405495762825, + -0.010390141047537327, + -0.012718318961560726 + ], + "frac_above_star": 0.125 + }, + { + "step": 662, + "lr": 0.0001, + "sup_loss": 1.319459422513214, + "rf_loss": 0.00010629789176164195, + "total_loss": 1.3195657204049756, + "lyap1_mean": 0.002691477769985795, + "lyap1_max": 0.019289562478661537, + "lyap1_min": -0.018493765965104103, + "lyap_spec_mean": [ + 0.0026914780028164387, + -0.001973588252440095, + 0.0011521114502102137, + -0.0019148053834214807 + ], + "frac_above_star": 0.625 + }, + { + "step": 663, + "lr": 0.0001, + "sup_loss": 1.3452609539249967, + "rf_loss": 0.00019457632151897997, + "total_loss": 1.3454555302465157, + "lyap1_mean": 0.009690968319773674, + "lyap1_max": 0.023381657898426056, + "lyap1_min": -0.007796470075845718, + "lyap_spec_mean": [ + 0.009690969251096249, + 0.00929570198059082, + 0.014327489770948887, + 0.01237473078072071 + ], + "frac_above_star": 0.875 + }, + { + "step": 664, + "lr": 0.0001, + "sup_loss": 1.3392972703924642, + "rf_loss": 0.00038248542114160955, + "total_loss": 1.3396797558136058, + "lyap1_mean": 0.022337108850479126, + "lyap1_max": 0.030099645256996155, + "lyap1_min": 0.003962798975408077, + "lyap_spec_mean": [ + 0.022337108850479126, + 0.01424906961619854, + 0.01757197640836239, + 0.01450255885720253 + ], + "frac_above_star": 1.0 + }, + { + "step": 665, + "lr": 0.0001, + "sup_loss": 1.3327290202772848, + "rf_loss": 0.00020693753322120756, + "total_loss": 1.332935957810506, + "lyap1_mean": 0.014233546331524849, + "lyap1_max": 0.030941179022192955, + "lyap1_min": -0.003581262193620205, + "lyap_spec_mean": [ + 0.014233548194169998, + 0.015273910015821457, + 0.008021198213100433, + 0.00990232452750206 + ], + "frac_above_star": 0.875 + }, + { + "step": 666, + "lr": 0.0001, + "sup_loss": 1.3124032087604147, + "rf_loss": 8.586990588810295e-05, + "total_loss": 1.3124890786663028, + "lyap1_mean": 0.006810789927840233, + "lyap1_max": 0.014760981313884258, + "lyap1_min": -0.0061479490250349045, + "lyap_spec_mean": [ + 0.006810789927840233, + 0.005807454232126474, + 0.007737370207905769, + 0.0027790553867816925 + ], + "frac_above_star": 0.875 + }, + { + "step": 667, + "lr": 0.0001, + "sup_loss": 1.3336615060832075, + "rf_loss": 4.714062379207462e-05, + "total_loss": 1.3337086467069996, + "lyap1_mean": 0.0036146920174360275, + "lyap1_max": 0.015104958787560463, + "lyap1_min": -0.004066162742674351, + "lyap_spec_mean": [ + 0.0036146920174360275, + 0.0040522245690226555, + 0.003044998738914728, + 0.001488527050241828 + ], + "frac_above_star": 0.625 + }, + { + "step": 668, + "lr": 0.0001, + "sup_loss": 1.360884176502616, + "rf_loss": 9.872160444501787e-05, + "total_loss": 1.360982898107061, + "lyap1_mean": -0.004912982694804668, + "lyap1_max": 0.012001114897429943, + "lyap1_min": -0.01592129096388817, + "lyap_spec_mean": [ + -0.004912982694804668, + -0.0036767199635505676, + -0.005231142975389957, + -0.003091946942731738 + ], + "frac_above_star": 0.375 + }, + { + "step": 669, + "lr": 0.0001, + "sup_loss": 1.3184494871540406, + "rf_loss": 0.0004464036610443145, + "total_loss": 1.318895890815085, + "lyap1_mean": -0.017839066684246063, + "lyap1_max": -0.0022751856595277786, + "lyap1_min": -0.027536531910300255, + "lyap_spec_mean": [ + -0.017839066684246063, + -0.01771291345357895, + -0.01775643788278103, + -0.023327158764004707 + ], + "frac_above_star": 0.0 + }, + { + "step": 670, + "lr": 0.0001, + "sup_loss": 1.3266941861749542, + "rf_loss": 0.0005072664353065193, + "total_loss": 1.3272014526102607, + "lyap1_mean": -0.021676838397979736, + "lyap1_max": -0.00754125788807869, + "lyap1_min": -0.031129857525229454, + "lyap_spec_mean": [ + -0.021676838397979736, + -0.019758667796850204, + -0.022592272609472275, + -0.022018583491444588 + ], + "frac_above_star": 0.0 + }, + { + "step": 671, + "lr": 0.0001, + "sup_loss": 1.3086524443821679, + "rf_loss": 0.00026631512446329, + "total_loss": 1.3089187595066312, + "lyap1_mean": -0.01634259521961212, + "lyap1_max": -0.003549509681761265, + "lyap1_min": -0.042688872665166855, + "lyap_spec_mean": [ + -0.01634259521961212, + -0.01133250817656517, + -0.014540139585733414, + -0.015430948697030544 + ], + "frac_above_star": 0.0 + }, + { + "step": 672, + "lr": 0.0001, + "sup_loss": 1.3403399522610964, + "rf_loss": 6.121473415987566e-05, + "total_loss": 1.3404011669952562, + "lyap1_mean": -0.0007321323500946164, + "lyap1_max": 0.011957908980548382, + "lyap1_min": -0.007869482040405273, + "lyap_spec_mean": [ + -0.0007321323500946164, + -0.001029501436278224, + -0.004393619950860739, + -0.00646500987932086 + ], + "frac_above_star": 0.375 + }, + { + "step": 673, + "lr": 0.0001, + "sup_loss": 1.314351611581591, + "rf_loss": 4.6340817789314315e-05, + "total_loss": 1.3143979523993803, + "lyap1_mean": 0.004134921357035637, + "lyap1_max": 0.011055804789066315, + "lyap1_min": -0.00156349444296211, + "lyap_spec_mean": [ + 0.004134921357035637, + 0.002512739971280098, + 0.0014818753115832806, + 0.0018504558829590678 + ], + "frac_above_star": 0.875 + }, + { + "step": 674, + "lr": 0.0001, + "sup_loss": 1.2874456258667397, + "rf_loss": 0.0002056896046269685, + "total_loss": 1.2876513154713667, + "lyap1_mean": 0.010005703195929527, + "lyap1_max": 0.021087272092700005, + "lyap1_min": -0.0037752024363726377, + "lyap_spec_mean": [ + 0.010005703195929527, + 0.012493005022406578, + 0.00827088300138712, + 0.011249018833041191 + ], + "frac_above_star": 0.875 + }, + { + "step": 675, + "lr": 0.0001, + "sup_loss": 1.2833633353424119, + "rf_loss": 0.00036255759187042713, + "total_loss": 1.2837258929342823, + "lyap1_mean": 0.014576135203242302, + "lyap1_max": 0.028157448396086693, + "lyap1_min": -0.00899419654160738, + "lyap_spec_mean": [ + 0.014576134271919727, + 0.017600148916244507, + 0.011594497598707676, + 0.013438530266284943 + ], + "frac_above_star": 0.875 + }, + { + "step": 676, + "lr": 0.0001, + "sup_loss": 1.3362436755720093, + "rf_loss": 0.00015397615788970143, + "total_loss": 1.336397651729899, + "lyap1_mean": 0.002512491075322032, + "lyap1_max": 0.016719480976462364, + "lyap1_min": -0.011154213920235634, + "lyap_spec_mean": [ + 0.0025124913081526756, + 0.009047740139067173, + 0.011311925947666168, + 0.005849143490195274 + ], + "frac_above_star": 0.625 + }, + { + "step": 677, + "lr": 0.0001, + "sup_loss": 1.317290109092168, + "rf_loss": 3.856732291751541e-05, + "total_loss": 1.3173286764150856, + "lyap1_mean": 0.004325196612626314, + "lyap1_max": 0.01545470766723156, + "lyap1_min": -0.004534505307674408, + "lyap_spec_mean": [ + 0.0043251970782876015, + 0.0002982159494422376, + 0.0027319008950144053, + -0.0014680352760478854 + ], + "frac_above_star": 0.75 + }, + { + "step": 678, + "lr": 0.0001, + "sup_loss": 1.3260229984584628, + "rf_loss": 0.00021226570243015885, + "total_loss": 1.326235264160893, + "lyap1_mean": -0.012049435637891293, + "lyap1_max": 0.007033759728074074, + "lyap1_min": -0.022452816367149353, + "lyap_spec_mean": [ + -0.012049435637891293, + -0.009817099198698997, + -0.01383115816861391, + -0.011085715144872665 + ], + "frac_above_star": 0.125 + }, + { + "step": 679, + "lr": 0.0001, + "sup_loss": 1.3362819099603473, + "rf_loss": 0.0004439096082933247, + "total_loss": 1.3367258195686407, + "lyap1_mean": -0.016190335154533386, + "lyap1_max": 0.0023770194966346025, + "lyap1_min": -0.035977043211460114, + "lyap_spec_mean": [ + -0.016190335154533386, + -0.0189007967710495, + -0.022370396181941032, + -0.018854262307286263 + ], + "frac_above_star": 0.125 + }, + { + "step": 680, + "lr": 0.0001, + "sup_loss": 1.2886847062784907, + "rf_loss": 0.00046055277925916016, + "total_loss": 1.28914525905775, + "lyap1_mean": -0.021610409021377563, + "lyap1_max": -0.01688661053776741, + "lyap1_min": -0.02833705209195614, + "lyap_spec_mean": [ + -0.021610409021377563, + -0.0190884992480278, + -0.01981133408844471, + -0.020634716376662254 + ], + "frac_above_star": 0.0 + }, + { + "step": 681, + "lr": 0.0001, + "sup_loss": 1.3192548189916873, + "rf_loss": 0.0002965350868180394, + "total_loss": 1.3195513540785053, + "lyap1_mean": -0.016548268496990204, + "lyap1_max": -0.0054240040481090546, + "lyap1_min": -0.024670753628015518, + "lyap_spec_mean": [ + -0.016548268496990204, + -0.01541335042566061, + -0.01531123649328947, + -0.017039477825164795 + ], + "frac_above_star": 0.0 + }, + { + "step": 682, + "lr": 0.0001, + "sup_loss": 1.3547609649677754, + "rf_loss": 8.991698268800974e-05, + "total_loss": 1.3548508819504634, + "lyap1_mean": 0.001840846729464829, + "lyap1_max": 0.015473030507564545, + "lyap1_min": -0.01796938292682171, + "lyap_spec_mean": [ + 0.0018408463802188635, + 0.0021416572853922844, + 0.0016025191871449351, + -0.00445920554921031 + ], + "frac_above_star": 0.625 + }, + { + "step": 683, + "lr": 0.0001, + "sup_loss": 1.3561393534227097, + "rf_loss": 0.00036053668009117246, + "total_loss": 1.356499890102801, + "lyap1_mean": 0.01975865848362446, + "lyap1_max": 0.02924785390496254, + "lyap1_min": 0.01179899275302887, + "lyap_spec_mean": [ + 0.01975865848362446, + 0.015903707593679428, + 0.017563985660672188, + 0.015828805044293404 + ], + "frac_above_star": 1.0 + }, + { + "step": 684, + "lr": 0.0001, + "sup_loss": 1.3587565604356937, + "rf_loss": 0.0007628806633874774, + "total_loss": 1.3595194410990812, + "lyap1_mean": 0.030833572149276733, + "lyap1_max": 0.04221416637301445, + "lyap1_min": 0.0204564668238163, + "lyap_spec_mean": [ + 0.030833572149276733, + 0.025232065469026566, + 0.02365957945585251, + 0.0268337931483984 + ], + "frac_above_star": 1.0 + }, + { + "step": 685, + "lr": 0.0001, + "sup_loss": 1.3153260954250399, + "rf_loss": 0.0005528717883862555, + "total_loss": 1.3158789672134261, + "lyap1_mean": 0.0251975879073143, + "lyap1_max": 0.043233465403318405, + "lyap1_min": 0.016586631536483765, + "lyap_spec_mean": [ + 0.02519758604466915, + 0.02169029787182808, + 0.021610211580991745, + 0.01932668872177601 + ], + "frac_above_star": 1.0 + }, + { + "step": 686, + "lr": 0.0001, + "sup_loss": 1.2899966598330375, + "rf_loss": 0.0004099609504919499, + "total_loss": 1.2904066207835294, + "lyap1_mean": 0.0226898193359375, + "lyap1_max": 0.03802429884672165, + "lyap1_min": 0.010158933699131012, + "lyap_spec_mean": [ + 0.0226898193359375, + 0.017778199166059494, + 0.020041998475790024, + 0.01653829589486122 + ], + "frac_above_star": 1.0 + }, + { + "step": 687, + "lr": 0.0001, + "sup_loss": 1.38157207336433, + "rf_loss": 0.00011542019638000056, + "total_loss": 1.38168749356071, + "lyap1_mean": 0.005425186827778816, + "lyap1_max": 0.014490108005702496, + "lyap1_min": -0.005979118403047323, + "lyap_spec_mean": [ + 0.005425186362117529, + 0.010462694801390171, + 0.004068667069077492, + -0.0018883348675444722 + ], + "frac_above_star": 0.625 + }, + { + "step": 688, + "lr": 0.0001, + "sup_loss": 1.2823258965413695, + "rf_loss": 0.0001726507325656712, + "total_loss": 1.2824985472739352, + "lyap1_mean": -0.008667755872011185, + "lyap1_max": -2.982933074235916e-05, + "lyap1_min": -0.021216697990894318, + "lyap_spec_mean": [ + -0.008667755872011185, + -0.010373920202255249, + -0.012178230099380016, + -0.010980195365846157 + ], + "frac_above_star": 0.0 + }, + { + "step": 689, + "lr": 0.0001, + "sup_loss": 1.2785680576524991, + "rf_loss": 0.0006787746679037809, + "total_loss": 1.279246832320403, + "lyap1_mean": -0.023380953818559647, + "lyap1_max": -0.012655256316065788, + "lyap1_min": -0.0385429784655571, + "lyap_spec_mean": [ + -0.023380951955914497, + -0.0220937579870224, + -0.025336025282740593, + -0.02333010919392109 + ], + "frac_above_star": 0.0 + }, + { + "step": 690, + "lr": 0.0001, + "sup_loss": 1.3552298310884128, + "rf_loss": 0.0009245322435162961, + "total_loss": 1.356154363331929, + "lyap1_mean": -0.02527467906475067, + "lyap1_max": -0.015075377188622952, + "lyap1_min": -0.033971525728702545, + "lyap_spec_mean": [ + -0.02527467906475067, + -0.027402885258197784, + -0.03047323226928711, + -0.0323060005903244 + ], + "frac_above_star": 0.0 + }, + { + "step": 691, + "lr": 0.0001, + "sup_loss": 1.3283460686566213, + "rf_loss": 0.0009053054382093251, + "total_loss": 1.3292513740948306, + "lyap1_mean": -0.03005838207900524, + "lyap1_max": -0.023926250636577606, + "lyap1_min": -0.037677101790905, + "lyap_spec_mean": [ + -0.030058380216360092, + -0.028053555637598038, + -0.02950434200465679, + -0.02853030525147915 + ], + "frac_above_star": 0.0 + }, + { + "step": 692, + "lr": 0.0001, + "sup_loss": 1.303045651603428, + "rf_loss": 0.00038028514245525, + "total_loss": 1.3034259367458831, + "lyap1_mean": -0.01689215376973152, + "lyap1_max": -0.0005963233998045325, + "lyap1_min": -0.035118721425533295, + "lyap_spec_mean": [ + -0.01689215376973152, + -0.017445750534534454, + -0.01775277405977249, + -0.01899784244596958 + ], + "frac_above_star": 0.0 + }, + { + "step": 693, + "lr": 0.0001, + "sup_loss": 1.3151818866084433, + "rf_loss": 9.68781896517612e-05, + "total_loss": 1.315278764798095, + "lyap1_mean": -0.004429468419402838, + "lyap1_max": 0.008118138648569584, + "lyap1_min": -0.020333334803581238, + "lyap_spec_mean": [ + -0.0044294679537415504, + -0.0036275344900786877, + -0.0031890009995549917, + -0.009317266754806042 + ], + "frac_above_star": 0.375 + }, + { + "step": 694, + "lr": 0.0001, + "sup_loss": 1.3217961125352609, + "rf_loss": 0.00011404856923036277, + "total_loss": 1.3219101611044912, + "lyap1_mean": 0.010638662613928318, + "lyap1_max": 0.025445571169257164, + "lyap1_min": 0.002133756410330534, + "lyap_spec_mean": [ + 0.010638661682605743, + 0.009791755117475986, + 0.00701902387663722, + 0.005995331332087517 + ], + "frac_above_star": 1.0 + }, + { + "step": 695, + "lr": 0.0001, + "sup_loss": 1.3513942887720003, + "rf_loss": 0.0002725565864238888, + "total_loss": 1.3516668453584242, + "lyap1_mean": 0.014115909114480019, + "lyap1_max": 0.027955060824751854, + "lyap1_min": 0.000538187101483345, + "lyap_spec_mean": [ + 0.014115908183157444, + 0.014124363660812378, + 0.013448426499962807, + 0.014673322439193726 + ], + "frac_above_star": 1.0 + }, + { + "step": 696, + "lr": 0.0001, + "sup_loss": 1.3252571970594125, + "rf_loss": 0.0003742353874258697, + "total_loss": 1.3256314324468383, + "lyap1_mean": 0.016658946871757507, + "lyap1_max": 0.025691643357276917, + "lyap1_min": 0.00882872473448515, + "lyap_spec_mean": [ + 0.016658946871757507, + 0.01639440655708313, + 0.018072791397571564, + 0.021108154207468033 + ], + "frac_above_star": 1.0 + }, + { + "step": 697, + "lr": 0.0001, + "sup_loss": 1.312992437053902, + "rf_loss": 0.0001647384196985513, + "total_loss": 1.3131571754736004, + "lyap1_mean": 0.013311536982655525, + "lyap1_max": 0.028323840349912643, + "lyap1_min": -0.008050999604165554, + "lyap_spec_mean": [ + 0.013311536982655525, + 0.008177177980542183, + 0.008995702490210533, + 0.006273780949413776 + ], + "frac_above_star": 0.875 + }, + { + "step": 698, + "lr": 0.0001, + "sup_loss": 1.3513525794280354, + "rf_loss": 8.110301860142499e-05, + "total_loss": 1.3514336824466369, + "lyap1_mean": -0.0035831585992127657, + "lyap1_max": 0.004746718797832727, + "lyap1_min": -0.01397637277841568, + "lyap_spec_mean": [ + -0.0035831585992127657, + -0.0045131174847483635, + -0.007174810394644737, + -0.00510813295841217 + ], + "frac_above_star": 0.25 + }, + { + "step": 699, + "lr": 0.0001, + "sup_loss": 1.2892301228105092, + "rf_loss": 0.00016829243395477533, + "total_loss": 1.289398415244464, + "lyap1_mean": -0.011242950335144997, + "lyap1_max": 0.008245610632002354, + "lyap1_min": -0.026113411411643028, + "lyap_spec_mean": [ + -0.011242951266467571, + -0.0072462731041014194, + -0.007010003551840782, + -0.01286086905747652 + ], + "frac_above_star": 0.125 + }, + { + "step": 700, + "lr": 0.0001, + "sup_loss": 1.3783186458054402, + "rf_loss": 0.00022644711134489626, + "total_loss": 1.378545092916785, + "lyap1_mean": -0.013413729146122932, + "lyap1_max": 0.003218491096049547, + "lyap1_min": -0.01972067356109619, + "lyap_spec_mean": [ + -0.013413727283477783, + -0.012703762389719486, + -0.014278153888881207, + -0.014810163527727127 + ], + "frac_above_star": 0.125 + }, + { + "step": 701, + "lr": 0.0001, + "sup_loss": 1.3540645506489977, + "rf_loss": 0.00020267139188945293, + "total_loss": 1.3542672220408871, + "lyap1_mean": -0.008174290880560875, + "lyap1_max": 0.0052301473915576935, + "lyap1_min": -0.024346549063920975, + "lyap_spec_mean": [ + -0.008174290880560875, + -0.00916961207985878, + -0.012546275742352009, + -0.014011885970830917 + ], + "frac_above_star": 0.25 + }, + { + "step": 702, + "lr": 0.0001, + "sup_loss": 1.3323074287415364, + "rf_loss": 6.551352271344513e-05, + "total_loss": 1.3323729422642498, + "lyap1_mean": 0.00021688465494662523, + "lyap1_max": 0.01384907029569149, + "lyap1_min": -0.011288332752883434, + "lyap_spec_mean": [ + 0.00021688465494662523, + -0.0013264366425573826, + -0.0027162109035998583, + -0.006089447531849146 + ], + "frac_above_star": 0.375 + }, + { + "step": 703, + "lr": 0.0001, + "sup_loss": 1.3385117764045267, + "rf_loss": 0.00019391847308725119, + "total_loss": 1.338705694877614, + "lyap1_mean": 0.008916880004107952, + "lyap1_max": 0.029462292790412903, + "lyap1_min": -0.008240355178713799, + "lyap_spec_mean": [ + 0.008916880004107952, + 0.006989488378167152, + 0.005478787701576948, + 0.007599263451993465 + ], + "frac_above_star": 0.875 + }, + { + "step": 704, + "lr": 0.0001, + "sup_loss": 1.3286623375099542, + "rf_loss": 0.000408153107855469, + "total_loss": 1.3290704906178097, + "lyap1_mean": 0.0188809335231781, + "lyap1_max": 0.029995892196893692, + "lyap1_min": 0.005064734723418951, + "lyap_spec_mean": [ + 0.01888093166053295, + 0.022242147475481033, + 0.017043298110365868, + 0.017925536260008812 + ], + "frac_above_star": 1.0 + }, + { + "step": 705, + "lr": 0.0001, + "sup_loss": 1.347583511458232, + "rf_loss": 0.00032363098580390215, + "total_loss": 1.3479071424440359, + "lyap1_mean": 0.019750352948904037, + "lyap1_max": 0.030213437974452972, + "lyap1_min": 0.007436218671500683, + "lyap_spec_mean": [ + 0.019750354811549187, + 0.014688313007354736, + 0.013354255817830563, + 0.01383860595524311 + ], + "frac_above_star": 1.0 + }, + { + "step": 706, + "lr": 0.0001, + "sup_loss": 1.3142340098224388, + "rf_loss": 8.403667743550614e-05, + "total_loss": 1.3143180464998743, + "lyap1_mean": 0.006231542211025953, + "lyap1_max": 0.023786364123225212, + "lyap1_min": -0.012306956574320793, + "lyap_spec_mean": [ + 0.006231541745364666, + 0.005836560390889645, + 0.0003559252363629639, + 0.0058224876411259174 + ], + "frac_above_star": 0.75 + }, + { + "step": 707, + "lr": 0.0001, + "sup_loss": 1.2742702917699837, + "rf_loss": 8.149832137860358e-05, + "total_loss": 1.2743517900913623, + "lyap1_mean": -0.005372490733861923, + "lyap1_max": 0.009231075644493103, + "lyap1_min": -0.016583247110247612, + "lyap_spec_mean": [ + -0.005372490268200636, + -0.0073682041838765144, + -0.0051874262280762196, + -0.003926096949726343 + ], + "frac_above_star": 0.125 + }, + { + "step": 708, + "lr": 0.0001, + "sup_loss": 1.327296107060616, + "rf_loss": 0.0002817269996739924, + "total_loss": 1.32757783406029, + "lyap1_mean": -0.013967471197247505, + "lyap1_max": -0.0057786921970546246, + "lyap1_min": -0.02553827129304409, + "lyap_spec_mean": [ + -0.013967471197247505, + -0.011687827296555042, + -0.016132935881614685, + -0.01587740145623684 + ], + "frac_above_star": 0.0 + }, + { + "step": 709, + "lr": 0.0001, + "sup_loss": 1.3510148324761315, + "rf_loss": 0.00021984457271173596, + "total_loss": 1.3512346770488433, + "lyap1_mean": -0.011502356268465519, + "lyap1_max": 0.006249211262911558, + "lyap1_min": -0.018846679478883743, + "lyap_spec_mean": [ + -0.011502357199788094, + -0.01706748642027378, + -0.010608213022351265, + -0.012720882892608643 + ], + "frac_above_star": 0.125 + }, + { + "step": 710, + "lr": 0.0001, + "sup_loss": 1.3241472931303626, + "rf_loss": 0.00034409062936902046, + "total_loss": 1.3244913837597316, + "lyap1_mean": -0.01555347628891468, + "lyap1_max": 0.006135317496955395, + "lyap1_min": -0.03036772459745407, + "lyap_spec_mean": [ + -0.01555347815155983, + -0.01542693842202425, + -0.017238834872841835, + -0.015600169077515602 + ], + "frac_above_star": 0.125 + }, + { + "step": 711, + "lr": 0.0001, + "sup_loss": 1.329245109862753, + "rf_loss": 0.00028557583573274314, + "total_loss": 1.3295306856984856, + "lyap1_mean": -0.015080370008945465, + "lyap1_max": -0.009563401341438293, + "lyap1_min": -0.022857844829559326, + "lyap_spec_mean": [ + -0.015080370008945465, + -0.01774599775671959, + -0.014878968708217144, + -0.01679619960486889 + ], + "frac_above_star": 0.0 + }, + { + "step": 712, + "lr": 0.0001, + "sup_loss": 1.3185183949163302, + "rf_loss": 7.915527385193855e-05, + "total_loss": 1.318597550190182, + "lyap1_mean": -0.007816426455974579, + "lyap1_max": -0.001112319529056549, + "lyap1_min": -0.018049081787467003, + "lyap_spec_mean": [ + -0.007816427387297153, + -0.007353489752858877, + -0.004199282266199589, + -0.008053943514823914 + ], + "frac_above_star": 0.0 + }, + { + "step": 713, + "lr": 0.0001, + "sup_loss": 1.3210431435054315, + "rf_loss": 0.00012384052388370037, + "total_loss": 1.3211669840293152, + "lyap1_mean": 0.010178053751587868, + "lyap1_max": 0.01562105119228363, + "lyap1_min": 0.001552667235955596, + "lyap_spec_mean": [ + 0.010178053751587868, + 0.00908099114894867, + 0.004082163795828819, + 0.009535828605294228 + ], + "frac_above_star": 1.0 + }, + { + "step": 714, + "lr": 0.0001, + "sup_loss": 1.3235846928839616, + "rf_loss": 0.00019049891852773726, + "total_loss": 1.3237751918024894, + "lyap1_mean": 0.010129437781870365, + "lyap1_max": 0.020122116431593895, + "lyap1_min": -0.014671038836240768, + "lyap_spec_mean": [ + 0.01012943871319294, + 0.006664184853434563, + 0.00627872534096241, + 0.002547208685427904 + ], + "frac_above_star": 0.875 + }, + { + "step": 715, + "lr": 0.0001, + "sup_loss": 1.306762576126382, + "rf_loss": 0.00024506094632670283, + "total_loss": 1.3070076370727086, + "lyap1_mean": 0.014000553637742996, + "lyap1_max": 0.030772855505347252, + "lyap1_min": 0.004489589016884565, + "lyap_spec_mean": [ + 0.01400055456906557, + 0.010322630405426025, + 0.012712706811726093, + 0.010290438309311867 + ], + "frac_above_star": 1.0 + }, + { + "step": 716, + "lr": 0.0001, + "sup_loss": 1.3732488150000068, + "rf_loss": 0.00018628875841386616, + "total_loss": 1.3734351037584207, + "lyap1_mean": 0.013644962571561337, + "lyap1_max": 0.024112267419695854, + "lyap1_min": -0.0046522412449121475, + "lyap_spec_mean": [ + 0.013644962571561337, + 0.013811206445097923, + 0.008910322561860085, + 0.011813497170805931 + ], + "frac_above_star": 0.875 + }, + { + "step": 717, + "lr": 0.0001, + "sup_loss": 1.3219742354687185, + "rf_loss": 0.00016595989291090518, + "total_loss": 1.3221401953616294, + "lyap1_mean": 0.008319200947880745, + "lyap1_max": 0.02608208917081356, + "lyap1_min": -0.011396324262022972, + "lyap_spec_mean": [ + 0.008319200947880745, + 0.011266257613897324, + 0.00789728108793497, + 0.006170281209051609 + ], + "frac_above_star": 0.75 + }, + { + "step": 718, + "lr": 0.0001, + "sup_loss": 1.3165205205525983, + "rf_loss": 7.168430602177978e-05, + "total_loss": 1.31659220485862, + "lyap1_mean": -0.0009286225540563464, + "lyap1_max": 0.01883241906762123, + "lyap1_min": -0.014251738786697388, + "lyap_spec_mean": [ + -0.0009286224376410246, + -0.0012161687482148409, + -0.005234605632722378, + 0.00035919478978030384 + ], + "frac_above_star": 0.375 + }, + { + "step": 719, + "lr": 0.0001, + "sup_loss": 1.3066616503722492, + "rf_loss": 0.00015388274914585054, + "total_loss": 1.306815533121395, + "lyap1_mean": -0.007791784591972828, + "lyap1_max": 0.005475821904838085, + "lyap1_min": -0.027688782662153244, + "lyap_spec_mean": [ + -0.007791784591972828, + -0.008134068921208382, + -0.008978202007710934, + -0.0059629143215715885 + ], + "frac_above_star": 0.375 + }, + { + "step": 720, + "lr": 0.0001, + "sup_loss": 1.3250879367747048, + "rf_loss": 0.0002772744046524167, + "total_loss": 1.3253652111793572, + "lyap1_mean": -0.01657249592244625, + "lyap1_max": -0.0024373759515583515, + "lyap1_min": -0.03269132226705551, + "lyap_spec_mean": [ + -0.0165724940598011, + -0.01157656591385603, + -0.011323917657136917, + -0.014413589611649513 + ], + "frac_above_star": 0.0 + }, + { + "step": 721, + "lr": 0.0001, + "sup_loss": 1.2993781824235846, + "rf_loss": 0.00015374716895166785, + "total_loss": 1.2995319295925363, + "lyap1_mean": -0.0044035897590219975, + "lyap1_max": 0.00396081805229187, + "lyap1_min": -0.015082488767802715, + "lyap_spec_mean": [ + -0.004403590224683285, + -0.004792161285877228, + -0.009739693254232407, + -0.010711564682424068 + ], + "frac_above_star": 0.25 + }, + { + "step": 722, + "lr": 0.0001, + "sup_loss": 1.3357640269795885, + "rf_loss": 9.650469291955233e-05, + "total_loss": 1.335860531672508, + "lyap1_mean": 0.0033091276418417692, + "lyap1_max": 0.019509924575686455, + "lyap1_min": -0.0077362931333482265, + "lyap_spec_mean": [ + 0.0033091276418417692, + 0.005830087698996067, + 0.0032705075573176146, + 0.0009060344891622663 + ], + "frac_above_star": 0.5 + }, + { + "step": 723, + "lr": 0.0001, + "sup_loss": 1.335218275747216, + "rf_loss": 0.00015720946248620749, + "total_loss": 1.3353754852097022, + "lyap1_mean": 0.011940192431211472, + "lyap1_max": 0.02428896725177765, + "lyap1_min": -0.003395003965124488, + "lyap_spec_mean": [ + 0.011940192431211472, + 0.010950060561299324, + 0.005506720393896103, + 0.007192015182226896 + ], + "frac_above_star": 0.875 + }, + { + "step": 724, + "lr": 0.0001, + "sup_loss": 1.351250259926557, + "rf_loss": 0.0001940899674082175, + "total_loss": 1.3514443498939652, + "lyap1_mean": 0.013057226315140724, + "lyap1_max": 0.022369883954524994, + "lyap1_min": -0.0007110051810741425, + "lyap_spec_mean": [ + 0.013057227246463299, + 0.01567727141082287, + 0.008195380680263042, + 0.008996943011879921 + ], + "frac_above_star": 0.875 + }, + { + "step": 725, + "lr": 0.0001, + "sup_loss": 1.2770985137407473, + "rf_loss": 9.433229570277035e-05, + "total_loss": 1.2771928460364501, + "lyap1_mean": 0.003908093087375164, + "lyap1_max": 0.022381901741027832, + "lyap1_min": -0.010425666347146034, + "lyap_spec_mean": [ + 0.003908093087375164, + -0.0056080943904817104, + -0.0014068435411900282, + -0.0035711373202502728 + ], + "frac_above_star": 0.625 + }, + { + "step": 726, + "lr": 0.0001, + "sup_loss": 1.3004287034439213, + "rf_loss": 4.352629548520781e-05, + "total_loss": 1.3004722297394065, + "lyap1_mean": 0.0004908624105155468, + "lyap1_max": 0.007710025645792484, + "lyap1_min": -0.011908437125384808, + "lyap_spec_mean": [ + 0.0004908625269308686, + 0.0018399098189547658, + 0.002815142972394824, + -0.004866309929639101 + ], + "frac_above_star": 0.625 + }, + { + "step": 727, + "lr": 0.0001, + "sup_loss": 1.3475210592497808, + "rf_loss": 5.9015259466832504e-05, + "total_loss": 1.3475800745092477, + "lyap1_mean": -0.000201402697712183, + "lyap1_max": 0.010116223245859146, + "lyap1_min": -0.01866692304611206, + "lyap_spec_mean": [ + -0.000201402697712183, + 0.0025267668534070253, + 0.001200973056256771, + 0.0011178820859640837 + ], + "frac_above_star": 0.625 + }, + { + "step": 728, + "lr": 0.0001, + "sup_loss": 1.3369494032299802, + "rf_loss": 0.0002188543148804456, + "total_loss": 1.3371682575448607, + "lyap1_mean": -0.012108048424124718, + "lyap1_max": 0.0002577635459601879, + "lyap1_min": -0.028511706739664078, + "lyap_spec_mean": [ + -0.012108048424124718, + -0.010910168290138245, + -0.012146271765232086, + -0.013928434811532497 + ], + "frac_above_star": 0.125 + }, + { + "step": 729, + "lr": 0.0001, + "sup_loss": 1.3307785354588504, + "rf_loss": 0.00021854412625543773, + "total_loss": 1.3309970795851058, + "lyap1_mean": -0.01069444790482521, + "lyap1_max": -0.0025068516843020916, + "lyap1_min": -0.01665348745882511, + "lyap_spec_mean": [ + -0.010694448836147785, + -0.01218644343316555, + -0.011708802543580532, + -0.013822916895151138 + ], + "frac_above_star": 0.0 + }, + { + "step": 730, + "lr": 0.0001, + "sup_loss": 1.3261694106836726, + "rf_loss": 0.000269467884209007, + "total_loss": 1.3264388785678816, + "lyap1_mean": -0.010385378263890743, + "lyap1_max": 0.004372722934931517, + "lyap1_min": -0.019205056130886078, + "lyap_spec_mean": [ + -0.010385379195213318, + -0.017655793577432632, + -0.013516868464648724, + -0.01513519138097763 + ], + "frac_above_star": 0.125 + }, + { + "step": 731, + "lr": 0.0001, + "sup_loss": 1.3652531625153572, + "rf_loss": 0.00023646620684303343, + "total_loss": 1.3654896287222003, + "lyap1_mean": -0.005343270488083363, + "lyap1_max": 0.011404949240386486, + "lyap1_min": -0.02105587348341942, + "lyap_spec_mean": [ + -0.005343270488083363, + -0.011084232479333878, + -0.015614556148648262, + -0.014284004457294941 + ], + "frac_above_star": 0.5 + }, + { + "step": 732, + "lr": 0.0001, + "sup_loss": 1.285728893976001, + "rf_loss": 0.00019568228162825108, + "total_loss": 1.2859245762576292, + "lyap1_mean": -0.009269744157791138, + "lyap1_max": 0.005455405451357365, + "lyap1_min": -0.01966063678264618, + "lyap_spec_mean": [ + -0.009269744157791138, + -0.0063710599206388, + -0.012330764904618263, + -0.016936488449573517 + ], + "frac_above_star": 0.125 + }, + { + "step": 733, + "lr": 0.0001, + "sup_loss": 1.3310790034719207, + "rf_loss": 8.828855061437935e-05, + "total_loss": 1.331167292022535, + "lyap1_mean": -0.005928863771259785, + "lyap1_max": 0.0019690152257680893, + "lyap1_min": -0.015543997287750244, + "lyap_spec_mean": [ + -0.005928863771259785, + -0.005834823474287987, + -0.005831017158925533, + -0.007819144986569881 + ], + "frac_above_star": 0.125 + }, + { + "step": 734, + "lr": 0.0001, + "sup_loss": 1.3273194365662169, + "rf_loss": 8.418793004238978e-05, + "total_loss": 1.3274036244962593, + "lyap1_mean": -0.00039257947355508804, + "lyap1_max": 0.005695856176316738, + "lyap1_min": -0.011490963399410248, + "lyap_spec_mean": [ + -0.00039257941534742713, + -0.0020742120686918497, + 0.001443933229893446, + -0.0038723056204617023 + ], + "frac_above_star": 0.625 + }, + { + "step": 735, + "lr": 0.0001, + "sup_loss": 1.3282524286062325, + "rf_loss": 0.0002610341180115938, + "total_loss": 1.328513462724244, + "lyap1_mean": 0.01727706380188465, + "lyap1_max": 0.024476421996951103, + "lyap1_min": 0.006222992204129696, + "lyap_spec_mean": [ + 0.01727706380188465, + 0.011750581674277782, + 0.010749204084277153, + 0.012628717347979546 + ], + "frac_above_star": 1.0 + }, + { + "step": 736, + "lr": 0.0001, + "sup_loss": 1.2773501254286836, + "rf_loss": 0.00024661183124408126, + "total_loss": 1.2775967372599277, + "lyap1_mean": 0.011473407968878746, + "lyap1_max": 0.030115030705928802, + "lyap1_min": -0.0039580343291163445, + "lyap_spec_mean": [ + 0.011473407968878746, + 0.01310801599174738, + 0.015163331292569637, + 0.00946693867444992 + ], + "frac_above_star": 0.875 + }, + { + "step": 737, + "lr": 0.0001, + "sup_loss": 1.3651260122560482, + "rf_loss": 0.00021834849030710757, + "total_loss": 1.3653443607463553, + "lyap1_mean": 0.008643392473459244, + "lyap1_max": 0.018865084275603294, + "lyap1_min": -0.0205470472574234, + "lyap_spec_mean": [ + 0.008643392473459244, + 0.007759850472211838, + 0.012244651094079018, + 0.007079329341650009 + ], + "frac_above_star": 0.875 + }, + { + "step": 738, + "lr": 0.0001, + "sup_loss": 1.312116632458784, + "rf_loss": 0.00027962910826317966, + "total_loss": 1.3123962615670473, + "lyap1_mean": 0.014806913211941719, + "lyap1_max": 0.030425358563661575, + "lyap1_min": -0.00881704967468977, + "lyap_spec_mean": [ + 0.014806915074586868, + 0.012089211493730545, + 0.01292568352073431, + 0.01395545806735754 + ], + "frac_above_star": 0.875 + }, + { + "step": 739, + "lr": 0.0001, + "sup_loss": 1.362506964450962, + "rf_loss": 0.00016031303675845265, + "total_loss": 1.3626672774877204, + "lyap1_mean": 0.011341199278831482, + "lyap1_max": 0.02560136280953884, + "lyap1_min": -0.0025129118002951145, + "lyap_spec_mean": [ + 0.011341199278831482, + 0.009174473583698273, + 0.011315584182739258, + 0.005163961090147495 + ], + "frac_above_star": 0.75 + }, + { + "step": 740, + "lr": 0.0001, + "sup_loss": 1.3324626584592851, + "rf_loss": 0.00015004424494691193, + "total_loss": 1.332612702704232, + "lyap1_mean": -0.008922371082007885, + "lyap1_max": -0.0015585155924782157, + "lyap1_min": -0.019097959622740746, + "lyap_spec_mean": [ + -0.008922371082007885, + -0.01149623841047287, + -0.011833243072032928, + -0.010690480470657349 + ], + "frac_above_star": 0.0 + }, + { + "step": 741, + "lr": 0.0001, + "sup_loss": 1.3026557485798913, + "rf_loss": 0.00022281461860984564, + "total_loss": 1.3028785631985011, + "lyap1_mean": -0.011446617543697357, + "lyap1_max": -0.0007583940168842673, + "lyap1_min": -0.024508651345968246, + "lyap_spec_mean": [ + -0.011446617543697357, + -0.011402709409594536, + -0.011771686375141144, + -0.013678653165698051 + ], + "frac_above_star": 0.0 + }, + { + "step": 742, + "lr": 0.0001, + "sup_loss": 1.338319327137218, + "rf_loss": 0.00016949985001701862, + "total_loss": 1.338488826987235, + "lyap1_mean": -0.01204740721732378, + "lyap1_max": -0.0017662601312622428, + "lyap1_min": -0.026681577786803246, + "lyap_spec_mean": [ + -0.012047406286001205, + -0.009317094460129738, + -0.010362796485424042, + -0.012141919694840908 + ], + "frac_above_star": 0.0 + }, + { + "step": 743, + "lr": 0.0001, + "sup_loss": 1.292320759972455, + "rf_loss": 0.00019007298396900296, + "total_loss": 1.292510832956424, + "lyap1_mean": -0.010279156267642975, + "lyap1_max": -0.0028016732539981604, + "lyap1_min": -0.0183239858597517, + "lyap_spec_mean": [ + -0.010279156267642975, + -0.010024200193583965, + -0.010301420465111732, + -0.016425667330622673 + ], + "frac_above_star": 0.0 + }, + { + "step": 744, + "lr": 0.0001, + "sup_loss": 1.3217394789432233, + "rf_loss": 0.00016624879208393395, + "total_loss": 1.3219057277353072, + "lyap1_mean": -0.005776409525424242, + "lyap1_max": 0.005840949714183807, + "lyap1_min": -0.022972363978624344, + "lyap_spec_mean": [ + -0.005776409059762955, + -0.0071334741078317165, + -0.013570031151175499, + -0.012328289449214935 + ], + "frac_above_star": 0.25 + }, + { + "step": 745, + "lr": 0.0001, + "sup_loss": 1.3226149501219366, + "rf_loss": 8.458174124825746e-05, + "total_loss": 1.322699531863185, + "lyap1_mean": 0.0009541140752844512, + "lyap1_max": 0.014702195301651955, + "lyap1_min": -0.01433052122592926, + "lyap_spec_mean": [ + 0.0009541141334921122, + 0.00812957901507616, + -7.486715912818909e-05, + -0.001961400965228677 + ], + "frac_above_star": 0.625 + }, + { + "step": 746, + "lr": 0.0001, + "sup_loss": 1.3458469200543608, + "rf_loss": 0.00023266363132279366, + "total_loss": 1.3460795836856836, + "lyap1_mean": 0.011043133214116096, + "lyap1_max": 0.02325553074479103, + "lyap1_min": -0.011268464848399162, + "lyap_spec_mean": [ + 0.011043133214116096, + 0.011033089831471443, + 0.012091435492038727, + 0.014282123185694218 + ], + "frac_above_star": 0.875 + }, + { + "step": 747, + "lr": 0.0001, + "sup_loss": 1.2954602052534823, + "rf_loss": 0.0001742883468978107, + "total_loss": 1.29563449360038, + "lyap1_mean": 0.01364143192768097, + "lyap1_max": 0.020366668701171875, + "lyap1_min": 0.008732693269848824, + "lyap_spec_mean": [ + 0.013641430996358395, + 0.010444458574056625, + 0.007948911748826504, + 0.01103624701499939 + ], + "frac_above_star": 1.0 + }, + { + "step": 748, + "lr": 0.0001, + "sup_loss": 1.3088113334100244, + "rf_loss": 0.00022827617067378014, + "total_loss": 1.3090396095806982, + "lyap1_mean": 0.012734168209135532, + "lyap1_max": 0.024020258337259293, + "lyap1_min": 0.00021475010726135224, + "lyap_spec_mean": [ + 0.012734168209135532, + 0.011973472312092781, + 0.011375519447028637, + 0.0065836855210363865 + ], + "frac_above_star": 1.0 + }, + { + "step": 749, + "lr": 0.0001, + "sup_loss": 1.304917920714723, + "rf_loss": 7.635076326550916e-05, + "total_loss": 1.3049942714779885, + "lyap1_mean": 0.00691512506455183, + "lyap1_max": 0.014388374984264374, + "lyap1_min": 0.0009268550202250481, + "lyap_spec_mean": [ + 0.00691512506455183, + 0.004116034600883722, + 0.003728773444890976, + 0.0013385177589952946 + ], + "frac_above_star": 1.0 + }, + { + "step": 750, + "lr": 0.0001, + "sup_loss": 1.3259272230844619, + "rf_loss": 4.9387912440579385e-05, + "total_loss": 1.3259766109969024, + "lyap1_mean": 0.004740236327052116, + "lyap1_max": 0.012587133795022964, + "lyap1_min": -0.005383489187806845, + "lyap_spec_mean": [ + 0.004740236327052116, + 0.0027234521694481373, + -0.0017340925987809896, + -0.003661009483039379 + ], + "frac_above_star": 0.625 + }, + { + "step": 751, + "lr": 0.0001, + "sup_loss": 1.3240398962196651, + "rf_loss": 4.9663409299682826e-05, + "total_loss": 1.3240895596289648, + "lyap1_mean": -0.003472029697149992, + "lyap1_max": 0.00783547293394804, + "lyap1_min": -0.012223765254020691, + "lyap_spec_mean": [ + -0.003472029697149992, + -0.0010724992025643587, + -0.005090652033686638, + -0.001866680453531444 + ], + "frac_above_star": 0.25 + }, + { + "step": 752, + "lr": 0.0001, + "sup_loss": 1.351030976581783, + "rf_loss": 0.0003368886827956885, + "total_loss": 1.3513678652645786, + "lyap1_mean": -0.010064596310257912, + "lyap1_max": 0.013946316204965115, + "lyap1_min": -0.03006063774228096, + "lyap_spec_mean": [ + -0.010064597241580486, + -0.014067688956856728, + -0.012375164777040482, + -0.017679575830698013 + ], + "frac_above_star": 0.375 + }, + { + "step": 753, + "lr": 0.0001, + "sup_loss": 1.3147531911543955, + "rf_loss": 0.0002862163819372654, + "total_loss": 1.3150394075363327, + "lyap1_mean": -0.01485375314950943, + "lyap1_max": -0.002812832361087203, + "lyap1_min": -0.02586626634001732, + "lyap_spec_mean": [ + -0.014853752218186855, + -0.013661199249327183, + -0.016059592366218567, + -0.017702918499708176 + ], + "frac_above_star": 0.0 + }, + { + "step": 754, + "lr": 0.0001, + "sup_loss": 1.3261342864493206, + "rf_loss": 0.00020574637164827436, + "total_loss": 1.326340032820969, + "lyap1_mean": -0.01220831461250782, + "lyap1_max": 0.0030180569738149643, + "lyap1_min": -0.0331692174077034, + "lyap_spec_mean": [ + -0.012208313681185246, + -0.01087117474526167, + -0.00988534465432167, + -0.007521362975239754 + ], + "frac_above_star": 0.125 + }, + { + "step": 755, + "lr": 0.0001, + "sup_loss": 1.2924765916257397, + "rf_loss": 5.521537968888879e-05, + "total_loss": 1.2925318070054286, + "lyap1_mean": -0.00687889801338315, + "lyap1_max": 0.0010851435363292694, + "lyap1_min": -0.012917838990688324, + "lyap_spec_mean": [ + -0.006878897547721863, + -0.0035169078037142754, + -0.0053648133762180805, + -0.004057286307215691 + ], + "frac_above_star": 0.125 + }, + { + "step": 756, + "lr": 0.0001, + "sup_loss": 1.3321061098241525, + "rf_loss": 0.000110444518213626, + "total_loss": 1.332216554342366, + "lyap1_mean": 0.003859760472550988, + "lyap1_max": 0.02364920824766159, + "lyap1_min": -0.011070236563682556, + "lyap_spec_mean": [ + 0.0038597602397203445, + 0.004854460246860981, + 0.0045297578908503056, + 0.003480176441371441 + ], + "frac_above_star": 0.5 + }, + { + "step": 757, + "lr": 0.0001, + "sup_loss": 1.3100224819864381, + "rf_loss": 0.00020919975941069424, + "total_loss": 1.3102316817458488, + "lyap1_mean": 0.014905735850334167, + "lyap1_max": 0.03918491303920746, + "lyap1_min": -0.00045639494783245027, + "lyap_spec_mean": [ + 0.014905735850334167, + 0.00755350012332201, + 0.008318057283759117, + 0.009415783919394016 + ], + "frac_above_star": 0.875 + }, + { + "step": 758, + "lr": 0.0001, + "sup_loss": 1.303090548765017, + "rf_loss": 0.00030350644374266267, + "total_loss": 1.3033940552087597, + "lyap1_mean": 0.01511729322373867, + "lyap1_max": 0.027683435007929802, + "lyap1_min": -0.0005119449342601001, + "lyap_spec_mean": [ + 0.01511729322373867, + 0.01795184798538685, + 0.017178663983941078, + 0.009412558749318123 + ], + "frac_above_star": 0.875 + }, + { + "step": 759, + "lr": 0.0001, + "sup_loss": 1.3571107815611976, + "rf_loss": 0.0002442971454001963, + "total_loss": 1.3573550787065978, + "lyap1_mean": 0.012806442566215992, + "lyap1_max": 0.03591563180088997, + "lyap1_min": 0.0022676438093185425, + "lyap_spec_mean": [ + 0.012806441634893417, + 0.011629883199930191, + 0.015241469256579876, + 0.010154381394386292 + ], + "frac_above_star": 1.0 + }, + { + "step": 760, + "lr": 0.0001, + "sup_loss": 1.3421774709010719, + "rf_loss": 7.42211559554562e-05, + "total_loss": 1.3422516920570273, + "lyap1_mean": 0.00462303264066577, + "lyap1_max": 0.01444737147539854, + "lyap1_min": -0.009716521017253399, + "lyap_spec_mean": [ + 0.004623032175004482, + 0.010436255484819412, + 0.005938595160841942, + 0.0016182941617444158 + ], + "frac_above_star": 0.75 + }, + { + "step": 761, + "lr": 0.0001, + "sup_loss": 1.3351557394831823, + "rf_loss": 6.509758532047272e-05, + "total_loss": 1.3352208370685028, + "lyap1_mean": -4.079412610735744e-05, + "lyap1_max": 0.006630412302911282, + "lyap1_min": -0.008730106987059116, + "lyap_spec_mean": [ + -4.079414065927267e-05, + 0.001961904112249613, + -0.002242316957563162, + 0.003274131566286087 + ], + "frac_above_star": 0.5 + }, + { + "step": 762, + "lr": 0.0001, + "sup_loss": 1.2938392074327119, + "rf_loss": 9.907656931318343e-05, + "total_loss": 1.293938284002025, + "lyap1_mean": -0.005072779022157192, + "lyap1_max": 0.00561291491612792, + "lyap1_min": -0.015711795538663864, + "lyap_spec_mean": [ + -0.0050727794878184795, + -0.0045572007074952126, + -0.003214821917936206, + -0.006457751151174307 + ], + "frac_above_star": 0.375 + }, + { + "step": 763, + "lr": 0.0001, + "sup_loss": 1.3307418913439117, + "rf_loss": 8.785527461441234e-05, + "total_loss": 1.3308297466185262, + "lyap1_mean": -0.00539377611130476, + "lyap1_max": 0.005688774399459362, + "lyap1_min": -0.019678816199302673, + "lyap_spec_mean": [ + -0.00539377611130476, + -0.005887429229915142, + -0.005157738924026489, + -0.0034164725802838802 + ], + "frac_above_star": 0.25 + }, + { + "step": 764, + "lr": 0.0001, + "sup_loss": 1.3180432754177713, + "rf_loss": 0.00014933160855434835, + "total_loss": 1.3181926070263257, + "lyap1_mean": -0.0069009666331112385, + "lyap1_max": 0.005025116726756096, + "lyap1_min": -0.027280686423182487, + "lyap_spec_mean": [ + -0.006900966167449951, + -0.004928366746753454, + -0.006752433255314827, + -0.01410010363906622 + ], + "frac_above_star": 0.375 + }, + { + "step": 765, + "lr": 0.0001, + "sup_loss": 1.3423694810083342, + "rf_loss": 0.00014232221292331815, + "total_loss": 1.3425118032212575, + "lyap1_mean": -0.0061370981857180595, + "lyap1_max": 0.004779596347361803, + "lyap1_min": -0.011394388042390347, + "lyap_spec_mean": [ + -0.006137098651379347, + -0.009494850412011147, + -0.007873659953474998, + -0.012091722339391708 + ], + "frac_above_star": 0.25 + }, + { + "step": 766, + "lr": 0.0001, + "sup_loss": 1.3621477268964912, + "rf_loss": 5.748607873101719e-05, + "total_loss": 1.3622052129752222, + "lyap1_mean": 0.0011899119708687067, + "lyap1_max": 0.007745330687612295, + "lyap1_min": -0.008898555301129818, + "lyap_spec_mean": [ + 0.0011899119708687067, + -0.002538292435929179, + -0.0026862965896725655, + 0.0020900890231132507 + ], + "frac_above_star": 0.5 + }, + { + "step": 767, + "lr": 0.0001, + "sup_loss": 1.2992175372056882, + "rf_loss": 9.030726505443454e-05, + "total_loss": 1.2993078444707427, + "lyap1_mean": 0.004337919410318136, + "lyap1_max": 0.01664632558822632, + "lyap1_min": -0.006571546196937561, + "lyap_spec_mean": [ + 0.004337918944656849, + -0.0032405881211161613, + -0.0002513006329536438, + -0.0002136238617822528 + ], + "frac_above_star": 0.625 + }, + { + "step": 768, + "lr": 0.0001, + "sup_loss": 1.3017882923141433, + "rf_loss": 0.000111967179691419, + "total_loss": 1.3019002594938347, + "lyap1_mean": 0.007075266446918249, + "lyap1_max": 0.015278000384569168, + "lyap1_min": -0.008292945101857185, + "lyap_spec_mean": [ + 0.0070752669125795364, + 0.008653061464428902, + 0.008743219077587128, + 0.00555891077965498 + ], + "frac_above_star": 0.875 + }, + { + "step": 769, + "lr": 0.0001, + "sup_loss": 1.337755628120909, + "rf_loss": 7.9839323007036e-05, + "total_loss": 1.3378354674439161, + "lyap1_mean": 0.003838946111500263, + "lyap1_max": 0.017176438122987747, + "lyap1_min": -0.010469536297023296, + "lyap_spec_mean": [ + 0.003838946111500263, + 0.004506131634116173, + 0.009187809191644192, + 0.003124467097222805 + ], + "frac_above_star": 0.875 + }, + { + "step": 770, + "lr": 0.0001, + "sup_loss": 1.315976324543968, + "rf_loss": 0.00010132487659575418, + "total_loss": 1.3160776494205637, + "lyap1_mean": -0.004607756622135639, + "lyap1_max": 0.017216050997376442, + "lyap1_min": -0.015506206080317497, + "lyap_spec_mean": [ + -0.004607756622135639, + -0.004464583471417427, + -0.005214386619627476, + -0.0043903230689466 + ], + "frac_above_star": 0.125 + }, + { + "step": 771, + "lr": 0.0001, + "sup_loss": 1.3222620627905195, + "rf_loss": 0.00025507499231025577, + "total_loss": 1.3225171377828298, + "lyap1_mean": -0.009218547493219376, + "lyap1_max": 0.001782258041203022, + "lyap1_min": -0.02172921411693096, + "lyap_spec_mean": [ + -0.009218547493219376, + -0.012256519868969917, + -0.013750996440649033, + -0.01989871636033058 + ], + "frac_above_star": 0.375 + }, + { + "step": 772, + "lr": 0.0001, + "sup_loss": 1.3060480570462085, + "rf_loss": 0.00029613578226417303, + "total_loss": 1.3063441928284727, + "lyap1_mean": -0.014576914720237255, + "lyap1_max": 0.004264416638761759, + "lyap1_min": -0.03715839236974716, + "lyap_spec_mean": [ + -0.01457691378891468, + -0.015334832482039928, + -0.012183185666799545, + -0.015793554484844208 + ], + "frac_above_star": 0.125 + }, + { + "step": 773, + "lr": 0.0001, + "sup_loss": 1.3225162174270892, + "rf_loss": 0.00028602639213204384, + "total_loss": 1.3228022438192213, + "lyap1_mean": -0.015766339376568794, + "lyap1_max": -0.0013007456436753273, + "lyap1_min": -0.028596676886081696, + "lyap_spec_mean": [ + -0.015766337513923645, + -0.00882468931376934, + -0.0157912727445364, + -0.017417913302779198 + ], + "frac_above_star": 0.0 + }, + { + "step": 774, + "lr": 0.0001, + "sup_loss": 1.3459091105588303, + "rf_loss": 0.0001738941646181047, + "total_loss": 1.3460830047234484, + "lyap1_mean": -0.006719336844980717, + "lyap1_max": 0.0068602366372942924, + "lyap1_min": -0.018933631479740143, + "lyap_spec_mean": [ + -0.006719336379319429, + -0.007982964627444744, + -0.015208135358989239, + -0.01201512012630701 + ], + "frac_above_star": 0.375 + }, + { + "step": 775, + "lr": 0.0001, + "sup_loss": 1.3169260796387392, + "rf_loss": 0.00019063640502281487, + "total_loss": 1.317116716043762, + "lyap1_mean": -0.006603240966796875, + "lyap1_max": 0.01690264604985714, + "lyap1_min": -0.025346731767058372, + "lyap_spec_mean": [ + -0.006603240501135588, + -0.008535251021385193, + -0.013275397941470146, + -0.011813493445515633 + ], + "frac_above_star": 0.25 + }, + { + "step": 776, + "lr": 0.0001, + "sup_loss": 1.348348466581465, + "rf_loss": 5.509352558874525e-05, + "total_loss": 1.3484035601070536, + "lyap1_mean": 0.0011435463093221188, + "lyap1_max": 0.015664981678128242, + "lyap1_min": -0.010817109607160091, + "lyap_spec_mean": [ + 0.0011435465421527624, + -0.0010790887754410505, + -0.004693334456533194, + -0.006951712071895599 + ], + "frac_above_star": 0.375 + }, + { + "step": 777, + "lr": 0.0001, + "sup_loss": 1.3270802313531527, + "rf_loss": 0.00014202826423570514, + "total_loss": 1.3272222596173884, + "lyap1_mean": 0.007081260904669762, + "lyap1_max": 0.01953582651913166, + "lyap1_min": -0.006209628190845251, + "lyap_spec_mean": [ + 0.007081260904669762, + 0.009580870158970356, + 0.009511740878224373, + 0.009530112147331238 + ], + "frac_above_star": 0.875 + }, + { + "step": 778, + "lr": 0.0001, + "sup_loss": 1.3156471859918395, + "rf_loss": 0.0004443165962584317, + "total_loss": 1.316091502588098, + "lyap1_mean": 0.023998521268367767, + "lyap1_max": 0.03725973144173622, + "lyap1_min": 0.013206476345658302, + "lyap_spec_mean": [ + 0.023998521268367767, + 0.022038523107767105, + 0.02013228088617325, + 0.012474022805690765 + ], + "frac_above_star": 1.0 + }, + { + "step": 779, + "lr": 0.0001, + "sup_loss": 1.265629382727987, + "rf_loss": 0.00028387558995746076, + "total_loss": 1.2659132583179444, + "lyap1_mean": 0.014370829798281193, + "lyap1_max": 0.03661789372563362, + "lyap1_min": -0.002623841864988208, + "lyap_spec_mean": [ + 0.014370830729603767, + 0.015458449721336365, + 0.010345897637307644, + 0.004800914321094751 + ], + "frac_above_star": 0.875 + }, + { + "step": 780, + "lr": 0.0001, + "sup_loss": 1.35361933208083, + "rf_loss": 0.00038010190473869443, + "total_loss": 1.3539994339855688, + "lyap1_mean": 0.016849510371685028, + "lyap1_max": 0.02443547546863556, + "lyap1_min": 0.005227443762123585, + "lyap_spec_mean": [ + 0.016849510371685028, + 0.018321510404348373, + 0.021945206448435783, + 0.012700604274868965 + ], + "frac_above_star": 1.0 + }, + { + "step": 781, + "lr": 0.0001, + "sup_loss": 1.2714090670405434, + "rf_loss": 0.0001307938655372709, + "total_loss": 1.2715398609060806, + "lyap1_mean": 0.009264705702662468, + "lyap1_max": 0.01466936431825161, + "lyap1_min": -8.854751649778336e-05, + "lyap_spec_mean": [ + 0.009264705702662468, + 0.009688137099146843, + 0.008838535286486149, + 0.007790868170559406 + ], + "frac_above_star": 0.875 + }, + { + "step": 782, + "lr": 0.0001, + "sup_loss": 1.3033284920905657, + "rf_loss": 0.00010674574878066778, + "total_loss": 1.3034352378393463, + "lyap1_mean": -0.006975351832807064, + "lyap1_max": 0.0012828707695007324, + "lyap1_min": -0.018885912373661995, + "lyap_spec_mean": [ + -0.006975351832807064, + -0.0038373784627765417, + -0.004940529353916645, + -0.008968677371740341 + ], + "frac_above_star": 0.125 + }, + { + "step": 783, + "lr": 0.0001, + "sup_loss": 1.3086292343054295, + "rf_loss": 0.00019344946485944092, + "total_loss": 1.308822683770289, + "lyap1_mean": -0.007483362220227718, + "lyap1_max": 0.005999386310577393, + "lyap1_min": -0.022990664467215538, + "lyap_spec_mean": [ + -0.007483362220227718, + -0.011584815569221973, + -0.01208789087831974, + -0.011216740123927593 + ], + "frac_above_star": 0.375 + }, + { + "step": 784, + "lr": 0.0001, + "sup_loss": 1.3298670393887557, + "rf_loss": 0.0003431578224990517, + "total_loss": 1.3302101972112548, + "lyap1_mean": -0.009805080480873585, + "lyap1_max": 0.010946567170321941, + "lyap1_min": -0.0299995020031929, + "lyap_spec_mean": [ + -0.00980507954955101, + -0.013346575200557709, + -0.018071917816996574, + -0.017481014132499695 + ], + "frac_above_star": 0.25 + }, + { + "step": 785, + "lr": 0.0001, + "sup_loss": 1.3261348227252097, + "rf_loss": 0.00012825781595893204, + "total_loss": 1.3262630805411686, + "lyap1_mean": -0.005432172678411007, + "lyap1_max": 0.006864782422780991, + "lyap1_min": -0.01914425939321518, + "lyap_spec_mean": [ + -0.00543217221274972, + -0.006487760227173567, + -0.006927215028554201, + -0.008857847191393375 + ], + "frac_above_star": 0.375 + }, + { + "step": 786, + "lr": 0.0001, + "sup_loss": 1.2925882161052369, + "rf_loss": 0.00021708413260057569, + "total_loss": 1.2928053002378375, + "lyap1_mean": -0.007051173597574234, + "lyap1_max": 0.00844230130314827, + "lyap1_min": -0.026706857606768608, + "lyap_spec_mean": [ + -0.007051172666251659, + -0.010516654700040817, + -0.008770432323217392, + -0.013807924464344978 + ], + "frac_above_star": 0.25 + }, + { + "step": 787, + "lr": 0.0001, + "sup_loss": 1.2944910679516368, + "rf_loss": 6.624964589718729e-05, + "total_loss": 1.294557317597534, + "lyap1_mean": 0.0034940962214022875, + "lyap1_max": 0.019130904227495193, + "lyap1_min": -0.012254367582499981, + "lyap_spec_mean": [ + 0.003494095988571644, + 0.0029384528752416372, + 0.0037389746867120266, + 0.0006597047322429717 + ], + "frac_above_star": 0.625 + }, + { + "step": 788, + "lr": 0.0001, + "sup_loss": 1.2979121968405978, + "rf_loss": 0.00024871944333426654, + "total_loss": 1.298160916283932, + "lyap1_mean": 0.010380630381405354, + "lyap1_max": 0.028581473976373672, + "lyap1_min": -0.008907215669751167, + "lyap_spec_mean": [ + 0.010380631312727928, + 0.013655372895300388, + 0.010567775927484035, + 0.011516171507537365 + ], + "frac_above_star": 0.875 + }, + { + "step": 789, + "lr": 0.0001, + "sup_loss": 1.3197899632301802, + "rf_loss": 0.0002771097351796925, + "total_loss": 1.3200670729653599, + "lyap1_mean": 0.013504711911082268, + "lyap1_max": 0.019938034936785698, + "lyap1_min": 0.003072332125157118, + "lyap_spec_mean": [ + 0.013504710979759693, + 0.017740212380886078, + 0.014436077326536179, + 0.014764560386538506 + ], + "frac_above_star": 1.0 + }, + { + "step": 790, + "lr": 0.0001, + "sup_loss": 1.239511192807558, + "rf_loss": 0.0003677386266645044, + "total_loss": 1.2398789314342225, + "lyap1_mean": 0.019107315689325333, + "lyap1_max": 0.031245900318026543, + "lyap1_min": 0.0021809691097587347, + "lyap_spec_mean": [ + 0.019107315689325333, + 0.017239581793546677, + 0.018353894352912903, + 0.013554103672504425 + ], + "frac_above_star": 1.0 + }, + { + "step": 791, + "lr": 0.0001, + "sup_loss": 1.3347967893160106, + "rf_loss": 0.0004066585097461939, + "total_loss": 1.3352034478257568, + "lyap1_mean": 0.01819857768714428, + "lyap1_max": 0.0356924831867218, + "lyap1_min": 0.00776295643299818, + "lyap_spec_mean": [ + 0.01819857582449913, + 0.01745394803583622, + 0.019387107342481613, + 0.014963383786380291 + ], + "frac_above_star": 1.0 + }, + { + "step": 792, + "lr": 0.0001, + "sup_loss": 1.364016742923232, + "rf_loss": 9.144959767581895e-05, + "total_loss": 1.3641081925209078, + "lyap1_mean": 0.005287053529173136, + "lyap1_max": 0.018299296498298645, + "lyap1_min": -0.008216535672545433, + "lyap_spec_mean": [ + 0.005287053994834423, + -0.00021515646949410439, + 0.0033947648480534554, + 0.001416260376572609 + ], + "frac_above_star": 0.625 + }, + { + "step": 793, + "lr": 0.0001, + "sup_loss": 1.3380758956522907, + "rf_loss": 0.00046251705498434603, + "total_loss": 1.338538412707275, + "lyap1_mean": -0.016383668407797813, + "lyap1_max": 0.007554841227829456, + "lyap1_min": -0.04364347457885742, + "lyap_spec_mean": [ + -0.016383668407797813, + -0.015187516808509827, + -0.02046770229935646, + -0.02007719688117504 + ], + "frac_above_star": 0.125 + }, + { + "step": 794, + "lr": 0.0001, + "sup_loss": 1.3032006909657665, + "rf_loss": 0.0006384728476405144, + "total_loss": 1.303839163813407, + "lyap1_mean": -0.025097645819187164, + "lyap1_max": -0.015619490295648575, + "lyap1_min": -0.03531046584248543, + "lyap_spec_mean": [ + -0.025097645819187164, + -0.022342054173350334, + -0.022338811308145523, + -0.02622418850660324 + ], + "frac_above_star": 0.0 + }, + { + "step": 795, + "lr": 0.0001, + "sup_loss": 1.2936657829649958, + "rf_loss": 0.0009616604656912386, + "total_loss": 1.294627443430687, + "lyap1_mean": -0.027002951130270958, + "lyap1_max": -0.011615986004471779, + "lyap1_min": -0.03835058957338333, + "lyap_spec_mean": [ + -0.027002952992916107, + -0.027254413813352585, + -0.030221018940210342, + -0.03423197567462921 + ], + "frac_above_star": 0.0 + }, + { + "step": 796, + "lr": 0.0001, + "sup_loss": 1.2973511183785635, + "rf_loss": 0.0005100800190120935, + "total_loss": 1.2978611983975756, + "lyap1_mean": -0.020590510219335556, + "lyap1_max": -0.01253580953925848, + "lyap1_min": -0.032244279980659485, + "lyap_spec_mean": [ + -0.020590510219335556, + -0.019781941547989845, + -0.020966272801160812, + -0.023682251572608948 + ], + "frac_above_star": 0.0 + }, + { + "step": 797, + "lr": 0.0001, + "sup_loss": 1.2521901938483346, + "rf_loss": 0.00034413300454616547, + "total_loss": 1.2525343268528808, + "lyap1_mean": -0.017530884593725204, + "lyap1_max": -0.0026165908202528954, + "lyap1_min": -0.04136735200881958, + "lyap_spec_mean": [ + -0.017530884593725204, + -0.01554250717163086, + -0.015851318836212158, + -0.01826341077685356 + ], + "frac_above_star": 0.0 + }, + { + "step": 798, + "lr": 0.0001, + "sup_loss": 1.2772371161272449, + "rf_loss": 0.00011828537390101701, + "total_loss": 1.277355401501146, + "lyap1_mean": -0.0019786430057138205, + "lyap1_max": 0.014205781742930412, + "lyap1_min": -0.010910733602941036, + "lyap_spec_mean": [ + -0.0019786430057138205, + -0.005710643250495195, + -0.007612396031618118, + -0.005230969283729792 + ], + "frac_above_star": 0.375 + }, + { + "step": 799, + "lr": 0.0001, + "sup_loss": 1.333815834885045, + "rf_loss": 0.00010603927512420341, + "total_loss": 1.3339218741601693, + "lyap1_mean": 0.002409139182418585, + "lyap1_max": 0.013070570304989815, + "lyap1_min": -0.00993539672344923, + "lyap_spec_mean": [ + 0.002409139182418585, + -0.005015520378947258, + -0.0016833980334922671, + -0.004439952317625284 + ], + "frac_above_star": 0.625 + }, + { + "step": 800, + "lr": 0.0001, + "sup_loss": 1.3209530857229848, + "rf_loss": 0.00036647095112130046, + "total_loss": 1.321319556674106, + "lyap1_mean": 0.017967265099287033, + "lyap1_max": 0.028756044805049896, + "lyap1_min": 0.0025053841527551413, + "lyap_spec_mean": [ + 0.017967265099287033, + 0.012745244428515434, + 0.01566285826265812, + 0.016368942335247993 + ], + "frac_above_star": 1.0 + }, + { + "step": 801, + "lr": 0.0001, + "sup_loss": 1.2575765974022313, + "rf_loss": 0.00044662473374046385, + "total_loss": 1.2580232221359717, + "lyap1_mean": 0.01903401128947735, + "lyap1_max": 0.03175581991672516, + "lyap1_min": 0.0066573224030435085, + "lyap_spec_mean": [ + 0.019034013152122498, + 0.02108418010175228, + 0.020720934495329857, + 0.016457486897706985 + ], + "frac_above_star": 1.0 + }, + { + "step": 802, + "lr": 0.0001, + "sup_loss": 1.2850261638596752, + "rf_loss": 0.0006229685386642814, + "total_loss": 1.2856491323983394, + "lyap1_mean": 0.02911214530467987, + "lyap1_max": 0.0409841351211071, + "lyap1_min": 0.02326122485101223, + "lyap_spec_mean": [ + 0.02911214530467987, + 0.02228686958551407, + 0.022119645029306412, + 0.019282128661870956 + ], + "frac_above_star": 1.0 + }, + { + "step": 803, + "lr": 0.0001, + "sup_loss": 1.3251514934015152, + "rf_loss": 0.0003142686327919364, + "total_loss": 1.325465762034307, + "lyap1_mean": 0.01648884080350399, + "lyap1_max": 0.021987978368997574, + "lyap1_min": 0.0009260612423531711, + "lyap_spec_mean": [ + 0.01648883894085884, + 0.018397938460111618, + 0.010526590049266815, + 0.015486999414861202 + ], + "frac_above_star": 1.0 + }, + { + "step": 804, + "lr": 0.0001, + "sup_loss": 1.321981186649419, + "rf_loss": 5.661739851348102e-05, + "total_loss": 1.3220378040479326, + "lyap1_mean": 0.004352370742708445, + "lyap1_max": 0.017079204320907593, + "lyap1_min": -0.012221726588904858, + "lyap_spec_mean": [ + 0.004352371208369732, + 0.001469555078074336, + 0.003991387318819761, + 0.0023655127733945847 + ], + "frac_above_star": 0.625 + }, + { + "step": 805, + "lr": 0.0001, + "sup_loss": 1.3462195955841318, + "rf_loss": 0.00024642416974529624, + "total_loss": 1.3464660197538771, + "lyap1_mean": -0.0063099004328250885, + "lyap1_max": 0.007063743658363819, + "lyap1_min": -0.023225318640470505, + "lyap_spec_mean": [ + -0.006309899967163801, + -0.014938440173864365, + -0.011126241646707058, + -0.014921080321073532 + ], + "frac_above_star": 0.25 + }, + { + "step": 806, + "lr": 0.0001, + "sup_loss": 1.3152272586235183, + "rf_loss": 0.0004299124702811241, + "total_loss": 1.3156571710937994, + "lyap1_mean": -0.01527843251824379, + "lyap1_max": -0.0019786409102380276, + "lyap1_min": -0.03231600299477577, + "lyap_spec_mean": [ + -0.01527843251824379, + -0.018656671047210693, + -0.018806912004947662, + -0.020574428141117096 + ], + "frac_above_star": 0.0 + }, + { + "step": 807, + "lr": 0.0001, + "sup_loss": 1.3330065187062006, + "rf_loss": 0.0006653540767729282, + "total_loss": 1.3336718727829735, + "lyap1_mean": -0.023099586367607117, + "lyap1_max": -0.008794352412223816, + "lyap1_min": -0.03879472613334656, + "lyap_spec_mean": [ + -0.023099586367607117, + -0.022319093346595764, + -0.0233396515250206, + -0.025343360379338264 + ], + "frac_above_star": 0.0 + }, + { + "step": 808, + "lr": 0.0001, + "sup_loss": 1.2809980922002102, + "rf_loss": 0.0005796693731099367, + "total_loss": 1.2815777615733202, + "lyap1_mean": -0.019581947475671768, + "lyap1_max": -0.01086000632494688, + "lyap1_min": -0.03018254041671753, + "lyap_spec_mean": [ + -0.019581947475671768, + -0.023634733632206917, + -0.02609480917453766, + -0.023652270436286926 + ], + "frac_above_star": 0.0 + }, + { + "step": 809, + "lr": 0.0001, + "sup_loss": 1.3000405916803164, + "rf_loss": 8.857889770297334e-05, + "total_loss": 1.3001291705780194, + "lyap1_mean": -0.002824015449732542, + "lyap1_max": 0.011009502224624157, + "lyap1_min": -0.015247183851897717, + "lyap_spec_mean": [ + -0.0028240152169018984, + -0.0064001260325312614, + -0.004116578958928585, + -0.009281910955905914 + ], + "frac_above_star": 0.375 + }, + { + "step": 810, + "lr": 0.0001, + "sup_loss": 1.2530993634872345, + "rf_loss": 9.532936383038759e-05, + "total_loss": 1.2531946928510649, + "lyap1_mean": 0.005468284245580435, + "lyap1_max": 0.030453462153673172, + "lyap1_min": -0.004431739449501038, + "lyap_spec_mean": [ + 0.005468284711241722, + 0.008456646464765072, + 0.0007544721593149006, + 0.006194609683007002 + ], + "frac_above_star": 0.625 + }, + { + "step": 811, + "lr": 0.0001, + "sup_loss": 1.303898921693976, + "rf_loss": 0.0004506082332227379, + "total_loss": 1.3043495299271988, + "lyap1_mean": 0.019721759483218193, + "lyap1_max": 0.03405854105949402, + "lyap1_min": 0.005742738954722881, + "lyap_spec_mean": [ + 0.019721761345863342, + 0.023027613759040833, + 0.01628502458333969, + 0.015058979392051697 + ], + "frac_above_star": 1.0 + }, + { + "step": 812, + "lr": 0.0001, + "sup_loss": 1.2991271552581911, + "rf_loss": 0.000656654650811106, + "total_loss": 1.2997838099090022, + "lyap1_mean": 0.02769557386636734, + "lyap1_max": 0.043376993387937546, + "lyap1_min": 0.019790897145867348, + "lyap_spec_mean": [ + 0.02769557386636734, + 0.02721286192536354, + 0.02091187611222267, + 0.021419091150164604 + ], + "frac_above_star": 1.0 + }, + { + "step": 813, + "lr": 0.0001, + "sup_loss": 1.3175466773221454, + "rf_loss": 0.0002924427099060267, + "total_loss": 1.3178391200320514, + "lyap1_mean": 0.017737798392772675, + "lyap1_max": 0.023039020597934723, + "lyap1_min": 0.014932846650481224, + "lyap_spec_mean": [ + 0.017737798392772675, + 0.014630792662501335, + 0.016356153413653374, + 0.014263969846069813 + ], + "frac_above_star": 1.0 + }, + { + "step": 814, + "lr": 0.0001, + "sup_loss": 1.344174171604618, + "rf_loss": 0.00015096906281542033, + "total_loss": 1.3443251406674335, + "lyap1_mean": 0.0081662368029356, + "lyap1_max": 0.02692387066781521, + "lyap1_min": -0.008962975814938545, + "lyap_spec_mean": [ + 0.0081662368029356, + 0.006187839433550835, + 0.006242726463824511, + 0.005940718576312065 + ], + "frac_above_star": 0.75 + }, + { + "step": 815, + "lr": 0.0001, + "sup_loss": 1.348507925335309, + "rf_loss": 7.172021287260577e-05, + "total_loss": 1.3485796455481815, + "lyap1_mean": -0.0025762668810784817, + "lyap1_max": 0.008236134424805641, + "lyap1_min": -0.009363112971186638, + "lyap_spec_mean": [ + -0.0025762668810784817, + -0.01061582937836647, + -0.0008237333968281746, + -0.006903073284775019 + ], + "frac_above_star": 0.125 + }, + { + "step": 816, + "lr": 0.0001, + "sup_loss": 1.2899446175433358, + "rf_loss": 0.0004903299268335104, + "total_loss": 1.2904349474701693, + "lyap1_mean": -0.021638168022036552, + "lyap1_max": -0.008404213935136795, + "lyap1_min": -0.03434572368860245, + "lyap_spec_mean": [ + -0.021638166159391403, + -0.01969839632511139, + -0.021110044792294502, + -0.0203997939825058 + ], + "frac_above_star": 0.0 + }, + { + "step": 817, + "lr": 0.0001, + "sup_loss": 1.2965472805274445, + "rf_loss": 0.000658314093016088, + "total_loss": 1.2972055946204606, + "lyap1_mean": -0.02761819213628769, + "lyap1_max": -0.01759408786892891, + "lyap1_min": -0.04315963387489319, + "lyap_spec_mean": [ + -0.02761819213628769, + -0.022433940321207047, + -0.02434222772717476, + -0.024383744224905968 + ], + "frac_above_star": 0.0 + }, + { + "step": 818, + "lr": 0.0001, + "sup_loss": 1.2725192467032702, + "rf_loss": 0.0006180434720590711, + "total_loss": 1.2731372901753293, + "lyap1_mean": -0.02373874932527542, + "lyap1_max": -0.014555079862475395, + "lyap1_min": -0.036064475774765015, + "lyap_spec_mean": [ + -0.02373874932527542, + -0.01966281607747078, + -0.025188155472278595, + -0.02526656724512577 + ], + "frac_above_star": 0.0 + }, + { + "step": 819, + "lr": 0.0001, + "sup_loss": 1.3194787077620398, + "rf_loss": 0.00016336127009708434, + "total_loss": 1.3196420690321369, + "lyap1_mean": -0.008448895066976547, + "lyap1_max": -0.0008438934455625713, + "lyap1_min": -0.0158302690833807, + "lyap_spec_mean": [ + -0.008448894135653973, + -0.006695503834635019, + -0.014840537682175636, + -0.014957432635128498 + ], + "frac_above_star": 0.0 + }, + { + "step": 820, + "lr": 0.0001, + "sup_loss": 1.3449605006000556, + "rf_loss": 8.660982712171972e-05, + "total_loss": 1.3450471104271773, + "lyap1_mean": 0.0003991125850006938, + "lyap1_max": 0.01846826635301113, + "lyap1_min": -0.015107458457350731, + "lyap_spec_mean": [ + 0.0003991125850006938, + 0.0005546349566429853, + 0.002617130521684885, + 0.0014337078901007771 + ], + "frac_above_star": 0.25 + }, + { + "step": 821, + "lr": 0.0001, + "sup_loss": 1.3333818588023516, + "rf_loss": 0.0005257455632090569, + "total_loss": 1.3339076043655607, + "lyap1_mean": 0.024718813598155975, + "lyap1_max": 0.03636679798364639, + "lyap1_min": 0.010975034907460213, + "lyap_spec_mean": [ + 0.024718813598155975, + 0.01872788742184639, + 0.019772393628954887, + 0.02220827527344227 + ], + "frac_above_star": 1.0 + }, + { + "step": 822, + "lr": 0.0001, + "sup_loss": 1.2896521575526234, + "rf_loss": 0.0009205410024151206, + "total_loss": 1.2905726985550385, + "lyap1_mean": 0.03142687678337097, + "lyap1_max": 0.045728228986263275, + "lyap1_min": 0.016873568296432495, + "lyap_spec_mean": [ + 0.03142687678337097, + 0.02918865531682968, + 0.027514344081282616, + 0.027312971651554108 + ], + "frac_above_star": 1.0 + }, + { + "step": 823, + "lr": 0.0001, + "sup_loss": 1.284875551880047, + "rf_loss": 0.0005204745102673769, + "total_loss": 1.2853960263903144, + "lyap1_mean": 0.024617820978164673, + "lyap1_max": 0.03327144682407379, + "lyap1_min": 0.005651555024087429, + "lyap_spec_mean": [ + 0.024617820978164673, + 0.02336212620139122, + 0.019352367147803307, + 0.01919686794281006 + ], + "frac_above_star": 1.0 + }, + { + "step": 824, + "lr": 0.0001, + "sup_loss": 1.3240740607783554, + "rf_loss": 0.0002270847326144576, + "total_loss": 1.32430114551097, + "lyap1_mean": 0.012457101605832577, + "lyap1_max": 0.025746740400791168, + "lyap1_min": -0.0020547460298985243, + "lyap_spec_mean": [ + 0.012457101605832577, + 0.009626110084354877, + 0.013574358075857162, + 0.013201311230659485 + ], + "frac_above_star": 0.875 + }, + { + "step": 825, + "lr": 0.0001, + "sup_loss": 1.3069587949742192, + "rf_loss": 0.00014078708773013204, + "total_loss": 1.3070995820619493, + "lyap1_mean": -0.0006374114891514182, + "lyap1_max": 0.011459380388259888, + "lyap1_min": -0.017817173153162003, + "lyap_spec_mean": [ + -0.0006374113727360964, + -0.0036378437653183937, + -0.010526906698942184, + -0.002418509218841791 + ], + "frac_above_star": 0.5 + }, + { + "step": 826, + "lr": 0.0001, + "sup_loss": 1.33628993796944, + "rf_loss": 0.000359304656740278, + "total_loss": 1.3366492426261802, + "lyap1_mean": -0.012239959090948105, + "lyap1_max": -0.003966701216995716, + "lyap1_min": -0.020743634551763535, + "lyap_spec_mean": [ + -0.01223996002227068, + -0.013409067876636982, + -0.019412197172641754, + -0.02154477685689926 + ], + "frac_above_star": 0.0 + }, + { + "step": 827, + "lr": 0.0001, + "sup_loss": 1.2880534548149898, + "rf_loss": 0.000607013760600239, + "total_loss": 1.28866046857559, + "lyap1_mean": -0.023352736607193947, + "lyap1_max": -0.014625664800405502, + "lyap1_min": -0.0348149836063385, + "lyap_spec_mean": [ + -0.023352736607193947, + -0.023079313337802887, + -0.01955103501677513, + -0.025078395381569862 + ], + "frac_above_star": 0.0 + }, + { + "step": 828, + "lr": 0.0001, + "sup_loss": 1.2953180702221025, + "rf_loss": 0.0005354842869564891, + "total_loss": 1.295853554509059, + "lyap1_mean": -0.017890438437461853, + "lyap1_max": -0.007657138165086508, + "lyap1_min": -0.031087858602404594, + "lyap_spec_mean": [ + -0.017890438437461853, + -0.023139776661992073, + -0.024152634665369987, + -0.023348510265350342 + ], + "frac_above_star": 0.0 + }, + { + "step": 829, + "lr": 0.0001, + "sup_loss": 1.3220653178611939, + "rf_loss": 0.00040742618148215115, + "total_loss": 1.322472744042676, + "lyap1_mean": -0.013774527236819267, + "lyap1_max": 0.00032769300742074847, + "lyap1_min": -0.030674031004309654, + "lyap_spec_mean": [ + -0.013774527236819267, + -0.018442755565047264, + -0.019481148570775986, + -0.021771196275949478 + ], + "frac_above_star": 0.125 + }, + { + "step": 830, + "lr": 0.0001, + "sup_loss": 1.3488431774735696, + "rf_loss": 6.213533924892545e-05, + "total_loss": 1.3489053128128186, + "lyap1_mean": -0.0004975164774805307, + "lyap1_max": 0.004497222602367401, + "lyap1_min": -0.00526833301410079, + "lyap_spec_mean": [ + -0.0004975164774805307, + -0.00266244332306087, + -0.004282636567950249, + -0.007193834986537695 + ], + "frac_above_star": 0.375 + }, + { + "step": 831, + "lr": 0.0001, + "sup_loss": 1.3328547518721048, + "rf_loss": 0.0001459545746911317, + "total_loss": 1.333000706446796, + "lyap1_mean": 0.009254892356693745, + "lyap1_max": 0.02036869525909424, + "lyap1_min": -0.01294550858438015, + "lyap_spec_mean": [ + 0.00925489142537117, + 0.010329792276024818, + 0.013090988621115685, + 0.004968960769474506 + ], + "frac_above_star": 0.875 + }, + { + "step": 832, + "lr": 0.0001, + "sup_loss": 1.3225591090880808, + "rf_loss": 0.00025936384918168187, + "total_loss": 1.3228184729372625, + "lyap1_mean": 0.01742737740278244, + "lyap1_max": 0.03095756098628044, + "lyap1_min": 0.009294303134083748, + "lyap_spec_mean": [ + 0.01742737740278244, + 0.016455475240945816, + 0.012928267009556293, + 0.01259748823940754 + ], + "frac_above_star": 1.0 + }, + { + "step": 833, + "lr": 0.0001, + "sup_loss": 1.2740972788008842, + "rf_loss": 0.00026576704112812877, + "total_loss": 1.2743630458420123, + "lyap1_mean": 0.01768265664577484, + "lyap1_max": 0.029294168576598167, + "lyap1_min": 0.0057900226674973965, + "lyap_spec_mean": [ + 0.01768265664577484, + 0.012175778858363628, + 0.015575071796774864, + 0.01173412799835205 + ], + "frac_above_star": 1.0 + }, + { + "step": 834, + "lr": 0.0001, + "sup_loss": 1.324635268153072, + "rf_loss": 0.0004174139176029712, + "total_loss": 1.325052682070675, + "lyap1_mean": 0.01872626692056656, + "lyap1_max": 0.03994915261864662, + "lyap1_min": -0.0031488039530813694, + "lyap_spec_mean": [ + 0.01872626505792141, + 0.020127728581428528, + 0.015348834916949272, + 0.010089121758937836 + ], + "frac_above_star": 0.875 + }, + { + "step": 835, + "lr": 0.0001, + "sup_loss": 1.2942902590912282, + "rf_loss": 6.536117871291935e-05, + "total_loss": 1.294355620269941, + "lyap1_mean": 0.003995481412857771, + "lyap1_max": 0.020795978605747223, + "lyap1_min": -0.01751462183892727, + "lyap_spec_mean": [ + 0.003995480947196484, + -0.0009290981106460094, + 0.001896209316328168, + 0.00210154103115201 + ], + "frac_above_star": 0.625 + }, + { + "step": 836, + "lr": 0.0001, + "sup_loss": 1.2940646506547004, + "rf_loss": 9.136572771240026e-05, + "total_loss": 1.2941560163824128, + "lyap1_mean": -0.0003024199977517128, + "lyap1_max": 0.0110738854855299, + "lyap1_min": -0.01632404699921608, + "lyap_spec_mean": [ + -0.0003024199977517128, + -0.002781418152153492, + -0.0011832491727545857, + -0.007693469524383545 + ], + "frac_above_star": 0.625 + }, + { + "step": 837, + "lr": 0.0001, + "sup_loss": 1.297576708725378, + "rf_loss": 0.00016194152703974396, + "total_loss": 1.2977386502524177, + "lyap1_mean": -0.0010867478558793664, + "lyap1_max": 0.0184788778424263, + "lyap1_min": -0.013547660782933235, + "lyap_spec_mean": [ + -0.0010867479722946882, + -0.0077066184021532536, + -0.009438020177185535, + -0.013529365882277489 + ], + "frac_above_star": 0.375 + }, + { + "step": 838, + "lr": 0.0001, + "sup_loss": 1.29788891620071, + "rf_loss": 0.0003972788981627673, + "total_loss": 1.2982861950988727, + "lyap1_mean": -0.01847372204065323, + "lyap1_max": -0.0023645719047635794, + "lyap1_min": -0.037426162511110306, + "lyap_spec_mean": [ + -0.01847372204065323, + -0.015202103182673454, + -0.015347766689956188, + -0.0164811909198761 + ], + "frac_above_star": 0.0 + }, + { + "step": 839, + "lr": 0.0001, + "sup_loss": 1.3273901927353704, + "rf_loss": 0.0002431137691019103, + "total_loss": 1.3276333065044723, + "lyap1_mean": -0.0062303245067596436, + "lyap1_max": 0.03343663364648819, + "lyap1_min": -0.030057840049266815, + "lyap_spec_mean": [ + -0.0062303245067596436, + -0.011903433129191399, + -0.010485302656888962, + -0.012513246387243271 + ], + "frac_above_star": 0.125 + }, + { + "step": 840, + "lr": 0.0001, + "sup_loss": 1.2727064218163842, + "rf_loss": 0.00013308804773259908, + "total_loss": 1.2728395098641168, + "lyap1_mean": -0.003762313164770603, + "lyap1_max": 0.005994920618832111, + "lyap1_min": -0.01536426693201065, + "lyap_spec_mean": [ + -0.003762313164770603, + -0.006732744164764881, + -0.006871223449707031, + -0.010536161251366138 + ], + "frac_above_star": 0.25 + }, + { + "step": 841, + "lr": 0.0001, + "sup_loss": 1.3004705984355853, + "rf_loss": 0.00011248739610891789, + "total_loss": 1.3005830858316942, + "lyap1_mean": -0.001126907765865326, + "lyap1_max": 0.0204421728849411, + "lyap1_min": -0.016139594838023186, + "lyap_spec_mean": [ + -0.0011269079986959696, + -0.004865226335823536, + -0.0065111080184578896, + -0.011276688426733017 + ], + "frac_above_star": 0.625 + }, + { + "step": 842, + "lr": 0.0001, + "sup_loss": 1.3475334659365439, + "rf_loss": 6.173581641633064e-05, + "total_loss": 1.3475952017529602, + "lyap1_mean": 0.001725573092699051, + "lyap1_max": 0.016886569559574127, + "lyap1_min": -0.018334288150072098, + "lyap_spec_mean": [ + 0.0017255728598684072, + 0.0011633425019681454, + -0.0021478263661265373, + 0.0038555534556508064 + ], + "frac_above_star": 0.625 + }, + { + "step": 843, + "lr": 0.0001, + "sup_loss": 1.324093217754904, + "rf_loss": 5.728580435970798e-05, + "total_loss": 1.3241505035592638, + "lyap1_mean": 0.0009543052292428911, + "lyap1_max": 0.007211105432361364, + "lyap1_min": -0.006706832908093929, + "lyap_spec_mean": [ + 0.0009543051710352302, + -0.005269204266369343, + -0.004800401162356138, + -0.005538634955883026 + ], + "frac_above_star": 0.625 + }, + { + "step": 844, + "lr": 0.0001, + "sup_loss": 1.3230722438744282, + "rf_loss": 8.798522321740165e-05, + "total_loss": 1.3231602290976456, + "lyap1_mean": -0.0024171671830117702, + "lyap1_max": 0.012865856289863586, + "lyap1_min": -0.012704375199973583, + "lyap_spec_mean": [ + -0.0024171669501811266, + -0.0036323205567896366, + -0.004509111400693655, + -0.007365149445831776 + ], + "frac_above_star": 0.25 + }, + { + "step": 845, + "lr": 0.0001, + "sup_loss": 1.2811887496038363, + "rf_loss": 5.1697235903702676e-05, + "total_loss": 1.28124044683974, + "lyap1_mean": -0.0006137421005405486, + "lyap1_max": 0.013917755335569382, + "lyap1_min": -0.011262187734246254, + "lyap_spec_mean": [ + -0.0006137419259175658, + -0.004605211783200502, + -0.001820303499698639, + -0.003520506201311946 + ], + "frac_above_star": 0.375 + }, + { + "step": 846, + "lr": 0.0001, + "sup_loss": 1.2734466690853536, + "rf_loss": 0.0001271942164748907, + "total_loss": 1.2735738633018285, + "lyap1_mean": 0.011785965412855148, + "lyap1_max": 0.03241806477308273, + "lyap1_min": 0.0013594904448837042, + "lyap_spec_mean": [ + 0.011785966344177723, + 0.003944909665733576, + 0.008010607212781906, + 0.00813403632491827 + ], + "frac_above_star": 1.0 + }, + { + "step": 847, + "lr": 0.0001, + "sup_loss": 1.235769946892112, + "rf_loss": 0.0002293901052325964, + "total_loss": 1.2359993369973445, + "lyap1_mean": 0.014287170954048634, + "lyap1_max": 0.026483437046408653, + "lyap1_min": -0.005650268867611885, + "lyap_spec_mean": [ + 0.014287171885371208, + 0.012168706394731998, + 0.008988700807094574, + 0.009601674973964691 + ], + "frac_above_star": 0.875 + }, + { + "step": 848, + "lr": 0.0001, + "sup_loss": 1.2735446777542818, + "rf_loss": 0.00044131960021331906, + "total_loss": 1.2739859973544951, + "lyap1_mean": 0.024529678747057915, + "lyap1_max": 0.037843309342861176, + "lyap1_min": 0.016682280227541924, + "lyap_spec_mean": [ + 0.024529678747057915, + 0.0219917930662632, + 0.016731228679418564, + 0.01600339449942112 + ], + "frac_above_star": 1.0 + }, + { + "step": 849, + "lr": 0.0001, + "sup_loss": 1.2885509293204411, + "rf_loss": 0.0003656729240901768, + "total_loss": 1.2889166022445313, + "lyap1_mean": 0.02151000313460827, + "lyap1_max": 0.036222491413354874, + "lyap1_min": 0.01151440292596817, + "lyap_spec_mean": [ + 0.02151000313460827, + 0.014936397783458233, + 0.020374514162540436, + 0.013016922399401665 + ], + "frac_above_star": 1.0 + }, + { + "step": 850, + "lr": 0.0001, + "sup_loss": 1.3459383631037962, + "rf_loss": 0.00013689423212781549, + "total_loss": 1.346075257335924, + "lyap1_mean": 0.008616303093731403, + "lyap1_max": 0.020359819754958153, + "lyap1_min": -0.005522724241018295, + "lyap_spec_mean": [ + 0.008616303093731403, + 0.009795857593417168, + 0.0017822544323280454, + 0.006211498286575079 + ], + "frac_above_star": 0.875 + }, + { + "step": 851, + "lr": 0.0001, + "sup_loss": 1.245378309156814, + "rf_loss": 0.00012130239338148385, + "total_loss": 1.2454996115501955, + "lyap1_mean": -0.005039817187935114, + "lyap1_max": 0.010174181312322617, + "lyap1_min": -0.019522344693541527, + "lyap_spec_mean": [ + -0.005039817653596401, + -0.008701282553374767, + -0.003910944331437349, + -0.006227023899555206 + ], + "frac_above_star": 0.25 + }, + { + "step": 852, + "lr": 0.0001, + "sup_loss": 1.3007248263496516, + "rf_loss": 0.0005094399675726891, + "total_loss": 1.3012342663172243, + "lyap1_mean": -0.020436495542526245, + "lyap1_max": -0.0022288865875452757, + "lyap1_min": -0.03705848008394241, + "lyap_spec_mean": [ + -0.020436495542526245, + -0.019811274483799934, + -0.01936488039791584, + -0.018819494172930717 + ], + "frac_above_star": 0.0 + }, + { + "step": 853, + "lr": 0.0001, + "sup_loss": 1.2399509115231886, + "rf_loss": 0.0006463987519964576, + "total_loss": 1.240597310275185, + "lyap1_mean": -0.023523056879639626, + "lyap1_max": -0.01587463542819023, + "lyap1_min": -0.03296288847923279, + "lyap_spec_mean": [ + -0.023523055016994476, + -0.020760346204042435, + -0.026070265099406242, + -0.026843005791306496 + ], + "frac_above_star": 0.0 + }, + { + "step": 854, + "lr": 0.0001, + "sup_loss": 1.2981815780995507, + "rf_loss": 0.000515211489982903, + "total_loss": 1.2986967895895336, + "lyap1_mean": -0.0192648284137249, + "lyap1_max": -0.009913596324622631, + "lyap1_min": -0.028637629002332687, + "lyap_spec_mean": [ + -0.0192648284137249, + -0.02301584742963314, + -0.023049890995025635, + -0.021435581147670746 + ], + "frac_above_star": 0.0 + }, + { + "step": 855, + "lr": 0.0001, + "sup_loss": 1.3143408354903023, + "rf_loss": 0.0002853455953299999, + "total_loss": 1.3146261810856323, + "lyap1_mean": -0.015252791345119476, + "lyap1_max": -0.004893011879175901, + "lyap1_min": -0.02764952927827835, + "lyap_spec_mean": [ + -0.015252790413796902, + -0.015380791388452053, + -0.013889552094042301, + -0.01769367977976799 + ], + "frac_above_star": 0.0 + }, + { + "step": 856, + "lr": 0.0001, + "sup_loss": 1.2855632871671228, + "rf_loss": 0.00011366637772880495, + "total_loss": 1.2856769535448516, + "lyap1_mean": -0.0051909685134887695, + "lyap1_max": 0.0046814302913844585, + "lyap1_min": -0.01579158939421177, + "lyap_spec_mean": [ + -0.0051909685134887695, + -0.008019804023206234, + -0.006461059674620628, + -0.006925030145794153 + ], + "frac_above_star": 0.25 + }, + { + "step": 857, + "lr": 0.0001, + "sup_loss": 1.3373270959031949, + "rf_loss": 7.672134233871475e-05, + "total_loss": 1.3374038172455336, + "lyap1_mean": 0.007093519438058138, + "lyap1_max": 0.01851595938205719, + "lyap1_min": -0.0017453620675951242, + "lyap_spec_mean": [ + 0.007093519438058138, + 0.005919549614191055, + 0.0018586385995149612, + 0.0036749455612152815 + ], + "frac_above_star": 0.875 + }, + { + "step": 858, + "lr": 0.0001, + "sup_loss": 1.32677979603298, + "rf_loss": 0.00021978712175041437, + "total_loss": 1.3269995831547303, + "lyap1_mean": 0.010509012266993523, + "lyap1_max": 0.022660253569483757, + "lyap1_min": 0.003499619197100401, + "lyap_spec_mean": [ + 0.010509012266993523, + 0.01303207129240036, + 0.016987288370728493, + 0.014642827212810516 + ], + "frac_above_star": 1.0 + }, + { + "step": 859, + "lr": 0.0001, + "sup_loss": 1.3050742016454233, + "rf_loss": 0.0002914526266977191, + "total_loss": 1.305365654272121, + "lyap1_mean": 0.014711830765008926, + "lyap1_max": 0.02660791203379631, + "lyap1_min": 0.0007936900365166366, + "lyap_spec_mean": [ + 0.014711830765008926, + 0.01616746559739113, + 0.01602351665496826, + 0.013545779511332512 + ], + "frac_above_star": 1.0 + }, + { + "step": 860, + "lr": 0.0001, + "sup_loss": 1.2750958710587637, + "rf_loss": 0.00021653168369084597, + "total_loss": 1.2753124027424545, + "lyap1_mean": 0.017673583701252937, + "lyap1_max": 0.024098103865981102, + "lyap1_min": 0.004282094072550535, + "lyap_spec_mean": [ + 0.017673583701252937, + 0.009265060536563396, + 0.00883531291037798, + 0.0134330615401268 + ], + "frac_above_star": 1.0 + }, + { + "step": 861, + "lr": 0.0001, + "sup_loss": 1.316170663490217, + "rf_loss": 9.935663547366858e-05, + "total_loss": 1.3162700201256907, + "lyap1_mean": -0.0006923976470716298, + "lyap1_max": 0.013745672069489956, + "lyap1_min": -0.013920007273554802, + "lyap_spec_mean": [ + -0.0006923975888639688, + 0.0030759896617382765, + 0.0003168722614645958, + -0.001377271255478263 + ], + "frac_above_star": 0.5 + }, + { + "step": 862, + "lr": 0.0001, + "sup_loss": 1.31158288356055, + "rf_loss": 0.00022383115720003843, + "total_loss": 1.3118067147177501, + "lyap1_mean": -0.01023094356060028, + "lyap1_max": -0.005256536416709423, + "lyap1_min": -0.023967063054442406, + "lyap_spec_mean": [ + -0.01023094356060028, + -0.014107955619692802, + -0.011881784535944462, + -0.013026616536080837 + ], + "frac_above_star": 0.0 + }, + { + "step": 863, + "lr": 0.0001, + "sup_loss": 1.2835106402093992, + "rf_loss": 0.0004014439764432609, + "total_loss": 1.2839120841858425, + "lyap1_mean": -0.016916833817958832, + "lyap1_max": -0.006713437847793102, + "lyap1_min": -0.0307932086288929, + "lyap_spec_mean": [ + -0.016916833817958832, + -0.018797997385263443, + -0.017575683072209358, + -0.019086070358753204 + ], + "frac_above_star": 0.0 + }, + { + "step": 864, + "lr": 0.0001, + "sup_loss": 1.3267905581408597, + "rf_loss": 0.0004483605152927339, + "total_loss": 1.3272389186561524, + "lyap1_mean": -0.01638289913535118, + "lyap1_max": -0.00786423310637474, + "lyap1_min": -0.027992185205221176, + "lyap_spec_mean": [ + -0.01638289913535118, + -0.020024877041578293, + -0.01921931281685829, + -0.022566694766283035 + ], + "frac_above_star": 0.0 + }, + { + "step": 865, + "lr": 0.0001, + "sup_loss": 1.2798359991927633, + "rf_loss": 0.0002790285798255354, + "total_loss": 1.2801150277725888, + "lyap1_mean": -0.015116041526198387, + "lyap1_max": -0.00534453010186553, + "lyap1_min": -0.0290515199303627, + "lyap_spec_mean": [ + -0.015116040594875813, + -0.009426862932741642, + -0.014542206190526485, + -0.012555431574583054 + ], + "frac_above_star": 0.0 + }, + { + "step": 866, + "lr": 0.0001, + "sup_loss": 1.2929205778727564, + "rf_loss": 0.0001610957260709256, + "total_loss": 1.2930816735988273, + "lyap1_mean": -0.007116382941603661, + "lyap1_max": 0.009648988954722881, + "lyap1_min": -0.02521987073123455, + "lyap_spec_mean": [ + -0.007116382475942373, + -0.006725475657731295, + -0.002489408478140831, + -0.005281463265419006 + ], + "frac_above_star": 0.375 + }, + { + "step": 867, + "lr": 0.0001, + "sup_loss": 1.2453550764041295, + "rf_loss": 0.0001876346068456769, + "total_loss": 1.2455427110109751, + "lyap1_mean": 0.010369903407990932, + "lyap1_max": 0.022883808240294456, + "lyap1_min": -0.008652018383145332, + "lyap_spec_mean": [ + 0.010369904339313507, + 0.01356242224574089, + 0.006666581146419048, + 0.009899094700813293 + ], + "frac_above_star": 0.75 + }, + { + "step": 868, + "lr": 0.0001, + "sup_loss": 1.2643707829456645, + "rf_loss": 0.0005669553065672517, + "total_loss": 1.2649377382522318, + "lyap1_mean": 0.025155294686555862, + "lyap1_max": 0.04196261614561081, + "lyap1_min": 0.009852055460214615, + "lyap_spec_mean": [ + 0.02515529841184616, + 0.021882236003875732, + 0.023264287039637566, + 0.01916208118200302 + ], + "frac_above_star": 1.0 + }, + { + "step": 869, + "lr": 0.0001, + "sup_loss": 1.3276549382816734, + "rf_loss": 0.0007246874156408012, + "total_loss": 1.3283796256973142, + "lyap1_mean": 0.028153974562883377, + "lyap1_max": 0.03851238638162613, + "lyap1_min": 0.014086266979575157, + "lyap_spec_mean": [ + 0.028153974562883377, + 0.026190392673015594, + 0.02364496886730194, + 0.02429189905524254 + ], + "frac_above_star": 1.0 + }, + { + "step": 870, + "lr": 0.0001, + "sup_loss": 1.2836961706727261, + "rf_loss": 0.0005538350669667125, + "total_loss": 1.2842500057396928, + "lyap1_mean": 0.02472660318017006, + "lyap1_max": 0.03203488513827324, + "lyap1_min": 0.017969496548175812, + "lyap_spec_mean": [ + 0.02472660318017006, + 0.02189067006111145, + 0.02002542093396187, + 0.02340632677078247 + ], + "frac_above_star": 1.0 + }, + { + "step": 871, + "lr": 0.0001, + "sup_loss": 1.3093945716766864, + "rf_loss": 0.00012238678755238652, + "total_loss": 1.3095169584642388, + "lyap1_mean": 0.010695165954530239, + "lyap1_max": 0.018953172490000725, + "lyap1_min": 0.0024060800205916166, + "lyap_spec_mean": [ + 0.010695165954530239, + 0.009540286846458912, + 0.00496895145624876, + 0.007854375056922436 + ], + "frac_above_star": 1.0 + }, + { + "step": 872, + "lr": 0.0001, + "sup_loss": 1.2411448065043396, + "rf_loss": 0.00010320490400772542, + "total_loss": 1.2412480114083473, + "lyap1_mean": -0.0025046393275260925, + "lyap1_max": 0.014661137014627457, + "lyap1_min": -0.025165796279907227, + "lyap_spec_mean": [ + -0.002504639560356736, + -0.001642687013372779, + -0.0007287084590643644, + -0.004196793772280216 + ], + "frac_above_star": 0.5 + }, + { + "step": 873, + "lr": 0.0001, + "sup_loss": 1.2954142367824035, + "rf_loss": 0.0004538664943538606, + "total_loss": 1.2958681032767574, + "lyap1_mean": -0.01821407489478588, + "lyap1_max": -0.008130419999361038, + "lyap1_min": -0.03019442968070507, + "lyap_spec_mean": [ + -0.01821407489478588, + -0.020181484520435333, + -0.021175622940063477, + -0.018819181248545647 + ], + "frac_above_star": 0.0 + }, + { + "step": 874, + "lr": 0.0001, + "sup_loss": 1.3519963733152978, + "rf_loss": 0.0009113363339565694, + "total_loss": 1.3529077096492543, + "lyap1_mean": -0.021607134491205215, + "lyap1_max": -0.007564546074718237, + "lyap1_min": -0.03744935616850853, + "lyap_spec_mean": [ + -0.021607136353850365, + -0.026890987530350685, + -0.03131137788295746, + -0.0309359859675169 + ], + "frac_above_star": 0.0 + }, + { + "step": 875, + "lr": 0.0001, + "sup_loss": 1.2746084672544822, + "rf_loss": 0.0008221626048907638, + "total_loss": 1.275430629859373, + "lyap1_mean": -0.026380110532045364, + "lyap1_max": -0.017652621492743492, + "lyap1_min": -0.04314330220222473, + "lyap_spec_mean": [ + -0.026380112394690514, + -0.025711815804243088, + -0.028040403500199318, + -0.030096786096692085 + ], + "frac_above_star": 0.0 + }, + { + "step": 876, + "lr": 0.0001, + "sup_loss": 1.2900516647834135, + "rf_loss": 0.0007700151763856411, + "total_loss": 1.2908216799597991, + "lyap1_mean": -0.023133058100938797, + "lyap1_max": -0.01529768854379654, + "lyap1_min": -0.032490361481904984, + "lyap_spec_mean": [ + -0.023133058100938797, + -0.02410714700818062, + -0.0284204613417387, + -0.030632058158516884 + ], + "frac_above_star": 0.0 + }, + { + "step": 877, + "lr": 0.0001, + "sup_loss": 1.2845937666046392, + "rf_loss": 0.000495901214890182, + "total_loss": 1.2850896678195294, + "lyap1_mean": -0.018021319061517715, + "lyap1_max": -0.004190772771835327, + "lyap1_min": -0.03244045376777649, + "lyap_spec_mean": [ + -0.018021319061517715, + -0.019666682928800583, + -0.01803404837846756, + -0.025523927062749863 + ], + "frac_above_star": 0.0 + }, + { + "step": 878, + "lr": 0.0001, + "sup_loss": 1.2958891494442617, + "rf_loss": 0.00012174038420198485, + "total_loss": 1.2960108898284637, + "lyap1_mean": -0.006401196122169495, + "lyap1_max": 0.0011866940185427666, + "lyap1_min": -0.017702903598546982, + "lyap_spec_mean": [ + -0.006401196122169495, + -0.004902866668999195, + -0.00790370162576437, + -0.010771334171295166 + ], + "frac_above_star": 0.125 + }, + { + "step": 879, + "lr": 0.0001, + "sup_loss": 1.332784957340452, + "rf_loss": 0.00010950192518066615, + "total_loss": 1.3328944592656327, + "lyap1_mean": -0.002343512373045087, + "lyap1_max": 0.014228559099137783, + "lyap1_min": -0.02858288399875164, + "lyap_spec_mean": [ + -0.002343512140214443, + -0.0030632398556917906, + 0.0012140263570472598, + 0.002887207083404064 + ], + "frac_above_star": 0.5 + }, + { + "step": 880, + "lr": 0.0001, + "sup_loss": 1.3170041677341175, + "rf_loss": 0.00021838219254277647, + "total_loss": 1.3172225499266603, + "lyap1_mean": 0.013942653313279152, + "lyap1_max": 0.026718538254499435, + "lyap1_min": 0.0024993678089231253, + "lyap_spec_mean": [ + 0.013942652381956577, + 0.014474933966994286, + 0.007537053897976875, + 0.010240476578474045 + ], + "frac_above_star": 1.0 + }, + { + "step": 881, + "lr": 0.0001, + "sup_loss": 1.3038824410206082, + "rf_loss": 0.0005869480664841831, + "total_loss": 1.3044693890870924, + "lyap1_mean": 0.024656107649207115, + "lyap1_max": 0.0341714546084404, + "lyap1_min": 0.008357915095984936, + "lyap_spec_mean": [ + 0.024656107649207115, + 0.02371644228696823, + 0.02095801755785942, + 0.01980936899781227 + ], + "frac_above_star": 1.0 + }, + { + "step": 882, + "lr": 0.0001, + "sup_loss": 1.2622688222273217, + "rf_loss": 0.000595676654484123, + "total_loss": 1.2628644988818059, + "lyap1_mean": 0.022546807304024696, + "lyap1_max": 0.04463278502225876, + "lyap1_min": 0.004167858511209488, + "lyap_spec_mean": [ + 0.022546807304024696, + 0.0222244244068861, + 0.02476252056658268, + 0.017788928002119064 + ], + "frac_above_star": 1.0 + }, + { + "step": 883, + "lr": 0.0001, + "sup_loss": 1.2934961198977213, + "rf_loss": 0.00022489952971227467, + "total_loss": 1.2937210194274336, + "lyap1_mean": 0.014910374768078327, + "lyap1_max": 0.03546684980392456, + "lyap1_min": -0.000224994495511055, + "lyap_spec_mean": [ + 0.014910374768078327, + 0.010346055962145329, + 0.008075090125203133, + 0.014875482767820358 + ], + "frac_above_star": 0.875 + }, + { + "step": 884, + "lr": 0.0001, + "sup_loss": 1.2789909108201778, + "rf_loss": 0.0001255742972716689, + "total_loss": 1.2791164851174495, + "lyap1_mean": 0.009022143669426441, + "lyap1_max": 0.015651904046535492, + "lyap1_min": -0.000475478358566761, + "lyap_spec_mean": [ + 0.009022143669426441, + 0.005457762628793716, + 0.006267443764954805, + 0.0029185242019593716 + ], + "frac_above_star": 0.875 + }, + { + "step": 885, + "lr": 0.0001, + "sup_loss": 1.3037654529704341, + "rf_loss": 8.064328721957281e-05, + "total_loss": 1.3038460962576537, + "lyap1_mean": -0.0020861378870904446, + "lyap1_max": 0.010765189304947853, + "lyap1_min": -0.01409720815718174, + "lyap_spec_mean": [ + -0.002086137654259801, + 0.0010399969760328531, + -0.006223719567060471, + -0.0044077611528337 + ], + "frac_above_star": 0.375 + }, + { + "step": 886, + "lr": 0.0001, + "sup_loss": 1.3313395468509488, + "rf_loss": 0.00011846314737340435, + "total_loss": 1.3314580099983222, + "lyap1_mean": -0.007128700613975525, + "lyap1_max": 0.010000953450798988, + "lyap1_min": -0.020526785403490067, + "lyap_spec_mean": [ + -0.007128700613975525, + -0.0050513227470219135, + -0.00522217433899641, + -0.00608969246968627 + ], + "frac_above_star": 0.25 + }, + { + "step": 887, + "lr": 0.0001, + "sup_loss": 1.2925163930347965, + "rf_loss": 0.00012902927119284868, + "total_loss": 1.2926454223059893, + "lyap1_mean": -0.0012826576130464673, + "lyap1_max": 0.011803816072642803, + "lyap1_min": -0.016682786867022514, + "lyap_spec_mean": [ + -0.0012826576130464673, + 0.0019494681619107723, + -0.004608389921486378, + -0.008649919182062149 + ], + "frac_above_star": 0.5 + }, + { + "step": 888, + "lr": 0.0001, + "sup_loss": 1.290725842489881, + "rf_loss": 0.00014138000551611185, + "total_loss": 1.2908672224953972, + "lyap1_mean": -0.005370813421905041, + "lyap1_max": 0.004163729026913643, + "lyap1_min": -0.030509743839502335, + "lyap_spec_mean": [ + -0.005370813887566328, + -0.005335979629307985, + -0.007029879372566938, + -0.009790800511837006 + ], + "frac_above_star": 0.375 + }, + { + "step": 889, + "lr": 0.0001, + "sup_loss": 1.2858090388330061, + "rf_loss": 0.00012234225869178772, + "total_loss": 1.285931381091698, + "lyap1_mean": -0.003004608675837517, + "lyap1_max": 0.015004287473857403, + "lyap1_min": -0.02381923794746399, + "lyap_spec_mean": [ + -0.003004608675837517, + 0.0006154233124107122, + -0.0039819274097681046, + -0.004594018682837486 + ], + "frac_above_star": 0.375 + }, + { + "step": 890, + "lr": 0.0001, + "sup_loss": 1.300652951687345, + "rf_loss": 6.693041359540075e-05, + "total_loss": 1.3007198821009405, + "lyap1_mean": -0.0029195863753557205, + "lyap1_max": 0.006309007294476032, + "lyap1_min": -0.007389873266220093, + "lyap_spec_mean": [ + -0.002919586608186364, + -0.0028784768655896187, + -0.0037489384412765503, + -0.004592864774167538 + ], + "frac_above_star": 0.25 + }, + { + "step": 891, + "lr": 0.0001, + "sup_loss": 1.297291678071527, + "rf_loss": 0.00018498700228519738, + "total_loss": 1.297476665073812, + "lyap1_mean": -0.007707715500146151, + "lyap1_max": 0.003957623615860939, + "lyap1_min": -0.0192144513130188, + "lyap_spec_mean": [ + -0.007707715500146151, + -0.015424667857587337, + -0.008627649396657944, + -0.0074945902451872826 + ], + "frac_above_star": 0.25 + }, + { + "step": 892, + "lr": 0.0001, + "sup_loss": 1.26760782124239, + "rf_loss": 0.00020036370551679283, + "total_loss": 1.2678081849479068, + "lyap1_mean": -0.008830866776406765, + "lyap1_max": 0.00387201807461679, + "lyap1_min": -0.02183208242058754, + "lyap_spec_mean": [ + -0.00883086770772934, + -0.004236734472215176, + -0.011702531948685646, + -0.013666026294231415 + ], + "frac_above_star": 0.25 + }, + { + "step": 893, + "lr": 0.0001, + "sup_loss": 1.3086376807037063, + "rf_loss": 0.0001417446183040738, + "total_loss": 1.3087794253220104, + "lyap1_mean": -0.007960762828588486, + "lyap1_max": -0.0011662462493404746, + "lyap1_min": -0.013373802416026592, + "lyap_spec_mean": [ + -0.007960762828588486, + -0.00875047780573368, + -0.011332983151078224, + -0.012642755173146725 + ], + "frac_above_star": 0.0 + }, + { + "step": 894, + "lr": 0.0001, + "sup_loss": 1.3116253214628735, + "rf_loss": 0.00012478845019359142, + "total_loss": 1.311750109913067, + "lyap1_mean": 0.010652308352291584, + "lyap1_max": 0.01953572779893875, + "lyap1_min": 0.00448599411174655, + "lyap_spec_mean": [ + 0.010652308352291584, + 0.00862337276339531, + 0.005761328153312206, + 0.006648062728345394 + ], + "frac_above_star": 1.0 + }, + { + "step": 895, + "lr": 0.0001, + "sup_loss": 1.2357567410666181, + "rf_loss": 0.00013856642181053758, + "total_loss": 1.2358953074884287, + "lyap1_mean": 0.00636806758120656, + "lyap1_max": 0.0194551944732666, + "lyap1_min": -0.00576414680108428, + "lyap_spec_mean": [ + 0.006368067115545273, + 0.008152253925800323, + 0.002963601378723979, + 0.007168890908360481 + ], + "frac_above_star": 0.875 + }, + { + "step": 896, + "lr": 0.0001, + "sup_loss": 1.3046691348623467, + "rf_loss": 0.00024186611699406058, + "total_loss": 1.3049110009793408, + "lyap1_mean": 0.014455016702413559, + "lyap1_max": 0.027437707409262657, + "lyap1_min": 0.0068348972126841545, + "lyap_spec_mean": [ + 0.014455017633736134, + 0.01357396598905325, + 0.00775777455419302, + 0.012443071231245995 + ], + "frac_above_star": 1.0 + }, + { + "step": 897, + "lr": 0.0001, + "sup_loss": 1.271698988310406, + "rf_loss": 0.00011060952238040045, + "total_loss": 1.2718095978327864, + "lyap1_mean": 0.008893114514648914, + "lyap1_max": 0.019338078796863556, + "lyap1_min": -0.016073767095804214, + "lyap_spec_mean": [ + 0.008893114514648914, + 0.0037552048452198505, + 0.004750404506921768, + 0.004613302648067474 + ], + "frac_above_star": 0.875 + }, + { + "step": 898, + "lr": 0.0001, + "sup_loss": 1.310388982160656, + "rf_loss": 7.817920413799584e-05, + "total_loss": 1.310467161364794, + "lyap1_mean": -0.00036127219209447503, + "lyap1_max": 0.0052807750180363655, + "lyap1_min": -0.011587206274271011, + "lyap_spec_mean": [ + -0.0003612721338868141, + 0.0016687455354258418, + -0.0025919126346707344, + -0.002875202102586627 + ], + "frac_above_star": 0.75 + }, + { + "step": 899, + "lr": 0.0001, + "sup_loss": 1.3314958724443278, + "rf_loss": 7.287658809218556e-05, + "total_loss": 1.33156874903242, + "lyap1_mean": 0.0030340910889208317, + "lyap1_max": 0.009516133926808834, + "lyap1_min": -0.0056081898510456085, + "lyap_spec_mean": [ + 0.0030340910889208317, + -0.0015200296184048057, + -0.00019367970526218414, + -0.006258314475417137 + ], + "frac_above_star": 0.75 + }, + { + "step": 900, + "lr": 0.0001, + "sup_loss": 1.2847174097330847, + "rf_loss": 6.68949942337349e-05, + "total_loss": 1.2847843047273184, + "lyap1_mean": -0.0037494786083698273, + "lyap1_max": 0.0012185971718281507, + "lyap1_min": -0.009648241102695465, + "lyap_spec_mean": [ + -0.00374947814270854, + -0.005069423466920853, + -0.0058493646793067455, + -0.008568329736590385 + ], + "frac_above_star": 0.125 + }, + { + "step": 901, + "lr": 0.0001, + "sup_loss": 1.3143448660391517, + "rf_loss": 0.00031417381251230836, + "total_loss": 1.314659039851664, + "lyap1_mean": -0.014026780612766743, + "lyap1_max": -0.006685398519039154, + "lyap1_min": -0.024763211607933044, + "lyap_spec_mean": [ + -0.014026779681444168, + -0.014452703297138214, + -0.021225688979029655, + -0.013874193653464317 + ], + "frac_above_star": 0.0 + }, + { + "step": 902, + "lr": 0.0001, + "sup_loss": 1.2918280313289772, + "rf_loss": 0.0003433860547374934, + "total_loss": 1.2921714173837147, + "lyap1_mean": -0.013136645779013634, + "lyap1_max": -0.0064875101670622826, + "lyap1_min": -0.019252203404903412, + "lyap_spec_mean": [ + -0.013136645779013634, + -0.020308243110775948, + -0.017730534076690674, + -0.013395746238529682 + ], + "frac_above_star": 0.0 + }, + { + "step": 903, + "lr": 0.0001, + "sup_loss": 1.2286256241359004, + "rf_loss": 0.00026288177468813956, + "total_loss": 1.2288885059105885, + "lyap1_mean": -0.01425881963223219, + "lyap1_max": 0.001628207042813301, + "lyap1_min": -0.026357144117355347, + "lyap_spec_mean": [ + -0.014258820563554764, + -0.015843819826841354, + -0.011853199452161789, + -0.01251667644828558 + ], + "frac_above_star": 0.125 + }, + { + "step": 904, + "lr": 0.0001, + "sup_loss": 1.3181100651476836, + "rf_loss": 9.794181096367538e-05, + "total_loss": 1.3182080069586473, + "lyap1_mean": -0.00506224948912859, + "lyap1_max": 0.004601008258759975, + "lyap1_min": -0.015985995531082153, + "lyap_spec_mean": [ + -0.00506224948912859, + -0.0072119696997106075, + -0.002023897133767605, + -0.005778762511909008 + ], + "frac_above_star": 0.25 + }, + { + "step": 905, + "lr": 0.0001, + "sup_loss": 1.3111279280441381, + "rf_loss": 0.00013819187006447464, + "total_loss": 1.3112661199142026, + "lyap1_mean": 0.0022826800122857094, + "lyap1_max": 0.018314179033041, + "lyap1_min": -0.017048798501491547, + "lyap_spec_mean": [ + 0.0022826804779469967, + -0.00013076374307274818, + -0.001766063505783677, + 0.0005698748864233494 + ], + "frac_above_star": 0.625 + }, + { + "step": 906, + "lr": 0.0001, + "sup_loss": 1.3003539152609158, + "rf_loss": 0.0001573255576658994, + "total_loss": 1.3005112408185817, + "lyap1_mean": 0.01625140756368637, + "lyap1_max": 0.03059522807598114, + "lyap1_min": 0.005675832740962505, + "lyap_spec_mean": [ + 0.01625140942633152, + 0.007792784366756678, + 0.006642629858106375, + 0.004183243960142136 + ], + "frac_above_star": 1.0 + }, + { + "step": 907, + "lr": 0.0001, + "sup_loss": 1.2912276779881195, + "rf_loss": 0.00019950527348555624, + "total_loss": 1.291427183261605, + "lyap1_mean": 0.01110342238098383, + "lyap1_max": 0.025807654485106468, + "lyap1_min": -0.0035630944184958935, + "lyap_spec_mean": [ + 0.01110342238098383, + 0.010240186005830765, + 0.015757113695144653, + 0.002862297696992755 + ], + "frac_above_star": 0.875 + }, + { + "step": 908, + "lr": 0.0001, + "sup_loss": 1.2812958686760514, + "rf_loss": 0.00032860279316082597, + "total_loss": 1.2816244714692122, + "lyap1_mean": 0.017814533784985542, + "lyap1_max": 0.02861446887254715, + "lyap1_min": 0.003984986804425716, + "lyap_spec_mean": [ + 0.017814533784985542, + 0.019598064944148064, + 0.015401965007185936, + 0.012547637335956097 + ], + "frac_above_star": 1.0 + }, + { + "step": 909, + "lr": 0.0001, + "sup_loss": 1.2755912563404057, + "rf_loss": 0.00024860582198016346, + "total_loss": 1.2758398621623859, + "lyap1_mean": 0.011865757405757904, + "lyap1_max": 0.02956070750951767, + "lyap1_min": -0.009254193864762783, + "lyap_spec_mean": [ + 0.011865757405757904, + 0.012564163655042648, + 0.012752696871757507, + 0.00979180820286274 + ], + "frac_above_star": 0.875 + }, + { + "step": 910, + "lr": 0.0001, + "sup_loss": 1.24841836252991, + "rf_loss": 0.00016007290105335414, + "total_loss": 1.2485784354309633, + "lyap1_mean": 0.002465657889842987, + "lyap1_max": 0.019866682589054108, + "lyap1_min": -0.013743720948696136, + "lyap_spec_mean": [ + 0.002465657889842987, + 0.0039286380633711815, + 0.0031253949273377657, + 0.00044912390876561403 + ], + "frac_above_star": 0.5 + }, + { + "step": 911, + "lr": 0.0001, + "sup_loss": 1.2681390193544602, + "rf_loss": 8.924098074203357e-05, + "total_loss": 1.2682282603352022, + "lyap1_mean": 0.002958475612103939, + "lyap1_max": 0.014514051377773285, + "lyap1_min": -0.012235547415912151, + "lyap_spec_mean": [ + 0.002958475612103939, + 0.0012617885367944837, + -0.005500117316842079, + -0.0015598598401993513 + ], + "frac_above_star": 0.625 + }, + { + "step": 912, + "lr": 0.0001, + "sup_loss": 1.2802371801194625, + "rf_loss": 9.108340600505471e-05, + "total_loss": 1.2803282635254676, + "lyap1_mean": -0.006762627977877855, + "lyap1_max": 0.0030616209842264652, + "lyap1_min": -0.015465982258319855, + "lyap_spec_mean": [ + -0.006762627977877855, + -0.00024586188374087214, + -0.002433320041745901, + -0.0036365229170769453 + ], + "frac_above_star": 0.375 + }, + { + "step": 913, + "lr": 0.0001, + "sup_loss": 1.3214216648919614, + "rf_loss": 0.00022030912805348635, + "total_loss": 1.321641974020015, + "lyap1_mean": -0.013126589357852936, + "lyap1_max": 0.007625679485499859, + "lyap1_min": -0.022649100050330162, + "lyap_spec_mean": [ + -0.013126589357852936, + -0.013909850269556046, + -0.012952916324138641, + -0.013001136481761932 + ], + "frac_above_star": 0.125 + }, + { + "step": 914, + "lr": 0.0001, + "sup_loss": 1.2823585719741466, + "rf_loss": 0.0001706411421764642, + "total_loss": 1.282529213116323, + "lyap1_mean": -0.00473399180918932, + "lyap1_max": 0.008613813668489456, + "lyap1_min": -0.018943948671221733, + "lyap_spec_mean": [ + -0.00473399180918932, + -0.009641015902161598, + -0.010730735957622528, + -0.014124730601906776 + ], + "frac_above_star": 0.375 + }, + { + "step": 915, + "lr": 0.0001, + "sup_loss": 1.2355545196498134, + "rf_loss": 0.00010891240526689216, + "total_loss": 1.2356634320550803, + "lyap1_mean": -0.0020292268600314856, + "lyap1_max": 0.020249713212251663, + "lyap1_min": -0.010633173398673534, + "lyap_spec_mean": [ + -0.002029227092862129, + -0.005629440303891897, + -0.0062102205120027065, + -0.0050325049087405205 + ], + "frac_above_star": 0.25 + }, + { + "step": 916, + "lr": 0.0001, + "sup_loss": 1.3237987774335733, + "rf_loss": 5.152253288542852e-05, + "total_loss": 1.3238502999664588, + "lyap1_mean": 0.000321113970130682, + "lyap1_max": 0.009330738335847855, + "lyap1_min": -0.007774088531732559, + "lyap_spec_mean": [ + 0.00032111379550769925, + 0.0016705221496522427, + -0.0034844549372792244, + -0.004156840033829212 + ], + "frac_above_star": 0.375 + }, + { + "step": 917, + "lr": 0.0001, + "sup_loss": 1.2650757357428921, + "rf_loss": 0.00022010582324583083, + "total_loss": 1.265295841566138, + "lyap1_mean": 0.01164370495826006, + "lyap1_max": 0.02519429475069046, + "lyap1_min": -0.0038734059780836105, + "lyap_spec_mean": [ + 0.011643705889582634, + 0.010543415322899818, + 0.008460053242743015, + 0.012194778770208359 + ], + "frac_above_star": 0.875 + }, + { + "step": 918, + "lr": 0.0001, + "sup_loss": 1.2950516342513478, + "rf_loss": 8.737485040910542e-05, + "total_loss": 1.295139009101757, + "lyap1_mean": 0.0044504147954285145, + "lyap1_max": 0.01409913506358862, + "lyap1_min": -0.006831913720816374, + "lyap_spec_mean": [ + 0.0044504147954285145, + 0.00567278265953064, + 0.00539466692134738, + -0.001690326607786119 + ], + "frac_above_star": 0.75 + }, + { + "step": 919, + "lr": 0.0001, + "sup_loss": 1.3102884885144643, + "rf_loss": 5.346474063117057e-05, + "total_loss": 1.3103419532550955, + "lyap1_mean": -0.0019134791800752282, + "lyap1_max": 0.009372584521770477, + "lyap1_min": -0.012014573439955711, + "lyap_spec_mean": [ + -0.0019134789472445846, + 0.004200959112495184, + -0.00011279524187557399, + -0.000505437608808279 + ], + "frac_above_star": 0.375 + }, + { + "step": 920, + "lr": 0.0001, + "sup_loss": 1.2685063879347402, + "rf_loss": 6.958443555049598e-05, + "total_loss": 1.2685759723702907, + "lyap1_mean": 0.0015585634391754866, + "lyap1_max": 0.0077234311029314995, + "lyap1_min": -0.005826778244227171, + "lyap_spec_mean": [ + 0.0015585635555908084, + 0.0046312687918543816, + -0.0031180072110146284, + 0.0010669056791812181 + ], + "frac_above_star": 0.625 + }, + { + "step": 921, + "lr": 0.0001, + "sup_loss": 1.3363580521377643, + "rf_loss": 0.00010802810720633715, + "total_loss": 1.3364660802449706, + "lyap1_mean": 0.004731124732643366, + "lyap1_max": 0.017020773142576218, + "lyap1_min": -0.006075224839150906, + "lyap_spec_mean": [ + 0.004731124732643366, + 0.002322783460840583, + 0.0006653470918536186, + 0.002136122202500701 + ], + "frac_above_star": 0.625 + }, + { + "step": 922, + "lr": 0.0001, + "sup_loss": 1.2899630222432081, + "rf_loss": 0.0001745859917718917, + "total_loss": 1.29013760823498, + "lyap1_mean": 0.008508115075528622, + "lyap1_max": 0.026089973747730255, + "lyap1_min": -0.003635949920862913, + "lyap_spec_mean": [ + 0.008508115075528622, + 0.007668597158044577, + 0.004492360167205334, + 0.007550966925919056 + ], + "frac_above_star": 0.875 + }, + { + "step": 923, + "lr": 0.0001, + "sup_loss": 1.3032385852766994, + "rf_loss": 0.00013936706818640232, + "total_loss": 1.3033779523448858, + "lyap1_mean": 0.005356360226869583, + "lyap1_max": 0.021867915987968445, + "lyap1_min": -0.016776051372289658, + "lyap_spec_mean": [ + 0.005356360226869583, + 0.0074252355843782425, + 0.0055696116760373116, + 0.0020196731202304363 + ], + "frac_above_star": 0.875 + }, + { + "step": 924, + "lr": 0.0001, + "sup_loss": 1.3025319525615453, + "rf_loss": 9.761972614796832e-05, + "total_loss": 1.3026295722876933, + "lyap1_mean": 0.002278248080983758, + "lyap1_max": 0.01583193801343441, + "lyap1_min": -0.013743812218308449, + "lyap_spec_mean": [ + 0.002278248080983758, + -0.005089215002954006, + -0.004630645737051964, + -0.004462255164980888 + ], + "frac_above_star": 0.625 + }, + { + "step": 925, + "lr": 0.0001, + "sup_loss": 1.2567995453233283, + "rf_loss": 0.0001724088506307453, + "total_loss": 1.256971954173959, + "lyap1_mean": -0.0053772591054439545, + "lyap1_max": 0.00969755556434393, + "lyap1_min": -0.01656474359333515, + "lyap_spec_mean": [ + -0.005377258639782667, + -0.00999436341226101, + -0.011603135615587234, + -0.010567611083388329 + ], + "frac_above_star": 0.375 + }, + { + "step": 926, + "lr": 0.0001, + "sup_loss": 1.2852411525532261, + "rf_loss": 0.00013254673103801906, + "total_loss": 1.2853736992842641, + "lyap1_mean": -0.004221350885927677, + "lyap1_max": 0.005008700769394636, + "lyap1_min": -0.01593390665948391, + "lyap_spec_mean": [ + -0.004221350885927677, + -0.006987027823925018, + -0.008207774721086025, + -0.011722743511199951 + ], + "frac_above_star": 0.375 + }, + { + "step": 927, + "lr": 0.0001, + "sup_loss": 1.2499284401431365, + "rf_loss": 7.941212970763445e-05, + "total_loss": 1.2500078522728442, + "lyap1_mean": -0.0009656233014538884, + "lyap1_max": 0.007668161299079657, + "lyap1_min": -0.011416768655180931, + "lyap_spec_mean": [ + -0.000965623592492193, + -0.004342466592788696, + -0.003128217766061425, + -0.008069491013884544 + ], + "frac_above_star": 0.5 + }, + { + "step": 928, + "lr": 0.0001, + "sup_loss": 1.3102028978574247, + "rf_loss": 4.65092234662734e-05, + "total_loss": 1.310249407080891, + "lyap1_mean": -0.0016560000367462635, + "lyap1_max": 0.006850091274827719, + "lyap1_min": -0.006307685282081366, + "lyap_spec_mean": [ + -0.0016560000367462635, + -0.0020650022197514772, + 0.0007017757743597031, + -0.0024434400256723166 + ], + "frac_above_star": 0.25 + }, + { + "step": 929, + "lr": 0.0001, + "sup_loss": 1.279881553071831, + "rf_loss": 5.3474104788620025e-05, + "total_loss": 1.2799350271766197, + "lyap1_mean": 0.0035226698964834213, + "lyap1_max": 0.015567628666758537, + "lyap1_min": -0.007476480212062597, + "lyap_spec_mean": [ + 0.0035226698964834213, + -0.0019255374791100621, + 0.000428583356551826, + -0.0037481398321688175 + ], + "frac_above_star": 0.625 + }, + { + "step": 930, + "lr": 0.0001, + "sup_loss": 1.3278775556644893, + "rf_loss": 9.584228973835707e-05, + "total_loss": 1.3279733979542276, + "lyap1_mean": 0.009710007347166538, + "lyap1_max": 0.017342079430818558, + "lyap1_min": -0.004129514563828707, + "lyap_spec_mean": [ + 0.009710008278489113, + 0.0038523373659700155, + 0.00683313375338912, + 0.0033177805598825216 + ], + "frac_above_star": 0.875 + }, + { + "step": 931, + "lr": 0.0001, + "sup_loss": 1.3205928200857324, + "rf_loss": 0.00014730545808561146, + "total_loss": 1.320740125543818, + "lyap1_mean": 0.011464482173323631, + "lyap1_max": 0.027337566018104553, + "lyap1_min": 0.0015776052605360746, + "lyap_spec_mean": [ + 0.011464482173323631, + 0.009070318192243576, + 0.007027785759419203, + 0.006328646559268236 + ], + "frac_above_star": 1.0 + }, + { + "step": 932, + "lr": 0.0001, + "sup_loss": 1.325339555417103, + "rf_loss": 8.033786434680223e-05, + "total_loss": 1.3254198932814498, + "lyap1_mean": -0.0006414197850972414, + "lyap1_max": 0.016855834051966667, + "lyap1_min": -0.009161642752587795, + "lyap_spec_mean": [ + -0.0006414197850972414, + -0.003184618428349495, + 0.005403939634561539, + -0.000273193116299808 + ], + "frac_above_star": 0.25 + }, + { + "step": 933, + "lr": 0.0001, + "sup_loss": 1.3068870723724924, + "rf_loss": 0.0001733547542244196, + "total_loss": 1.3070604271267168, + "lyap1_mean": -0.003484901273623109, + "lyap1_max": 0.02404477447271347, + "lyap1_min": -0.0258791483938694, + "lyap_spec_mean": [ + -0.003484901040792465, + -0.005454356782138348, + -0.006901528220623732, + -0.011322807520627975 + ], + "frac_above_star": 0.375 + }, + { + "step": 934, + "lr": 0.0001, + "sup_loss": 1.3074517320993417, + "rf_loss": 0.0002417595824226737, + "total_loss": 1.3076934916817644, + "lyap1_mean": -0.011115914210677147, + "lyap1_max": -0.00023112291819415987, + "lyap1_min": -0.025309037417173386, + "lyap_spec_mean": [ + -0.011115913279354572, + -0.012500224635004997, + -0.011256571859121323, + -0.014107019640505314 + ], + "frac_above_star": 0.0 + }, + { + "step": 935, + "lr": 0.0001, + "sup_loss": 1.3267363685382385, + "rf_loss": 0.00030137880821712315, + "total_loss": 1.3270377473464556, + "lyap1_mean": -0.010975389741361141, + "lyap1_max": 0.006840163841843605, + "lyap1_min": -0.02482732944190502, + "lyap_spec_mean": [ + -0.010975389741361141, + -0.012018527835607529, + -0.018851444125175476, + -0.016905346885323524 + ], + "frac_above_star": 0.25 + }, + { + "step": 936, + "lr": 0.0001, + "sup_loss": 1.3192841537333178, + "rf_loss": 0.0007022189674898982, + "total_loss": 1.3199863727008077, + "lyap1_mean": -0.02518988586962223, + "lyap1_max": -0.00918060727417469, + "lyap1_min": -0.03905493766069412, + "lyap_spec_mean": [ + -0.02518988586962223, + -0.024608120322227478, + -0.02510574273765087, + -0.022982057183980942 + ], + "frac_above_star": 0.0 + }, + { + "step": 937, + "lr": 0.0001, + "sup_loss": 1.3043138576051123, + "rf_loss": 0.00038361898623406887, + "total_loss": 1.3046974765913464, + "lyap1_mean": -0.016861706972122192, + "lyap1_max": -0.008199946954846382, + "lyap1_min": -0.02228345349431038, + "lyap_spec_mean": [ + -0.01686170883476734, + -0.014643740840256214, + -0.02008674666285515, + -0.0219611544162035 + ], + "frac_above_star": 0.0 + }, + { + "step": 938, + "lr": 0.0001, + "sup_loss": 1.218174305390475, + "rf_loss": 9.432007209397852e-05, + "total_loss": 1.218268625462569, + "lyap1_mean": -0.0013489850098267198, + "lyap1_max": 0.011905273422598839, + "lyap1_min": -0.013289881870150566, + "lyap_spec_mean": [ + -0.0013489850098267198, + -0.004226023331284523, + -0.007975395768880844, + -0.006722061429172754 + ], + "frac_above_star": 0.25 + }, + { + "step": 939, + "lr": 0.0001, + "sup_loss": 1.2836879535142929, + "rf_loss": 0.00024696352193132043, + "total_loss": 1.2839349170362242, + "lyap1_mean": 0.015928804874420166, + "lyap1_max": 0.03030458092689514, + "lyap1_min": -0.001553110545501113, + "lyap_spec_mean": [ + 0.015928804874420166, + 0.012362787500023842, + 0.014697996899485588, + 0.008577995002269745 + ], + "frac_above_star": 0.875 + }, + { + "step": 940, + "lr": 0.0001, + "sup_loss": 1.2744336508060952, + "rf_loss": 0.0007864142535254359, + "total_loss": 1.2752200650596206, + "lyap1_mean": 0.030106451362371445, + "lyap1_max": 0.03844793140888214, + "lyap1_min": 0.013019690290093422, + "lyap_spec_mean": [ + 0.030106451362371445, + 0.026982096955180168, + 0.025416914373636246, + 0.025479387491941452 + ], + "frac_above_star": 1.0 + }, + { + "step": 941, + "lr": 0.0001, + "sup_loss": 1.3080532100559863, + "rf_loss": 0.0010198652744293213, + "total_loss": 1.3090730753304156, + "lyap1_mean": 0.03504142165184021, + "lyap1_max": 0.04243756830692291, + "lyap1_min": 0.028942368924617767, + "lyap_spec_mean": [ + 0.03504142165184021, + 0.03264685720205307, + 0.028088750317692757, + 0.028713859617710114 + ], + "frac_above_star": 1.0 + }, + { + "step": 942, + "lr": 0.0001, + "sup_loss": 1.296767221814045, + "rf_loss": 0.0007580624660477042, + "total_loss": 1.2975252842800926, + "lyap1_mean": 0.029864249750971794, + "lyap1_max": 0.04154669865965843, + "lyap1_min": 0.018318915739655495, + "lyap_spec_mean": [ + 0.029864249750971794, + 0.023252777755260468, + 0.027264554053544998, + 0.023547951132059097 + ], + "frac_above_star": 1.0 + }, + { + "step": 943, + "lr": 0.0001, + "sup_loss": 1.3264232989390907, + "rf_loss": 0.00035924086114391685, + "total_loss": 1.3267825398002346, + "lyap1_mean": 0.01837555691599846, + "lyap1_max": 0.033995117992162704, + "lyap1_min": 0.005283864215016365, + "lyap_spec_mean": [ + 0.01837555691599846, + 0.014644933864474297, + 0.016958920285105705, + 0.010624269023537636 + ], + "frac_above_star": 1.0 + }, + { + "step": 944, + "lr": 0.0001, + "sup_loss": 1.2961897167070915, + "rf_loss": 6.585173105122522e-05, + "total_loss": 1.2962555684381427, + "lyap1_mean": 0.007092662155628204, + "lyap1_max": 0.01411504577845335, + "lyap1_min": 0.001998193096369505, + "lyap_spec_mean": [ + 0.007092662621289492, + 0.008993959985673428, + 0.0033586493227630854, + 0.00019433777197264135 + ], + "frac_above_star": 1.0 + }, + { + "step": 945, + "lr": 0.0001, + "sup_loss": 1.2790341333283273, + "rf_loss": 0.0003015437978319824, + "total_loss": 1.2793356771261593, + "lyap1_mean": -0.013985910452902317, + "lyap1_max": -0.005708436947315931, + "lyap1_min": -0.028974272310733795, + "lyap_spec_mean": [ + -0.013985911384224892, + -0.014065723866224289, + -0.01997048780322075, + -0.015876099467277527 + ], + "frac_above_star": 0.0 + }, + { + "step": 946, + "lr": 0.0001, + "sup_loss": 1.2689527682666983, + "rf_loss": 0.0008564487216062844, + "total_loss": 1.2698092169883046, + "lyap1_mean": -0.02744271606206894, + "lyap1_max": -0.011029090732336044, + "lyap1_min": -0.040960974991321564, + "lyap_spec_mean": [ + -0.02744271606206894, + -0.029094170778989792, + -0.02730526588857174, + -0.027701862156391144 + ], + "frac_above_star": 0.0 + }, + { + "step": 947, + "lr": 0.0001, + "sup_loss": 1.3680559286745801, + "rf_loss": 0.0010132782626897097, + "total_loss": 1.3690692069372699, + "lyap1_mean": -0.028968174010515213, + "lyap1_max": -0.010095717385411263, + "lyap1_min": -0.048036180436611176, + "lyap_spec_mean": [ + -0.028968174010515213, + -0.03176872059702873, + -0.027760129421949387, + -0.031762201339006424 + ], + "frac_above_star": 0.0 + }, + { + "step": 948, + "lr": 0.0001, + "sup_loss": 1.3307374843010868, + "rf_loss": 0.0006124764331616461, + "total_loss": 1.3313499607342485, + "lyap1_mean": -0.024204149842262268, + "lyap1_max": -0.013958187773823738, + "lyap1_min": -0.03816324472427368, + "lyap_spec_mean": [ + -0.024204149842262268, + -0.020041700452566147, + -0.025593385100364685, + -0.0244988352060318 + ], + "frac_above_star": 0.0 + }, + { + "step": 949, + "lr": 0.0001, + "sup_loss": 1.3035845051158652, + "rf_loss": 0.00032933696638792753, + "total_loss": 1.3039138420822531, + "lyap1_mean": -0.008728570304811, + "lyap1_max": 0.02063928358256817, + "lyap1_min": -0.01789398491382599, + "lyap_spec_mean": [ + -0.008728571236133575, + -0.017380794510245323, + -0.01695280708372593, + -0.018331922590732574 + ], + "frac_above_star": 0.125 + }, + { + "step": 950, + "lr": 0.0001, + "sup_loss": 1.2950207507987044, + "rf_loss": 0.00014395470498129725, + "total_loss": 1.2951647055036857, + "lyap1_mean": -0.003603417193517089, + "lyap1_max": 0.008608387783169746, + "lyap1_min": -0.01196838915348053, + "lyap_spec_mean": [ + -0.0036034174263477325, + -0.004822912160307169, + -0.005285244435071945, + -0.009863782674074173 + ], + "frac_above_star": 0.25 + }, + { + "step": 951, + "lr": 0.0001, + "sup_loss": 1.2578997768060547, + "rf_loss": 5.2615199820138514e-05, + "total_loss": 1.2579523920058748, + "lyap1_mean": 8.801021613180637e-05, + "lyap1_max": 0.0052345204167068005, + "lyap1_min": -0.005177224054932594, + "lyap_spec_mean": [ + 8.80102306837216e-05, + -0.0019873972050845623, + -0.00513647822663188, + -0.0019460362382233143 + ], + "frac_above_star": 0.375 + }, + { + "step": 952, + "lr": 0.0001, + "sup_loss": 1.316426234720707, + "rf_loss": 0.0001555951894260943, + "total_loss": 1.316581829910133, + "lyap1_mean": 0.005818252917379141, + "lyap1_max": 0.016694705933332443, + "lyap1_min": -0.0038915653713047504, + "lyap_spec_mean": [ + 0.005818252917379141, + 0.0067213550209999084, + 0.00972896721214056, + 0.0034378429409116507 + ], + "frac_above_star": 0.625 + }, + { + "step": 953, + "lr": 0.0001, + "sup_loss": 1.317027150547304, + "rf_loss": 0.00014858382928650826, + "total_loss": 1.3171757343765904, + "lyap1_mean": 0.010095532052218914, + "lyap1_max": 0.03563370555639267, + "lyap1_min": -0.004821626003831625, + "lyap_spec_mean": [ + 0.01009553112089634, + 0.009022093378007412, + 0.005387415178120136, + 0.006832701154053211 + ], + "frac_above_star": 0.875 + }, + { + "step": 954, + "lr": 0.0001, + "sup_loss": 1.319104665403968, + "rf_loss": 0.0002020941028604284, + "total_loss": 1.3193067595068284, + "lyap1_mean": 0.007989097386598587, + "lyap1_max": 0.026105767115950584, + "lyap1_min": -0.00798388198018074, + "lyap_spec_mean": [ + 0.007989097386598587, + 0.009843049570918083, + 0.008136685006320477, + 0.01216309517621994 + ], + "frac_above_star": 0.75 + }, + { + "step": 955, + "lr": 0.0001, + "sup_loss": 1.2825955623348326, + "rf_loss": 0.0002454256173223257, + "total_loss": 1.282840987952155, + "lyap1_mean": 0.013185132294893265, + "lyap1_max": 0.027561381459236145, + "lyap1_min": -0.0052474429830908775, + "lyap_spec_mean": [ + 0.013185132294893265, + 0.00911912601441145, + 0.011676207184791565, + 0.003118745982646942 + ], + "frac_above_star": 0.875 + }, + { + "step": 956, + "lr": 0.0001, + "sup_loss": 1.3014318329898378, + "rf_loss": 0.00010348251817049459, + "total_loss": 1.3015353155080083, + "lyap1_mean": 0.0051887184381484985, + "lyap1_max": 0.022618239745497704, + "lyap1_min": -0.00795722845941782, + "lyap_spec_mean": [ + 0.0051887184381484985, + 0.00496359309181571, + 0.005091765429824591, + 0.004196430090814829 + ], + "frac_above_star": 0.75 + }, + { + "step": 957, + "lr": 0.0001, + "sup_loss": 1.2937259888476533, + "rf_loss": 4.7164612624328583e-05, + "total_loss": 1.2937731534602777, + "lyap1_mean": 0.0014432725729420781, + "lyap1_max": 0.007815959863364697, + "lyap1_min": -0.009111936204135418, + "lyap_spec_mean": [ + 0.0014432724565267563, + 0.0013195618521422148, + 0.004187390208244324, + 0.0015597677556797862 + ], + "frac_above_star": 0.75 + }, + { + "step": 958, + "lr": 0.0001, + "sup_loss": 1.301645328365032, + "rf_loss": 0.00011121994612039998, + "total_loss": 1.3017565483111524, + "lyap1_mean": -0.004961766302585602, + "lyap1_max": 0.011209908872842789, + "lyap1_min": -0.018964139744639397, + "lyap_spec_mean": [ + -0.004961766302585602, + -0.007188212126493454, + -0.00580256711691618, + -0.006737922318279743 + ], + "frac_above_star": 0.25 + }, + { + "step": 959, + "lr": 0.0001, + "sup_loss": 1.3362991812040845, + "rf_loss": 6.890937947900966e-05, + "total_loss": 1.3363680905835635, + "lyap1_mean": -0.0005089359474368393, + "lyap1_max": 0.009737694635987282, + "lyap1_min": -0.0097118578851223, + "lyap_spec_mean": [ + -0.0005089358892291784, + 0.00036184675991535187, + -0.00025355315301567316, + -0.0033262078650295734 + ], + "frac_above_star": 0.375 + }, + { + "step": 960, + "lr": 0.0001, + "sup_loss": 1.3181092543163844, + "rf_loss": 0.00013086723629385233, + "total_loss": 1.3182401215526782, + "lyap1_mean": -0.007334807887673378, + "lyap1_max": -0.0032586329616606236, + "lyap1_min": -0.01462771650403738, + "lyap_spec_mean": [ + -0.007334807887673378, + -0.012185344472527504, + -0.008846589364111423, + -0.008629920892417431 + ], + "frac_above_star": 0.0 + }, + { + "step": 961, + "lr": 0.0001, + "sup_loss": 1.2767296832860104, + "rf_loss": 0.00013761466834694147, + "total_loss": 1.2768672979543574, + "lyap1_mean": -0.004070631694048643, + "lyap1_max": 0.00894791167229414, + "lyap1_min": -0.013825669884681702, + "lyap_spec_mean": [ + -0.004070631694048643, + -0.007582923397421837, + -0.01028605829924345, + -0.0037117237225174904 + ], + "frac_above_star": 0.25 + }, + { + "step": 962, + "lr": 0.0001, + "sup_loss": 1.307122593017943, + "rf_loss": 6.277213105931878e-05, + "total_loss": 1.3071853651490024, + "lyap1_mean": 0.0027571204118430614, + "lyap1_max": 0.012205768376588821, + "lyap1_min": -0.01270386390388012, + "lyap_spec_mean": [ + 0.0027571204118430614, + -0.003335895948112011, + -0.004720157012343407, + -0.0018796644872054458 + ], + "frac_above_star": 0.75 + }, + { + "step": 963, + "lr": 0.0001, + "sup_loss": 1.273889244986469, + "rf_loss": 8.85955523699522e-05, + "total_loss": 1.273977840538839, + "lyap1_mean": -2.2185035049915314e-05, + "lyap1_max": 0.021565189585089684, + "lyap1_min": -0.01697864942252636, + "lyap_spec_mean": [ + -2.2185035049915314e-05, + -1.6304198652505875e-05, + 0.0006191155989654362, + -0.0034309555776417255 + ], + "frac_above_star": 0.5 + }, + { + "step": 964, + "lr": 0.0001, + "sup_loss": 1.2812825966959855, + "rf_loss": 0.00011490074393805116, + "total_loss": 1.2813974974399236, + "lyap1_mean": 0.00819140113890171, + "lyap1_max": 0.019444607198238373, + "lyap1_min": 0.0010201766854152083, + "lyap_spec_mean": [ + 0.00819140113890171, + 0.005299247335642576, + 0.0073647936806082726, + 0.00425800820812583 + ], + "frac_above_star": 1.0 + }, + { + "step": 965, + "lr": 0.0001, + "sup_loss": 1.2575637752990805, + "rf_loss": 0.00016158104699570686, + "total_loss": 1.2577253563460762, + "lyap1_mean": 0.012274526059627533, + "lyap1_max": 0.02251490019261837, + "lyap1_min": -0.002884592628106475, + "lyap_spec_mean": [ + 0.012274526059627533, + 0.011959346942603588, + 0.005211580079048872, + 0.009113880805671215 + ], + "frac_above_star": 0.875 + }, + { + "step": 966, + "lr": 0.0001, + "sup_loss": 1.3164008249341197, + "rf_loss": 0.00033912487560883164, + "total_loss": 1.3167399498097285, + "lyap1_mean": 0.022120246663689613, + "lyap1_max": 0.03544118255376816, + "lyap1_min": 0.012480607256293297, + "lyap_spec_mean": [ + 0.022120246663689613, + 0.016878686845302582, + 0.014147758483886719, + 0.010851481929421425 + ], + "frac_above_star": 1.0 + }, + { + "step": 967, + "lr": 0.0001, + "sup_loss": 1.3475360301503876, + "rf_loss": 0.00015772914048284292, + "total_loss": 1.3476937592908704, + "lyap1_mean": 0.011451410129666328, + "lyap1_max": 0.03473515808582306, + "lyap1_min": -0.004898619372397661, + "lyap_spec_mean": [ + 0.011451410129666328, + 0.012247908860445023, + 0.004539955407381058, + 0.006153820548206568 + ], + "frac_above_star": 0.75 + }, + { + "step": 968, + "lr": 0.0001, + "sup_loss": 1.2832842081223796, + "rf_loss": 0.0003228507121093571, + "total_loss": 1.283607058834489, + "lyap1_mean": -0.013284584507346153, + "lyap1_max": 0.008582457900047302, + "lyap1_min": -0.027028260752558708, + "lyap_spec_mean": [ + -0.013284584507346153, + -0.014697801321744919, + -0.018617287278175354, + -0.014484197832643986 + ], + "frac_above_star": 0.125 + }, + { + "step": 969, + "lr": 0.0001, + "sup_loss": 1.306230141289085, + "rf_loss": 0.00036205799551680684, + "total_loss": 1.306592199284602, + "lyap1_mean": -0.010036311112344265, + "lyap1_max": 0.004119425546377897, + "lyap1_min": -0.030518515035510063, + "lyap_spec_mean": [ + -0.010036311112344265, + -0.013055847026407719, + -0.016397062689065933, + -0.01903577148914337 + ], + "frac_above_star": 0.375 + }, + { + "step": 970, + "lr": 0.0001, + "sup_loss": 1.3090648133951253, + "rf_loss": 0.000425259378971532, + "total_loss": 1.3094900727740968, + "lyap1_mean": -0.020605798810720444, + "lyap1_max": -0.011226555332541466, + "lyap1_min": -0.027281127870082855, + "lyap_spec_mean": [ + -0.020605798810720444, + -0.020711487159132957, + -0.01722906343638897, + -0.01855490356683731 + ], + "frac_above_star": 0.0 + }, + { + "step": 971, + "lr": 0.0001, + "sup_loss": 1.2900105207619645, + "rf_loss": 0.0005000203964300454, + "total_loss": 1.2905105411583946, + "lyap1_mean": -0.015533067286014557, + "lyap1_max": 0.006648368667811155, + "lyap1_min": -0.04671779274940491, + "lyap_spec_mean": [ + -0.015533067286014557, + -0.0173941720277071, + -0.02035645954310894, + -0.019638875499367714 + ], + "frac_above_star": 0.125 + }, + { + "step": 972, + "lr": 0.0001, + "sup_loss": 1.3086435705092905, + "rf_loss": 0.00010623498383210972, + "total_loss": 1.3087498054931226, + "lyap1_mean": -0.001142845256254077, + "lyap1_max": 0.014816801063716412, + "lyap1_min": -0.019923128187656403, + "lyap_spec_mean": [ + -0.0011428454890847206, + 0.0009864727035164833, + 0.0008576320251449943, + -0.0014927175361663103 + ], + "frac_above_star": 0.375 + }, + { + "step": 973, + "lr": 0.0001, + "sup_loss": 1.298292002776729, + "rf_loss": 0.00011979204282397404, + "total_loss": 1.298411794819553, + "lyap1_mean": 0.01225354801863432, + "lyap1_max": 0.028505470603704453, + "lyap1_min": -0.005048200488090515, + "lyap_spec_mean": [ + 0.01225354801863432, + 0.006935569457709789, + 0.0008633297402411699, + 0.0008871147874742746 + ], + "frac_above_star": 0.75 + }, + { + "step": 974, + "lr": 0.0001, + "sup_loss": 1.2934175842483742, + "rf_loss": 0.0001695618557278067, + "total_loss": 1.293587146104102, + "lyap1_mean": 0.010343711823225021, + "lyap1_max": 0.022626599296927452, + "lyap1_min": -0.0023692436516284943, + "lyap_spec_mean": [ + 0.010343711823225021, + 0.009377350099384785, + 0.009785432368516922, + 0.008090325631201267 + ], + "frac_above_star": 0.875 + }, + { + "step": 975, + "lr": 0.0001, + "sup_loss": 1.277110795071985, + "rf_loss": 0.0006392886280082166, + "total_loss": 1.2777500836999933, + "lyap1_mean": 0.02848358079791069, + "lyap1_max": 0.049312200397253036, + "lyap1_min": 0.013257825747132301, + "lyap_spec_mean": [ + 0.028483577072620392, + 0.02332448586821556, + 0.02215012162923813, + 0.019973624497652054 + ], + "frac_above_star": 1.0 + }, + { + "step": 976, + "lr": 0.0001, + "sup_loss": 1.2940080382619434, + "rf_loss": 0.0008554289233870804, + "total_loss": 1.2948634671853305, + "lyap1_mean": 0.026378188282251358, + "lyap1_max": 0.047110315412282944, + "lyap1_min": 0.010270158760249615, + "lyap_spec_mean": [ + 0.026378188282251358, + 0.027953222393989563, + 0.027582058683037758, + 0.023157784715294838 + ], + "frac_above_star": 1.0 + }, + { + "step": 977, + "lr": 0.0001, + "sup_loss": 1.3213737330802404, + "rf_loss": 0.0005019534728489816, + "total_loss": 1.3218756865530894, + "lyap1_mean": 0.01786220073699951, + "lyap1_max": 0.03293079882860184, + "lyap1_min": -0.012882165610790253, + "lyap_spec_mean": [ + 0.01786220073699951, + 0.022606998682022095, + 0.017573323100805283, + 0.013915520161390305 + ], + "frac_above_star": 0.875 + }, + { + "step": 978, + "lr": 0.0001, + "sup_loss": 1.3342789461836364, + "rf_loss": 0.0002574506215751171, + "total_loss": 1.3345363968052115, + "lyap1_mean": 0.015098026022315025, + "lyap1_max": 0.029318999499082565, + "lyap1_min": -0.0022548241540789604, + "lyap_spec_mean": [ + 0.015098026022315025, + 0.008751871064305305, + 0.008168374188244343, + 0.008481636643409729 + ], + "frac_above_star": 0.875 + }, + { + "step": 979, + "lr": 0.0001, + "sup_loss": 1.227289507764111, + "rf_loss": 0.00017924705753102899, + "total_loss": 1.227468754821642, + "lyap1_mean": -0.0072367824614048, + "lyap1_max": 0.012446342036128044, + "lyap1_min": -0.018460221588611603, + "lyap_spec_mean": [ + -0.0072367824614048, + -0.009713475592434406, + -0.00806496199220419, + -0.011267328634858131 + ], + "frac_above_star": 0.25 + }, + { + "step": 980, + "lr": 0.0001, + "sup_loss": 1.3448640164558183, + "rf_loss": 0.0004168378945905715, + "total_loss": 1.345280854350409, + "lyap1_mean": -0.015691455453634262, + "lyap1_max": -0.004254722036421299, + "lyap1_min": -0.03503355756402016, + "lyap_spec_mean": [ + -0.015691453590989113, + -0.018052656203508377, + -0.020179200917482376, + -0.020086446776986122 + ], + "frac_above_star": 0.0 + }, + { + "step": 981, + "lr": 0.0001, + "sup_loss": 1.2531774207517132, + "rf_loss": 0.0005016934592276812, + "total_loss": 1.253679114210941, + "lyap1_mean": -0.018606577068567276, + "lyap1_max": 0.01178698055446148, + "lyap1_min": -0.03679995983839035, + "lyap_spec_mean": [ + -0.018606575205922127, + -0.017794445157051086, + -0.021094486117362976, + -0.02236122637987137 + ], + "frac_above_star": 0.125 + }, + { + "step": 982, + "lr": 0.0001, + "sup_loss": 1.2728653595681785, + "rf_loss": 0.00037864307523705065, + "total_loss": 1.2732440026434155, + "lyap1_mean": -0.014344668947160244, + "lyap1_max": 0.00013270974159240723, + "lyap1_min": -0.030597154051065445, + "lyap_spec_mean": [ + -0.014344668947160244, + -0.01539412047713995, + -0.02163984626531601, + -0.018165798857808113 + ], + "frac_above_star": 0.125 + }, + { + "step": 983, + "lr": 0.0001, + "sup_loss": 1.322100708981418, + "rf_loss": 0.000256671424722299, + "total_loss": 1.3223573804061404, + "lyap1_mean": -0.011151091195642948, + "lyap1_max": -0.00264128390699625, + "lyap1_min": -0.020036587491631508, + "lyap_spec_mean": [ + -0.011151090264320374, + -0.011659758165478706, + -0.014219189062714577, + -0.014008603990077972 + ], + "frac_above_star": 0.0 + }, + { + "step": 984, + "lr": 0.0001, + "sup_loss": 1.3020528841738954, + "rf_loss": 6.50658766971901e-05, + "total_loss": 1.3021179500505926, + "lyap1_mean": -0.0002961831633001566, + "lyap1_max": 0.009105886332690716, + "lyap1_min": -0.017788115888834, + "lyap_spec_mean": [ + -0.00029618339613080025, + 0.0008574574021622539, + -0.0028612720780074596, + -0.004726571496576071 + ], + "frac_above_star": 0.5 + }, + { + "step": 985, + "lr": 0.0001, + "sup_loss": 1.2450375192732588, + "rf_loss": 0.0001850493426900357, + "total_loss": 1.2452225686159488, + "lyap1_mean": 0.011414125561714172, + "lyap1_max": 0.02629520557820797, + "lyap1_min": -0.009990032762289047, + "lyap_spec_mean": [ + 0.011414125561714172, + 0.004074775148183107, + 0.0068515511229634285, + 0.004394893534481525 + ], + "frac_above_star": 0.75 + }, + { + "step": 986, + "lr": 0.0001, + "sup_loss": 1.3399286212067265, + "rf_loss": 0.0003072530380450189, + "total_loss": 1.3402358742447715, + "lyap1_mean": 0.0169268436729908, + "lyap1_max": 0.03375425934791565, + "lyap1_min": 0.0013957545161247253, + "lyap_spec_mean": [ + 0.0169268436729908, + 0.01512036845088005, + 0.014535341411828995, + 0.014202995225787163 + ], + "frac_above_star": 1.0 + }, + { + "step": 987, + "lr": 0.0001, + "sup_loss": 1.24735996421321, + "rf_loss": 0.0001763462059898302, + "total_loss": 1.2475363104191999, + "lyap1_mean": 0.0072532291524112225, + "lyap1_max": 0.017939846962690353, + "lyap1_min": -0.0033457581885159016, + "lyap_spec_mean": [ + 0.0072532291524112225, + 0.006077732890844345, + 0.011898413300514221, + 0.004037583712488413 + ], + "frac_above_star": 0.875 + }, + { + "step": 988, + "lr": 0.0001, + "sup_loss": 1.29292379564797, + "rf_loss": 0.0001428317482350394, + "total_loss": 1.293066627396205, + "lyap1_mean": 0.004100068472325802, + "lyap1_max": 0.029597019776701927, + "lyap1_min": -0.010534187778830528, + "lyap_spec_mean": [ + 0.0041000680066645145, + -0.00013117678463459015, + 0.003569875843822956, + 0.0006161534693092108 + ], + "frac_above_star": 0.5 + }, + { + "step": 989, + "lr": 0.0001, + "sup_loss": 1.249004878089415, + "rf_loss": 0.0001849562831921503, + "total_loss": 1.249189834372607, + "lyap1_mean": -0.0031366748735308647, + "lyap1_max": 0.016009461134672165, + "lyap1_min": -0.020654946565628052, + "lyap_spec_mean": [ + -0.0031366748735308647, + -0.007582809776067734, + -0.0051886639557778835, + -0.007708885706961155 + ], + "frac_above_star": 0.375 + }, + { + "step": 990, + "lr": 0.0001, + "sup_loss": 1.2486532660746923, + "rf_loss": 0.00018815198563970625, + "total_loss": 1.248841418060332, + "lyap1_mean": -0.008846012875437737, + "lyap1_max": 0.005342547781765461, + "lyap1_min": -0.017770562320947647, + "lyap_spec_mean": [ + -0.008846012875437737, + -0.009196795523166656, + -0.013827270828187466, + -0.007258869707584381 + ], + "frac_above_star": 0.125 + }, + { + "step": 991, + "lr": 0.0001, + "sup_loss": 1.2962594479207261, + "rf_loss": 5.286134182824753e-05, + "total_loss": 1.2963123092625544, + "lyap1_mean": -0.0008245749631896615, + "lyap1_max": 0.010648111812770367, + "lyap1_min": -0.014619087800383568, + "lyap_spec_mean": [ + -0.0008245748467743397, + -0.004500113427639008, + 0.0011744332732632756, + -0.006229310762137175 + ], + "frac_above_star": 0.5 + }, + { + "step": 992, + "lr": 0.0001, + "sup_loss": 1.2640980604863703, + "rf_loss": 8.794025052338839e-05, + "total_loss": 1.2641860007368937, + "lyap1_mean": 0.004212706349790096, + "lyap1_max": 0.019452136009931564, + "lyap1_min": -0.014299249276518822, + "lyap_spec_mean": [ + 0.004212706349790096, + 0.0027445978485047817, + 0.0027880941051989794, + 0.0014454885385930538 + ], + "frac_above_star": 0.625 + }, + { + "step": 993, + "lr": 0.0001, + "sup_loss": 1.2726170822250742, + "rf_loss": 0.00017549702897667885, + "total_loss": 1.2727925792540509, + "lyap1_mean": 0.012642729096114635, + "lyap1_max": 0.025404784828424454, + "lyap1_min": -0.0029103343840688467, + "lyap_spec_mean": [ + 0.012642729096114635, + 0.010737843811511993, + 0.00344257103279233, + 0.00576678616926074 + ], + "frac_above_star": 0.875 + }, + { + "step": 994, + "lr": 0.0001, + "sup_loss": 1.2561870878598613, + "rf_loss": 0.00011600658035604283, + "total_loss": 1.2563030944402174, + "lyap1_mean": 0.00885616522282362, + "lyap1_max": 0.02025870606303215, + "lyap1_min": -0.00040001951856538653, + "lyap_spec_mean": [ + 0.00885616522282362, + 0.009127729572355747, + 0.005385761149227619, + 0.006079568527638912 + ], + "frac_above_star": 0.875 + }, + { + "step": 995, + "lr": 0.0001, + "sup_loss": 1.3527542916246031, + "rf_loss": 0.00012177783355582505, + "total_loss": 1.352876069458159, + "lyap1_mean": 0.009061120450496674, + "lyap1_max": 0.01987864077091217, + "lyap1_min": -0.0007436800515279174, + "lyap_spec_mean": [ + 0.009061120450496674, + 0.004415413364768028, + 0.0073299165815114975, + -0.0002969009801745415 + ], + "frac_above_star": 0.875 + }, + { + "step": 996, + "lr": 0.0001, + "sup_loss": 1.2464858563999122, + "rf_loss": 0.00016495447198394686, + "total_loss": 1.246650810871896, + "lyap1_mean": 0.0025888625532388687, + "lyap1_max": 0.01712709479033947, + "lyap1_min": -0.015543140470981598, + "lyap_spec_mean": [ + 0.0025888625532388687, + 0.004686770960688591, + 0.006716922391206026, + 0.0031433075200766325 + ], + "frac_above_star": 0.5 + }, + { + "step": 997, + "lr": 0.0001, + "sup_loss": 1.2408808436529564, + "rf_loss": 5.8183984947390854e-05, + "total_loss": 1.2409390276379038, + "lyap1_mean": 0.0015756289940327406, + "lyap1_max": 0.009570127353072166, + "lyap1_min": -0.0064429715275764465, + "lyap_spec_mean": [ + 0.0015756289940327406, + -0.003448562230914831, + -0.00353060569614172, + -0.005345541518181562 + ], + "frac_above_star": 0.625 + }, + { + "step": 998, + "lr": 0.0001, + "sup_loss": 1.2846412826945601, + "rf_loss": 8.872673788573593e-05, + "total_loss": 1.2847300094324459, + "lyap1_mean": -0.005584899336099625, + "lyap1_max": 0.010879358276724815, + "lyap1_min": -0.015671739354729652, + "lyap_spec_mean": [ + -0.005584899801760912, + -0.004740206990391016, + -0.005326706450432539, + -0.003623648313805461 + ], + "frac_above_star": 0.375 + }, + { + "step": 999, + "lr": 0.0001, + "sup_loss": 1.266306503118379, + "rf_loss": 0.00010080827632918954, + "total_loss": 1.266407311394708, + "lyap1_mean": 0.0054430775344371796, + "lyap1_max": 0.014518475160002708, + "lyap1_min": -0.010401472449302673, + "lyap_spec_mean": [ + 0.0054430775344371796, + 0.004204400349408388, + -0.005467496812343597, + -0.00396288838237524 + ], + "frac_above_star": 0.875 + }, + { + "step": 1000, + "lr": 0.0001, + "sup_loss": 1.2578318706661784, + "rf_loss": 0.0002739138435572386, + "total_loss": 1.2581057845097356, + "lyap1_mean": -0.00896749459207058, + "lyap1_max": 0.00525837205350399, + "lyap1_min": -0.021606940776109695, + "lyap_spec_mean": [ + -0.008967493660748005, + -0.015935514122247696, + -0.01609250158071518, + -0.015388976782560349 + ], + "frac_above_star": 0.125 + }, + { + "step": 1001, + "lr": 0.0001, + "sup_loss": 1.270457937640749, + "rf_loss": 0.0004967374261468649, + "total_loss": 1.2709546750668959, + "lyap1_mean": -0.015665601938962936, + "lyap1_max": 0.01464716624468565, + "lyap1_min": -0.044298700988292694, + "lyap_spec_mean": [ + -0.015665601938962936, + -0.01664055325090885, + -0.013510344550013542, + -0.025163836777210236 + ], + "frac_above_star": 0.125 + }, + { + "step": 1002, + "lr": 0.0001, + "sup_loss": 1.2967656311132534, + "rf_loss": 0.00028055289294570684, + "total_loss": 1.297046184006199, + "lyap1_mean": -0.01454445905983448, + "lyap1_max": 0.005013505928218365, + "lyap1_min": -0.03123847022652626, + "lyap_spec_mean": [ + -0.014544458128511906, + -0.013055948540568352, + -0.013913296163082123, + -0.014080304652452469 + ], + "frac_above_star": 0.125 + }, + { + "step": 1003, + "lr": 0.0001, + "sup_loss": 1.2421501768104883, + "rf_loss": 0.00047978662769310176, + "total_loss": 1.2426299634381814, + "lyap1_mean": -0.015027189627289772, + "lyap1_max": 0.015829063951969147, + "lyap1_min": -0.03529313579201698, + "lyap_spec_mean": [ + -0.015027189627289772, + -0.01286301203072071, + -0.018696628510951996, + -0.01728701964020729 + ], + "frac_above_star": 0.25 + }, + { + "step": 1004, + "lr": 0.0001, + "sup_loss": 1.269331932157582, + "rf_loss": 0.00015577347949147224, + "total_loss": 1.2694877056370735, + "lyap1_mean": -0.008170601911842823, + "lyap1_max": 0.012470809742808342, + "lyap1_min": -0.021107234060764313, + "lyap_spec_mean": [ + -0.008170601911842823, + -0.006918935105204582, + -0.007625033613294363, + -0.011826862581074238 + ], + "frac_above_star": 0.125 + }, + { + "step": 1005, + "lr": 0.0001, + "sup_loss": 1.2910912420720189, + "rf_loss": 0.00011181973968632519, + "total_loss": 1.2912030618117052, + "lyap1_mean": 0.006288674660027027, + "lyap1_max": 0.014843806624412537, + "lyap1_min": -0.0017713557463139296, + "lyap_spec_mean": [ + 0.0062886751256883144, + 0.00910213403403759, + 0.006996764801442623, + 0.0016284004086628556 + ], + "frac_above_star": 0.75 + }, + { + "step": 1006, + "lr": 0.0001, + "sup_loss": 1.2937074869841276, + "rf_loss": 0.0005181789165362716, + "total_loss": 1.294225665900664, + "lyap1_mean": 0.023663043975830078, + "lyap1_max": 0.03409196436405182, + "lyap1_min": 0.011010460555553436, + "lyap_spec_mean": [ + 0.023663043975830078, + 0.025561410933732986, + 0.016483882442116737, + 0.01911449432373047 + ], + "frac_above_star": 1.0 + }, + { + "step": 1007, + "lr": 0.0001, + "sup_loss": 1.279650265651569, + "rf_loss": 0.0008739547338336706, + "total_loss": 1.2805242203854026, + "lyap1_mean": 0.029120441526174545, + "lyap1_max": 0.03722387179732323, + "lyap1_min": 0.01983056031167507, + "lyap_spec_mean": [ + 0.029120441526174545, + 0.029827529564499855, + 0.025379933416843414, + 0.02758370153605938 + ], + "frac_above_star": 1.0 + }, + { + "step": 1008, + "lr": 0.0001, + "sup_loss": 1.2578239056949558, + "rf_loss": 0.0007736827828921378, + "total_loss": 1.258597588477848, + "lyap1_mean": 0.029666151851415634, + "lyap1_max": 0.04581626504659653, + "lyap1_min": 0.01398298516869545, + "lyap_spec_mean": [ + 0.029666151851415634, + 0.02887130156159401, + 0.02315353974699974, + 0.02016971819102764 + ], + "frac_above_star": 1.0 + }, + { + "step": 1009, + "lr": 0.0001, + "sup_loss": 1.294110387973044, + "rf_loss": 0.0004810300888493657, + "total_loss": 1.2945914180618934, + "lyap1_mean": 0.018819760531187057, + "lyap1_max": 0.029976483434438705, + "lyap1_min": 0.01307658851146698, + "lyap_spec_mean": [ + 0.018819762393832207, + 0.025516021996736526, + 0.01748497225344181, + 0.018557731062173843 + ], + "frac_above_star": 1.0 + }, + { + "step": 1010, + "lr": 0.0001, + "sup_loss": 1.2903144670250541, + "rf_loss": 0.00015243438247125596, + "total_loss": 1.2904669014075254, + "lyap1_mean": 0.010800996795296669, + "lyap1_max": 0.016863461583852768, + "lyap1_min": 0.006683121435344219, + "lyap_spec_mean": [ + 0.010800996795296669, + 0.011439677327871323, + 0.00903730746358633, + 0.007524419575929642 + ], + "frac_above_star": 1.0 + }, + { + "step": 1011, + "lr": 0.0001, + "sup_loss": 1.294418599809354, + "rf_loss": 0.00012129490642109886, + "total_loss": 1.2945398947157751, + "lyap1_mean": -0.0038465121760964394, + "lyap1_max": 0.00687774084508419, + "lyap1_min": -0.015547136776149273, + "lyap_spec_mean": [ + -0.0038465121760964394, + -0.004453370813280344, + -0.006520682014524937, + -0.002752035390585661 + ], + "frac_above_star": 0.125 + }, + { + "step": 1012, + "lr": 0.0001, + "sup_loss": 1.2606470101001808, + "rf_loss": 0.0003478637954685837, + "total_loss": 1.2609948738956493, + "lyap1_mean": -0.01431962475180626, + "lyap1_max": 0.006007018499076366, + "lyap1_min": -0.029448237270116806, + "lyap_spec_mean": [ + -0.01431962475180626, + -0.012231994420289993, + -0.022453464567661285, + -0.01789405196905136 + ], + "frac_above_star": 0.125 + }, + { + "step": 1013, + "lr": 0.0001, + "sup_loss": 1.272116169097012, + "rf_loss": 0.0007186741568148136, + "total_loss": 1.2728348432538268, + "lyap1_mean": -0.022614480927586555, + "lyap1_max": -0.013379447162151337, + "lyap1_min": -0.02924618124961853, + "lyap_spec_mean": [ + -0.022614480927586555, + -0.028274018317461014, + -0.023625709116458893, + -0.026416514068841934 + ], + "frac_above_star": 0.0 + }, + { + "step": 1014, + "lr": 0.0001, + "sup_loss": 1.2683653804659172, + "rf_loss": 0.000885490735527128, + "total_loss": 1.2692508712014443, + "lyap1_mean": -0.023167219012975693, + "lyap1_max": -0.00963774137198925, + "lyap1_min": -0.046079155057668686, + "lyap_spec_mean": [ + -0.023167219012975693, + -0.027303604409098625, + -0.03122635930776596, + -0.02952267974615097 + ], + "frac_above_star": 0.0 + }, + { + "step": 1015, + "lr": 0.0001, + "sup_loss": 1.2910244256451817, + "rf_loss": 0.0006451030494645238, + "total_loss": 1.2916695286946462, + "lyap1_mean": -0.023665744811296463, + "lyap1_max": -0.00508851557970047, + "lyap1_min": -0.03335987776517868, + "lyap_spec_mean": [ + -0.023665746673941612, + -0.02325684204697609, + -0.021633120253682137, + -0.022752581164240837 + ], + "frac_above_star": 0.0 + }, + { + "step": 1016, + "lr": 0.0001, + "sup_loss": 1.3049751419794593, + "rf_loss": 0.00025921297492459416, + "total_loss": 1.305234354954384, + "lyap1_mean": -0.01246444322168827, + "lyap1_max": 0.013676459901034832, + "lyap1_min": -0.03367455303668976, + "lyap_spec_mean": [ + -0.01246444322168827, + -0.011244726367294788, + -0.015385964885354042, + -0.015664372593164444 + ], + "frac_above_star": 0.125 + }, + { + "step": 1017, + "lr": 0.0001, + "sup_loss": 1.3235713592457068, + "rf_loss": 9.421585127711296e-05, + "total_loss": 1.323665575096984, + "lyap1_mean": -0.0008822430390864611, + "lyap1_max": 0.016047222539782524, + "lyap1_min": -0.015087930485606194, + "lyap_spec_mean": [ + -0.0008822430390864611, + -0.0008566175820305943, + 0.002477899193763733, + -0.003667200915515423 + ], + "frac_above_star": 0.375 + }, + { + "step": 1018, + "lr": 0.0001, + "sup_loss": 1.281518070530045, + "rf_loss": 7.142889080569148e-05, + "total_loss": 1.2815894994208508, + "lyap1_mean": 0.006519614718854427, + "lyap1_max": 0.015056662261486053, + "lyap1_min": -0.002276156097650528, + "lyap_spec_mean": [ + 0.00651961425319314, + 0.0003808732144534588, + 0.000603575143031776, + 4.6357978135347366e-05 + ], + "frac_above_star": 0.75 + }, + { + "step": 1019, + "lr": 0.0001, + "sup_loss": 1.313889642090749, + "rf_loss": 0.00010586210555629805, + "total_loss": 1.3139955041963054, + "lyap1_mean": 0.008657310158014297, + "lyap1_max": 0.022836875170469284, + "lyap1_min": -0.002242020331323147, + "lyap_spec_mean": [ + 0.008657310158014297, + 0.005542550701647997, + 0.008084031753242016, + 0.004445184022188187 + ], + "frac_above_star": 0.75 + }, + { + "step": 1020, + "lr": 0.0001, + "sup_loss": 1.2628758071916408, + "rf_loss": 0.0001184304419439286, + "total_loss": 1.2629942376335848, + "lyap1_mean": 0.0073983026668429375, + "lyap1_max": 0.016170503571629524, + "lyap1_min": 0.000508843339048326, + "lyap_spec_mean": [ + 0.0073983026668429375, + 0.009791363030672073, + 0.0028275703079998493, + 0.008867982774972916 + ], + "frac_above_star": 1.0 + }, + { + "step": 1021, + "lr": 0.0001, + "sup_loss": 1.310552370137022, + "rf_loss": 0.000166440469911322, + "total_loss": 1.3107188106069334, + "lyap1_mean": 0.009329080581665039, + "lyap1_max": 0.026213666424155235, + "lyap1_min": -0.009885800071060658, + "lyap_spec_mean": [ + 0.009329080581665039, + 0.010981633327901363, + 0.011352297849953175, + 0.008012689650058746 + ], + "frac_above_star": 0.875 + }, + { + "step": 1022, + "lr": 0.0001, + "sup_loss": 1.2723841739970683, + "rf_loss": 0.0001676796528045088, + "total_loss": 1.2725518536498728, + "lyap1_mean": 0.012875063344836235, + "lyap1_max": 0.026027744635939598, + "lyap1_min": 0.006278177257627249, + "lyap_spec_mean": [ + 0.012875063344836235, + 0.006843704264611006, + 0.010519836097955704, + 0.0062674120999872684 + ], + "frac_above_star": 1.0 + }, + { + "step": 1023, + "lr": 0.0001, + "sup_loss": 1.2233396503078628, + "rf_loss": 0.00029163231374695897, + "total_loss": 1.2236312826216098, + "lyap1_mean": 0.019606351852416992, + "lyap1_max": 0.03039339743554592, + "lyap1_min": 0.010337303392589092, + "lyap_spec_mean": [ + 0.019606351852416992, + 0.009159628301858902, + 0.018131837248802185, + 0.009336509741842747 + ], + "frac_above_star": 1.0 + }, + { + "step": 1024, + "lr": 0.0001, + "sup_loss": 1.2924312437574834, + "rf_loss": 0.00020758522441610694, + "total_loss": 1.2926388289818995, + "lyap1_mean": 0.012192502617835999, + "lyap1_max": 0.028438564389944077, + "lyap1_min": -0.012606548145413399, + "lyap_spec_mean": [ + 0.012192502617835999, + 0.010675069876015186, + 0.011631687171757221, + 0.007011454552412033 + ], + "frac_above_star": 0.875 + }, + { + "step": 1025, + "lr": 0.0001, + "sup_loss": 1.3081185472642458, + "rf_loss": 0.00020382976799737662, + "total_loss": 1.3083223770322432, + "lyap1_mean": 0.015346463769674301, + "lyap1_max": 0.030926479026675224, + "lyap1_min": -0.005649413913488388, + "lyap_spec_mean": [ + 0.015346463769674301, + 0.011393366381525993, + 0.009269585832953453, + 0.005780577193945646 + ], + "frac_above_star": 0.875 + }, + { + "step": 1026, + "lr": 0.0001, + "sup_loss": 1.2493128175952561, + "rf_loss": 0.00011591235670493916, + "total_loss": 1.249428729951961, + "lyap1_mean": 0.007819430902600288, + "lyap1_max": 0.017980612814426422, + "lyap1_min": -0.0058231963776052, + "lyap_spec_mean": [ + 0.007819431833922863, + 0.005417672451585531, + 0.0013039149343967438, + 0.0048917364329099655 + ], + "frac_above_star": 0.625 + }, + { + "step": 1027, + "lr": 0.0001, + "sup_loss": 1.2959627167774623, + "rf_loss": 0.00013155983469914645, + "total_loss": 1.2960942766121615, + "lyap1_mean": 0.00789599772542715, + "lyap1_max": 0.01681453362107277, + "lyap1_min": 0.0023292568512260914, + "lyap_spec_mean": [ + 0.00789599772542715, + 0.005072146188467741, + 0.005075547378510237, + 0.005320478696376085 + ], + "frac_above_star": 1.0 + }, + { + "step": 1028, + "lr": 0.0001, + "sup_loss": 1.2900468101000069, + "rf_loss": 0.0001532638561911881, + "total_loss": 1.290200073956198, + "lyap1_mean": 0.0056768120266497135, + "lyap1_max": 0.026170462369918823, + "lyap1_min": -0.02891569957137108, + "lyap_spec_mean": [ + 0.0056768120266497135, + 0.0038450020365417004, + -0.0012121861800551414, + 0.00040619494393467903 + ], + "frac_above_star": 0.75 + }, + { + "step": 1029, + "lr": 0.0001, + "sup_loss": 1.2934991586251645, + "rf_loss": 0.0002534534432925284, + "total_loss": 1.293752612068457, + "lyap1_mean": -0.009805583395063877, + "lyap1_max": -0.001540331169962883, + "lyap1_min": -0.019722064957022667, + "lyap_spec_mean": [ + -0.009805583395063877, + -0.011034255847334862, + -0.013310480862855911, + -0.014883474446833134 + ], + "frac_above_star": 0.0 + }, + { + "step": 1030, + "lr": 0.0001, + "sup_loss": 1.2627553514624539, + "rf_loss": 0.0005912564229220152, + "total_loss": 1.263346607885376, + "lyap1_mean": -0.021066516637802124, + "lyap1_max": -0.01117932703346014, + "lyap1_min": -0.03241840749979019, + "lyap_spec_mean": [ + -0.021066518500447273, + -0.0202715415507555, + -0.021350298076868057, + -0.028394216671586037 + ], + "frac_above_star": 0.0 + }, + { + "step": 1031, + "lr": 0.0001, + "sup_loss": 1.2477279847908633, + "rf_loss": 0.0013136286288499832, + "total_loss": 1.2490416134197133, + "lyap1_mean": -0.037484437227249146, + "lyap1_max": -0.031371742486953735, + "lyap1_min": -0.051167041063308716, + "lyap_spec_mean": [ + -0.037484437227249146, + -0.03489461913704872, + -0.036179833114147186, + -0.03327483311295509 + ], + "frac_above_star": 0.0 + }, + { + "step": 1032, + "lr": 0.0001, + "sup_loss": 1.2461503022072493, + "rf_loss": 0.0006448436761274934, + "total_loss": 1.2467951458833768, + "lyap1_mean": -0.022589068859815598, + "lyap1_max": -0.005323857069015503, + "lyap1_min": -0.03418771177530289, + "lyap_spec_mean": [ + -0.022589068859815598, + -0.02048724889755249, + -0.02713652327656746, + -0.023791026324033737 + ], + "frac_above_star": 0.0 + }, + { + "step": 1033, + "lr": 0.0001, + "sup_loss": 1.3164465488946275, + "rf_loss": 0.000205816570087336, + "total_loss": 1.3166523654647149, + "lyap1_mean": -0.0074660079553723335, + "lyap1_max": 0.0066150459460914135, + "lyap1_min": -0.021738862618803978, + "lyap_spec_mean": [ + -0.007466007489711046, + -0.008851463906466961, + -0.012514493428170681, + -0.013897214084863663 + ], + "frac_above_star": 0.25 + }, + { + "step": 1034, + "lr": 0.0001, + "sup_loss": 1.281573101204117, + "rf_loss": 0.0001503034436609596, + "total_loss": 1.281723404647778, + "lyap1_mean": 0.011146347969770432, + "lyap1_max": 0.027561165392398834, + "lyap1_min": -0.006524118594825268, + "lyap_spec_mean": [ + 0.011146347969770432, + 0.006657016463577747, + 0.005027990788221359, + 0.0058581153862178326 + ], + "frac_above_star": 0.875 + }, + { + "step": 1035, + "lr": 0.0001, + "sup_loss": 1.2816905854695548, + "rf_loss": 0.00014832329179625958, + "total_loss": 1.281838908761351, + "lyap1_mean": 0.0095041673630476, + "lyap1_max": 0.017498791217803955, + "lyap1_min": 0.004370513837784529, + "lyap_spec_mean": [ + 0.0095041673630476, + 0.008696518838405609, + 0.008176766335964203, + 0.011776052415370941 + ], + "frac_above_star": 1.0 + }, + { + "step": 1036, + "lr": 0.0001, + "sup_loss": 1.2644273440230662, + "rf_loss": 0.0002456880174577236, + "total_loss": 1.264673032040524, + "lyap1_mean": 0.01489211618900299, + "lyap1_max": 0.03574448823928833, + "lyap1_min": -0.0027850777842104435, + "lyap_spec_mean": [ + 0.01489211805164814, + 0.012457329779863358, + 0.010422891937196255, + 0.011000452563166618 + ], + "frac_above_star": 0.875 + }, + { + "step": 1037, + "lr": 0.0001, + "sup_loss": 1.2832895752166802, + "rf_loss": 0.00033175593125633895, + "total_loss": 1.2836213311479365, + "lyap1_mean": 0.018647752702236176, + "lyap1_max": 0.02600160799920559, + "lyap1_min": 0.010147343389689922, + "lyap_spec_mean": [ + 0.018647752702236176, + 0.02070045657455921, + 0.01524411328136921, + 0.013356429524719715 + ], + "frac_above_star": 1.0 + }, + { + "step": 1038, + "lr": 0.0001, + "sup_loss": 1.3206156005639886, + "rf_loss": 9.860553836915642e-05, + "total_loss": 1.3207142061023578, + "lyap1_mean": 0.008401131257414818, + "lyap1_max": 0.025542479008436203, + "lyap1_min": 0.0006122970953583717, + "lyap_spec_mean": [ + 0.008401131257414818, + 0.004116942174732685, + 0.0038512058090418577, + 0.005367540754377842 + ], + "frac_above_star": 1.0 + }, + { + "step": 1039, + "lr": 0.0001, + "sup_loss": 1.2880361310642663, + "rf_loss": 0.00010501295037101954, + "total_loss": 1.2881411440146373, + "lyap1_mean": 0.003059978596866131, + "lyap1_max": 0.01667761243879795, + "lyap1_min": -0.010457314550876617, + "lyap_spec_mean": [ + 0.003059978596866131, + -7.264688611030579e-05, + -0.0003810464986599982, + 0.0038212051149457693 + ], + "frac_above_star": 0.75 + }, + { + "step": 1040, + "lr": 0.0001, + "sup_loss": 1.2664480580059934, + "rf_loss": 0.0001134147314587608, + "total_loss": 1.2665614727374521, + "lyap1_mean": -0.002079157391563058, + "lyap1_max": 0.010663719847798347, + "lyap1_min": -0.010535422712564468, + "lyap_spec_mean": [ + -0.002079157391563058, + -0.0023597211111336946, + -0.012573695741593838, + -0.007872850634157658 + ], + "frac_above_star": 0.375 + }, + { + "step": 1041, + "lr": 0.0001, + "sup_loss": 1.2927762900391067, + "rf_loss": 0.00021450009080581367, + "total_loss": 1.2929907901299125, + "lyap1_mean": -0.007930862717330456, + "lyap1_max": 0.011119517497718334, + "lyap1_min": -0.020310789346694946, + "lyap_spec_mean": [ + -0.007930862717330456, + -0.010984698310494423, + -0.012861302122473717, + -0.015333835035562515 + ], + "frac_above_star": 0.25 + }, + { + "step": 1042, + "lr": 0.0001, + "sup_loss": 1.232226764289344, + "rf_loss": 0.0005947836325503886, + "total_loss": 1.2328215479218945, + "lyap1_mean": -0.027256768196821213, + "lyap1_max": -0.017754441127181053, + "lyap1_min": -0.045483969151973724, + "lyap_spec_mean": [ + -0.027256768196821213, + -0.01833299919962883, + -0.021285802125930786, + -0.024220116436481476 + ], + "frac_above_star": 0.0 + }, + { + "step": 1043, + "lr": 0.0001, + "sup_loss": 1.2883307218316569, + "rf_loss": 0.0002757829788606614, + "total_loss": 1.2886065048105175, + "lyap1_mean": -0.011221671476960182, + "lyap1_max": -0.004276019521057606, + "lyap1_min": -0.019584326073527336, + "lyap_spec_mean": [ + -0.011221671476960182, + -0.013698148541152477, + -0.010483210906386375, + -0.01891833357512951 + ], + "frac_above_star": 0.0 + }, + { + "step": 1044, + "lr": 0.0001, + "sup_loss": 1.2986904990270596, + "rf_loss": 0.00017423200188204646, + "total_loss": 1.2988647310289416, + "lyap1_mean": -0.008052650839090347, + "lyap1_max": 0.017871331423521042, + "lyap1_min": -0.019453201442956924, + "lyap_spec_mean": [ + -0.008052650839090347, + -0.007206794805824757, + -0.014338409528136253, + -0.01302245631814003 + ], + "frac_above_star": 0.125 + }, + { + "step": 1045, + "lr": 0.0001, + "sup_loss": 1.2747856673589337, + "rf_loss": 0.00011379267380107194, + "total_loss": 1.2748994600327348, + "lyap1_mean": -0.002380809746682644, + "lyap1_max": 0.01778263971209526, + "lyap1_min": -0.014777223579585552, + "lyap_spec_mean": [ + -0.0023808099795132875, + -0.0025833435356616974, + 0.0017769142286852002, + -0.003290868829935789 + ], + "frac_above_star": 0.5 + }, + { + "step": 1046, + "lr": 0.0001, + "sup_loss": 1.2539880662429816, + "rf_loss": 0.00016404221241828054, + "total_loss": 1.2541521084554, + "lyap1_mean": 0.013824855908751488, + "lyap1_max": 0.03327750414609909, + "lyap1_min": -0.003240798367187381, + "lyap_spec_mean": [ + 0.013824855908751488, + 0.00295337219722569, + 0.0014894152991473675, + 0.004576078150421381 + ], + "frac_above_star": 0.875 + }, + { + "step": 1047, + "lr": 0.0001, + "sup_loss": 1.2874539952656276, + "rf_loss": 0.0004021407221443951, + "total_loss": 1.287856135987772, + "lyap1_mean": 0.01830965280532837, + "lyap1_max": 0.028577495366334915, + "lyap1_min": 0.009412432089447975, + "lyap_spec_mean": [ + 0.01830965280532837, + 0.020104069262742996, + 0.012904303148388863, + 0.017679939046502113 + ], + "frac_above_star": 1.0 + }, + { + "step": 1048, + "lr": 0.0001, + "sup_loss": 1.2777564874265288, + "rf_loss": 0.00038514670450240374, + "total_loss": 1.2781416341310312, + "lyap1_mean": 0.01773267798125744, + "lyap1_max": 0.02896205149590969, + "lyap1_min": 0.0011985435849055648, + "lyap_spec_mean": [ + 0.01773267798125744, + 0.022065550088882446, + 0.01868770644068718, + 0.00962882861495018 + ], + "frac_above_star": 1.0 + }, + { + "step": 1049, + "lr": 0.0001, + "sup_loss": 1.253017976857839, + "rf_loss": 0.0009174466831609607, + "total_loss": 1.253935423541, + "lyap1_mean": 0.028987152501940727, + "lyap1_max": 0.041071269661188126, + "lyap1_min": 0.008106178604066372, + "lyap_spec_mean": [ + 0.028987150639295578, + 0.029591461643576622, + 0.029383305460214615, + 0.0264640673995018 + ], + "frac_above_star": 1.0 + }, + { + "step": 1050, + "lr": 0.0001, + "sup_loss": 1.2331621910290897, + "rf_loss": 0.0005824202671647072, + "total_loss": 1.2337446112962545, + "lyap1_mean": 0.02622678503394127, + "lyap1_max": 0.0519271120429039, + "lyap1_min": 0.0093094352632761, + "lyap_spec_mean": [ + 0.02622678503394127, + 0.019471347332000732, + 0.019712073728442192, + 0.019719336181879044 + ], + "frac_above_star": 1.0 + }, + { + "step": 1051, + "lr": 0.0001, + "sup_loss": 1.3127725230999845, + "rf_loss": 0.0002604408946353942, + "total_loss": 1.3130329639946199, + "lyap1_mean": 0.015667520463466644, + "lyap1_max": 0.038644008338451385, + "lyap1_min": 0.002375879790633917, + "lyap_spec_mean": [ + 0.015667518600821495, + 0.0142436558380723, + 0.012649712152779102, + 0.012310903519392014 + ], + "frac_above_star": 1.0 + }, + { + "step": 1052, + "lr": 0.0001, + "sup_loss": 1.2665263819457675, + "rf_loss": 7.516499317716807e-05, + "total_loss": 1.2666015469389447, + "lyap1_mean": -0.0006444156169891357, + "lyap1_max": 0.01688014715909958, + "lyap1_min": -0.012109379284083843, + "lyap_spec_mean": [ + -0.0006444155587814748, + -0.0002334265154786408, + -0.0024362506810575724, + -0.003161167725920677 + ], + "frac_above_star": 0.375 + }, + { + "step": 1053, + "lr": 0.0001, + "sup_loss": 1.3494591976400465, + "rf_loss": 5.8671848819358274e-05, + "total_loss": 1.3495178694888659, + "lyap1_mean": -0.002232481027022004, + "lyap1_max": 0.007508215494453907, + "lyap1_min": -0.013871552422642708, + "lyap_spec_mean": [ + -0.0022324807941913605, + -0.004257595166563988, + -0.0010527413105592132, + -0.0030568134970963 + ], + "frac_above_star": 0.375 + }, + { + "step": 1054, + "lr": 0.0001, + "sup_loss": 1.276581338363682, + "rf_loss": 0.0004965338157489896, + "total_loss": 1.277077872179431, + "lyap1_mean": -0.014317240566015244, + "lyap1_max": 0.005925625562667847, + "lyap1_min": -0.030525824055075645, + "lyap_spec_mean": [ + -0.014317240566015244, + -0.02187148854136467, + -0.022199634462594986, + -0.021850820630788803 + ], + "frac_above_star": 0.125 + }, + { + "step": 1055, + "lr": 0.0001, + "sup_loss": 1.2737004648604597, + "rf_loss": 0.00026538572274148464, + "total_loss": 1.2739658505832012, + "lyap1_mean": -0.014665991067886353, + "lyap1_max": 0.001581318094395101, + "lyap1_min": -0.028616411611437798, + "lyap_spec_mean": [ + -0.014665991999208927, + -0.007534201256930828, + -0.014154831878840923, + -0.017895188182592392 + ], + "frac_above_star": 0.125 + }, + { + "step": 1056, + "lr": 0.0001, + "sup_loss": 1.2943147398968118, + "rf_loss": 0.000564712390769273, + "total_loss": 1.294879452287581, + "lyap1_mean": -0.019813362509012222, + "lyap1_max": -0.009672167710959911, + "lyap1_min": -0.031323228031396866, + "lyap_spec_mean": [ + -0.019813362509012222, + -0.02107672207057476, + -0.023873575031757355, + -0.02466563507914543 + ], + "frac_above_star": 0.0 + }, + { + "step": 1057, + "lr": 0.0001, + "sup_loss": 1.3066164263776856, + "rf_loss": 0.0003546286025084555, + "total_loss": 1.306971054980194, + "lyap1_mean": -0.016095537692308426, + "lyap1_max": -0.005132382269948721, + "lyap1_min": -0.02322039008140564, + "lyap_spec_mean": [ + -0.016095535829663277, + -0.01857520267367363, + -0.017459571361541748, + -0.018078535795211792 + ], + "frac_above_star": 0.0 + }, + { + "step": 1058, + "lr": 0.0001, + "sup_loss": 1.2580177143487228, + "rf_loss": 0.00022259859542828053, + "total_loss": 1.258240312944151, + "lyap1_mean": -0.011592615395784378, + "lyap1_max": 0.004106445237994194, + "lyap1_min": -0.021920813247561455, + "lyap_spec_mean": [ + -0.011592616327106953, + -0.012334263883531094, + -0.009823343716561794, + -0.014620216563344002 + ], + "frac_above_star": 0.125 + }, + { + "step": 1059, + "lr": 0.0001, + "sup_loss": 1.3249731818397485, + "rf_loss": 0.00010598046355880797, + "total_loss": 1.3250791623033074, + "lyap1_mean": 0.007066959049552679, + "lyap1_max": 0.02065020240843296, + "lyap1_min": -0.0076608313247561455, + "lyap_spec_mean": [ + 0.007066959049552679, + -0.0007199285319074988, + -0.000811102450825274, + 0.003955408930778503 + ], + "frac_above_star": 0.625 + }, + { + "step": 1060, + "lr": 0.0001, + "sup_loss": 1.2744865409453887, + "rf_loss": 0.00011846521374536678, + "total_loss": 1.274605006159134, + "lyap1_mean": 0.010630321688950062, + "lyap1_max": 0.022340696305036545, + "lyap1_min": 0.0002742363139986992, + "lyap_spec_mean": [ + 0.010630321688950062, + 0.00897974893450737, + 0.005500249098986387, + 0.005565795116126537 + ], + "frac_above_star": 1.0 + }, + { + "step": 1061, + "lr": 0.0001, + "sup_loss": 1.265224828296549, + "rf_loss": 0.0006193433655425906, + "total_loss": 1.2658441716620916, + "lyap1_mean": 0.027664141729474068, + "lyap1_max": 0.03665126860141754, + "lyap1_min": 0.01947922445833683, + "lyap_spec_mean": [ + 0.027664141729474068, + 0.022126778960227966, + 0.021619178354740143, + 0.021807875484228134 + ], + "frac_above_star": 1.0 + }, + { + "step": 1062, + "lr": 0.0001, + "sup_loss": 1.2781621228087148, + "rf_loss": 0.0006932517280802131, + "total_loss": 1.278855374536795, + "lyap1_mean": 0.02529010735452175, + "lyap1_max": 0.04045689105987549, + "lyap1_min": 0.012521853670477867, + "lyap_spec_mean": [ + 0.02529010735452175, + 0.029247060418128967, + 0.02095208503305912, + 0.024955961853265762 + ], + "frac_above_star": 1.0 + }, + { + "step": 1063, + "lr": 0.0001, + "sup_loss": 1.2581602625801716, + "rf_loss": 0.000519883818924427, + "total_loss": 1.258680146399096, + "lyap1_mean": 0.01617533713579178, + "lyap1_max": 0.028968732804059982, + "lyap1_min": -0.0013858394231647253, + "lyap_spec_mean": [ + 0.01617533713579178, + 0.023924125358462334, + 0.017728634178638458, + 0.01692225970327854 + ], + "frac_above_star": 0.875 + }, + { + "step": 1064, + "lr": 0.0001, + "sup_loss": 1.2552116671063225, + "rf_loss": 0.00017358834156766534, + "total_loss": 1.2553852554478901, + "lyap1_mean": 0.012689270079135895, + "lyap1_max": 0.029051311314105988, + "lyap1_min": 0.0012353246565908194, + "lyap_spec_mean": [ + 0.012689270079135895, + 0.007449571508914232, + 0.004317155573517084, + 0.006354212760925293 + ], + "frac_above_star": 1.0 + }, + { + "step": 1065, + "lr": 0.0001, + "sup_loss": 1.2782096146181519, + "rf_loss": 0.00014238007133826613, + "total_loss": 1.2783519946894901, + "lyap1_mean": -0.003111149650067091, + "lyap1_max": 0.014046638272702694, + "lyap1_min": -0.025503378361463547, + "lyap_spec_mean": [ + -0.003111149650067091, + -0.008152898401021957, + -0.011911308392882347, + -0.007239599246531725 + ], + "frac_above_star": 0.375 + }, + { + "step": 1066, + "lr": 0.0001, + "sup_loss": 1.2931098284185476, + "rf_loss": 0.0006015495164319873, + "total_loss": 1.2937113779349796, + "lyap1_mean": -0.025334028527140617, + "lyap1_max": -0.009956004098057747, + "lyap1_min": -0.03434983640909195, + "lyap_spec_mean": [ + -0.025334028527140617, + -0.02160964533686638, + -0.020551884546875954, + -0.024305416271090508 + ], + "frac_above_star": 0.0 + }, + { + "step": 1067, + "lr": 0.0001, + "sup_loss": 1.277176423575456, + "rf_loss": 0.00091617985162884, + "total_loss": 1.2780926034270848, + "lyap1_mean": -0.027255523949861526, + "lyap1_max": -0.004915413912385702, + "lyap1_min": -0.0415026992559433, + "lyap_spec_mean": [ + -0.027255525812506676, + -0.028117936104536057, + -0.029104024171829224, + -0.03160746023058891 + ], + "frac_above_star": 0.0 + }, + { + "step": 1068, + "lr": 0.0001, + "sup_loss": 1.272788995736406, + "rf_loss": 0.00047270843060687184, + "total_loss": 1.273261704167013, + "lyap1_mean": -0.016348812729120255, + "lyap1_max": -0.005919747054576874, + "lyap1_min": -0.03156527876853943, + "lyap_spec_mean": [ + -0.016348812729120255, + -0.020792659372091293, + -0.019266817718744278, + -0.021403469145298004 + ], + "frac_above_star": 0.0 + }, + { + "step": 1069, + "lr": 0.0001, + "sup_loss": 1.223314620582673, + "rf_loss": 0.00024205679073929787, + "total_loss": 1.2235566773734123, + "lyap1_mean": -0.014174042269587517, + "lyap1_max": 0.0015444634482264519, + "lyap1_min": -0.022672273218631744, + "lyap_spec_mean": [ + -0.014174042269587517, + -0.014818904921412468, + -0.013465739786624908, + -0.01195868756622076 + ], + "frac_above_star": 0.125 + }, + { + "step": 1070, + "lr": 0.0001, + "sup_loss": 1.287578433350952, + "rf_loss": 0.00012263220560271293, + "total_loss": 1.2877010655565546, + "lyap1_mean": 0.008641205728054047, + "lyap1_max": 0.024667715653777122, + "lyap1_min": -0.0029239337891340256, + "lyap_spec_mean": [ + 0.008641205728054047, + 0.008558377623558044, + 0.005948878359049559, + 0.004441199824213982 + ], + "frac_above_star": 0.75 + }, + { + "step": 1071, + "lr": 0.0001, + "sup_loss": 1.2795524371863327, + "rf_loss": 0.0005773104494437575, + "total_loss": 1.2801297476357765, + "lyap1_mean": 0.021307384595274925, + "lyap1_max": 0.035086385905742645, + "lyap1_min": 0.007152137346565723, + "lyap_spec_mean": [ + 0.021307382732629776, + 0.025086574256420135, + 0.020672008395195007, + 0.0241637472063303 + ], + "frac_above_star": 1.0 + }, + { + "step": 1072, + "lr": 0.0001, + "sup_loss": 1.2978678311436667, + "rf_loss": 0.0009191895369440317, + "total_loss": 1.2987870206806107, + "lyap1_mean": 0.030700378119945526, + "lyap1_max": 0.039881087839603424, + "lyap1_min": 0.016477525234222412, + "lyap_spec_mean": [ + 0.030700381845235825, + 0.03181753307580948, + 0.02825036644935608, + 0.025868341326713562 + ], + "frac_above_star": 1.0 + }, + { + "step": 1073, + "lr": 0.0001, + "sup_loss": 1.2908250812162607, + "rf_loss": 0.0006239490467123687, + "total_loss": 1.291449030262973, + "lyap1_mean": 0.02015722543001175, + "lyap1_max": 0.03164125233888626, + "lyap1_min": 0.005339188501238823, + "lyap_spec_mean": [ + 0.02015722543001175, + 0.02259388566017151, + 0.02236095257103443, + 0.025271262973546982 + ], + "frac_above_star": 1.0 + }, + { + "step": 1074, + "lr": 0.0001, + "sup_loss": 1.284295185661176, + "rf_loss": 0.00016944923845585436, + "total_loss": 1.2844646348996318, + "lyap1_mean": 0.008418715558946133, + "lyap1_max": 0.02533886209130287, + "lyap1_min": -0.007125323638319969, + "lyap_spec_mean": [ + 0.008418716490268707, + 0.00805012695491314, + 0.0030715258326381445, + 0.008932141587138176 + ], + "frac_above_star": 0.75 + }, + { + "step": 1075, + "lr": 0.0001, + "sup_loss": 1.239831293961617, + "rf_loss": 0.00016211184265557677, + "total_loss": 1.2399934058042725, + "lyap1_mean": -0.0075766053050756454, + "lyap1_max": 0.000561084016226232, + "lyap1_min": -0.030297603458166122, + "lyap_spec_mean": [ + -0.0075766053050756454, + -0.012239530682563782, + -0.009753449819982052, + -0.011233555153012276 + ], + "frac_above_star": 0.125 + }, + { + "step": 1076, + "lr": 0.0001, + "sup_loss": 1.2969198993076516, + "rf_loss": 0.0003347935271449387, + "total_loss": 1.2972546928347966, + "lyap1_mean": -0.017248183488845825, + "lyap1_max": -0.005862170830368996, + "lyap1_min": -0.03160499781370163, + "lyap_spec_mean": [ + -0.017248183488845825, + -0.014903729781508446, + -0.019290966913104057, + -0.01685798168182373 + ], + "frac_above_star": 0.0 + }, + { + "step": 1077, + "lr": 0.0001, + "sup_loss": 1.2860435149151634, + "rf_loss": 0.0005943425348959863, + "total_loss": 1.2866378574500594, + "lyap1_mean": -0.02196844108402729, + "lyap1_max": -0.00929952785372734, + "lyap1_min": -0.034876227378845215, + "lyap_spec_mean": [ + -0.02196844108402729, + -0.019484680145978928, + -0.02306688204407692, + -0.025646502152085304 + ], + "frac_above_star": 0.0 + }, + { + "step": 1078, + "lr": 0.0001, + "sup_loss": 1.2449595516798404, + "rf_loss": 0.0006357331294566393, + "total_loss": 1.245595284809297, + "lyap1_mean": -0.02076626569032669, + "lyap1_max": -0.014875242486596107, + "lyap1_min": -0.030233090743422508, + "lyap_spec_mean": [ + -0.02076626569032669, + -0.025447502732276917, + -0.019602738320827484, + -0.029330523684620857 + ], + "frac_above_star": 0.0 + }, + { + "step": 1079, + "lr": 0.0001, + "sup_loss": 1.248306556789947, + "rf_loss": 0.00035996222868561745, + "total_loss": 1.2486665190186326, + "lyap1_mean": -0.014101685956120491, + "lyap1_max": 0.0029753900598734617, + "lyap1_min": -0.029553722590208054, + "lyap_spec_mean": [ + -0.014101685956120491, + -0.015986226499080658, + -0.016603665426373482, + -0.020261548459529877 + ], + "frac_above_star": 0.125 + }, + { + "step": 1080, + "lr": 0.0001, + "sup_loss": 1.2665815305004282, + "rf_loss": 0.00013290699280332774, + "total_loss": 1.2667144374932315, + "lyap1_mean": -0.0032146936282515526, + "lyap1_max": 0.017415780574083328, + "lyap1_min": -0.0203284602612257, + "lyap_spec_mean": [ + -0.003214693395420909, + -0.0017028060974553227, + 0.0005392024759203196, + -0.007870606146752834 + ], + "frac_above_star": 0.375 + }, + { + "step": 1081, + "lr": 0.0001, + "sup_loss": 1.2742581537061128, + "rf_loss": 0.00018772625480778515, + "total_loss": 1.2744458799609206, + "lyap1_mean": 0.011337733827531338, + "lyap1_max": 0.029171578586101532, + "lyap1_min": -0.000604295521043241, + "lyap_spec_mean": [ + 0.011337733827531338, + 0.009258425794541836, + 0.005253723822534084, + 0.0089525505900383 + ], + "frac_above_star": 0.875 + }, + { + "step": 1082, + "lr": 0.0001, + "sup_loss": 1.2891823863097351, + "rf_loss": 0.00027262503863312304, + "total_loss": 1.2894550113483683, + "lyap1_mean": 0.017467189580202103, + "lyap1_max": 0.026560239493846893, + "lyap1_min": 0.005080237984657288, + "lyap_spec_mean": [ + 0.017467189580202103, + 0.012618484906852245, + 0.011112830601632595, + 0.010050163604319096 + ], + "frac_above_star": 1.0 + }, + { + "step": 1083, + "lr": 0.0001, + "sup_loss": 1.2567101792651716, + "rf_loss": 0.00017289897368755192, + "total_loss": 1.2568830782388591, + "lyap1_mean": 0.01033845730125904, + "lyap1_max": 0.02283332869410515, + "lyap1_min": -0.012713810428977013, + "lyap_spec_mean": [ + 0.01033845730125904, + 0.008508951403200626, + 0.009421585127711296, + 0.005464512389153242 + ], + "frac_above_star": 0.75 + }, + { + "step": 1084, + "lr": 0.0001, + "sup_loss": 1.2879024261955507, + "rf_loss": 0.00011246060603298247, + "total_loss": 1.2880148868015837, + "lyap1_mean": 0.00770748732611537, + "lyap1_max": 0.01761874556541443, + "lyap1_min": -0.01509457640349865, + "lyap_spec_mean": [ + 0.0077074868604540825, + 0.007347563747316599, + 0.006521239876747131, + 0.005040687508881092 + ], + "frac_above_star": 0.875 + }, + { + "step": 1085, + "lr": 0.0001, + "sup_loss": 1.2634287655139735, + "rf_loss": 8.293446444440633e-05, + "total_loss": 1.263511699978418, + "lyap1_mean": 0.011183664202690125, + "lyap1_max": 0.019647948443889618, + "lyap1_min": 0.0003387170727364719, + "lyap_spec_mean": [ + 0.011183664202690125, + 0.0021751546300947666, + 0.0028956129681319, + 0.0032105827704072 + ], + "frac_above_star": 1.0 + }, + { + "step": 1086, + "lr": 0.0001, + "sup_loss": 1.2720012345305143, + "rf_loss": 0.0001978052023332566, + "total_loss": 1.2721990397328475, + "lyap1_mean": 0.0060305045917630196, + "lyap1_max": 0.027462339028716087, + "lyap1_min": -0.011623058468103409, + "lyap_spec_mean": [ + 0.006030504126101732, + 0.007890581153333187, + 0.001157236285507679, + -0.0006958420854061842 + ], + "frac_above_star": 0.625 + }, + { + "step": 1087, + "lr": 0.0001, + "sup_loss": 1.310142758560427, + "rf_loss": 0.00012325648276600987, + "total_loss": 1.310266015043193, + "lyap1_mean": 0.001973807578906417, + "lyap1_max": 0.02288355492055416, + "lyap1_min": -0.008918576873838902, + "lyap_spec_mean": [ + 0.001973807578906417, + -0.001584900775924325, + 0.0012815718073397875, + -0.0016286051832139492 + ], + "frac_above_star": 0.625 + }, + { + "step": 1088, + "lr": 0.0001, + "sup_loss": 1.2787761685623062, + "rf_loss": 0.0001802937185857445, + "total_loss": 1.278956462280892, + "lyap1_mean": 0.0008704473730176687, + "lyap1_max": 0.0360565185546875, + "lyap1_min": -0.0113508440554142, + "lyap_spec_mean": [ + 0.0008704476058483124, + -0.0123375803232193, + -0.004793872125446796, + -0.012791496701538563 + ], + "frac_above_star": 0.25 + }, + { + "step": 1089, + "lr": 0.0001, + "sup_loss": 1.275518605566663, + "rf_loss": 9.715479973237962e-05, + "total_loss": 1.2756157603663953, + "lyap1_mean": -0.004664281848818064, + "lyap1_max": 0.005271179601550102, + "lyap1_min": -0.02081143669784069, + "lyap_spec_mean": [ + -0.004664281848818064, + -0.005624380894005299, + -0.003283501137048006, + -0.008233126252889633 + ], + "frac_above_star": 0.25 + }, + { + "step": 1090, + "lr": 0.0001, + "sup_loss": 1.2345498152848722, + "rf_loss": 0.00015410665946546942, + "total_loss": 1.2347039219443376, + "lyap1_mean": 0.006009987555444241, + "lyap1_max": 0.04030955582857132, + "lyap1_min": -0.008673671633005142, + "lyap_spec_mean": [ + 0.006009987555444241, + 3.257382195442915e-05, + -0.0061048222705721855, + -0.0025607964489609003 + ], + "frac_above_star": 0.375 + }, + { + "step": 1091, + "lr": 0.0001, + "sup_loss": 1.2693889514016492, + "rf_loss": 0.00040525864460505545, + "total_loss": 1.2697942100462543, + "lyap1_mean": -0.012195585295557976, + "lyap1_max": 0.01898851804435253, + "lyap1_min": -0.04035298153758049, + "lyap_spec_mean": [ + -0.012195585295557976, + -0.013578575104475021, + -0.01342813577502966, + -0.016435474157333374 + ], + "frac_above_star": 0.125 + }, + { + "step": 1092, + "lr": 0.0001, + "sup_loss": 1.2333370537004915, + "rf_loss": 0.0002784384705591947, + "total_loss": 1.2336154921710507, + "lyap1_mean": -0.012035618536174297, + "lyap1_max": 0.0016560027142986655, + "lyap1_min": -0.026207998394966125, + "lyap_spec_mean": [ + -0.012035618536174297, + -0.015300796367228031, + -0.010496658273041248, + -0.015842897817492485 + ], + "frac_above_star": 0.125 + }, + { + "step": 1093, + "lr": 0.0001, + "sup_loss": 1.2193049137511525, + "rf_loss": 0.00027016890817321837, + "total_loss": 1.2195750826593257, + "lyap1_mean": -0.014210871420800686, + "lyap1_max": -0.0055689504370093346, + "lyap1_min": -0.025114547461271286, + "lyap_spec_mean": [ + -0.01421087235212326, + -0.009429278783500195, + -0.018169302493333817, + -0.013416267931461334 + ], + "frac_above_star": 0.0 + }, + { + "step": 1094, + "lr": 0.0001, + "sup_loss": 1.204180005014189, + "rf_loss": 8.456101932097226e-05, + "total_loss": 1.20426456603351, + "lyap1_mean": 0.0003076610155403614, + "lyap1_max": 0.01570075936615467, + "lyap1_min": -0.022383496165275574, + "lyap_spec_mean": [ + 0.00030766124837100506, + 0.0017423556419089437, + 0.004832102917134762, + -0.004489048849791288 + ], + "frac_above_star": 0.5 + }, + { + "step": 1095, + "lr": 0.0001, + "sup_loss": 1.319565699034043, + "rf_loss": 0.00011910645844182, + "total_loss": 1.3196848054924848, + "lyap1_mean": 0.009708834812045097, + "lyap1_max": 0.02449050359427929, + "lyap1_min": -0.002890661358833313, + "lyap_spec_mean": [ + 0.009708834812045097, + 0.0062454333528876305, + 0.006853562314063311, + 0.002123603131622076 + ], + "frac_above_star": 0.875 + }, + { + "step": 1096, + "lr": 0.0001, + "sup_loss": 1.237833413233687, + "rf_loss": 0.0003862724988721311, + "total_loss": 1.2382196857325591, + "lyap1_mean": 0.019384868443012238, + "lyap1_max": 0.035356901586055756, + "lyap1_min": 0.0029286143835633993, + "lyap_spec_mean": [ + 0.019384868443012238, + 0.019229363650083542, + 0.01781977340579033, + 0.013734295964241028 + ], + "frac_above_star": 1.0 + }, + { + "step": 1097, + "lr": 0.0001, + "sup_loss": 1.3104507093652877, + "rf_loss": 0.0006453994428738952, + "total_loss": 1.3110961088081616, + "lyap1_mean": 0.023147886618971825, + "lyap1_max": 0.039856281131505966, + "lyap1_min": 0.009392660111188889, + "lyap_spec_mean": [ + 0.023147884756326675, + 0.025033876299858093, + 0.022536542266607285, + 0.02070607617497444 + ], + "frac_above_star": 1.0 + }, + { + "step": 1098, + "lr": 0.0001, + "sup_loss": 1.3166204485385877, + "rf_loss": 0.000403865531552583, + "total_loss": 1.3170243140701403, + "lyap1_mean": 0.018798697739839554, + "lyap1_max": 0.04226873442530632, + "lyap1_min": 0.004606116563081741, + "lyap_spec_mean": [ + 0.018798697739839554, + 0.018354499712586403, + 0.015687014907598495, + 0.01541951298713684 + ], + "frac_above_star": 1.0 + }, + { + "step": 1099, + "lr": 0.0001, + "sup_loss": 1.2992020600488257, + "rf_loss": 0.00019601950771175325, + "total_loss": 1.2993980795565374, + "lyap1_mean": 0.006108440924435854, + "lyap1_max": 0.04210267961025238, + "lyap1_min": -0.01498381793498993, + "lyap_spec_mean": [ + 0.006108440458774567, + 0.004478029441088438, + 0.004359079524874687, + 0.0030302349478006363 + ], + "frac_above_star": 0.75 + }, + { + "step": 1100, + "lr": 0.0001, + "sup_loss": 1.3121866541576153, + "rf_loss": 0.00012242113007232547, + "total_loss": 1.3123090752876876, + "lyap1_mean": -0.005417667794972658, + "lyap1_max": 0.004180377349257469, + "lyap1_min": -0.01487809605896473, + "lyap_spec_mean": [ + -0.005417667794972658, + -0.011475658044219017, + -0.005555166397243738, + -0.012817183509469032 + ], + "frac_above_star": 0.125 + }, + { + "step": 1101, + "lr": 0.0001, + "sup_loss": 1.2867185217135844, + "rf_loss": 0.0009090377716347575, + "total_loss": 1.2876275594852191, + "lyap1_mean": -0.028773844242095947, + "lyap1_max": -0.008628210984170437, + "lyap1_min": -0.03889317810535431, + "lyap_spec_mean": [ + -0.028773844242095947, + -0.027786118909716606, + -0.028043633326888084, + -0.03168712928891182 + ], + "frac_above_star": 0.0 + }, + { + "step": 1102, + "lr": 0.0001, + "sup_loss": 1.2453703516216046, + "rf_loss": 0.0009798158425837755, + "total_loss": 1.2463501674641884, + "lyap1_mean": -0.03201799839735031, + "lyap1_max": -0.014357714913785458, + "lyap1_min": -0.04508911818265915, + "lyap_spec_mean": [ + -0.03201799839735031, + -0.033069632947444916, + -0.02724023163318634, + -0.02891155332326889 + ], + "frac_above_star": 0.0 + }, + { + "step": 1103, + "lr": 0.0001, + "sup_loss": 1.2907395694755306, + "rf_loss": 0.0007552250172011554, + "total_loss": 1.2914947944927317, + "lyap1_mean": -0.02156459540128708, + "lyap1_max": -0.0027918177656829357, + "lyap1_min": -0.03308114781975746, + "lyap_spec_mean": [ + -0.02156459540128708, + -0.022432107478380203, + -0.026659760624170303, + -0.02908136509358883 + ], + "frac_above_star": 0.0 + }, + { + "step": 1104, + "lr": 0.0001, + "sup_loss": 1.2870363352967118, + "rf_loss": 0.0001997677463805303, + "total_loss": 1.2872361030430923, + "lyap1_mean": -0.004283180460333824, + "lyap1_max": 0.01241213083267212, + "lyap1_min": -0.035834141075611115, + "lyap_spec_mean": [ + -0.004283180460333824, + -0.004593351855874062, + -0.006663994397968054, + -0.011227397248148918 + ], + "frac_above_star": 0.375 + }, + { + "step": 1105, + "lr": 0.0001, + "sup_loss": 1.264285056638954, + "rf_loss": 0.00012559443712234497, + "total_loss": 1.2644106510760764, + "lyap1_mean": 0.00569599075242877, + "lyap1_max": 0.025375474244356155, + "lyap1_min": -0.008866045624017715, + "lyap_spec_mean": [ + 0.00569599075242877, + 0.006574365310370922, + 0.002695519244298339, + 0.006035680882632732 + ], + "frac_above_star": 0.625 + }, + { + "step": 1106, + "lr": 0.0001, + "sup_loss": 1.3160077709280324, + "rf_loss": 0.00023160943237598985, + "total_loss": 1.3162393803604084, + "lyap1_mean": 0.01301959715783596, + "lyap1_max": 0.029378727078437805, + "lyap1_min": -0.008238093927502632, + "lyap_spec_mean": [ + 0.01301959715783596, + 0.009002730250358582, + 0.01071728952229023, + 0.005378979258239269 + ], + "frac_above_star": 0.75 + }, + { + "step": 1107, + "lr": 0.0001, + "sup_loss": 1.3147429182736612, + "rf_loss": 0.0004590580065269023, + "total_loss": 1.315201976280188, + "lyap1_mean": 0.01874762400984764, + "lyap1_max": 0.03239448741078377, + "lyap1_min": 0.010978679172694683, + "lyap_spec_mean": [ + 0.01874762400984764, + 0.02287774160504341, + 0.018602529540657997, + 0.01454867608845234 + ], + "frac_above_star": 1.0 + }, + { + "step": 1108, + "lr": 0.0001, + "sup_loss": 1.3262423283443472, + "rf_loss": 0.0004709404311142862, + "total_loss": 1.3267132687754615, + "lyap1_mean": 0.02053508535027504, + "lyap1_max": 0.031093522906303406, + "lyap1_min": 0.010772405192255974, + "lyap_spec_mean": [ + 0.02053508535027504, + 0.017309030517935753, + 0.022600170224905014, + 0.017536908388137817 + ], + "frac_above_star": 1.0 + }, + { + "step": 1109, + "lr": 0.0001, + "sup_loss": 1.2757899995286017, + "rf_loss": 0.00028352008666843176, + "total_loss": 1.2760735196152702, + "lyap1_mean": 0.017101746052503586, + "lyap1_max": 0.03258461877703667, + "lyap1_min": -0.001531573012471199, + "lyap_spec_mean": [ + 0.017101746052503586, + 0.01630438305437565, + 0.012940198183059692, + 0.011306854896247387 + ], + "frac_above_star": 0.875 + }, + { + "step": 1110, + "lr": 0.0001, + "sup_loss": 1.284324431916275, + "rf_loss": 0.00025947202811948955, + "total_loss": 1.2845839039443945, + "lyap1_mean": 0.010632474906742573, + "lyap1_max": 0.02526048943400383, + "lyap1_min": -0.0006865921313874424, + "lyap_spec_mean": [ + 0.010632475838065147, + 0.006935524754226208, + 0.012714949436485767, + 0.009818156249821186 + ], + "frac_above_star": 0.75 + }, + { + "step": 1111, + "lr": 0.0001, + "sup_loss": 1.284247353399216, + "rf_loss": 5.38311833224725e-05, + "total_loss": 1.2843011845825385, + "lyap1_mean": -0.0008047602605074644, + "lyap1_max": 0.006300849374383688, + "lyap1_min": -0.009525066241621971, + "lyap_spec_mean": [ + -0.0008047602605074644, + 0.0017562253633514047, + 0.0004156559007242322, + -0.0030091949738562107 + ], + "frac_above_star": 0.5 + }, + { + "step": 1112, + "lr": 0.0001, + "sup_loss": 1.193991409927903, + "rf_loss": 0.00010714253585319966, + "total_loss": 1.1940985524637562, + "lyap1_mean": -2.604664769023657e-05, + "lyap1_max": 0.005644811317324638, + "lyap1_min": -0.01030984427779913, + "lyap_spec_mean": [ + -2.604653127491474e-05, + 0.004507661797106266, + 0.002262561582028866, + 0.0014065648429095745 + ], + "frac_above_star": 0.5 + }, + { + "step": 1113, + "lr": 0.0001, + "sup_loss": 1.279187128693101, + "rf_loss": 0.00019484132644720376, + "total_loss": 1.2793819700195481, + "lyap1_mean": -0.012354862876236439, + "lyap1_max": 0.0037977618630975485, + "lyap1_min": -0.019742775708436966, + "lyap_spec_mean": [ + -0.012354862876236439, + -0.011176596395671368, + -0.012315137311816216, + -0.011015309020876884 + ], + "frac_above_star": 0.125 + }, + { + "step": 1114, + "lr": 0.0001, + "sup_loss": 1.2615427762357716, + "rf_loss": 0.00016573944594711065, + "total_loss": 1.2617085156817187, + "lyap1_mean": -0.007786828093230724, + "lyap1_max": 0.0023767489474266768, + "lyap1_min": -0.027591537684202194, + "lyap_spec_mean": [ + -0.007786828558892012, + -0.006719647906720638, + -0.005109001882374287, + -0.010375085286796093 + ], + "frac_above_star": 0.125 + }, + { + "step": 1115, + "lr": 0.0001, + "sup_loss": 1.3128659139374594, + "rf_loss": 0.0001525414118077606, + "total_loss": 1.3130184553492672, + "lyap1_mean": 0.0030562945175915956, + "lyap1_max": 0.020582256838679314, + "lyap1_min": -0.011363314464688301, + "lyap_spec_mean": [ + 0.0030562945175915956, + -0.005175482016056776, + -0.013074163347482681, + -0.0061018457636237144 + ], + "frac_above_star": 0.625 + }, + { + "step": 1116, + "lr": 0.0001, + "sup_loss": 1.2765048609866292, + "rf_loss": 0.00012133084965171292, + "total_loss": 1.276626191836281, + "lyap1_mean": 0.0029194613453000784, + "lyap1_max": 0.011773688718676567, + "lyap1_min": -0.01007760502398014, + "lyap_spec_mean": [ + 0.002919461578130722, + 0.008029473014175892, + 0.002839084481820464, + 0.001112520694732666 + ], + "frac_above_star": 0.625 + }, + { + "step": 1117, + "lr": 0.0001, + "sup_loss": 1.2723110218151181, + "rf_loss": 7.500904030166566e-05, + "total_loss": 1.2723860308554198, + "lyap1_mean": 0.005736194550991058, + "lyap1_max": 0.01753491722047329, + "lyap1_min": -0.00039626099169254303, + "lyap_spec_mean": [ + 0.005736194550991058, + 0.009193983860313892, + 0.0025298111140727997, + -0.0011968305334448814 + ], + "frac_above_star": 0.875 + }, + { + "step": 1118, + "lr": 0.0001, + "sup_loss": 1.262928358997161, + "rf_loss": 0.0002492566709406674, + "total_loss": 1.2631776156681016, + "lyap1_mean": 0.01582186482846737, + "lyap1_max": 0.029142972081899643, + "lyap1_min": -0.005111159756779671, + "lyap_spec_mean": [ + 0.01582186669111252, + 0.013181909918785095, + 0.008780273608863354, + 0.00795681681483984 + ], + "frac_above_star": 0.875 + }, + { + "step": 1119, + "lr": 0.0001, + "sup_loss": 1.2645213593270317, + "rf_loss": 0.00019534183957148343, + "total_loss": 1.2647167011666032, + "lyap1_mean": 0.01229683868587017, + "lyap1_max": 0.02523266337811947, + "lyap1_min": -0.003967749886214733, + "lyap_spec_mean": [ + 0.01229683868587017, + 0.009506219998002052, + 0.010258207097649574, + 0.008926299400627613 + ], + "frac_above_star": 0.875 + }, + { + "step": 1120, + "lr": 0.0001, + "sup_loss": 1.2192360954372163, + "rf_loss": 0.00010155087511520833, + "total_loss": 1.2193376463123315, + "lyap1_mean": 0.008224616758525372, + "lyap1_max": 0.017711397260427475, + "lyap1_min": 0.0013261071871966124, + "lyap_spec_mean": [ + 0.008224616758525372, + 0.0025177064817398787, + 0.0055831801146268845, + 0.00047765474300831556 + ], + "frac_above_star": 1.0 + }, + { + "step": 1121, + "lr": 0.0001, + "sup_loss": 1.2555561791650622, + "rf_loss": 0.00015477357374038547, + "total_loss": 1.2557109527388026, + "lyap1_mean": 0.0023171177599579096, + "lyap1_max": 0.017219234257936478, + "lyap1_min": -0.010551135055720806, + "lyap_spec_mean": [ + 0.0023171177599579096, + -0.005579117685556412, + -0.004378743004053831, + -0.007492009084671736 + ], + "frac_above_star": 0.5 + }, + { + "step": 1122, + "lr": 0.0001, + "sup_loss": 1.2786829840645602, + "rf_loss": 0.0004215840599499643, + "total_loss": 1.2791045681245101, + "lyap1_mean": -0.012394078075885773, + "lyap1_max": 0.0001111493183998391, + "lyap1_min": -0.025683913379907608, + "lyap_spec_mean": [ + -0.012394078075885773, + -0.015269938856363297, + -0.018531322479248047, + -0.022477438673377037 + ], + "frac_above_star": 0.125 + }, + { + "step": 1123, + "lr": 0.0001, + "sup_loss": 1.301682264849676, + "rf_loss": 0.0005704759387299418, + "total_loss": 1.302252740788406, + "lyap1_mean": -0.021793339401483536, + "lyap1_max": -0.011223237961530685, + "lyap1_min": -0.03451450914144516, + "lyap_spec_mean": [ + -0.021793341264128685, + -0.019961996003985405, + -0.02053452841937542, + -0.024585166946053505 + ], + "frac_above_star": 0.0 + }, + { + "step": 1124, + "lr": 0.0001, + "sup_loss": 1.2504010102172383, + "rf_loss": 0.000668517779558897, + "total_loss": 1.2510695279967972, + "lyap1_mean": -0.0250568725168705, + "lyap1_max": -0.016460981220006943, + "lyap1_min": -0.03328150883316994, + "lyap_spec_mean": [ + -0.025056874379515648, + -0.021390490233898163, + -0.026807725429534912, + -0.026874400675296783 + ], + "frac_above_star": 0.0 + }, + { + "step": 1125, + "lr": 0.0001, + "sup_loss": 1.2633903258441015, + "rf_loss": 0.00032344990177080035, + "total_loss": 1.2637137757458723, + "lyap1_mean": -0.015211617574095726, + "lyap1_max": -0.008526347577571869, + "lyap1_min": -0.029163800179958344, + "lyap_spec_mean": [ + -0.0152116185054183, + -0.018254950642585754, + -0.01619981974363327, + -0.016837187111377716 + ], + "frac_above_star": 0.0 + }, + { + "step": 1126, + "lr": 0.0001, + "sup_loss": 1.255534349540873, + "rf_loss": 0.0001640667614992708, + "total_loss": 1.2556984163023723, + "lyap1_mean": -0.008302345871925354, + "lyap1_max": 0.007211054675281048, + "lyap1_min": -0.01776755414903164, + "lyap_spec_mean": [ + -0.008302345871925354, + -0.006610468961298466, + -0.009043164551258087, + -0.010070135816931725 + ], + "frac_above_star": 0.125 + }, + { + "step": 1127, + "lr": 0.0001, + "sup_loss": 1.2858172972050268, + "rf_loss": 0.0001116188068408519, + "total_loss": 1.2859289160118677, + "lyap1_mean": 0.007294337265193462, + "lyap1_max": 0.0190457534044981, + "lyap1_min": -0.01335812732577324, + "lyap_spec_mean": [ + 0.007294337265193462, + 0.0070557743310928345, + -0.0014613535022363067, + 0.005501822102814913 + ], + "frac_above_star": 0.875 + }, + { + "step": 1128, + "lr": 0.0001, + "sup_loss": 1.2667810462745965, + "rf_loss": 0.00010857154848054051, + "total_loss": 1.266889617823077, + "lyap1_mean": 0.0060320766642689705, + "lyap1_max": 0.023949872702360153, + "lyap1_min": -0.006668393965810537, + "lyap_spec_mean": [ + 0.0060320766642689705, + 0.006612771190702915, + 0.009202776476740837, + 0.005588580388575792 + ], + "frac_above_star": 0.75 + }, + { + "step": 1129, + "lr": 0.0001, + "sup_loss": 1.2725823832829295, + "rf_loss": 0.00023807084653526545, + "total_loss": 1.2728204541294648, + "lyap1_mean": 0.01386209949851036, + "lyap1_max": 0.03946448862552643, + "lyap1_min": 0.0032107867300510406, + "lyap_spec_mean": [ + 0.013862098567187786, + 0.012301000766456127, + 0.013330102898180485, + 0.011758462525904179 + ], + "frac_above_star": 1.0 + }, + { + "step": 1130, + "lr": 0.0001, + "sup_loss": 1.2420104080926069, + "rf_loss": 0.00023135503579396755, + "total_loss": 1.2422417631284008, + "lyap1_mean": 0.013525774702429771, + "lyap1_max": 0.028877440840005875, + "lyap1_min": 0.0037834288086742163, + "lyap_spec_mean": [ + 0.013525773771107197, + 0.010840442031621933, + 0.014865470118820667, + 0.010702036321163177 + ], + "frac_above_star": 1.0 + }, + { + "step": 1131, + "lr": 0.0001, + "sup_loss": 1.2845461430547969, + "rf_loss": 0.0004093415045645088, + "total_loss": 1.2849554845593614, + "lyap1_mean": 0.019632142037153244, + "lyap1_max": 0.030658608302474022, + "lyap1_min": 0.008759853430092335, + "lyap_spec_mean": [ + 0.019632142037153244, + 0.01651586964726448, + 0.012469756416976452, + 0.020821427926421165 + ], + "frac_above_star": 1.0 + }, + { + "step": 1132, + "lr": 0.0001, + "sup_loss": 1.24390861833246, + "rf_loss": 0.00017315488366875798, + "total_loss": 1.2440817732161287, + "lyap1_mean": 0.010743705555796623, + "lyap1_max": 0.031702231615781784, + "lyap1_min": -0.009143457747995853, + "lyap_spec_mean": [ + 0.010743706487119198, + 0.010870889760553837, + 0.004921548068523407, + 0.0035509783774614334 + ], + "frac_above_star": 0.625 + }, + { + "step": 1133, + "lr": 0.0001, + "sup_loss": 1.2369158869421442, + "rf_loss": 9.831294300965965e-05, + "total_loss": 1.2370141998851538, + "lyap1_mean": 0.0003414401726331562, + "lyap1_max": 0.013460136950016022, + "lyap1_min": -0.014646505936980247, + "lyap_spec_mean": [ + 0.0003414401435293257, + -0.00639845198020339, + -0.001583739765919745, + -0.004720037337392569 + ], + "frac_above_star": 0.625 + }, + { + "step": 1134, + "lr": 0.0001, + "sup_loss": 1.2409498316758543, + "rf_loss": 0.00027292966842651367, + "total_loss": 1.2412227613442808, + "lyap1_mean": -0.008302111178636551, + "lyap1_max": 0.008562330156564713, + "lyap1_min": -0.026138460263609886, + "lyap_spec_mean": [ + -0.008302111178636551, + -0.007093444466590881, + -0.016819670796394348, + -0.013545118272304535 + ], + "frac_above_star": 0.25 + }, + { + "step": 1135, + "lr": 0.0001, + "sup_loss": 1.2270358544417936, + "rf_loss": 0.00030603777850046754, + "total_loss": 1.227341892220294, + "lyap1_mean": -0.0037229061126708984, + "lyap1_max": 0.007617536466568708, + "lyap1_min": -0.016851739957928658, + "lyap_spec_mean": [ + -0.0037229061126708984, + -0.011191312223672867, + -0.018270965665578842, + -0.01764860190451145 + ], + "frac_above_star": 0.375 + }, + { + "step": 1136, + "lr": 0.0001, + "sup_loss": 1.2996395138385803, + "rf_loss": 0.00024426315212622285, + "total_loss": 1.2998837769907066, + "lyap1_mean": -0.0003157416358590126, + "lyap1_max": 0.015924770385026932, + "lyap1_min": -0.0179830901324749, + "lyap_spec_mean": [ + -0.0003157412866130471, + -0.006779151037335396, + -0.013918032869696617, + -0.009093300439417362 + ], + "frac_above_star": 0.625 + }, + { + "step": 1137, + "lr": 0.0001, + "sup_loss": 1.2900338153692865, + "rf_loss": 0.0002293232100782916, + "total_loss": 1.2902631385793648, + "lyap1_mean": -0.009645865298807621, + "lyap1_max": 0.006099558901041746, + "lyap1_min": -0.027478618547320366, + "lyap_spec_mean": [ + -0.009645865298807621, + -0.005097302608191967, + -0.01196952722966671, + -0.012126029469072819 + ], + "frac_above_star": 0.125 + }, + { + "step": 1138, + "lr": 0.0001, + "sup_loss": 1.2655094421034698, + "rf_loss": 9.434230014448985e-05, + "total_loss": 1.2656037844036143, + "lyap1_mean": 0.006817880552262068, + "lyap1_max": 0.02227804809808731, + "lyap1_min": -0.006154179573059082, + "lyap_spec_mean": [ + 0.006817880552262068, + 0.00827766302973032, + 0.005416375119239092, + 0.0006910441443324089 + ], + "frac_above_star": 0.75 + }, + { + "step": 1139, + "lr": 0.0001, + "sup_loss": 1.2620410597223257, + "rf_loss": 0.00034166331170126796, + "total_loss": 1.262382723034027, + "lyap1_mean": 0.019548658281564713, + "lyap1_max": 0.027639571577310562, + "lyap1_min": 0.006350127048790455, + "lyap_spec_mean": [ + 0.019548660144209862, + 0.01696232706308365, + 0.015167804434895515, + 0.014331048354506493 + ], + "frac_above_star": 1.0 + }, + { + "step": 1140, + "lr": 0.0001, + "sup_loss": 1.3024418541619178, + "rf_loss": 0.0004228324396535754, + "total_loss": 1.3028646866015714, + "lyap1_mean": 0.023188019171357155, + "lyap1_max": 0.04047057032585144, + "lyap1_min": 0.0019959397614002228, + "lyap_spec_mean": [ + 0.023188017308712006, + 0.01855357550084591, + 0.019521184265613556, + 0.014811394736170769 + ], + "frac_above_star": 1.0 + }, + { + "step": 1141, + "lr": 0.0001, + "sup_loss": 1.251193876076273, + "rf_loss": 0.0001373913255520165, + "total_loss": 1.251331267401825, + "lyap1_mean": 0.008718617260456085, + "lyap1_max": 0.02258419618010521, + "lyap1_min": -0.010909428820014, + "lyap_spec_mean": [ + 0.008718617260456085, + 0.009091759100556374, + 0.007577232085168362, + 0.008749525062739849 + ], + "frac_above_star": 0.875 + }, + { + "step": 1142, + "lr": 0.0001, + "sup_loss": 1.2596156218813455, + "rf_loss": 0.00013497870531864464, + "total_loss": 1.259750600586664, + "lyap1_mean": 0.009936822578310966, + "lyap1_max": 0.031893447041511536, + "lyap1_min": -0.007037588860839605, + "lyap_spec_mean": [ + 0.009936822578310966, + 0.0036809477023780346, + 0.0057674734853208065, + 0.0009609631961211562 + ], + "frac_above_star": 0.875 + }, + { + "step": 1143, + "lr": 0.0001, + "sup_loss": 1.2564696637888977, + "rf_loss": 0.00010251664934912696, + "total_loss": 1.2565721804382468, + "lyap1_mean": 0.0060555594973266125, + "lyap1_max": 0.014385154470801353, + "lyap1_min": -0.003515449119731784, + "lyap_spec_mean": [ + 0.006055559031665325, + 0.003600918687880039, + 0.006437548436224461, + 0.0011986248428002 + ], + "frac_above_star": 0.75 + }, + { + "step": 1144, + "lr": 0.0001, + "sup_loss": 1.3018428785504377, + "rf_loss": 0.00017754310101736337, + "total_loss": 1.302020421651455, + "lyap1_mean": -0.008569644764065742, + "lyap1_max": -0.00039063519216142595, + "lyap1_min": -0.02553616091609001, + "lyap_spec_mean": [ + -0.008569644764065742, + -0.010548409074544907, + -0.007812258787453175, + -0.011692473664879799 + ], + "frac_above_star": 0.0 + }, + { + "step": 1145, + "lr": 0.0001, + "sup_loss": 1.297846691507076, + "rf_loss": 0.00019019018509425223, + "total_loss": 1.2980368816921704, + "lyap1_mean": -0.007350233383476734, + "lyap1_max": 0.0026063621044158936, + "lyap1_min": -0.015951866284012794, + "lyap_spec_mean": [ + -0.007350233383476734, + -0.009202458895742893, + -0.0077096251770854, + -0.010370727628469467 + ], + "frac_above_star": 0.125 + }, + { + "step": 1146, + "lr": 0.0001, + "sup_loss": 1.2381059587281744, + "rf_loss": 0.0003293630143161863, + "total_loss": 1.2384353217424906, + "lyap1_mean": -0.01494733989238739, + "lyap1_max": -0.004322157707065344, + "lyap1_min": -0.027578404173254967, + "lyap_spec_mean": [ + -0.01494733989238739, + -0.011937977746129036, + -0.016903972253203392, + -0.018048539757728577 + ], + "frac_above_star": 0.0 + }, + { + "step": 1147, + "lr": 0.0001, + "sup_loss": 1.25495385210528, + "rf_loss": 0.0002767661935649812, + "total_loss": 1.255230618298845, + "lyap1_mean": -0.004232561681419611, + "lyap1_max": 0.028566500172019005, + "lyap1_min": -0.024319905787706375, + "lyap_spec_mean": [ + -0.004232562147080898, + -0.010972509160637856, + -0.008388765156269073, + -0.013107722625136375 + ], + "frac_above_star": 0.375 + }, + { + "step": 1148, + "lr": 0.0001, + "sup_loss": 1.23678465160958, + "rf_loss": 0.00012499444710556418, + "total_loss": 1.2369096460566855, + "lyap1_mean": -0.006034581456333399, + "lyap1_max": 0.0044078826904296875, + "lyap1_min": -0.018992453813552856, + "lyap_spec_mean": [ + -0.006034581456333399, + -0.007187098264694214, + -0.008872052654623985, + -0.009326951578259468 + ], + "frac_above_star": 0.125 + }, + { + "step": 1149, + "lr": 0.0001, + "sup_loss": 1.2804012241257645, + "rf_loss": 0.00023689819499850273, + "total_loss": 1.280638122320763, + "lyap1_mean": -0.00172846345230937, + "lyap1_max": 0.04523950442671776, + "lyap1_min": -0.01755014806985855, + "lyap_spec_mean": [ + -0.0017284629866480827, + 0.002184479031711817, + -0.008257499895989895, + -0.013927818275988102 + ], + "frac_above_star": 0.25 + }, + { + "step": 1150, + "lr": 0.0001, + "sup_loss": 1.2626560356887142, + "rf_loss": 6.23710366198793e-05, + "total_loss": 1.262718406725334, + "lyap1_mean": 0.0005965959280729294, + "lyap1_max": 0.013365857303142548, + "lyap1_min": -0.013499985449016094, + "lyap_spec_mean": [ + 0.000596596160903573, + 0.0015257014892995358, + 0.0025253738276660442, + -6.7124143242836e-05 + ], + "frac_above_star": 0.5 + }, + { + "step": 1151, + "lr": 0.0001, + "sup_loss": 1.238519611945747, + "rf_loss": 0.00011874065967276692, + "total_loss": 1.2386383526054197, + "lyap1_mean": 0.008042965084314346, + "lyap1_max": 0.016513504087924957, + "lyap1_min": -0.00130448245909065, + "lyap_spec_mean": [ + 0.008042965084314346, + 0.012188718654215336, + 0.0072534820064902306, + 0.0051848068833351135 + ], + "frac_above_star": 0.875 + }, + { + "step": 1152, + "lr": 0.0001, + "sup_loss": 1.307962167677164, + "rf_loss": 0.00021783565171062946, + "total_loss": 1.3081800033288746, + "lyap1_mean": 0.015940487384796143, + "lyap1_max": 0.033682648092508316, + "lyap1_min": -0.002356520388275385, + "lyap_spec_mean": [ + 0.015940487384796143, + 0.012452416121959686, + 0.0076875705271959305, + 0.00758267380297184 + ], + "frac_above_star": 0.875 + }, + { + "step": 1153, + "lr": 0.0001, + "sup_loss": 1.2112275186360382, + "rf_loss": 0.00020448498253244907, + "total_loss": 1.2114320036185706, + "lyap1_mean": 0.013706945814192295, + "lyap1_max": 0.03697771579027176, + "lyap1_min": 0.0016863703494891524, + "lyap_spec_mean": [ + 0.01370694488286972, + 0.01100799348205328, + 0.00898268073797226, + 0.008412751369178295 + ], + "frac_above_star": 1.0 + }, + { + "step": 1154, + "lr": 0.0001, + "sup_loss": 1.2453908559731595, + "rf_loss": 0.0001985036942642182, + "total_loss": 1.2455893596674237, + "lyap1_mean": 0.010465120896697044, + "lyap1_max": 0.021832920610904694, + "lyap1_min": -0.004241904243826866, + "lyap_spec_mean": [ + 0.010465120896697044, + 0.009291524067521095, + 0.014080565422773361, + 0.00750527111813426 + ], + "frac_above_star": 0.875 + }, + { + "step": 1155, + "lr": 0.0001, + "sup_loss": 1.2590810246437616, + "rf_loss": 0.00040321500273421407, + "total_loss": 1.2594842396464958, + "lyap1_mean": 0.019842300564050674, + "lyap1_max": 0.03437730669975281, + "lyap1_min": 0.009587548673152924, + "lyap_spec_mean": [ + 0.019842300564050674, + 0.016499878838658333, + 0.018348578363656998, + 0.01759527623653412 + ], + "frac_above_star": 1.0 + }, + { + "step": 1156, + "lr": 0.0001, + "sup_loss": 1.2823008007169825, + "rf_loss": 0.00028588389977812767, + "total_loss": 1.2825866846167606, + "lyap1_mean": 0.019966237246990204, + "lyap1_max": 0.03448958694934845, + "lyap1_min": 0.010925240814685822, + "lyap_spec_mean": [ + 0.019966237246990204, + 0.013644739985466003, + 0.014329444617033005, + 0.009522445499897003 + ], + "frac_above_star": 1.0 + }, + { + "step": 1157, + "lr": 0.0001, + "sup_loss": 1.3416103384250078, + "rf_loss": 0.00024228330585174263, + "total_loss": 1.3418526217308595, + "lyap1_mean": 0.004049617797136307, + "lyap1_max": 0.02994755282998085, + "lyap1_min": -0.012051848694682121, + "lyap_spec_mean": [ + 0.004049616865813732, + 0.00392437307164073, + 0.006164118647575378, + 0.005095931701362133 + ], + "frac_above_star": 0.5 + }, + { + "step": 1158, + "lr": 0.0001, + "sup_loss": 1.2680868054627554, + "rf_loss": 0.000187444849871099, + "total_loss": 1.2682742503126265, + "lyap1_mean": -0.0034305478911846876, + "lyap1_max": 0.03289124369621277, + "lyap1_min": -0.016443926841020584, + "lyap_spec_mean": [ + -0.003430547658354044, + -0.005883175879716873, + -0.0006894313264638186, + -0.007299077231436968 + ], + "frac_above_star": 0.125 + }, + { + "step": 1159, + "lr": 0.0001, + "sup_loss": 1.2812556870377179, + "rf_loss": 0.000329425121890381, + "total_loss": 1.2815851121596082, + "lyap1_mean": -0.0097768260166049, + "lyap1_max": 0.01741461455821991, + "lyap1_min": -0.03860641270875931, + "lyap_spec_mean": [ + -0.0097768260166049, + -0.01758304238319397, + -0.014937256462872028, + -0.013031814247369766 + ], + "frac_above_star": 0.125 + }, + { + "step": 1160, + "lr": 0.0001, + "sup_loss": 1.2501626282282823, + "rf_loss": 0.001095513696782291, + "total_loss": 1.2512581419250646, + "lyap1_mean": -0.029138721525669098, + "lyap1_max": -0.01487004291266203, + "lyap1_min": -0.04078559949994087, + "lyap_spec_mean": [ + -0.029138723388314247, + -0.03157482296228409, + -0.03266975283622742, + -0.03472328931093216 + ], + "frac_above_star": 0.0 + }, + { + "step": 1161, + "lr": 0.0001, + "sup_loss": 1.2781538391424556, + "rf_loss": 0.0012102157343178988, + "total_loss": 1.2793640548767735, + "lyap1_mean": -0.030585680156946182, + "lyap1_max": -0.006248639430850744, + "lyap1_min": -0.04962201043963432, + "lyap_spec_mean": [ + -0.03058568201959133, + -0.03020479902625084, + -0.03409231826663017, + -0.036030326038599014 + ], + "frac_above_star": 0.0 + }, + { + "step": 1162, + "lr": 0.0001, + "sup_loss": 1.2661635501451363, + "rf_loss": 0.0007457381580024958, + "total_loss": 1.2669092883031388, + "lyap1_mean": -0.0237533338367939, + "lyap1_max": -0.00761039461940527, + "lyap1_min": -0.033936891704797745, + "lyap_spec_mean": [ + -0.02375333197414875, + -0.02727895975112915, + -0.025373028591275215, + -0.02806381694972515 + ], + "frac_above_star": 0.0 + }, + { + "step": 1163, + "lr": 0.0001, + "sup_loss": 1.241811650325901, + "rf_loss": 0.00025164606631733477, + "total_loss": 1.2420632963922182, + "lyap1_mean": -0.009612657129764557, + "lyap1_max": 0.01681685447692871, + "lyap1_min": -0.021412288770079613, + "lyap_spec_mean": [ + -0.009612657129764557, + -0.013540302403271198, + -0.013934477232396603, + -0.012145303189754486 + ], + "frac_above_star": 0.125 + }, + { + "step": 1164, + "lr": 0.0001, + "sup_loss": 1.2812830944182831, + "rf_loss": 5.549575143959373e-05, + "total_loss": 1.2813385901697227, + "lyap1_mean": 4.7460198402404785e-05, + "lyap1_max": 0.006476923823356628, + "lyap1_min": -0.007738487329334021, + "lyap_spec_mean": [ + 4.7460198402404785e-05, + 0.002928572241216898, + 0.0003287446452304721, + 0.0031144428066909313 + ], + "frac_above_star": 0.5 + }, + { + "step": 1165, + "lr": 0.0001, + "sup_loss": 1.2373370182980554, + "rf_loss": 0.0005738299805670977, + "total_loss": 1.2379108482786225, + "lyap1_mean": 0.020228805020451546, + "lyap1_max": 0.036880973726511, + "lyap1_min": 0.011843952350318432, + "lyap_spec_mean": [ + 0.020228806883096695, + 0.02859530597925186, + 0.020358087494969368, + 0.019774027168750763 + ], + "frac_above_star": 1.0 + }, + { + "step": 1166, + "lr": 0.0001, + "sup_loss": 1.273808380311146, + "rf_loss": 0.0008471362525597215, + "total_loss": 1.2746555165637057, + "lyap1_mean": 0.031077373772859573, + "lyap1_max": 0.03732132911682129, + "lyap1_min": 0.02126792073249817, + "lyap_spec_mean": [ + 0.031077375635504723, + 0.027757324278354645, + 0.025050068274140358, + 0.02596050128340721 + ], + "frac_above_star": 1.0 + }, + { + "step": 1167, + "lr": 0.0001, + "sup_loss": 1.2225074538097307, + "rf_loss": 0.000793610408436507, + "total_loss": 1.2233010642181672, + "lyap1_mean": 0.026491742581129074, + "lyap1_max": 0.042731642723083496, + "lyap1_min": 0.01682201959192753, + "lyap_spec_mean": [ + 0.026491740718483925, + 0.0259745791554451, + 0.0274024847894907, + 0.024564970284700394 + ], + "frac_above_star": 1.0 + }, + { + "step": 1168, + "lr": 0.0001, + "sup_loss": 1.2716318506328035, + "rf_loss": 0.0006793220527470112, + "total_loss": 1.2723111726855505, + "lyap1_mean": 0.025827769190073013, + "lyap1_max": 0.03700532019138336, + "lyap1_min": 0.008203855715692043, + "lyap_spec_mean": [ + 0.025827769190073013, + 0.027579322457313538, + 0.02120955102145672, + 0.024733498692512512 + ], + "frac_above_star": 1.0 + }, + { + "step": 1169, + "lr": 0.0001, + "sup_loss": 1.2326264544168548, + "rf_loss": 0.00038134882925078273, + "total_loss": 1.2330078032461056, + "lyap1_mean": 0.020239990204572678, + "lyap1_max": 0.034862957894802094, + "lyap1_min": 0.012961088679730892, + "lyap_spec_mean": [ + 0.020239990204572678, + 0.018917273730039597, + 0.008281206712126732, + 0.01461783517152071 + ], + "frac_above_star": 1.0 + }, + { + "step": 1170, + "lr": 0.0001, + "sup_loss": 1.2574741141991594, + "rf_loss": 0.00026623340090736747, + "total_loss": 1.2577403476000668, + "lyap1_mean": 0.016845809295773506, + "lyap1_max": 0.04377611726522446, + "lyap1_min": 0.004605572670698166, + "lyap_spec_mean": [ + 0.016845809295773506, + 0.00746567640453577, + 0.011877750977873802, + 0.00951568316668272 + ], + "frac_above_star": 1.0 + }, + { + "step": 1171, + "lr": 0.0001, + "sup_loss": 1.2227199742076391, + "rf_loss": 0.0001726509362924844, + "total_loss": 1.2228926251439316, + "lyap1_mean": 0.012775254435837269, + "lyap1_max": 0.032985869795084, + "lyap1_min": 0.006359451450407505, + "lyap_spec_mean": [ + 0.012775254435837269, + 0.003884753677994013, + 0.010751406662166119, + 0.0015045024920254946 + ], + "frac_above_star": 1.0 + }, + { + "step": 1172, + "lr": 0.0001, + "sup_loss": 1.2452153930059222, + "rf_loss": 0.00018933415412902832, + "total_loss": 1.2454047271600512, + "lyap1_mean": -0.002876841928809881, + "lyap1_max": 0.023222357034683228, + "lyap1_min": -0.018738247454166412, + "lyap_spec_mean": [ + -0.002876842161640525, + -0.0021315356716513634, + -0.0008079563267529011, + -0.006954999640583992 + ], + "frac_above_star": 0.375 + }, + { + "step": 1173, + "lr": 0.0001, + "sup_loss": 1.293471199287805, + "rf_loss": 0.0003317055234219879, + "total_loss": 1.293802904811227, + "lyap1_mean": -0.013189094141125679, + "lyap1_max": 0.0008369827410206199, + "lyap1_min": -0.03643608093261719, + "lyap_spec_mean": [ + -0.013189094141125679, + -0.012788550928235054, + -0.009286212734878063, + -0.017964666709303856 + ], + "frac_above_star": 0.25 + }, + { + "step": 1174, + "lr": 0.0001, + "sup_loss": 1.2405954059694708, + "rf_loss": 0.0004643712018150836, + "total_loss": 1.241059777171286, + "lyap1_mean": -0.016569338738918304, + "lyap1_max": -0.0069315191358327866, + "lyap1_min": -0.025091473013162613, + "lyap_spec_mean": [ + -0.016569338738918304, + -0.01602146029472351, + -0.021497603505849838, + -0.02066870406270027 + ], + "frac_above_star": 0.0 + }, + { + "step": 1175, + "lr": 0.0001, + "sup_loss": 1.283979231520051, + "rf_loss": 0.0005033110501244664, + "total_loss": 1.2844825425701754, + "lyap1_mean": -0.01604435034096241, + "lyap1_max": -0.006086637731641531, + "lyap1_min": -0.036727726459503174, + "lyap_spec_mean": [ + -0.01604435034096241, + -0.020800039172172546, + -0.021516289561986923, + -0.023767797276377678 + ], + "frac_above_star": 0.0 + }, + { + "step": 1176, + "lr": 0.0001, + "sup_loss": 1.2810770311491324, + "rf_loss": 0.0006840811693109572, + "total_loss": 1.2817611123184434, + "lyap1_mean": -0.023949475958943367, + "lyap1_max": -0.012475915253162384, + "lyap1_min": -0.03273215517401695, + "lyap_spec_mean": [ + -0.023949477821588516, + -0.02158196270465851, + -0.02419690415263176, + -0.02944275364279747 + ], + "frac_above_star": 0.0 + }, + { + "step": 1177, + "lr": 0.0001, + "sup_loss": 1.273767466431526, + "rf_loss": 0.0008681998588144779, + "total_loss": 1.2746356662903404, + "lyap1_mean": -0.02528548613190651, + "lyap1_max": -0.015140983276069164, + "lyap1_min": -0.037599124014377594, + "lyap_spec_mean": [ + -0.02528548426926136, + -0.02555910125374794, + -0.029553133994340897, + -0.0316983237862587 + ], + "frac_above_star": 0.0 + }, + { + "step": 1178, + "lr": 0.0001, + "sup_loss": 1.2302296553885468, + "rf_loss": 0.0008685740176588297, + "total_loss": 1.2310982294062056, + "lyap1_mean": -0.025771144777536392, + "lyap1_max": -0.01277909055352211, + "lyap1_min": -0.04210575670003891, + "lyap_spec_mean": [ + -0.02577114664018154, + -0.026474468410015106, + -0.025791609659790993, + -0.03305205702781677 + ], + "frac_above_star": 0.0 + }, + { + "step": 1179, + "lr": 0.0001, + "sup_loss": 1.2596287386917604, + "rf_loss": 0.0002688925596885383, + "total_loss": 1.259897631251449, + "lyap1_mean": -0.007211698219180107, + "lyap1_max": 0.00921553373336792, + "lyap1_min": -0.03301747143268585, + "lyap_spec_mean": [ + -0.007211698219180107, + -0.013611309230327606, + -0.013305168598890305, + -0.017840201035141945 + ], + "frac_above_star": 0.25 + }, + { + "step": 1180, + "lr": 0.0001, + "sup_loss": 1.1998240997951397, + "rf_loss": 8.288133540190756e-05, + "total_loss": 1.1999069811305416, + "lyap1_mean": 0.0029439411591738462, + "lyap1_max": 0.021653838455677032, + "lyap1_min": -0.005703665316104889, + "lyap_spec_mean": [ + 0.0029439409263432026, + 0.0017950943438336253, + 0.0018038724083453417, + 0.00019918556790798903 + ], + "frac_above_star": 0.625 + }, + { + "step": 1181, + "lr": 0.0001, + "sup_loss": 1.2429504689118613, + "rf_loss": 0.0001570262829773128, + "total_loss": 1.2431074951948387, + "lyap1_mean": 0.013458005152642727, + "lyap1_max": 0.030254147946834564, + "lyap1_min": -0.0008050166070461273, + "lyap_spec_mean": [ + 0.013458004221320152, + 0.008330587297677994, + 0.003479722421616316, + 0.008530842140316963 + ], + "frac_above_star": 0.875 + }, + { + "step": 1182, + "lr": 0.0001, + "sup_loss": 1.2540569398427848, + "rf_loss": 0.00010062674118671566, + "total_loss": 1.2541575665839715, + "lyap1_mean": 0.007060549221932888, + "lyap1_max": 0.019474506378173828, + "lyap1_min": -0.0057856738567352295, + "lyap_spec_mean": [ + 0.007060548756271601, + 0.00573176983743906, + 0.005713198333978653, + 0.007767881732434034 + ], + "frac_above_star": 0.875 + }, + { + "step": 1183, + "lr": 0.0001, + "sup_loss": 1.2610789687620199, + "rf_loss": 0.0003441483713686466, + "total_loss": 1.2614231171333885, + "lyap1_mean": 0.017226319760084152, + "lyap1_max": 0.025027144700288773, + "lyap1_min": 0.0008632668177597225, + "lyap_spec_mean": [ + 0.017226319760084152, + 0.021166853606700897, + 0.012603212147951126, + 0.013651503250002861 + ], + "frac_above_star": 1.0 + }, + { + "step": 1184, + "lr": 0.0001, + "sup_loss": 1.2884502258404504, + "rf_loss": 0.00028703492716886103, + "total_loss": 1.2887372607676193, + "lyap1_mean": 0.01878124102950096, + "lyap1_max": 0.038709163665771484, + "lyap1_min": 0.009225860238075256, + "lyap_spec_mean": [ + 0.01878124289214611, + 0.015925215557217598, + 0.01153600960969925, + 0.009906496852636337 + ], + "frac_above_star": 1.0 + }, + { + "step": 1185, + "lr": 0.0001, + "sup_loss": 1.251183794743957, + "rf_loss": 0.0003208792768418789, + "total_loss": 1.251504674020799, + "lyap1_mean": 0.012564530596137047, + "lyap1_max": 0.03376363590359688, + "lyap1_min": -0.011963734403252602, + "lyap_spec_mean": [ + 0.012564530596137047, + 0.01569416932761669, + 0.009799379855394363, + 0.008408593013882637 + ], + "frac_above_star": 0.875 + }, + { + "step": 1186, + "lr": 0.0001, + "sup_loss": 1.2425812106334888, + "rf_loss": 0.00019125864491797984, + "total_loss": 1.2427724692784068, + "lyap1_mean": 0.006507599726319313, + "lyap1_max": 0.036058176308870316, + "lyap1_min": -0.008201203308999538, + "lyap_spec_mean": [ + 0.0065075987949967384, + 0.00456790579482913, + 0.0067919096909463406, + -0.00265118689276278 + ], + "frac_above_star": 0.625 + }, + { + "step": 1187, + "lr": 0.0001, + "sup_loss": 1.2747237628931802, + "rf_loss": 0.00010753177048172802, + "total_loss": 1.274831294663662, + "lyap1_mean": -0.0020479673985391855, + "lyap1_max": 0.01596243306994438, + "lyap1_min": -0.02052980475127697, + "lyap_spec_mean": [ + -0.002047967165708542, + -0.00342679675668478, + -0.006891593337059021, + -0.004942937754094601 + ], + "frac_above_star": 0.375 + }, + { + "step": 1188, + "lr": 0.0001, + "sup_loss": 1.194159348379452, + "rf_loss": 0.0001656744279898703, + "total_loss": 1.1943250228074418, + "lyap1_mean": 0.0002408031141385436, + "lyap1_max": 0.02018064819276333, + "lyap1_min": -0.023153936490416527, + "lyap_spec_mean": [ + 0.00024080253206193447, + -0.007875164970755577, + -0.007086033467203379, + -0.008470925502479076 + ], + "frac_above_star": 0.5 + }, + { + "step": 1189, + "lr": 0.0001, + "sup_loss": 1.222710046052664, + "rf_loss": 0.00023537111701443791, + "total_loss": 1.2229454171696785, + "lyap1_mean": -0.009824443608522415, + "lyap1_max": 0.0017672516405582428, + "lyap1_min": -0.01625470258295536, + "lyap_spec_mean": [ + -0.009824443608522415, + -0.011737743392586708, + -0.010732379741966724, + -0.012880097143352032 + ], + "frac_above_star": 0.125 + }, + { + "step": 1190, + "lr": 0.0001, + "sup_loss": 1.2768649010929192, + "rf_loss": 0.00010884838411584496, + "total_loss": 1.276973749477035, + "lyap1_mean": 0.0015136213041841984, + "lyap1_max": 0.012367650866508484, + "lyap1_min": -0.007282813545316458, + "lyap_spec_mean": [ + 0.0015136211877688766, + -0.0022408217191696167, + -0.005974368192255497, + -0.005331721156835556 + ], + "frac_above_star": 0.5 + }, + { + "step": 1191, + "lr": 0.0001, + "sup_loss": 1.2483789568857921, + "rf_loss": 0.00013338503777049482, + "total_loss": 1.2485123419235626, + "lyap1_mean": 0.00975174829363823, + "lyap1_max": 0.03157413378357887, + "lyap1_min": -0.0036545763723552227, + "lyap_spec_mean": [ + 0.00975174829363823, + 0.004037531092762947, + 0.008277258835732937, + 0.009922994300723076 + ], + "frac_above_star": 0.875 + }, + { + "step": 1192, + "lr": 0.0001, + "sup_loss": 1.2679804892953297, + "rf_loss": 0.00016075882012955844, + "total_loss": 1.2681412481154593, + "lyap1_mean": 0.01242030505090952, + "lyap1_max": 0.022702498361468315, + "lyap1_min": -0.003052267711609602, + "lyap_spec_mean": [ + 0.012420304119586945, + 0.010850024409592152, + 0.012033346109092236, + 0.0070541552267968655 + ], + "frac_above_star": 0.875 + }, + { + "step": 1193, + "lr": 0.0001, + "sup_loss": 1.2861425262546209, + "rf_loss": 0.0002757153124548495, + "total_loss": 1.2864182415670757, + "lyap1_mean": 0.021490901708602905, + "lyap1_max": 0.036823123693466187, + "lyap1_min": 0.012840150855481625, + "lyap_spec_mean": [ + 0.021490901708602905, + 0.011788026429712772, + 0.01209978200495243, + 0.010456547141075134 + ], + "frac_above_star": 1.0 + }, + { + "step": 1194, + "lr": 0.0001, + "sup_loss": 1.2177061542123158, + "rf_loss": 0.00016372969548683614, + "total_loss": 1.2178698839078026, + "lyap1_mean": 0.012942416593432426, + "lyap1_max": 0.024881523102521896, + "lyap1_min": 0.005052474327385426, + "lyap_spec_mean": [ + 0.012942416593432426, + 0.005275345873087645, + 0.008214415982365608, + 0.005760554224252701 + ], + "frac_above_star": 1.0 + }, + { + "step": 1195, + "lr": 0.0001, + "sup_loss": 1.231106302314771, + "rf_loss": 0.00012774489005096257, + "total_loss": 1.231234047204822, + "lyap1_mean": 0.00995650328695774, + "lyap1_max": 0.016281558200716972, + "lyap1_min": -0.0033150375820696354, + "lyap_spec_mean": [ + 0.009956502355635166, + 0.008749984204769135, + 0.008051695302128792, + 0.005327318329364061 + ], + "frac_above_star": 0.875 + }, + { + "step": 1196, + "lr": 0.0001, + "sup_loss": 1.264020514626904, + "rf_loss": 7.364391785813496e-05, + "total_loss": 1.264094158544762, + "lyap1_mean": 0.0069333394058048725, + "lyap1_max": 0.017817774787545204, + "lyap1_min": -0.009436100721359253, + "lyap_spec_mean": [ + 0.006933338940143585, + 0.004495544359087944, + 0.004650344606488943, + 0.0005083468277007341 + ], + "frac_above_star": 0.875 + }, + { + "step": 1197, + "lr": 0.0001, + "sup_loss": 1.1647660563234943, + "rf_loss": 0.00022172734315972775, + "total_loss": 1.164987783666654, + "lyap1_mean": -0.007362688425928354, + "lyap1_max": 0.0212937630712986, + "lyap1_min": -0.020698465406894684, + "lyap_spec_mean": [ + -0.007362688891589642, + -0.011587423272430897, + -0.010205572471022606, + -0.01295960322022438 + ], + "frac_above_star": 0.25 + }, + { + "step": 1198, + "lr": 0.0001, + "sup_loss": 1.2633194650322848, + "rf_loss": 0.00031108775874599814, + "total_loss": 1.2636305527910308, + "lyap1_mean": -0.005053668282926083, + "lyap1_max": 0.01678188145160675, + "lyap1_min": -0.03258615359663963, + "lyap_spec_mean": [ + -0.005053668282926083, + -0.005258499179035425, + -0.009815322235226631, + -0.013318730518221855 + ], + "frac_above_star": 0.375 + }, + { + "step": 1199, + "lr": 0.0001, + "sup_loss": 1.253718558662974, + "rf_loss": 0.0002765749813988805, + "total_loss": 1.2539951336443729, + "lyap1_mean": -0.0133153535425663, + "lyap1_max": 0.0036544192116707563, + "lyap1_min": -0.023325880989432335, + "lyap_spec_mean": [ + -0.0133153535425663, + -0.015276607125997543, + -0.012943970039486885, + -0.018223807215690613 + ], + "frac_above_star": 0.125 + }, + { + "step": 1200, + "lr": 0.0001, + "sup_loss": 1.2230770958146469, + "rf_loss": 0.00045791681623086333, + "total_loss": 1.2235350126308777, + "lyap1_mean": -0.0113893523812294, + "lyap1_max": 0.01804909110069275, + "lyap1_min": -0.024964651092886925, + "lyap_spec_mean": [ + -0.011389353312551975, + -0.020261138677597046, + -0.021106820553541183, + -0.02201487310230732 + ], + "frac_above_star": 0.125 + }, + { + "step": 1201, + "lr": 0.0001, + "sup_loss": 1.269572245145776, + "rf_loss": 0.00039818062214180827, + "total_loss": 1.2699704257679179, + "lyap1_mean": -0.016178641468286514, + "lyap1_max": -0.000979481264948845, + "lyap1_min": -0.023743493482470512, + "lyap_spec_mean": [ + -0.016178641468286514, + -0.013049405999481678, + -0.021421806886792183, + -0.021060235798358917 + ], + "frac_above_star": 0.0 + }, + { + "step": 1202, + "lr": 0.0001, + "sup_loss": 1.2563125984286767, + "rf_loss": 8.476868242723867e-05, + "total_loss": 1.256397367111104, + "lyap1_mean": -0.00015817629173398018, + "lyap1_max": 0.010089483112096786, + "lyap1_min": -0.012811950407922268, + "lyap_spec_mean": [ + -0.00015817611711099744, + -0.0018356984946876764, + -0.005942217539995909, + -0.010121908970177174 + ], + "frac_above_star": 0.5 + }, + { + "step": 1203, + "lr": 0.0001, + "sup_loss": 1.1233899620797287, + "rf_loss": 0.00017412324086762965, + "total_loss": 1.1235640853205964, + "lyap1_mean": 0.009569743648171425, + "lyap1_max": 0.02560470998287201, + "lyap1_min": -0.0008756152237765491, + "lyap_spec_mean": [ + 0.009569743648171425, + 0.011364118196070194, + 0.011183558963239193, + 0.011250069364905357 + ], + "frac_above_star": 0.875 + }, + { + "step": 1204, + "lr": 0.0001, + "sup_loss": 1.2643207579264548, + "rf_loss": 0.00022433763660956174, + "total_loss": 1.2645450955630644, + "lyap1_mean": 0.0184620413929224, + "lyap1_max": 0.025347081944346428, + "lyap1_min": 0.005355488043278456, + "lyap_spec_mean": [ + 0.018462039530277252, + 0.013861177489161491, + 0.007628482300788164, + 0.009745475836098194 + ], + "frac_above_star": 1.0 + }, + { + "step": 1205, + "lr": 0.0001, + "sup_loss": 1.2465817803564783, + "rf_loss": 0.000448037579189986, + "total_loss": 1.2470298179356682, + "lyap1_mean": 0.020980991423130035, + "lyap1_max": 0.027089275419712067, + "lyap1_min": 0.003632578533142805, + "lyap_spec_mean": [ + 0.020980991423130035, + 0.017181143164634705, + 0.018205072730779648, + 0.01929856464266777 + ], + "frac_above_star": 1.0 + }, + { + "step": 1206, + "lr": 0.0001, + "sup_loss": 1.279759642341983, + "rf_loss": 0.0004327757633291185, + "total_loss": 1.2801924181053121, + "lyap1_mean": 0.02044866234064102, + "lyap1_max": 0.028729436919093132, + "lyap1_min": 0.005275390110909939, + "lyap_spec_mean": [ + 0.02044866234064102, + 0.01886831410229206, + 0.02003723569214344, + 0.015726160258054733 + ], + "frac_above_star": 1.0 + }, + { + "step": 1207, + "lr": 0.0001, + "sup_loss": 1.2143586646483673, + "rf_loss": 0.00040991802234202623, + "total_loss": 1.2147685826707093, + "lyap1_mean": 0.01851464807987213, + "lyap1_max": 0.03365188091993332, + "lyap1_min": 0.005223313346505165, + "lyap_spec_mean": [ + 0.01851464807987213, + 0.01931840181350708, + 0.015721967443823814, + 0.013710608705878258 + ], + "frac_above_star": 1.0 + }, + { + "step": 1208, + "lr": 0.0001, + "sup_loss": 1.227665307202749, + "rf_loss": 0.000154180102981627, + "total_loss": 1.2278194873057307, + "lyap1_mean": 0.00753357820212841, + "lyap1_max": 0.03557434678077698, + "lyap1_min": -0.005996165797114372, + "lyap_spec_mean": [ + 0.007533577270805836, + 0.004240412265062332, + 0.004939613863825798, + -0.004375689197331667 + ], + "frac_above_star": 0.625 + }, + { + "step": 1209, + "lr": 0.0001, + "sup_loss": 1.1982438888047107, + "rf_loss": 0.00015734015323687345, + "total_loss": 1.1984012289579475, + "lyap1_mean": 0.005360807757824659, + "lyap1_max": 0.018977195024490356, + "lyap1_min": -0.008568521589040756, + "lyap_spec_mean": [ + 0.005360807757824659, + 0.010636692866683006, + 0.0012126199435442686, + -0.001488362904638052 + ], + "frac_above_star": 0.5 + }, + { + "step": 1210, + "lr": 0.0001, + "sup_loss": 1.2458461157703322, + "rf_loss": 0.00018970824021380395, + "total_loss": 1.246035824010546, + "lyap1_mean": -0.008355366066098213, + "lyap1_max": 0.015620115213096142, + "lyap1_min": -0.02605966106057167, + "lyap_spec_mean": [ + -0.008355366997420788, + -0.010746870189905167, + -0.010017797350883484, + -0.010642584413290024 + ], + "frac_above_star": 0.125 + }, + { + "step": 1211, + "lr": 0.0001, + "sup_loss": 1.2632073930656085, + "rf_loss": 0.0004491457948461175, + "total_loss": 1.2636565388604546, + "lyap1_mean": -0.017162401229143143, + "lyap1_max": 0.0008465707069262862, + "lyap1_min": -0.03577739745378494, + "lyap_spec_mean": [ + -0.017162401229143143, + -0.016539808362722397, + -0.015077666379511356, + -0.023182451725006104 + ], + "frac_above_star": 0.125 + }, + { + "step": 1212, + "lr": 0.0001, + "sup_loss": 1.240311418102656, + "rf_loss": 0.0006456063711084425, + "total_loss": 1.2409570244737644, + "lyap1_mean": -0.020577827468514442, + "lyap1_max": -0.0032115548383444548, + "lyap1_min": -0.040799252688884735, + "lyap_spec_mean": [ + -0.020577827468514442, + -0.021220538765192032, + -0.0247302558273077, + -0.026979833841323853 + ], + "frac_above_star": 0.0 + }, + { + "step": 1213, + "lr": 0.0001, + "sup_loss": 1.1821676719884882, + "rf_loss": 0.0005538467084988952, + "total_loss": 1.182721518696987, + "lyap1_mean": -0.016393009573221207, + "lyap1_max": 0.010730939917266369, + "lyap1_min": -0.039659157395362854, + "lyap_spec_mean": [ + -0.016393009573221207, + -0.01826653443276882, + -0.02326250821352005, + -0.02054242044687271 + ], + "frac_above_star": 0.125 + }, + { + "step": 1214, + "lr": 0.0001, + "sup_loss": 1.2146254498345912, + "rf_loss": 0.00040376721881330013, + "total_loss": 1.2150292170534045, + "lyap1_mean": -0.017060838639736176, + "lyap1_max": -0.005924791097640991, + "lyap1_min": -0.028817057609558105, + "lyap_spec_mean": [ + -0.017060838639736176, + -0.01695617102086544, + -0.01918172836303711, + -0.017412973567843437 + ], + "frac_above_star": 0.0 + }, + { + "step": 1215, + "lr": 0.0001, + "sup_loss": 1.1454995214866648, + "rf_loss": 0.00012622530630324036, + "total_loss": 1.145625746792968, + "lyap1_mean": -0.0070472704246640205, + "lyap1_max": 0.012121645733714104, + "lyap1_min": -0.024416914209723473, + "lyap_spec_mean": [ + -0.0070472704246640205, + -0.006310551892966032, + -0.007494993507862091, + -0.008073264732956886 + ], + "frac_above_star": 0.25 + }, + { + "step": 1216, + "lr": 0.0001, + "sup_loss": 1.2341771525859393, + "rf_loss": 0.00016355144907720387, + "total_loss": 1.2343407040350165, + "lyap1_mean": 0.013176273554563522, + "lyap1_max": 0.03380409628152847, + "lyap1_min": -0.0005489693721756339, + "lyap_spec_mean": [ + 0.013176273554563522, + 0.007632383145391941, + 0.007730801589787006, + 0.008075735531747341 + ], + "frac_above_star": 0.875 + }, + { + "step": 1217, + "lr": 0.0001, + "sup_loss": 1.2197892824785879, + "rf_loss": 0.0005318114999681711, + "total_loss": 1.220321093978556, + "lyap1_mean": 0.021077055484056473, + "lyap1_max": 0.049686871469020844, + "lyap1_min": 0.009882098995149136, + "lyap_spec_mean": [ + 0.021077055484056473, + 0.021241644397377968, + 0.020223181694746017, + 0.014448246918618679 + ], + "frac_above_star": 1.0 + }, + { + "step": 1218, + "lr": 0.0001, + "sup_loss": 1.1705031154227628, + "rf_loss": 0.0004637546371668577, + "total_loss": 1.1709668700599296, + "lyap1_mean": 0.020937928929924965, + "lyap1_max": 0.033501263707876205, + "lyap1_min": 0.010307041928172112, + "lyap_spec_mean": [ + 0.020937928929924965, + 0.02052275463938713, + 0.013584076426923275, + 0.016848672181367874 + ], + "frac_above_star": 1.0 + }, + { + "step": 1219, + "lr": 0.0001, + "sup_loss": 1.2287756418514606, + "rf_loss": 0.00018822407582774758, + "total_loss": 1.2289638659272883, + "lyap1_mean": 0.004161680582910776, + "lyap1_max": 0.017262745648622513, + "lyap1_min": -0.009733051061630249, + "lyap_spec_mean": [ + 0.0041616810485720634, + 0.005631809122860432, + 0.008344138972461224, + 6.785913137719035e-05 + ], + "frac_above_star": 0.75 + }, + { + "step": 1220, + "lr": 0.0001, + "sup_loss": 1.219135886965487, + "rf_loss": 0.00012867109035141766, + "total_loss": 1.2192645580558383, + "lyap1_mean": 0.0010566578712314367, + "lyap1_max": 0.009867358952760696, + "lyap1_min": -0.012616286985576153, + "lyap_spec_mean": [ + 0.0010566578712314367, + -0.0051731509156525135, + -0.004148733802139759, + -0.009612152352929115 + ], + "frac_above_star": 0.625 + }, + { + "step": 1221, + "lr": 0.0001, + "sup_loss": 1.2033564254766576, + "rf_loss": 0.00018113700207322836, + "total_loss": 1.2035375624787308, + "lyap1_mean": -0.0055116573348641396, + "lyap1_max": 0.007395876571536064, + "lyap1_min": -0.016374923288822174, + "lyap_spec_mean": [ + -0.005511656869202852, + -0.003124093869701028, + -0.004802362993359566, + -0.010526321828365326 + ], + "frac_above_star": 0.375 + }, + { + "step": 1222, + "lr": 0.0001, + "sup_loss": 1.1479832477086835, + "rf_loss": 0.00028971361462026834, + "total_loss": 1.1482729613233038, + "lyap1_mean": -0.01531146839261055, + "lyap1_max": -0.008378583937883377, + "lyap1_min": -0.024757377803325653, + "lyap_spec_mean": [ + -0.01531146839261055, + -0.013226615265011787, + -0.02005571871995926, + -0.012053454294800758 + ], + "frac_above_star": 0.0 + }, + { + "step": 1223, + "lr": 0.0001, + "sup_loss": 1.2378888354018573, + "rf_loss": 0.00019427191000431776, + "total_loss": 1.2380831073118617, + "lyap1_mean": -0.004928732290863991, + "lyap1_max": 0.004509949125349522, + "lyap1_min": -0.015017054975032806, + "lyap_spec_mean": [ + -0.004928732290863991, + -0.010130496695637703, + -0.012468228116631508, + -0.013617517426609993 + ], + "frac_above_star": 0.375 + }, + { + "step": 1224, + "lr": 0.0001, + "sup_loss": 1.2671418555284852, + "rf_loss": 0.00011437945795478299, + "total_loss": 1.26725623498644, + "lyap1_mean": -0.0019481256604194641, + "lyap1_max": 0.01865990087389946, + "lyap1_min": -0.014960676431655884, + "lyap_spec_mean": [ + -0.0019481258932501078, + -0.0018145921640098095, + -0.004834208637475967, + -0.000656649237498641 + ], + "frac_above_star": 0.375 + }, + { + "step": 1225, + "lr": 0.0001, + "sup_loss": 1.220957174567365, + "rf_loss": 0.0002332998119527474, + "total_loss": 1.2211904743793178, + "lyap1_mean": 0.010238335467875004, + "lyap1_max": 0.03772153705358505, + "lyap1_min": 0.00025904085487127304, + "lyap_spec_mean": [ + 0.01023833453655243, + 0.016374442726373672, + 0.009724775329232216, + 0.007036983966827393 + ], + "frac_above_star": 1.0 + }, + { + "step": 1226, + "lr": 0.0001, + "sup_loss": 1.2194204105194881, + "rf_loss": 0.00013396600843407214, + "total_loss": 1.2195543765279222, + "lyap1_mean": 0.0009541851468384266, + "lyap1_max": 0.012030735611915588, + "lyap1_min": -0.009843829087913036, + "lyap_spec_mean": [ + 0.0009541852632537484, + 0.0044691115617752075, + 0.008156546391546726, + 0.00556892529129982 + ], + "frac_above_star": 0.5 + }, + { + "step": 1227, + "lr": 0.0001, + "sup_loss": 1.2694386066310925, + "rf_loss": 0.0002097175020026043, + "total_loss": 1.2696483241330951, + "lyap1_mean": 0.0025690668262541294, + "lyap1_max": 0.028064459562301636, + "lyap1_min": -0.017205748707056046, + "lyap_spec_mean": [ + 0.0025690672919154167, + 0.002689606510102749, + 0.003333601402118802, + 0.002536035142838955 + ], + "frac_above_star": 0.5 + }, + { + "step": 1228, + "lr": 0.0001, + "sup_loss": 1.239364252526371, + "rf_loss": 0.00015860055282246321, + "total_loss": 1.2395228530791935, + "lyap1_mean": 0.004607746377587318, + "lyap1_max": 0.028689539059996605, + "lyap1_min": -0.01854134351015091, + "lyap_spec_mean": [ + 0.004607746843248606, + 0.0009111585095524788, + 0.0056690918281674385, + -0.0012501749442890286 + ], + "frac_above_star": 0.75 + }, + { + "step": 1229, + "lr": 0.0001, + "sup_loss": 1.214465385598389, + "rf_loss": 0.0002501107519492507, + "total_loss": 1.2147154963503382, + "lyap1_mean": 0.004788574762642384, + "lyap1_max": 0.03614208102226257, + "lyap1_min": -0.015201305970549583, + "lyap_spec_mean": [ + 0.004788574762642384, + -0.0014057083753868937, + 0.006075061857700348, + 0.0020157406106591225 + ], + "frac_above_star": 0.625 + }, + { + "step": 1230, + "lr": 0.0001, + "sup_loss": 1.2376144392251573, + "rf_loss": 0.0001982996764127165, + "total_loss": 1.23781273890157, + "lyap1_mean": -0.0065157730132341385, + "lyap1_max": 0.008853457868099213, + "lyap1_min": -0.02868047170341015, + "lyap_spec_mean": [ + -0.006515772547572851, + -0.005843086633831263, + -0.006130771711468697, + -0.0070335702039301395 + ], + "frac_above_star": 0.375 + }, + { + "step": 1231, + "lr": 0.0001, + "sup_loss": 1.2303881508571202, + "rf_loss": 0.0002295529266120866, + "total_loss": 1.2306177037837323, + "lyap1_mean": -0.006951088551431894, + "lyap1_max": 0.012691992335021496, + "lyap1_min": -0.024765100330114365, + "lyap_spec_mean": [ + -0.006951089017093182, + -0.01356491632759571, + -0.005937063135206699, + -0.01019202172756195 + ], + "frac_above_star": 0.25 + }, + { + "step": 1232, + "lr": 0.0001, + "sup_loss": 1.2066800225905716, + "rf_loss": 0.00021411101624835283, + "total_loss": 1.20689413360682, + "lyap1_mean": -0.007565459702163935, + "lyap1_max": 0.00760781392455101, + "lyap1_min": -0.022736329585313797, + "lyap_spec_mean": [ + -0.007565460167825222, + -0.003121593501418829, + -0.015338907018303871, + -0.0128397885710001 + ], + "frac_above_star": 0.375 + }, + { + "step": 1233, + "lr": 0.0001, + "sup_loss": 1.2168855700601817, + "rf_loss": 0.0001475463213864714, + "total_loss": 1.2170331163815682, + "lyap1_mean": 0.0008587318006902933, + "lyap1_max": 0.020280590280890465, + "lyap1_min": -0.021220944821834564, + "lyap_spec_mean": [ + 0.0008587316842749715, + -0.004032006952911615, + -0.005422879941761494, + -0.010020093992352486 + ], + "frac_above_star": 0.625 + }, + { + "step": 1234, + "lr": 0.0001, + "sup_loss": 1.1881129376424948, + "rf_loss": 0.0002111156063620001, + "total_loss": 1.1883240532488568, + "lyap1_mean": 0.009320523589849472, + "lyap1_max": 0.02846664749085903, + "lyap1_min": -0.012364789843559265, + "lyap_spec_mean": [ + 0.009320523589849472, + -0.001766114728525281, + -0.0017459187656641006, + -0.006402382627129555 + ], + "frac_above_star": 0.625 + }, + { + "step": 1235, + "lr": 0.0001, + "sup_loss": 1.2153361537928489, + "rf_loss": 0.00014864077093079686, + "total_loss": 1.2154847945637797, + "lyap1_mean": -0.00032785197254270315, + "lyap1_max": 0.018549228087067604, + "lyap1_min": -0.019082795828580856, + "lyap_spec_mean": [ + -0.0003278518561273813, + 0.0007004954386502504, + -0.001305689220316708, + -0.005391532089561224 + ], + "frac_above_star": 0.375 + }, + { + "step": 1236, + "lr": 0.0001, + "sup_loss": 1.1996003390658099, + "rf_loss": 9.350391337648034e-05, + "total_loss": 1.1996938429791864, + "lyap1_mean": 0.00490331556648016, + "lyap1_max": 0.015570729970932007, + "lyap1_min": -0.008821181952953339, + "lyap_spec_mean": [ + 0.0049033151008188725, + 0.003548970213159919, + 0.0017133482033386827, + 0.003154771402478218 + ], + "frac_above_star": 0.625 + }, + { + "step": 1237, + "lr": 0.0001, + "sup_loss": 1.2098557841562383, + "rf_loss": 0.0003568247484508902, + "total_loss": 1.2102126089046892, + "lyap1_mean": 0.02374560572206974, + "lyap1_max": 0.04626033455133438, + "lyap1_min": 0.0013300648424774408, + "lyap_spec_mean": [ + 0.02374560572206974, + 0.013860255479812622, + 0.007688847370445728, + 0.007263907231390476 + ], + "frac_above_star": 1.0 + }, + { + "step": 1238, + "lr": 0.0001, + "sup_loss": 1.1651536150935067, + "rf_loss": 0.00022179045481607318, + "total_loss": 1.1653754055483228, + "lyap1_mean": 0.01502643059939146, + "lyap1_max": 0.028873292729258537, + "lyap1_min": -0.010816467925906181, + "lyap_spec_mean": [ + 0.015026431530714035, + 0.014015919528901577, + 0.006187658756971359, + 0.0059638358652591705 + ], + "frac_above_star": 0.75 + }, + { + "step": 1239, + "lr": 0.0001, + "sup_loss": 1.277824544906135, + "rf_loss": 0.00011467226431705058, + "total_loss": 1.277939217170452, + "lyap1_mean": 0.0016530220163986087, + "lyap1_max": 0.012895318679511547, + "lyap1_min": -0.015629399567842484, + "lyap_spec_mean": [ + 0.0016530218999832869, + 0.0023147384636104107, + 0.0009655767353251576, + 0.0014776485040783882 + ], + "frac_above_star": 0.625 + }, + { + "step": 1240, + "lr": 0.0001, + "sup_loss": 1.2278045461746432, + "rf_loss": 0.00017578531696926802, + "total_loss": 1.2279803314916125, + "lyap1_mean": -0.005526759661734104, + "lyap1_max": 0.01807177998125553, + "lyap1_min": -0.02684297226369381, + "lyap_spec_mean": [ + -0.005526759196072817, + -0.0045578982681035995, + -0.004853925667703152, + -0.006434878334403038 + ], + "frac_above_star": 0.25 + }, + { + "step": 1241, + "lr": 0.0001, + "sup_loss": 1.1983710494878115, + "rf_loss": 0.00041026630788110197, + "total_loss": 1.1987813157956926, + "lyap1_mean": -0.013364274986088276, + "lyap1_max": -0.0027644922956824303, + "lyap1_min": -0.026068035513162613, + "lyap_spec_mean": [ + -0.013364274986088276, + -0.019233359023928642, + -0.02006351761519909, + -0.017960200086236 + ], + "frac_above_star": 0.0 + }, + { + "step": 1242, + "lr": 0.0001, + "sup_loss": 1.226611205799205, + "rf_loss": 0.000683734193444252, + "total_loss": 1.2272949399926492, + "lyap1_mean": -0.021793071180582047, + "lyap1_max": -0.012415194883942604, + "lyap1_min": -0.03263318911194801, + "lyap_spec_mean": [ + -0.021793071180582047, + -0.015509270131587982, + -0.02685079723596573, + -0.02927112579345703 + ], + "frac_above_star": 0.0 + }, + { + "step": 1243, + "lr": 0.0001, + "sup_loss": 1.1856458648393744, + "rf_loss": 0.0005437435465864837, + "total_loss": 1.1861896083859609, + "lyap1_mean": -0.01741584949195385, + "lyap1_max": -0.013467876240611076, + "lyap1_min": -0.02182166650891304, + "lyap_spec_mean": [ + -0.01741584949195385, + -0.025159554556012154, + -0.020966069772839546, + -0.022533295676112175 + ], + "frac_above_star": 0.0 + }, + { + "step": 1244, + "lr": 0.0001, + "sup_loss": 1.188969531096601, + "rf_loss": 0.0003200070350430906, + "total_loss": 1.1892895381316442, + "lyap1_mean": -0.0040367660112679005, + "lyap1_max": 0.0038806020747870207, + "lyap1_min": -0.01404300332069397, + "lyap_spec_mean": [ + -0.004036765545606613, + -0.019713960587978363, + -0.009198226034641266, + -0.02209707908332348 + ], + "frac_above_star": 0.25 + }, + { + "step": 1245, + "lr": 0.0001, + "sup_loss": 1.2285507746712745, + "rf_loss": 0.0002396889467490837, + "total_loss": 1.2287904636180236, + "lyap1_mean": -0.0015108662191778421, + "lyap1_max": 0.03507976233959198, + "lyap1_min": -0.01839699223637581, + "lyap_spec_mean": [ + -0.0015108659863471985, + -0.004310424905270338, + -0.011216960847377777, + -0.01230635866522789 + ], + "frac_above_star": 0.25 + }, + { + "step": 1246, + "lr": 0.0001, + "sup_loss": 1.1938459149306628, + "rf_loss": 0.0001542708050692454, + "total_loss": 1.194000185735732, + "lyap1_mean": 0.0013636243529617786, + "lyap1_max": 0.02393532544374466, + "lyap1_min": -0.018028972670435905, + "lyap_spec_mean": [ + 0.0013636245857924223, + 0.0006788729224354029, + -0.004819392692297697, + -0.011061718687415123 + ], + "frac_above_star": 0.5 + }, + { + "step": 1247, + "lr": 0.0001, + "sup_loss": 1.1969997253822466, + "rf_loss": 0.00044145353604108095, + "total_loss": 1.1974411789182877, + "lyap1_mean": 0.019995708018541336, + "lyap1_max": 0.05311601608991623, + "lyap1_min": 0.003384483978152275, + "lyap_spec_mean": [ + 0.019995706155896187, + 0.01764603517949581, + 0.0162364449352026, + 0.015868719667196274 + ], + "frac_above_star": 1.0 + }, + { + "step": 1248, + "lr": 0.0001, + "sup_loss": 1.1865285283421494, + "rf_loss": 0.0003062224423047155, + "total_loss": 1.186834750784454, + "lyap1_mean": 0.013271907344460487, + "lyap1_max": 0.024458371102809906, + "lyap1_min": -0.0005710212280973792, + "lyap_spec_mean": [ + 0.013271907344460487, + 0.02113231271505356, + 0.011112342588603497, + 0.01553544495254755 + ], + "frac_above_star": 0.875 + }, + { + "step": 1249, + "lr": 0.0001, + "sup_loss": 1.18409103293816, + "rf_loss": 0.0005057884845882654, + "total_loss": 1.1845968214227482, + "lyap1_mean": 0.02200739085674286, + "lyap1_max": 0.07224379479885101, + "lyap1_min": 0.004014980047941208, + "lyap_spec_mean": [ + 0.02200739085674286, + 0.011001134291291237, + 0.017009997740387917, + 0.014524180442094803 + ], + "frac_above_star": 1.0 + }, + { + "step": 1250, + "lr": 0.0001, + "sup_loss": 1.1814828577774725, + "rf_loss": 0.00031395471887663007, + "total_loss": 1.1817968124963492, + "lyap1_mean": 0.015926146879792213, + "lyap1_max": 0.03544335439801216, + "lyap1_min": 0.00505113136023283, + "lyap_spec_mean": [ + 0.015926146879792213, + 0.017184406518936157, + 0.01503483671694994, + 0.013518664985895157 + ], + "frac_above_star": 1.0 + }, + { + "step": 1251, + "lr": 0.0001, + "sup_loss": 1.1789101573981153, + "rf_loss": 0.00033131486270576715, + "total_loss": 1.179241472260821, + "lyap1_mean": 0.016052206978201866, + "lyap1_max": 0.03188033029437065, + "lyap1_min": -0.00709774624556303, + "lyap_spec_mean": [ + 0.016052206978201866, + 0.00918525643646717, + 0.014959666877985, + 0.00017462554387748241 + ], + "frac_above_star": 0.875 + }, + { + "step": 1252, + "lr": 0.0001, + "sup_loss": 1.1906531872548611, + "rf_loss": 0.00020081890397705138, + "total_loss": 1.1908540061588382, + "lyap1_mean": 0.0069201914593577385, + "lyap1_max": 0.021479547023773193, + "lyap1_min": -0.02218133956193924, + "lyap_spec_mean": [ + 0.0069201914593577385, + -0.005550076253712177, + -0.00045827124267816544, + -0.0032252632081508636 + ], + "frac_above_star": 0.75 + }, + { + "step": 1253, + "lr": 0.0001, + "sup_loss": 1.2398902535770622, + "rf_loss": 0.00016750398208387196, + "total_loss": 1.240057757559146, + "lyap1_mean": 0.0005323821678757668, + "lyap1_max": 0.01250280998647213, + "lyap1_min": -0.009570947848260403, + "lyap_spec_mean": [ + 0.0005323821678757668, + -0.005385720636695623, + -0.004571837373077869, + -0.009124446660280228 + ], + "frac_above_star": 0.375 + }, + { + "step": 1254, + "lr": 0.0001, + "sup_loss": 1.193937756842649, + "rf_loss": 0.00031947167008183897, + "total_loss": 1.1942572285127309, + "lyap1_mean": -0.004142213612794876, + "lyap1_max": 0.034050993621349335, + "lyap1_min": -0.025480052456259727, + "lyap_spec_mean": [ + -0.004142213612794876, + -0.004990873858332634, + -0.010790697298943996, + -0.013947388157248497 + ], + "frac_above_star": 0.25 + }, + { + "step": 1255, + "lr": 0.0001, + "sup_loss": 1.2150485280179257, + "rf_loss": 0.00012752157635986805, + "total_loss": 1.2151760495942856, + "lyap1_mean": -0.004431994166225195, + "lyap1_max": 0.004918099381029606, + "lyap1_min": -0.01766737923026085, + "lyap_spec_mean": [ + -0.004431994631886482, + -0.007720987778156996, + -0.006322480738162994, + -0.0068110027350485325 + ], + "frac_above_star": 0.375 + }, + { + "step": 1256, + "lr": 0.0001, + "sup_loss": 1.1986613283321566, + "rf_loss": 0.00019174188491888344, + "total_loss": 1.1988530702170754, + "lyap1_mean": -0.003308649407699704, + "lyap1_max": 0.007401361595839262, + "lyap1_min": -0.01842496357858181, + "lyap_spec_mean": [ + -0.003308649640530348, + -0.007171178702265024, + -0.005433540791273117, + -0.013533275574445724 + ], + "frac_above_star": 0.5 + }, + { + "step": 1257, + "lr": 0.0001, + "sup_loss": 1.2248049072641312, + "rf_loss": 0.0002688501263037324, + "total_loss": 1.225073757390435, + "lyap1_mean": -0.0012293425388634205, + "lyap1_max": 0.030315380543470383, + "lyap1_min": -0.02099459432065487, + "lyap_spec_mean": [ + -0.0012293425388634205, + -0.005805187858641148, + -0.013246668502688408, + -0.0075422064401209354 + ], + "frac_above_star": 0.5 + }, + { + "step": 1258, + "lr": 0.0001, + "sup_loss": 1.1662766618761542, + "rf_loss": 0.00040982034988701344, + "total_loss": 1.1666864822260412, + "lyap1_mean": -0.014313668943941593, + "lyap1_max": 0.0001525391562609002, + "lyap1_min": -0.025068946182727814, + "lyap_spec_mean": [ + -0.014313668943941593, + -0.015633918344974518, + -0.01825055666267872, + -0.016720663756132126 + ], + "frac_above_star": 0.125 + }, + { + "step": 1259, + "lr": 0.0001, + "sup_loss": 1.1246923081422882, + "rf_loss": 0.00044664484448730946, + "total_loss": 1.1251389529867755, + "lyap1_mean": -0.017301540821790695, + "lyap1_max": -0.00490416307002306, + "lyap1_min": -0.03244493901729584, + "lyap_spec_mean": [ + -0.017301540821790695, + -0.01701020449399948, + -0.01866903156042099, + -0.022846011444926262 + ], + "frac_above_star": 0.0 + }, + { + "step": 1260, + "lr": 0.0001, + "sup_loss": 1.1729569673136537, + "rf_loss": 0.00012357626110315323, + "total_loss": 1.1730805435747569, + "lyap1_mean": 0.0011402829550206661, + "lyap1_max": 0.015784738585352898, + "lyap1_min": -0.013981218449771404, + "lyap_spec_mean": [ + 0.0011402829550206661, + 0.006377711892127991, + 0.002502880757674575, + -0.002260676585137844 + ], + "frac_above_star": 0.625 + }, + { + "step": 1261, + "lr": 0.0001, + "sup_loss": 1.1720883197391727, + "rf_loss": 0.00021685665706172585, + "total_loss": 1.1723051763962344, + "lyap1_mean": 0.014190832152962685, + "lyap1_max": 0.02909887209534645, + "lyap1_min": 0.004191929008811712, + "lyap_spec_mean": [ + 0.01419083122164011, + 0.011582929641008377, + 0.00844883918762207, + 0.0033445782028138638 + ], + "frac_above_star": 1.0 + }, + { + "step": 1262, + "lr": 0.0001, + "sup_loss": 1.157105588316158, + "rf_loss": 0.0002116969262715429, + "total_loss": 1.1573172852424296, + "lyap1_mean": 0.014261576347053051, + "lyap1_max": 0.027791976928710938, + "lyap1_min": -0.0064824409782886505, + "lyap_spec_mean": [ + 0.014261576347053051, + 0.010958224534988403, + 0.006686243694275618, + 0.003166054841130972 + ], + "frac_above_star": 0.875 + }, + { + "step": 1263, + "lr": 0.0001, + "sup_loss": 1.1607698223881935, + "rf_loss": 0.00020002020755782723, + "total_loss": 1.1609698425957513, + "lyap1_mean": 0.01115582324564457, + "lyap1_max": 0.029492443427443504, + "lyap1_min": -0.0038433484733104706, + "lyap_spec_mean": [ + 0.01115582324564457, + 0.0034916894510388374, + 0.007419101428240538, + 0.0052947415970265865 + ], + "frac_above_star": 0.75 + }, + { + "step": 1264, + "lr": 0.0001, + "sup_loss": 1.1867533155418624, + "rf_loss": 0.00021871161879971623, + "total_loss": 1.186972027160662, + "lyap1_mean": 0.005757592618465424, + "lyap1_max": 0.03359580785036087, + "lyap1_min": -0.019985757768154144, + "lyap_spec_mean": [ + 0.005757592618465424, + 0.00821686815470457, + 0.004536313470453024, + 0.006821794901043177 + ], + "frac_above_star": 0.75 + }, + { + "step": 1265, + "lr": 0.0001, + "sup_loss": 1.2108967978877245, + "rf_loss": 0.0003352806088514626, + "total_loss": 1.211232078496576, + "lyap1_mean": 0.00897994451224804, + "lyap1_max": 0.03987753018736839, + "lyap1_min": -0.01477991696447134, + "lyap_spec_mean": [ + 0.00897994451224804, + 0.0014774921583011746, + 0.0059570204466581345, + 0.001879009883850813 + ], + "frac_above_star": 0.75 + }, + { + "step": 1266, + "lr": 0.0001, + "sup_loss": 1.2536902774650962, + "rf_loss": 0.0003812037466559559, + "total_loss": 1.2540714812117522, + "lyap1_mean": 0.0013006669469177723, + "lyap1_max": 0.04084249585866928, + "lyap1_min": -0.030650055035948753, + "lyap_spec_mean": [ + 0.0013006669469177723, + -0.00682319700717926, + 0.0017363866791129112, + -0.005202414467930794 + ], + "frac_above_star": 0.375 + }, + { + "step": 1267, + "lr": 0.0001, + "sup_loss": 1.1374455023035646, + "rf_loss": 0.00024453195510432124, + "total_loss": 1.1376900342586689, + "lyap1_mean": -0.00739654153585434, + "lyap1_max": 0.006441350094974041, + "lyap1_min": -0.01356139313429594, + "lyap_spec_mean": [ + -0.00739654153585434, + -0.0009567295201122761, + -0.013445485383272171, + -0.015243353322148323 + ], + "frac_above_star": 0.125 + }, + { + "step": 1268, + "lr": 0.0001, + "sup_loss": 1.2111529455403927, + "rf_loss": 0.0004147173895034939, + "total_loss": 1.2115676629298961, + "lyap1_mean": -0.005326793994754553, + "lyap1_max": 0.02681703120470047, + "lyap1_min": -0.02986626699566841, + "lyap_spec_mean": [ + -0.00532679446041584, + -0.01033639907836914, + -0.01340272556990385, + -0.019552096724510193 + ], + "frac_above_star": 0.375 + }, + { + "step": 1269, + "lr": 0.0001, + "sup_loss": 1.2249651276538862, + "rf_loss": 0.0008605426992289722, + "total_loss": 1.2258256703531152, + "lyap1_mean": -0.017230279743671417, + "lyap1_max": 0.010582081973552704, + "lyap1_min": -0.04224728047847748, + "lyap_spec_mean": [ + -0.017230281606316566, + -0.025397054851055145, + -0.0268416628241539, + -0.02354062721133232 + ], + "frac_above_star": 0.25 + }, + { + "step": 1270, + "lr": 0.0001, + "sup_loss": 1.2264611991107397, + "rf_loss": 0.000508148514200002, + "total_loss": 1.2269693476249397, + "lyap1_mean": -0.016614709049463272, + "lyap1_max": 0.008395355194807053, + "lyap1_min": -0.03764708340167999, + "lyap_spec_mean": [ + -0.016614709049463272, + -0.01782246306538582, + -0.023418312892317772, + -0.017351295799016953 + ], + "frac_above_star": 0.25 + }, + { + "step": 1271, + "lr": 0.0001, + "sup_loss": 1.1437755401138912, + "rf_loss": 0.00039342878153547645, + "total_loss": 1.1441689688954266, + "lyap1_mean": -0.011011214926838875, + "lyap1_max": 0.004930856171995401, + "lyap1_min": -0.030225565657019615, + "lyap_spec_mean": [ + -0.011011214926838875, + -0.016220014542341232, + -0.012865981087088585, + -0.02149217389523983 + ], + "frac_above_star": 0.125 + }, + { + "step": 1272, + "lr": 0.0001, + "sup_loss": 1.2362008340963113, + "rf_loss": 0.00017878346261568367, + "total_loss": 1.236379617558927, + "lyap1_mean": 0.0023700781166553497, + "lyap1_max": 0.026600390672683716, + "lyap1_min": -0.019415244460105896, + "lyap_spec_mean": [ + 0.0023700781166553497, + -0.001087178010493517, + -0.006706145126372576, + -0.004928350914269686 + ], + "frac_above_star": 0.625 + }, + { + "step": 1273, + "lr": 0.0001, + "sup_loss": 1.1600734810671438, + "rf_loss": 0.00020739911997225136, + "total_loss": 1.160280880187116, + "lyap1_mean": 0.009828176349401474, + "lyap1_max": 0.02810666523873806, + "lyap1_min": -0.011137187480926514, + "lyap_spec_mean": [ + 0.009828176349401474, + -0.0009762063855305314, + -0.005625925492495298, + -0.003056618385016918 + ], + "frac_above_star": 0.625 + }, + { + "step": 1274, + "lr": 0.0001, + "sup_loss": 1.1877569923857898, + "rf_loss": 0.00034811021760106087, + "total_loss": 1.1881051026033909, + "lyap1_mean": 0.010525930672883987, + "lyap1_max": 0.032854147255420685, + "lyap1_min": -0.011486041359603405, + "lyap_spec_mean": [ + 0.010525931604206562, + 0.014404353685677052, + 0.01481263991445303, + 0.012399068102240562 + ], + "frac_above_star": 0.75 + }, + { + "step": 1275, + "lr": 0.0001, + "sup_loss": 1.1972959215904113, + "rf_loss": 0.0006823835428804159, + "total_loss": 1.1979783051332917, + "lyap1_mean": 0.021834086626768112, + "lyap1_max": 0.05074138566851616, + "lyap1_min": -0.0018286919221282005, + "lyap_spec_mean": [ + 0.021834086626768112, + 0.020415838807821274, + 0.01639489084482193, + 0.021287165582180023 + ], + "frac_above_star": 0.875 + }, + { + "step": 1276, + "lr": 0.0001, + "sup_loss": 1.1512475459359894, + "rf_loss": 0.000648608198389411, + "total_loss": 1.1518961541343788, + "lyap1_mean": 0.022927217185497284, + "lyap1_max": 0.03604196384549141, + "lyap1_min": 0.007875775918364525, + "lyap_spec_mean": [ + 0.022927217185497284, + 0.025252124294638634, + 0.02478596195578575, + 0.01660202629864216 + ], + "frac_above_star": 1.0 + }, + { + "step": 1277, + "lr": 0.0001, + "sup_loss": 1.209914410059879, + "rf_loss": 0.0004953313036821783, + "total_loss": 1.2104097413635613, + "lyap1_mean": 0.01928403601050377, + "lyap1_max": 0.035468101501464844, + "lyap1_min": 0.0044542779214680195, + "lyap_spec_mean": [ + 0.01928403601050377, + 0.0175640732049942, + 0.014845211058855057, + 0.01946519874036312 + ], + "frac_above_star": 1.0 + }, + { + "step": 1278, + "lr": 0.0001, + "sup_loss": 1.1629798571697445, + "rf_loss": 0.00040937543963082135, + "total_loss": 1.1633892326093753, + "lyap1_mean": 0.012913957238197327, + "lyap1_max": 0.05572958290576935, + "lyap1_min": -0.004477687645703554, + "lyap_spec_mean": [ + 0.012913956306874752, + 0.00852515734732151, + 0.010105475783348083, + 0.0055982740595936775 + ], + "frac_above_star": 0.875 + }, + { + "step": 1279, + "lr": 0.0001, + "sup_loss": 1.2126933346701854, + "rf_loss": 0.00017492842744104564, + "total_loss": 1.2128682630976264, + "lyap1_mean": 0.0102327149361372, + "lyap1_max": 0.03694460541009903, + "lyap1_min": -0.003181160893291235, + "lyap_spec_mean": [ + 0.0102327149361372, + 0.009309234097599983, + 0.005286830011755228, + 0.008272117003798485 + ], + "frac_above_star": 0.75 + }, + { + "step": 1280, + "lr": 0.0001, + "sup_loss": 1.2108675147315546, + "rf_loss": 9.645688987802714e-05, + "total_loss": 1.2109639716214327, + "lyap1_mean": -0.0034687255974859, + "lyap1_max": 0.008406933397054672, + "lyap1_min": -0.012460160069167614, + "lyap_spec_mean": [ + -0.0034687253646552563, + -0.00041788944508880377, + -0.004450079519301653, + -0.0010632500052452087 + ], + "frac_above_star": 0.25 + }, + { + "step": 1281, + "lr": 0.0001, + "sup_loss": 1.1770492468126703, + "rf_loss": 0.00025029273820109665, + "total_loss": 1.1772995395508714, + "lyap1_mean": -0.010448172688484192, + "lyap1_max": 0.0015465276082977653, + "lyap1_min": -0.039748866111040115, + "lyap_spec_mean": [ + -0.010448172688484192, + -0.011855333112180233, + -0.015748556703329086, + -0.009339617565274239 + ], + "frac_above_star": 0.125 + }, + { + "step": 1282, + "lr": 0.0001, + "sup_loss": 1.2005387809721757, + "rf_loss": 0.0004890853306278586, + "total_loss": 1.2010278663028036, + "lyap1_mean": -0.016477569937705994, + "lyap1_max": 0.00047669466584920883, + "lyap1_min": -0.03504043072462082, + "lyap_spec_mean": [ + -0.016477569937705994, + -0.018235476687550545, + -0.02058442309498787, + -0.019726114347577095 + ], + "frac_above_star": 0.125 + }, + { + "step": 1283, + "lr": 0.0001, + "sup_loss": 1.12638675644659, + "rf_loss": 0.00031611922895535827, + "total_loss": 1.1267028756755453, + "lyap1_mean": -0.010604048147797585, + "lyap1_max": 0.0036436624359339476, + "lyap1_min": -0.0276905857026577, + "lyap_spec_mean": [ + -0.01060404907912016, + -0.01102588139474392, + -0.01368157472461462, + -0.01851489394903183 + ], + "frac_above_star": 0.125 + }, + { + "step": 1284, + "lr": 0.0001, + "sup_loss": 1.1448783923215216, + "rf_loss": 0.00020759300969075412, + "total_loss": 1.1450859853312123, + "lyap1_mean": -0.005642545409500599, + "lyap1_max": 0.0070274099707603455, + "lyap1_min": -0.019794166088104248, + "lyap_spec_mean": [ + -0.005642544943839312, + -0.012876877561211586, + -0.013946913182735443, + -0.012112418189644814 + ], + "frac_above_star": 0.375 + }, + { + "step": 1285, + "lr": 0.0001, + "sup_loss": 1.1624059279725811, + "rf_loss": 0.00011474216444185004, + "total_loss": 1.162520670137023, + "lyap1_mean": 0.00320397294126451, + "lyap1_max": 0.021376801654696465, + "lyap1_min": -0.01455681398510933, + "lyap_spec_mean": [ + 0.00320397294126451, + 0.00568495225161314, + 0.0025147513952106237, + 0.0017222134629264474 + ], + "frac_above_star": 0.625 + }, + { + "step": 1286, + "lr": 0.0001, + "sup_loss": 1.172355803858448, + "rf_loss": 0.00043482339242473245, + "total_loss": 1.1727906272508728, + "lyap1_mean": 0.02309110015630722, + "lyap1_max": 0.03798120096325874, + "lyap1_min": 0.012424463406205177, + "lyap_spec_mean": [ + 0.02309110015630722, + 0.012182559818029404, + 0.01731918379664421, + 0.01222301460802555 + ], + "frac_above_star": 1.0 + }, + { + "step": 1287, + "lr": 0.0001, + "sup_loss": 1.2209533962253503, + "rf_loss": 0.0005160370492376387, + "total_loss": 1.221469433274588, + "lyap1_mean": 0.014683132991194725, + "lyap1_max": 0.03170526772737503, + "lyap1_min": 0.004615986254066229, + "lyap_spec_mean": [ + 0.014683132991194725, + 0.01730695366859436, + 0.01736263744533062, + 0.01650070585310459 + ], + "frac_above_star": 1.0 + }, + { + "step": 1288, + "lr": 0.0001, + "sup_loss": 1.2179527451774284, + "rf_loss": 0.0003338258829899132, + "total_loss": 1.2182865710604183, + "lyap1_mean": 0.015550514683127403, + "lyap1_max": 0.044151224195957184, + "lyap1_min": -0.007624178659170866, + "lyap_spec_mean": [ + 0.015550514683127403, + 0.006342724896967411, + 0.00832150038331747, + 0.007118693552911282 + ], + "frac_above_star": 0.75 + }, + { + "step": 1289, + "lr": 0.0001, + "sup_loss": 1.1869502430321428, + "rf_loss": 0.0002212787512689829, + "total_loss": 1.1871715217834118, + "lyap1_mean": 0.0038458961062133312, + "lyap1_max": 0.02369040809571743, + "lyap1_min": -0.017351724207401276, + "lyap_spec_mean": [ + 0.0038458965718746185, + 0.010422561317682266, + -0.008235410787165165, + -0.005047430284321308 + ], + "frac_above_star": 0.875 + }, + { + "step": 1290, + "lr": 0.0001, + "sup_loss": 1.1387178129152025, + "rf_loss": 0.0006010616780258715, + "total_loss": 1.1393188745932283, + "lyap1_mean": -0.017177151516079903, + "lyap1_max": 0.0064680809155106544, + "lyap1_min": -0.032636240124702454, + "lyap_spec_mean": [ + -0.017177153378725052, + -0.01953120157122612, + -0.01623828522861004, + -0.030284134671092033 + ], + "frac_above_star": 0.125 + }, + { + "step": 1291, + "lr": 0.0001, + "sup_loss": 1.1753974951845514, + "rf_loss": 0.0007311406079679728, + "total_loss": 1.1761286357925194, + "lyap1_mean": -0.021904263645410538, + "lyap1_max": -0.0059292977675795555, + "lyap1_min": -0.04241223260760307, + "lyap_spec_mean": [ + -0.021904263645410538, + -0.02296355739235878, + -0.022378699854016304, + -0.03144625574350357 + ], + "frac_above_star": 0.0 + }, + { + "step": 1292, + "lr": 0.0001, + "sup_loss": 1.1660504222033716, + "rf_loss": 0.0007557664066553116, + "total_loss": 1.166806188610027, + "lyap1_mean": -0.02530386671423912, + "lyap1_max": -0.008075445890426636, + "lyap1_min": -0.041492801159620285, + "lyap_spec_mean": [ + -0.02530386671423912, + -0.026832856237888336, + -0.023243479430675507, + -0.02906431443989277 + ], + "frac_above_star": 0.0 + }, + { + "step": 1293, + "lr": 0.0001, + "sup_loss": 1.1707721135874871, + "rf_loss": 0.0006436719559133053, + "total_loss": 1.1714157855434004, + "lyap1_mean": -0.021932095289230347, + "lyap1_max": -0.00691407173871994, + "lyap1_min": -0.03339923173189163, + "lyap_spec_mean": [ + -0.021932095289230347, + -0.01941227726638317, + -0.023233113810420036, + -0.025241093710064888 + ], + "frac_above_star": 0.0 + }, + { + "step": 1294, + "lr": 0.0001, + "sup_loss": 1.1173617223785788, + "rf_loss": 0.0003583977522794157, + "total_loss": 1.1177201201308582, + "lyap1_mean": -0.0137712974101305, + "lyap1_max": 0.009781857952475548, + "lyap1_min": -0.027262909337878227, + "lyap_spec_mean": [ + -0.0137712974101305, + -0.007785885129123926, + -0.016755107790231705, + -0.014352159574627876 + ], + "frac_above_star": 0.125 + }, + { + "step": 1295, + "lr": 0.0001, + "sup_loss": 1.1852262717758997, + "rf_loss": 0.00019215367501601577, + "total_loss": 1.1854184254509157, + "lyap1_mean": 0.01749327965080738, + "lyap1_max": 0.036877576261758804, + "lyap1_min": 0.0005159549182280898, + "lyap_spec_mean": [ + 0.01749327778816223, + 0.009306751191616058, + 0.0016649337485432625, + -0.006027497351169586 + ], + "frac_above_star": 1.0 + }, + { + "step": 1296, + "lr": 0.0001, + "sup_loss": 1.2208575264616741, + "rf_loss": 0.00032846134854480624, + "total_loss": 1.221185987810219, + "lyap1_mean": 0.018001776188611984, + "lyap1_max": 0.031553223729133606, + "lyap1_min": -0.006444262340664864, + "lyap_spec_mean": [ + 0.018001774325966835, + 0.01490054838359356, + 0.015535760670900345, + 0.004586138296872377 + ], + "frac_above_star": 0.875 + }, + { + "step": 1297, + "lr": 0.0001, + "sup_loss": 1.1482205620505803, + "rf_loss": 0.0009375746012665331, + "total_loss": 1.1491581366518469, + "lyap1_mean": 0.03465120121836662, + "lyap1_max": 0.059611137956380844, + "lyap1_min": 0.005840556230396032, + "lyap_spec_mean": [ + 0.03465120121836662, + 0.025902796536684036, + 0.02572885900735855, + 0.020134344696998596 + ], + "frac_above_star": 1.0 + }, + { + "step": 1298, + "lr": 0.0001, + "sup_loss": 1.2357289507765936, + "rf_loss": 0.0010750769870355725, + "total_loss": 1.2368040277636292, + "lyap1_mean": 0.036567896604537964, + "lyap1_max": 0.05435574799776077, + "lyap1_min": 0.01892843469977379, + "lyap_spec_mean": [ + 0.036567896604537964, + 0.02867335081100464, + 0.028359347954392433, + 0.028079723939299583 + ], + "frac_above_star": 1.0 + }, + { + "step": 1299, + "lr": 0.0001, + "sup_loss": 1.1743846007390542, + "rf_loss": 0.0005004560807719827, + "total_loss": 1.1748850568198261, + "lyap1_mean": 0.022807259112596512, + "lyap1_max": 0.045216452330350876, + "lyap1_min": 0.005842936225235462, + "lyap_spec_mean": [ + 0.02280726097524166, + 0.018614884465932846, + 0.01737295277416706, + 0.012807650491595268 + ], + "frac_above_star": 1.0 + }, + { + "step": 1300, + "lr": 0.0001, + "sup_loss": 1.143486649691447, + "rf_loss": 0.00025596137857064605, + "total_loss": 1.1437426110700177, + "lyap1_mean": 0.015294269658625126, + "lyap1_max": 0.025423604995012283, + "lyap1_min": 0.0058575160801410675, + "lyap_spec_mean": [ + 0.015294268727302551, + 0.010270381346344948, + 0.003163095097988844, + 0.009754695929586887 + ], + "frac_above_star": 1.0 + }, + { + "step": 1301, + "lr": 0.0001, + "sup_loss": 1.150027941994642, + "rf_loss": 0.0001656311214901507, + "total_loss": 1.1501935731161321, + "lyap1_mean": -0.001015322282910347, + "lyap1_max": 0.02338927984237671, + "lyap1_min": -0.016640406101942062, + "lyap_spec_mean": [ + -0.0010153218172490597, + 0.004405404441058636, + -0.0006294397171586752, + -0.006797931157052517 + ], + "frac_above_star": 0.375 + }, + { + "step": 1302, + "lr": 0.0001, + "sup_loss": 1.2104214355924372, + "rf_loss": 0.0003350120969116688, + "total_loss": 1.2107564476893489, + "lyap1_mean": -0.005172956269234419, + "lyap1_max": 0.006293501239269972, + "lyap1_min": -0.025027042254805565, + "lyap_spec_mean": [ + -0.005172956269234419, + -0.01546123344451189, + -0.018783800303936005, + -0.013712171465158463 + ], + "frac_above_star": 0.5 + }, + { + "step": 1303, + "lr": 0.0001, + "sup_loss": 1.1850332604125038, + "rf_loss": 0.000516418949700892, + "total_loss": 1.1855496793622047, + "lyap1_mean": -0.011328598484396935, + "lyap1_max": 0.012605185620486736, + "lyap1_min": -0.040281031280756, + "lyap_spec_mean": [ + -0.01132859755307436, + -0.016251031309366226, + -0.024948909878730774, + -0.024362042546272278 + ], + "frac_above_star": 0.25 + }, + { + "step": 1304, + "lr": 0.0001, + "sup_loss": 1.1762829409593123, + "rf_loss": 0.0010238211834803224, + "total_loss": 1.1773067621427926, + "lyap1_mean": -0.02651573158800602, + "lyap1_max": -0.008343031629920006, + "lyap1_min": -0.057699576020240784, + "lyap_spec_mean": [ + -0.02651573345065117, + -0.028631044551730156, + -0.03185735642910004, + -0.030747048556804657 + ], + "frac_above_star": 0.0 + }, + { + "step": 1305, + "lr": 0.0001, + "sup_loss": 1.2600280196972047, + "rf_loss": 0.001093655126169324, + "total_loss": 1.261121674823374, + "lyap1_mean": -0.02798420377075672, + "lyap1_max": -0.01305924728512764, + "lyap1_min": -0.05471939593553543, + "lyap_spec_mean": [ + -0.027984201908111572, + -0.02887788973748684, + -0.029234642162919044, + -0.03488375246524811 + ], + "frac_above_star": 0.0 + }, + { + "step": 1306, + "lr": 0.0001, + "sup_loss": 1.1617058658422201, + "rf_loss": 0.000814615108538419, + "total_loss": 1.1625204809507586, + "lyap1_mean": -0.023801833391189575, + "lyap1_max": -0.011272614821791649, + "lyap1_min": -0.03405962511897087, + "lyap_spec_mean": [ + -0.023801831528544426, + -0.028560228645801544, + -0.019201315939426422, + -0.033705536276102066 + ], + "frac_above_star": 0.0 + }, + { + "step": 1307, + "lr": 0.0001, + "sup_loss": 1.1667237940796138, + "rf_loss": 0.0005393853061832488, + "total_loss": 1.167263179385797, + "lyap1_mean": -0.015521617606282234, + "lyap1_max": -0.0018122636247426271, + "lyap1_min": -0.028889086097478867, + "lyap_spec_mean": [ + -0.01552161667495966, + -0.020765967667102814, + -0.022765548899769783, + -0.01872149482369423 + ], + "frac_above_star": 0.0 + }, + { + "step": 1308, + "lr": 0.0001, + "sup_loss": 1.098404654859483, + "rf_loss": 0.0003906213096342981, + "total_loss": 1.0987952761691173, + "lyap1_mean": -0.0050287432968616486, + "lyap1_max": 0.018964072689414024, + "lyap1_min": -0.028860017657279968, + "lyap_spec_mean": [ + -0.005028742365539074, + -0.016002751886844635, + -0.0136626698076725, + -0.01655023731291294 + ], + "frac_above_star": 0.5 + }, + { + "step": 1309, + "lr": 0.0001, + "sup_loss": 1.1622610885964875, + "rf_loss": 7.832240225980058e-05, + "total_loss": 1.1623394109987473, + "lyap1_mean": 0.0005479080136865377, + "lyap1_max": 0.01363273523747921, + "lyap1_min": -0.017749572172760963, + "lyap_spec_mean": [ + 0.000547907839063555, + 0.0021996614523231983, + 0.0029119246173650026, + -0.0012048271019011736 + ], + "frac_above_star": 0.625 + }, + { + "step": 1310, + "lr": 0.0001, + "sup_loss": 1.138614544430055, + "rf_loss": 0.0005108047625981271, + "total_loss": 1.1391253491926532, + "lyap1_mean": 0.017601052299141884, + "lyap1_max": 0.0541507825255394, + "lyap1_min": -0.0075647346675395966, + "lyap_spec_mean": [ + 0.017601052299141884, + 0.014814130961894989, + 0.010711761191487312, + 0.009458545595407486 + ], + "frac_above_star": 0.875 + }, + { + "step": 1311, + "lr": 0.0001, + "sup_loss": 1.1537216796500445, + "rf_loss": 0.0004503292730078101, + "total_loss": 1.1541720089230523, + "lyap1_mean": 0.01882086880505085, + "lyap1_max": 0.042875736951828, + "lyap1_min": -0.006340043619275093, + "lyap_spec_mean": [ + 0.01882086880505085, + 0.017210815101861954, + 0.01744554191827774, + 0.015295930206775665 + ], + "frac_above_star": 0.75 + }, + { + "step": 1312, + "lr": 0.0001, + "sup_loss": 1.1758379292382959, + "rf_loss": 0.0005484651192091405, + "total_loss": 1.176386394357505, + "lyap1_mean": 0.022105062380433083, + "lyap1_max": 0.04190272092819214, + "lyap1_min": 0.012871136888861656, + "lyap_spec_mean": [ + 0.022105060517787933, + 0.02375638112425804, + 0.020480982959270477, + 0.016386404633522034 + ], + "frac_above_star": 1.0 + }, + { + "step": 1313, + "lr": 0.0001, + "sup_loss": 1.1587604998259482, + "rf_loss": 0.00036118418211117387, + "total_loss": 1.1591216840080594, + "lyap1_mean": 0.01680062897503376, + "lyap1_max": 0.048753440380096436, + "lyap1_min": -0.009262962266802788, + "lyap_spec_mean": [ + 0.01680062897503376, + 0.011056909337639809, + 0.013252690434455872, + 0.014403698034584522 + ], + "frac_above_star": 0.875 + }, + { + "step": 1314, + "lr": 0.0001, + "sup_loss": 1.185205447632175, + "rf_loss": 0.00017954621580429375, + "total_loss": 1.1853849938479792, + "lyap1_mean": 0.01676112227141857, + "lyap1_max": 0.03473430126905441, + "lyap1_min": 0.0037854118272662163, + "lyap_spec_mean": [ + 0.01676112227141857, + 0.007308189757168293, + 0.007278765551745892, + 0.0033228243701159954 + ], + "frac_above_star": 1.0 + }, + { + "step": 1315, + "lr": 0.0001, + "sup_loss": 1.1744602267350304, + "rf_loss": 0.00018472757074050605, + "total_loss": 1.1746449543057709, + "lyap1_mean": 0.0011582328006625175, + "lyap1_max": 0.026546290144324303, + "lyap1_min": -0.02670871838927269, + "lyap_spec_mean": [ + 0.0011582328006625175, + 0.0003056253772228956, + -0.0006545863579958677, + -0.0029712480027228594 + ], + "frac_above_star": 0.625 + }, + { + "step": 1316, + "lr": 0.0001, + "sup_loss": 1.1680294208497997, + "rf_loss": 0.0002518077380955219, + "total_loss": 1.1682812285878952, + "lyap1_mean": -0.011131569743156433, + "lyap1_max": -0.003490012139081955, + "lyap1_min": -0.020092688500881195, + "lyap_spec_mean": [ + -0.011131569743156433, + -0.013715540990233421, + -0.015081159770488739, + -0.01454099640250206 + ], + "frac_above_star": 0.0 + }, + { + "step": 1317, + "lr": 0.0001, + "sup_loss": 1.2031095989738978, + "rf_loss": 0.00026291143149137497, + "total_loss": 1.2033725104053892, + "lyap1_mean": -0.011126361787319183, + "lyap1_max": -0.0004478699411265552, + "lyap1_min": -0.01754467934370041, + "lyap_spec_mean": [ + -0.011126361787319183, + -0.015891319140791893, + -0.014940240420401096, + -0.014410264790058136 + ], + "frac_above_star": 0.0 + }, + { + "step": 1318, + "lr": 0.0001, + "sup_loss": 1.176969787355033, + "rf_loss": 0.0006617821054533124, + "total_loss": 1.1776315694604864, + "lyap1_mean": -0.0248835701495409, + "lyap1_max": -0.005791706033051014, + "lyap1_min": -0.04659973829984665, + "lyap_spec_mean": [ + -0.0248835701495409, + -0.021087132394313812, + -0.022290067747235298, + -0.025210490450263023 + ], + "frac_above_star": 0.0 + }, + { + "step": 1319, + "lr": 0.0001, + "sup_loss": 1.2070070237196404, + "rf_loss": 0.000980584416538477, + "total_loss": 1.207987608136179, + "lyap1_mean": -0.029711809009313583, + "lyap1_max": -0.02107599377632141, + "lyap1_min": -0.04041111096739769, + "lyap_spec_mean": [ + -0.029711807146668434, + -0.0319773405790329, + -0.02759753353893757, + -0.031067999079823494 + ], + "frac_above_star": 0.0 + }, + { + "step": 1320, + "lr": 0.0001, + "sup_loss": 1.1570766151881149, + "rf_loss": 0.001039780443534255, + "total_loss": 1.1581163956316491, + "lyap1_mean": -0.02559663914144039, + "lyap1_max": -0.010905517265200615, + "lyap1_min": -0.04009328782558441, + "lyap_spec_mean": [ + -0.02559663914144039, + -0.023972250521183014, + -0.036965664476156235, + -0.030290836468338966 + ], + "frac_above_star": 0.0 + }, + { + "step": 1321, + "lr": 0.0001, + "sup_loss": 1.1437358428666082, + "rf_loss": 0.00026372214779257774, + "total_loss": 1.1439995650144008, + "lyap1_mean": -0.011702184565365314, + "lyap1_max": 0.007312039844691753, + "lyap1_min": -0.028533492237329483, + "lyap_spec_mean": [ + -0.01170218363404274, + -0.012327516451478004, + -0.002817681757733226, + -0.01059827208518982 + ], + "frac_above_star": 0.25 + }, + { + "step": 1322, + "lr": 0.0001, + "sup_loss": 1.1521936528997132, + "rf_loss": 0.00014607663615606725, + "total_loss": 1.1523397295358693, + "lyap1_mean": 0.007534599397331476, + "lyap1_max": 0.016223108395934105, + "lyap1_min": -0.014722613617777824, + "lyap_spec_mean": [ + 0.007534599397331476, + 0.008462848141789436, + 0.0037136957980692387, + 0.005257843062281609 + ], + "frac_above_star": 0.875 + }, + { + "step": 1323, + "lr": 0.0001, + "sup_loss": 1.141862818900231, + "rf_loss": 0.000712951528839767, + "total_loss": 1.1425757704290707, + "lyap1_mean": 0.025737619027495384, + "lyap1_max": 0.0537678599357605, + "lyap1_min": -0.0006986431544646621, + "lyap_spec_mean": [ + 0.025737619027495384, + 0.02497684583067894, + 0.02072323113679886, + 0.01890452578663826 + ], + "frac_above_star": 0.875 + }, + { + "step": 1324, + "lr": 0.0001, + "sup_loss": 1.1437938874360245, + "rf_loss": 0.0010360118467360735, + "total_loss": 1.1448298992827606, + "lyap1_mean": 0.03013704903423786, + "lyap1_max": 0.04753308743238449, + "lyap1_min": 0.016563111916184425, + "lyap_spec_mean": [ + 0.03013704903423786, + 0.0299148540943861, + 0.03067578561604023, + 0.02903776988387108 + ], + "frac_above_star": 1.0 + }, + { + "step": 1325, + "lr": 0.0001, + "sup_loss": 1.2134425356341638, + "rf_loss": 0.0012767306761816144, + "total_loss": 1.2147192663103454, + "lyap1_mean": 0.03129849210381508, + "lyap1_max": 0.05006920546293259, + "lyap1_min": -0.0008845910197123885, + "lyap_spec_mean": [ + 0.03129848837852478, + 0.03114757314324379, + 0.03200067579746246, + 0.032057855278253555 + ], + "frac_above_star": 0.875 + }, + { + "step": 1326, + "lr": 0.0001, + "sup_loss": 1.1218345224532893, + "rf_loss": 0.00023679962032474577, + "total_loss": 1.122071322073614, + "lyap1_mean": 0.014557957649230957, + "lyap1_max": 0.04402989149093628, + "lyap1_min": -0.002824622206389904, + "lyap_spec_mean": [ + 0.014557957649230957, + 0.006550087593495846, + 0.01502266526222229, + 0.005084206350147724 + ], + "frac_above_star": 0.875 + }, + { + "step": 1327, + "lr": 0.0001, + "sup_loss": 1.108189182943262, + "rf_loss": 0.00019039917970076203, + "total_loss": 1.1083795821229627, + "lyap1_mean": 0.008327165618538857, + "lyap1_max": 0.028026534244418144, + "lyap1_min": -0.0028426647186279297, + "lyap_spec_mean": [ + 0.008327165618538857, + 0.005067857913672924, + 0.0020528649911284447, + 0.0009390006307512522 + ], + "frac_above_star": 0.75 + }, + { + "step": 1328, + "lr": 0.0001, + "sup_loss": 1.136109931364326, + "rf_loss": 0.00017486876458860934, + "total_loss": 1.1362848001289145, + "lyap1_mean": 0.007664416451007128, + "lyap1_max": 0.02896902523934841, + "lyap1_min": -0.01283616479486227, + "lyap_spec_mean": [ + 0.0076644159853458405, + 0.008150543086230755, + -0.0024101105518639088, + -0.000432815111707896 + ], + "frac_above_star": 0.75 + }, + { + "step": 1329, + "lr": 0.0001, + "sup_loss": 1.1277548198926393, + "rf_loss": 0.0003413209051359445, + "total_loss": 1.1280961407977752, + "lyap1_mean": -0.012163601815700531, + "lyap1_max": -0.004538295790553093, + "lyap1_min": -0.022420424968004227, + "lyap_spec_mean": [ + -0.012163601815700531, + -0.01686462014913559, + -0.016055574640631676, + -0.02056044712662697 + ], + "frac_above_star": 0.0 + }, + { + "step": 1330, + "lr": 0.0001, + "sup_loss": 1.1294485302757027, + "rf_loss": 0.0004650635237339884, + "total_loss": 1.1299135937994367, + "lyap1_mean": -0.014303247444331646, + "lyap1_max": 0.0077802385203540325, + "lyap1_min": -0.03096282109618187, + "lyap_spec_mean": [ + -0.014303247444331646, + -0.015438785776495934, + -0.02035306580364704, + -0.021198062226176262 + ], + "frac_above_star": 0.25 + }, + { + "step": 1331, + "lr": 0.0001, + "sup_loss": 1.1624600956314608, + "rf_loss": 0.00047558368532918394, + "total_loss": 1.16293567931679, + "lyap1_mean": -0.017240826040506363, + "lyap1_max": 0.000629025511443615, + "lyap1_min": -0.02874462865293026, + "lyap_spec_mean": [ + -0.017240826040506363, + -0.01544267125427723, + -0.01993207260966301, + -0.023872897028923035 + ], + "frac_above_star": 0.125 + }, + { + "step": 1332, + "lr": 0.0001, + "sup_loss": 1.134034677122115, + "rf_loss": 0.0003335378714837134, + "total_loss": 1.1343682149935987, + "lyap1_mean": -0.016973819583654404, + "lyap1_max": -0.0028995187021791935, + "lyap1_min": -0.036135539412498474, + "lyap_spec_mean": [ + -0.016973819583654404, + -0.006849600002169609, + -0.01679866574704647, + -0.014790952205657959 + ], + "frac_above_star": 0.0 + }, + { + "step": 1333, + "lr": 0.0001, + "sup_loss": 1.1124642386665349, + "rf_loss": 0.00028631367604248226, + "total_loss": 1.1127505523425774, + "lyap1_mean": 0.001123563153669238, + "lyap1_max": 0.024373745545744896, + "lyap1_min": -0.010693947784602642, + "lyap_spec_mean": [ + 0.001123563153669238, + -0.008387451060116291, + 0.0022587066050618887, + -0.0021125883795320988 + ], + "frac_above_star": 0.5 + }, + { + "step": 1334, + "lr": 0.0001, + "sup_loss": 1.1405695946909362, + "rf_loss": 0.0004505179822444916, + "total_loss": 1.1410201126731807, + "lyap1_mean": 0.01503791194409132, + "lyap1_max": 0.04428762197494507, + "lyap1_min": 0.0013587779831141233, + "lyap_spec_mean": [ + 0.015037912875413895, + 0.024488558992743492, + 0.014951542019844055, + 0.014086054638028145 + ], + "frac_above_star": 1.0 + }, + { + "step": 1335, + "lr": 0.0001, + "sup_loss": 1.0610969238234627, + "rf_loss": 0.000458297785371542, + "total_loss": 1.0615552216088342, + "lyap1_mean": 0.01757742092013359, + "lyap1_max": 0.03904304280877113, + "lyap1_min": -0.009560773149132729, + "lyap_spec_mean": [ + 0.01757742092013359, + 0.017515096813440323, + 0.010729771107435226, + 0.010712718591094017 + ], + "frac_above_star": 0.875 + }, + { + "step": 1336, + "lr": 0.0001, + "sup_loss": 1.1777455639483863, + "rf_loss": 0.0005386736011132598, + "total_loss": 1.1782842375494995, + "lyap1_mean": 0.024516168981790543, + "lyap1_max": 0.04420679807662964, + "lyap1_min": -0.0018759736558422446, + "lyap_spec_mean": [ + 0.024516168981790543, + 0.0205950066447258, + 0.017464663833379745, + 0.014472264796495438 + ], + "frac_above_star": 0.875 + }, + { + "step": 1337, + "lr": 0.0001, + "sup_loss": 1.122709854703404, + "rf_loss": 0.00016060174675658345, + "total_loss": 1.1228704564501606, + "lyap1_mean": 0.010918516665697098, + "lyap1_max": 0.02370813861489296, + "lyap1_min": -0.009083542972803116, + "lyap_spec_mean": [ + 0.010918516665697098, + 0.009726261720061302, + 0.005668291822075844, + 0.008303350768983364 + ], + "frac_above_star": 0.75 + }, + { + "step": 1338, + "lr": 0.0001, + "sup_loss": 1.1294071668457766, + "rf_loss": 0.00013722924632020295, + "total_loss": 1.1295443960920968, + "lyap1_mean": 0.00336791155859828, + "lyap1_max": 0.0115586556494236, + "lyap1_min": -0.011858991347253323, + "lyap_spec_mean": [ + 0.00336791155859828, + 0.004008661024272442, + -0.010060610249638557, + -0.0038240118883550167 + ], + "frac_above_star": 0.625 + }, + { + "step": 1339, + "lr": 0.0001, + "sup_loss": 1.149962893545106, + "rf_loss": 0.0007718135602772236, + "total_loss": 1.1507347071053833, + "lyap1_mean": -0.021029211580753326, + "lyap1_max": 0.01600363850593567, + "lyap1_min": -0.050196342170238495, + "lyap_spec_mean": [ + -0.021029211580753326, + -0.025298921391367912, + -0.027507565915584564, + -0.022869259119033813 + ], + "frac_above_star": 0.125 + }, + { + "step": 1340, + "lr": 0.0001, + "sup_loss": 1.1742772961486856, + "rf_loss": 0.0007026491221040487, + "total_loss": 1.1749799452707896, + "lyap1_mean": -0.027145523577928543, + "lyap1_max": -0.012113310396671295, + "lyap1_min": -0.04059527441859245, + "lyap_spec_mean": [ + -0.027145523577928543, + -0.022820118814706802, + -0.025264564901590347, + -0.025020189583301544 + ], + "frac_above_star": 0.0 + }, + { + "step": 1341, + "lr": 0.0001, + "sup_loss": 1.154040162443413, + "rf_loss": 0.0008301936322823167, + "total_loss": 1.1548703560756952, + "lyap1_mean": -0.0243678018450737, + "lyap1_max": -0.0009047327330335975, + "lyap1_min": -0.039844807237386703, + "lyap_spec_mean": [ + -0.02436779998242855, + -0.027598725631833076, + -0.028113629668951035, + -0.02916264720261097 + ], + "frac_above_star": 0.0 + }, + { + "step": 1342, + "lr": 0.0001, + "sup_loss": 1.135988613001583, + "rf_loss": 0.001110483892261982, + "total_loss": 1.137099096893845, + "lyap1_mean": -0.029736246913671494, + "lyap1_max": -0.006725457962602377, + "lyap1_min": -0.0625578761100769, + "lyap_spec_mean": [ + -0.029736245051026344, + -0.030408421531319618, + -0.02491120621562004, + -0.03553749620914459 + ], + "frac_above_star": 0.0 + }, + { + "step": 1343, + "lr": 0.0001, + "sup_loss": 1.1709430830408039, + "rf_loss": 0.0009362519485875964, + "total_loss": 1.1718793349893915, + "lyap1_mean": -0.019257349893450737, + "lyap1_max": 0.005003547295928001, + "lyap1_min": -0.04185424745082855, + "lyap_spec_mean": [ + -0.019257349893450737, + -0.03070853464305401, + -0.030374443158507347, + -0.02915060706436634 + ], + "frac_above_star": 0.25 + }, + { + "step": 1344, + "lr": 0.0001, + "sup_loss": 1.1656487150875259, + "rf_loss": 0.00017872369789984077, + "total_loss": 1.1658274387854257, + "lyap1_mean": 0.0012821219861507416, + "lyap1_max": 0.007964972406625748, + "lyap1_min": -0.012601681053638458, + "lyap_spec_mean": [ + 0.0012821221025660634, + -0.006103308405727148, + 0.00150928960647434, + -0.0161678995937109 + ], + "frac_above_star": 0.75 + }, + { + "step": 1345, + "lr": 0.0001, + "sup_loss": 1.1319566649061275, + "rf_loss": 0.0001470475399401039, + "total_loss": 1.1321037124460676, + "lyap1_mean": 0.006294994615018368, + "lyap1_max": 0.027034439146518707, + "lyap1_min": -0.010763394646346569, + "lyap_spec_mean": [ + 0.006294995080679655, + 0.004844429902732372, + 0.004444141872227192, + 0.005683407187461853 + ], + "frac_above_star": 0.75 + }, + { + "step": 1346, + "lr": 0.0001, + "sup_loss": 1.129748835985829, + "rf_loss": 0.00036681460915133357, + "total_loss": 1.1301156505949803, + "lyap1_mean": 0.023968400433659554, + "lyap1_max": 0.04229889065027237, + "lyap1_min": 0.0011009625159204006, + "lyap_spec_mean": [ + 0.023968398571014404, + 0.009521622210741043, + 0.01361306756734848, + 0.006697215139865875 + ], + "frac_above_star": 1.0 + }, + { + "step": 1347, + "lr": 0.0001, + "sup_loss": 1.1460170656319522, + "rf_loss": 0.0007094990578480065, + "total_loss": 1.1467265646898002, + "lyap1_mean": 0.023020561784505844, + "lyap1_max": 0.042770467698574066, + "lyap1_min": 0.0024822778068482876, + "lyap_spec_mean": [ + 0.023020561784505844, + 0.02859247475862503, + 0.02230057492852211, + 0.02297876961529255 + ], + "frac_above_star": 1.0 + }, + { + "step": 1348, + "lr": 0.0001, + "sup_loss": 1.161896979187972, + "rf_loss": 0.0007704996387474239, + "total_loss": 1.1626674788267195, + "lyap1_mean": 0.030473925173282623, + "lyap1_max": 0.0450701043009758, + "lyap1_min": 0.01200883835554123, + "lyap_spec_mean": [ + 0.030473925173282623, + 0.024160675704479218, + 0.02563728578388691, + 0.01894288696348667 + ], + "frac_above_star": 1.0 + }, + { + "step": 1349, + "lr": 0.0001, + "sup_loss": 1.1226037586832427, + "rf_loss": 0.0011823826935142279, + "total_loss": 1.123786141376757, + "lyap1_mean": 0.036609865725040436, + "lyap1_max": 0.06030648946762085, + "lyap1_min": 0.013288751244544983, + "lyap_spec_mean": [ + 0.036609865725040436, + 0.028164178133010864, + 0.032396670430898666, + 0.029010461643338203 + ], + "frac_above_star": 1.0 + }, + { + "step": 1350, + "lr": 0.0001, + "sup_loss": 1.1439303664688216, + "rf_loss": 0.0007254820084199309, + "total_loss": 1.1446558484772416, + "lyap1_mean": 0.027959724888205528, + "lyap1_max": 0.053245510905981064, + "lyap1_min": 0.01467535924166441, + "lyap_spec_mean": [ + 0.02795972302556038, + 0.02622566558420658, + 0.017985647544264793, + 0.017737023532390594 + ], + "frac_above_star": 1.0 + }, + { + "step": 1351, + "lr": 0.0001, + "sup_loss": 1.166434963434785, + "rf_loss": 0.00035783974453806877, + "total_loss": 1.166792803179323, + "lyap1_mean": 0.01897013559937477, + "lyap1_max": 0.031074561178684235, + "lyap1_min": 0.0067504397593438625, + "lyap_spec_mean": [ + 0.01897013559937477, + 0.016415882855653763, + 0.0073129660449922085, + 0.009026400744915009 + ], + "frac_above_star": 1.0 + }, + { + "step": 1352, + "lr": 0.0001, + "sup_loss": 1.1236555501372334, + "rf_loss": 0.00037230696761980653, + "total_loss": 1.1240278571048532, + "lyap1_mean": -0.004956528078764677, + "lyap1_max": 0.02755529060959816, + "lyap1_min": -0.03578516095876694, + "lyap_spec_mean": [ + -0.004956528544425964, + -0.0101160928606987, + -0.0168895423412323, + -0.015362937934696674 + ], + "frac_above_star": 0.375 + }, + { + "step": 1353, + "lr": 0.0001, + "sup_loss": 1.1336241719542595, + "rf_loss": 0.0007328454521484673, + "total_loss": 1.134357017406408, + "lyap1_mean": -0.017692837864160538, + "lyap1_max": -0.0018951576203107834, + "lyap1_min": -0.04174090921878815, + "lyap_spec_mean": [ + -0.017692837864160538, + -0.020904336124658585, + -0.02895667403936386, + -0.030733175575733185 + ], + "frac_above_star": 0.0 + }, + { + "step": 1354, + "lr": 0.0001, + "sup_loss": 1.1553524073780863, + "rf_loss": 0.0009545620996505022, + "total_loss": 1.1563069694777368, + "lyap1_mean": -0.02527930773794651, + "lyap1_max": -0.018711023032665253, + "lyap1_min": -0.04079034924507141, + "lyap_spec_mean": [ + -0.02527930960059166, + -0.028125043958425522, + -0.028427880257368088, + -0.029783587902784348 + ], + "frac_above_star": 0.0 + }, + { + "step": 1355, + "lr": 0.0001, + "sup_loss": 1.1376738231627554, + "rf_loss": 0.0011123428121209145, + "total_loss": 1.1387861659748764, + "lyap1_mean": -0.029788415879011154, + "lyap1_max": -0.005564623512327671, + "lyap1_min": -0.04564690589904785, + "lyap_spec_mean": [ + -0.029788415879011154, + -0.03022896684706211, + -0.03216824680566788, + -0.028527263551950455 + ], + "frac_above_star": 0.0 + }, + { + "step": 1356, + "lr": 0.0001, + "sup_loss": 1.1325569736387897, + "rf_loss": 0.00024376418150495738, + "total_loss": 1.1328007378202947, + "lyap1_mean": -0.0058249556459486485, + "lyap1_max": 0.02218938246369362, + "lyap1_min": -0.027845174074172974, + "lyap_spec_mean": [ + -0.005824955180287361, + -0.009120387956500053, + -0.012434813193976879, + -0.010120249353349209 + ], + "frac_above_star": 0.375 + }, + { + "step": 1357, + "lr": 0.0001, + "sup_loss": 1.0901810440411301, + "rf_loss": 0.00023501619580201805, + "total_loss": 1.0904160602369322, + "lyap1_mean": -0.0044358037412166595, + "lyap1_max": 0.02715878188610077, + "lyap1_min": -0.025521812960505486, + "lyap_spec_mean": [ + -0.004435803275555372, + -0.0012957106810063124, + -0.0062826257199049, + -0.011497654020786285 + ], + "frac_above_star": 0.375 + }, + { + "step": 1358, + "lr": 0.0001, + "sup_loss": 1.136764909212245, + "rf_loss": 0.00027904435410164297, + "total_loss": 1.1370439535663466, + "lyap1_mean": 0.015238323248922825, + "lyap1_max": 0.05342290922999382, + "lyap1_min": 0.0029481740202754736, + "lyap_spec_mean": [ + 0.0152383241802454, + 0.016468606889247894, + 0.00773763470351696, + 0.004260709509253502 + ], + "frac_above_star": 1.0 + }, + { + "step": 1359, + "lr": 0.0001, + "sup_loss": 1.1684157006682176, + "rf_loss": 0.00047148638986982405, + "total_loss": 1.1688871870580875, + "lyap1_mean": 0.016148263588547707, + "lyap1_max": 0.036245815455913544, + "lyap1_min": -0.0013437907909974456, + "lyap_spec_mean": [ + 0.016148263588547707, + 0.015084056183695793, + 0.021719593554735184, + 0.007440430577844381 + ], + "frac_above_star": 0.625 + }, + { + "step": 1360, + "lr": 0.0001, + "sup_loss": 1.1762377881724873, + "rf_loss": 0.0007401456823572516, + "total_loss": 1.1769779338548445, + "lyap1_mean": 0.032938431948423386, + "lyap1_max": 0.0649426281452179, + "lyap1_min": 0.00035790324909612536, + "lyap_spec_mean": [ + 0.032938431948423386, + 0.021312426775693893, + 0.015589295886456966, + 0.013112759217619896 + ], + "frac_above_star": 1.0 + }, + { + "step": 1361, + "lr": 0.0001, + "sup_loss": 1.1648608761059407, + "rf_loss": 0.00034279096871614456, + "total_loss": 1.1652036670746568, + "lyap1_mean": 0.012695860117673874, + "lyap1_max": 0.028389185667037964, + "lyap1_min": -0.0005886039580218494, + "lyap_spec_mean": [ + 0.012695861048996449, + 0.012331200763583183, + 0.012533990666270256, + 0.010254913941025734 + ], + "frac_above_star": 0.875 + }, + { + "step": 1362, + "lr": 0.0001, + "sup_loss": 1.1585927946804357, + "rf_loss": 0.00015668722335249186, + "total_loss": 1.1587494819037882, + "lyap1_mean": 0.006475578062236309, + "lyap1_max": 0.025799697265028954, + "lyap1_min": -0.01744478940963745, + "lyap_spec_mean": [ + 0.006475578062236309, + 0.0006359675899147987, + 0.0029944181442260742, + 0.0017809035489335656 + ], + "frac_above_star": 0.625 + }, + { + "step": 1363, + "lr": 0.0001, + "sup_loss": 1.1198586878370633, + "rf_loss": 0.000443009368609637, + "total_loss": 1.120301697205673, + "lyap1_mean": -0.012854799628257751, + "lyap1_max": 0.008599601686000824, + "lyap1_min": -0.03628534451127052, + "lyap_spec_mean": [ + -0.012854799628257751, + -0.018053773790597916, + -0.0161597803235054, + -0.02142913267016411 + ], + "frac_above_star": 0.375 + }, + { + "step": 1364, + "lr": 0.0001, + "sup_loss": 1.1358073203547214, + "rf_loss": 0.00028759660199284554, + "total_loss": 1.1360949169567143, + "lyap1_mean": -0.010546157136559486, + "lyap1_max": 0.011303096078336239, + "lyap1_min": -0.032454393804073334, + "lyap_spec_mean": [ + -0.010546158067882061, + -0.01071226503700018, + -0.008312980644404888, + -0.016984418034553528 + ], + "frac_above_star": 0.125 + }, + { + "step": 1365, + "lr": 0.0001, + "sup_loss": 1.1436616730444071, + "rf_loss": 0.00030041194986552, + "total_loss": 1.1439620849942727, + "lyap1_mean": -0.0038358252495527267, + "lyap1_max": 0.015379713848233223, + "lyap1_min": -0.024835627526044846, + "lyap_spec_mean": [ + -0.0038358252495527267, + -0.012077315710484982, + -0.008279160596430302, + -0.014880369417369366 + ], + "frac_above_star": 0.375 + }, + { + "step": 1366, + "lr": 0.0001, + "sup_loss": 1.1181031987030317, + "rf_loss": 0.000234632141655311, + "total_loss": 1.118337830844687, + "lyap1_mean": -0.010981139726936817, + "lyap1_max": 0.0016678593819960952, + "lyap1_min": -0.027599213644862175, + "lyap_spec_mean": [ + -0.010981139726936817, + -0.002572246827185154, + -0.012654243037104607, + -0.01328684389591217 + ], + "frac_above_star": 0.25 + }, + { + "step": 1367, + "lr": 0.0001, + "sup_loss": 1.1624014055859486, + "rf_loss": 0.00016812299145385623, + "total_loss": 1.1625695285774025, + "lyap1_mean": 0.004617311060428619, + "lyap1_max": 0.028635453432798386, + "lyap1_min": -0.017704462632536888, + "lyap_spec_mean": [ + 0.004617311991751194, + 0.004683020059019327, + 0.0015835663070902228, + -0.0015594129217788577 + ], + "frac_above_star": 0.625 + }, + { + "step": 1368, + "lr": 0.0001, + "sup_loss": 1.12814947900591, + "rf_loss": 0.00024915364338085055, + "total_loss": 1.1283986326492907, + "lyap1_mean": 0.008917560800909996, + "lyap1_max": 0.0452781543135643, + "lyap1_min": -0.01038326881825924, + "lyap_spec_mean": [ + 0.008917560800909996, + 0.004363199695944786, + 0.0007591659668833017, + 0.0076033188961446285 + ], + "frac_above_star": 0.75 + }, + { + "step": 1369, + "lr": 0.0001, + "sup_loss": 1.1588738989080158, + "rf_loss": 0.0003026785561814904, + "total_loss": 1.1591765774641973, + "lyap1_mean": 0.009861154481768608, + "lyap1_max": 0.027163095772266388, + "lyap1_min": -0.000840685039293021, + "lyap_spec_mean": [ + 0.009861154481768608, + 0.017780395224690437, + 0.015399705618619919, + 0.008378132246434689 + ], + "frac_above_star": 0.875 + }, + { + "step": 1370, + "lr": 0.0001, + "sup_loss": 1.0385372667635628, + "rf_loss": 0.00037112360587343574, + "total_loss": 1.0389083903694363, + "lyap1_mean": 0.01217302680015564, + "lyap1_max": 0.03207215294241905, + "lyap1_min": -0.02536502294242382, + "lyap_spec_mean": [ + 0.01217302680015564, + 0.015817804262042046, + 0.011545693501830101, + 0.00992145761847496 + ], + "frac_above_star": 0.75 + }, + { + "step": 1371, + "lr": 0.0001, + "sup_loss": 1.1938452759395795, + "rf_loss": 0.00029600568814203143, + "total_loss": 1.1941412816277215, + "lyap1_mean": 0.012773219496011734, + "lyap1_max": 0.031190942972898483, + "lyap1_min": -0.0045552244409918785, + "lyap_spec_mean": [ + 0.012773219496011734, + 0.018233438953757286, + 0.013279944658279419, + 0.010455160401761532 + ], + "frac_above_star": 0.875 + }, + { + "step": 1372, + "lr": 0.0001, + "sup_loss": 1.1336132468980864, + "rf_loss": 0.0001238615659531206, + "total_loss": 1.1337371084640395, + "lyap1_mean": 0.004016265273094177, + "lyap1_max": 0.02032548002898693, + "lyap1_min": -0.017454607412219048, + "lyap_spec_mean": [ + 0.004016265273094177, + 0.0009205559035763144, + -0.005085641052573919, + -0.003693562000989914 + ], + "frac_above_star": 0.5 + }, + { + "step": 1373, + "lr": 0.0001, + "sup_loss": 1.165398382788126, + "rf_loss": 0.00022563341190107167, + "total_loss": 1.165624016200027, + "lyap1_mean": -0.009703903459012508, + "lyap1_max": 0.03264888375997543, + "lyap1_min": -0.02849040925502777, + "lyap_spec_mean": [ + -0.009703904390335083, + -0.007487933151423931, + -0.007874758914113045, + -0.011900080367922783 + ], + "frac_above_star": 0.125 + }, + { + "step": 1374, + "lr": 0.0001, + "sup_loss": 1.1527603250208538, + "rf_loss": 0.0003226235567126423, + "total_loss": 1.1530829485775664, + "lyap1_mean": -0.014479763805866241, + "lyap1_max": -0.0007779691368341446, + "lyap1_min": -0.03651191666722298, + "lyap_spec_mean": [ + -0.014479764737188816, + -0.013563722372055054, + -0.013494034297764301, + -0.01455036923289299 + ], + "frac_above_star": 0.0 + }, + { + "step": 1375, + "lr": 0.0001, + "sup_loss": 1.1463761176310276, + "rf_loss": 0.00052780716214329, + "total_loss": 1.146903924793171, + "lyap1_mean": -0.018624108284711838, + "lyap1_max": 0.0029952875338494778, + "lyap1_min": -0.034362323582172394, + "lyap_spec_mean": [ + -0.018624108284711838, + -0.021290414035320282, + -0.02052566036581993, + -0.017769142985343933 + ], + "frac_above_star": 0.125 + }, + { + "step": 1376, + "lr": 0.0001, + "sup_loss": 1.1337966306699214, + "rf_loss": 0.00022326724138110876, + "total_loss": 1.1340198979113025, + "lyap1_mean": -0.004791399464011192, + "lyap1_max": 0.01605716347694397, + "lyap1_min": -0.022032691165804863, + "lyap_spec_mean": [ + -0.004791400395333767, + -0.01257406361401081, + -0.008556218817830086, + -0.01214391179382801 + ], + "frac_above_star": 0.375 + }, + { + "step": 1377, + "lr": 0.0001, + "sup_loss": 1.1100488155127637, + "rf_loss": 0.000438270450104028, + "total_loss": 1.1104870859628677, + "lyap1_mean": -0.014543304219841957, + "lyap1_max": 0.014503538608551025, + "lyap1_min": -0.03343109041452408, + "lyap_spec_mean": [ + -0.014543303288519382, + -0.017832668498158455, + -0.01598786935210228, + -0.017859939485788345 + ], + "frac_above_star": 0.125 + }, + { + "step": 1378, + "lr": 0.0001, + "sup_loss": 1.0940770089389336, + "rf_loss": 0.00020754567231051624, + "total_loss": 1.094284554611244, + "lyap1_mean": 0.0024909055791795254, + "lyap1_max": 0.0258549302816391, + "lyap1_min": -0.02792191505432129, + "lyap_spec_mean": [ + 0.002490905812010169, + -0.0020174477249383926, + 0.0023870421573519707, + 0.001585638616234064 + ], + "frac_above_star": 0.625 + }, + { + "step": 1379, + "lr": 0.0001, + "sup_loss": 1.1209357310844035, + "rf_loss": 0.0002756647882051766, + "total_loss": 1.1212113958726087, + "lyap1_mean": -0.00010963366366922855, + "lyap1_max": 0.03491516411304474, + "lyap1_min": -0.01723988726735115, + "lyap_spec_mean": [ + -0.00010963366366922855, + 0.0026923534460365772, + -0.005332026164978743, + -0.010683046653866768 + ], + "frac_above_star": 0.375 + }, + { + "step": 1380, + "lr": 0.0001, + "sup_loss": 1.139410348533467, + "rf_loss": 0.0002729854022618383, + "total_loss": 1.1396833339357288, + "lyap1_mean": 0.015653366222977638, + "lyap1_max": 0.03685207664966583, + "lyap1_min": 0.009382915683090687, + "lyap_spec_mean": [ + 0.015653366222977638, + 0.006296063773334026, + 0.009879060089588165, + 0.01522321067750454 + ], + "frac_above_star": 1.0 + }, + { + "step": 1381, + "lr": 0.0001, + "sup_loss": 1.0348654807967195, + "rf_loss": 0.00041962284012697637, + "total_loss": 1.0352851036368464, + "lyap1_mean": 0.017644142732024193, + "lyap1_max": 0.06824954599142075, + "lyap1_min": -0.0017517134547233582, + "lyap_spec_mean": [ + 0.017644144594669342, + 0.00836164690554142, + 0.013635808601975441, + 0.0076850103214383125 + ], + "frac_above_star": 0.875 + }, + { + "step": 1382, + "lr": 0.0001, + "sup_loss": 1.1282035736105211, + "rf_loss": 0.000650181551463902, + "total_loss": 1.128853755161985, + "lyap1_mean": 0.01770910993218422, + "lyap1_max": 0.05135352164506912, + "lyap1_min": -0.009398611262440681, + "lyap_spec_mean": [ + 0.01770910993218422, + 0.016697606071829796, + 0.020690076053142548, + 0.017416998744010925 + ], + "frac_above_star": 0.875 + }, + { + "step": 1383, + "lr": 0.0001, + "sup_loss": 1.1373602022020834, + "rf_loss": 0.0005869491724297404, + "total_loss": 1.1379471513745132, + "lyap1_mean": 0.007047496736049652, + "lyap1_max": 0.05800728499889374, + "lyap1_min": -0.02264261618256569, + "lyap_spec_mean": [ + 0.007047496736049652, + 0.012668033130466938, + 0.010335993953049183, + 0.01559295505285263 + ], + "frac_above_star": 0.625 + }, + { + "step": 1384, + "lr": 0.0001, + "sup_loss": 1.1201271636747099, + "rf_loss": 0.00027814533677883446, + "total_loss": 1.1204053090114887, + "lyap1_mean": 0.009377001784741879, + "lyap1_max": 0.029555346816778183, + "lyap1_min": -0.006948242895305157, + "lyap_spec_mean": [ + 0.009377002716064453, + 0.015372006222605705, + 0.011295925825834274, + 0.005750210955739021 + ], + "frac_above_star": 0.625 + }, + { + "step": 1385, + "lr": 0.0001, + "sup_loss": 1.0901803854952887, + "rf_loss": 0.00021243008086457849, + "total_loss": 1.0903928155761533, + "lyap1_mean": 0.0027096886187791824, + "lyap1_max": 0.02140073850750923, + "lyap1_min": -0.01594758965075016, + "lyap_spec_mean": [ + 0.0027096886187791824, + 0.0005004117265343666, + 0.0007677188841626048, + -0.006955485325306654 + ], + "frac_above_star": 0.5 + }, + { + "step": 1386, + "lr": 0.0001, + "sup_loss": 1.1159262124136464, + "rf_loss": 0.00013999699149280787, + "total_loss": 1.1160662094051392, + "lyap1_mean": -0.0009656570618972182, + "lyap1_max": 0.026887422427535057, + "lyap1_min": -0.02072303369641304, + "lyap_spec_mean": [ + -0.0009656571783125401, + 0.0001580790849402547, + -0.00201965868473053, + -0.0035633817315101624 + ], + "frac_above_star": 0.5 + }, + { + "step": 1387, + "lr": 0.0001, + "sup_loss": 1.113305449944603, + "rf_loss": 0.00019941508071497083, + "total_loss": 1.1135048650253179, + "lyap1_mean": -0.010361077263951302, + "lyap1_max": 0.0062472084537148476, + "lyap1_min": -0.020061520859599113, + "lyap_spec_mean": [ + -0.010361076332628727, + -0.009025677107274532, + -0.00685105798766017, + -0.010816114023327827 + ], + "frac_above_star": 0.125 + }, + { + "step": 1388, + "lr": 0.0001, + "sup_loss": 1.115942687425054, + "rf_loss": 0.00026259705191478133, + "total_loss": 1.1162052844769688, + "lyap1_mean": -0.0155594851821661, + "lyap1_max": -0.0050103613175451756, + "lyap1_min": -0.027803461998701096, + "lyap_spec_mean": [ + -0.0155594851821661, + -0.006503675132989883, + -0.014005032368004322, + -0.012714149430394173 + ], + "frac_above_star": 0.0 + }, + { + "step": 1389, + "lr": 0.0001, + "sup_loss": 1.107846408199268, + "rf_loss": 0.0002150450018234551, + "total_loss": 1.1080614532010915, + "lyap1_mean": -0.005131490528583527, + "lyap1_max": 0.022359808906912804, + "lyap1_min": -0.02725071832537651, + "lyap_spec_mean": [ + -0.005131490528583527, + -0.006354734301567078, + -0.004253885708749294, + -0.005924042314291 + ], + "frac_above_star": 0.375 + }, + { + "step": 1390, + "lr": 0.0001, + "sup_loss": 1.106405343606959, + "rf_loss": 0.00019587052520364523, + "total_loss": 1.1066012141321626, + "lyap1_mean": 0.001564436824992299, + "lyap1_max": 0.027946334332227707, + "lyap1_min": -0.01972733438014984, + "lyap_spec_mean": [ + 0.0015644364757463336, + -0.004950772505253553, + -0.01558753289282322, + -0.010984600521624088 + ], + "frac_above_star": 0.5 + }, + { + "step": 1391, + "lr": 0.0001, + "sup_loss": 1.1307074406126274, + "rf_loss": 0.0002604160108603537, + "total_loss": 1.1309678566234878, + "lyap1_mean": 0.002389315515756607, + "lyap1_max": 0.02366456761956215, + "lyap1_min": -0.031081071123480797, + "lyap_spec_mean": [ + 0.002389315515756607, + 0.007814129814505577, + -0.0036733809392899275, + -0.00736587168648839 + ], + "frac_above_star": 0.625 + }, + { + "step": 1392, + "lr": 0.0001, + "sup_loss": 1.1066822843457709, + "rf_loss": 0.00033365905983373523, + "total_loss": 1.1070159434056046, + "lyap1_mean": 0.0032013477757573128, + "lyap1_max": 0.04208645969629288, + "lyap1_min": -0.027651477605104446, + "lyap_spec_mean": [ + 0.0032013477757573128, + 0.0050479695200920105, + 0.0019285136368125677, + -0.002346796216443181 + ], + "frac_above_star": 0.375 + }, + { + "step": 1393, + "lr": 0.0001, + "sup_loss": 1.0947104640222558, + "rf_loss": 0.00011652424291241914, + "total_loss": 1.0948269882651682, + "lyap1_mean": -0.00402129627764225, + "lyap1_max": 0.010213023982942104, + "lyap1_min": -0.022983629256486893, + "lyap_spec_mean": [ + -0.004021295811980963, + 0.0025918493047356606, + -0.002590740332379937, + -0.003230720991268754 + ], + "frac_above_star": 0.375 + }, + { + "step": 1394, + "lr": 0.0001, + "sup_loss": 1.1317995896271444, + "rf_loss": 0.00020531745394691825, + "total_loss": 1.1320049070810914, + "lyap1_mean": -3.4611206501722336e-05, + "lyap1_max": 0.02177184633910656, + "lyap1_min": -0.027481641620397568, + "lyap_spec_mean": [ + -3.461143933236599e-05, + -6.624090019613504e-06, + 0.0001282634912058711, + -0.006141163408756256 + ], + "frac_above_star": 0.5 + }, + { + "step": 1395, + "lr": 0.0001, + "sup_loss": 1.1593517451430246, + "rf_loss": 0.00020763867360074073, + "total_loss": 1.1595593838166254, + "lyap1_mean": -0.002710008528083563, + "lyap1_max": 0.025472790002822876, + "lyap1_min": -0.02472047321498394, + "lyap_spec_mean": [ + -0.002710008528083563, + -0.004486232530325651, + -0.005792931653559208, + -0.011064518243074417 + ], + "frac_above_star": 0.375 + }, + { + "step": 1396, + "lr": 0.0001, + "sup_loss": 1.1823830538802094, + "rf_loss": 0.00021535776613745838, + "total_loss": 1.1825984116463468, + "lyap1_mean": -0.0011342507787048817, + "lyap1_max": 0.026470251381397247, + "lyap1_min": -0.015101863071322441, + "lyap_spec_mean": [ + -0.001134250545874238, + 0.0014225749764591455, + -0.008820615708827972, + -0.009051342494785786 + ], + "frac_above_star": 0.375 + }, + { + "step": 1397, + "lr": 0.0001, + "sup_loss": 1.0580686922968905, + "rf_loss": 0.00024171796394512057, + "total_loss": 1.0583104102608356, + "lyap1_mean": -0.007018540985882282, + "lyap1_max": 0.032071251422166824, + "lyap1_min": -0.029654502868652344, + "lyap_spec_mean": [ + -0.007018540054559708, + -0.005716866813600063, + -0.011843730695545673, + -0.008558319881558418 + ], + "frac_above_star": 0.25 + }, + { + "step": 1398, + "lr": 0.0001, + "sup_loss": 1.0588307319488521, + "rf_loss": 0.00032938708318397403, + "total_loss": 1.059160119032036, + "lyap1_mean": 0.002479984425008297, + "lyap1_max": 0.035869769752025604, + "lyap1_min": -0.01877482607960701, + "lyap_spec_mean": [ + 0.0024799848906695843, + -0.0014204713515937328, + -0.00045613746624439955, + -0.0036955741234123707 + ], + "frac_above_star": 0.5 + }, + { + "step": 1399, + "lr": 0.0001, + "sup_loss": 1.139307265144757, + "rf_loss": 0.0001722168963169679, + "total_loss": 1.139479482041074, + "lyap1_mean": 0.013434724882245064, + "lyap1_max": 0.027307121083140373, + "lyap1_min": -0.0013749066274613142, + "lyap_spec_mean": [ + 0.013434724882245064, + 0.007565734907984734, + 0.005369883496314287, + 0.005211937241256237 + ], + "frac_above_star": 0.875 + }, + { + "step": 1400, + "lr": 0.0001, + "sup_loss": 1.1265602876659457, + "rf_loss": 0.0002697058371268213, + "total_loss": 1.1268299935030726, + "lyap1_mean": 0.014814617112278938, + "lyap1_max": 0.04626957327127457, + "lyap1_min": 0.0007585191051475704, + "lyap_spec_mean": [ + 0.014814616180956364, + 0.01368019264191389, + 0.013559411279857159, + 0.005676207132637501 + ], + "frac_above_star": 1.0 + }, + { + "step": 1401, + "lr": 0.0001, + "sup_loss": 1.0816240859038788, + "rf_loss": 0.00022486985835712403, + "total_loss": 1.081848955762236, + "lyap1_mean": 0.013918502256274223, + "lyap1_max": 0.02743910253047943, + "lyap1_min": 0.0017206824850291014, + "lyap_spec_mean": [ + 0.013918502256274223, + 0.009242304600775242, + 0.014464875683188438, + 0.007857700809836388 + ], + "frac_above_star": 1.0 + }, + { + "step": 1402, + "lr": 0.0001, + "sup_loss": 1.1275560499037514, + "rf_loss": 0.0004600358661264181, + "total_loss": 1.1280160857698778, + "lyap1_mean": 0.01960565522313118, + "lyap1_max": 0.03554845601320267, + "lyap1_min": 0.00824008323252201, + "lyap_spec_mean": [ + 0.01960565522313118, + 0.02033071406185627, + 0.018168145790696144, + 0.015793638303875923 + ], + "frac_above_star": 1.0 + }, + { + "step": 1403, + "lr": 0.0001, + "sup_loss": 1.0677602813678808, + "rf_loss": 0.00020761715131811798, + "total_loss": 1.067967898519199, + "lyap1_mean": 0.007969007827341557, + "lyap1_max": 0.021027391776442528, + "lyap1_min": -0.011149445548653603, + "lyap_spec_mean": [ + 0.007969007827341557, + 0.009310035035014153, + 0.0023193007800728083, + -0.004646860994398594 + ], + "frac_above_star": 0.75 + }, + { + "step": 1404, + "lr": 0.0001, + "sup_loss": 1.1144376567045502, + "rf_loss": 0.0002664424537215382, + "total_loss": 1.1147040991582717, + "lyap1_mean": 0.00545778963714838, + "lyap1_max": 0.035744406282901764, + "lyap1_min": -0.01644151285290718, + "lyap_spec_mean": [ + 0.005457789171487093, + 0.0072219581343233585, + 0.004410098306834698, + 0.005159010179340839 + ], + "frac_above_star": 0.5 + }, + { + "step": 1405, + "lr": 0.0001, + "sup_loss": 1.1406443846393548, + "rf_loss": 0.00010676078090909868, + "total_loss": 1.140751145420264, + "lyap1_mean": -0.0012367754243314266, + "lyap1_max": 0.020746368914842606, + "lyap1_min": -0.016628824174404144, + "lyap_spec_mean": [ + -0.0012367754243314266, + 0.005344176199287176, + 0.0021126773208379745, + -0.008642648346722126 + ], + "frac_above_star": 0.25 + }, + { + "step": 1406, + "lr": 0.0001, + "sup_loss": 1.1210304545400278, + "rf_loss": 0.00016108431736938655, + "total_loss": 1.1211915388573972, + "lyap1_mean": -0.0035675864201039076, + "lyap1_max": 0.012892494909465313, + "lyap1_min": -0.02653847448527813, + "lyap_spec_mean": [ + -0.003567586187273264, + -0.003435762133449316, + -0.010447021573781967, + -0.00985629577189684 + ], + "frac_above_star": 0.5 + }, + { + "step": 1407, + "lr": 0.0001, + "sup_loss": 1.1299913922792, + "rf_loss": 0.00043294200440868735, + "total_loss": 1.1304243342836087, + "lyap1_mean": -0.005132272373884916, + "lyap1_max": 0.013927879743278027, + "lyap1_min": -0.031571242958307266, + "lyap_spec_mean": [ + -0.005132272839546204, + -0.012564588338136673, + -0.019120821729302406, + -0.02307809516787529 + ], + "frac_above_star": 0.25 + }, + { + "step": 1408, + "lr": 0.0001, + "sup_loss": 1.130273740350131, + "rf_loss": 0.0005304323276504874, + "total_loss": 1.1308041726777815, + "lyap1_mean": -0.01794077828526497, + "lyap1_max": 0.03241775184869766, + "lyap1_min": -0.034102313220500946, + "lyap_spec_mean": [ + -0.01794077828526497, + -0.021810267120599747, + -0.02173551917076111, + -0.014928814023733139 + ], + "frac_above_star": 0.125 + }, + { + "step": 1409, + "lr": 0.0001, + "sup_loss": 1.1169450560034107, + "rf_loss": 0.0005379138747230172, + "total_loss": 1.1174829698781337, + "lyap1_mean": -0.021601341664791107, + "lyap1_max": -0.0008785119280219078, + "lyap1_min": -0.03771829232573509, + "lyap_spec_mean": [ + -0.021601341664791107, + -0.020009920001029968, + -0.023155273869633675, + -0.017188560217618942 + ], + "frac_above_star": 0.0 + }, + { + "step": 1410, + "lr": 0.0001, + "sup_loss": 1.1382480615438393, + "rf_loss": 0.00023508662707172334, + "total_loss": 1.138483148170911, + "lyap1_mean": 0.00014426338020712137, + "lyap1_max": 0.02282097004354, + "lyap1_min": -0.02248607575893402, + "lyap_spec_mean": [ + 0.0001442634966224432, + -0.005170250777155161, + -0.008381692692637444, + -0.008093445561826229 + ], + "frac_above_star": 0.5 + }, + { + "step": 1411, + "lr": 0.0001, + "sup_loss": 1.1304258341740139, + "rf_loss": 0.00028881937032565475, + "total_loss": 1.1307146535443395, + "lyap1_mean": -0.012514457106590271, + "lyap1_max": 0.0066396817564964294, + "lyap1_min": -0.022301718592643738, + "lyap_spec_mean": [ + -0.012514456175267696, + -0.010967360809445381, + -0.010439787060022354, + -0.018419310450553894 + ], + "frac_above_star": 0.125 + }, + { + "step": 1412, + "lr": 0.0001, + "sup_loss": 1.1093264402817378, + "rf_loss": 0.00035143893910571933, + "total_loss": 1.1096778792208435, + "lyap1_mean": -0.014576101675629616, + "lyap1_max": 0.003487812355160713, + "lyap1_min": -0.0337027832865715, + "lyap_spec_mean": [ + -0.014576101675629616, + -0.011549714021384716, + -0.015996567904949188, + -0.01733068749308586 + ], + "frac_above_star": 0.125 + }, + { + "step": 1413, + "lr": 0.0001, + "sup_loss": 1.1447893571938257, + "rf_loss": 0.00025364349130541086, + "total_loss": 1.145043000685131, + "lyap1_mean": -0.004707551561295986, + "lyap1_max": 0.01684259995818138, + "lyap1_min": -0.020767292007803917, + "lyap_spec_mean": [ + -0.004707551561295986, + -0.014154072850942612, + -0.01143498346209526, + -0.00891677476465702 + ], + "frac_above_star": 0.375 + }, + { + "step": 1414, + "lr": 0.0001, + "sup_loss": 1.1138785376580778, + "rf_loss": 0.00028641335666179657, + "total_loss": 1.1141649510147396, + "lyap1_mean": 0.004438487347215414, + "lyap1_max": 0.047193534672260284, + "lyap1_min": -0.027269288897514343, + "lyap_spec_mean": [ + 0.004438487347215414, + 0.002800452057272196, + 0.002023790031671524, + 0.001966620795428753 + ], + "frac_above_star": 0.375 + }, + { + "step": 1415, + "lr": 0.0001, + "sup_loss": 1.101988036069149, + "rf_loss": 0.0002413686888758093, + "total_loss": 1.1022294047580248, + "lyap1_mean": 0.004610083997249603, + "lyap1_max": 0.02535301074385643, + "lyap1_min": -0.02691485360264778, + "lyap_spec_mean": [ + 0.004610083997249603, + 0.004542600829154253, + -0.007922063581645489, + -0.008419865742325783 + ], + "frac_above_star": 0.75 + }, + { + "step": 1416, + "lr": 0.0001, + "sup_loss": 1.1069382197631679, + "rf_loss": 0.00027786052669398487, + "total_loss": 1.1072160802898618, + "lyap1_mean": 0.008299170061945915, + "lyap1_max": 0.031176280230283737, + "lyap1_min": -0.015144627541303635, + "lyap_spec_mean": [ + 0.008299170061945915, + 0.0023089826572686434, + 0.006266234442591667, + 0.0032022190280258656 + ], + "frac_above_star": 0.625 + }, + { + "step": 1417, + "lr": 0.0001, + "sup_loss": 1.137151023658446, + "rf_loss": 0.00035328674130141735, + "total_loss": 1.1375043103997473, + "lyap1_mean": 0.017661765217781067, + "lyap1_max": 0.03561434894800186, + "lyap1_min": 0.0021830517798662186, + "lyap_spec_mean": [ + 0.017661765217781067, + 0.015811430290341377, + 0.009759137406945229, + 0.011120235547423363 + ], + "frac_above_star": 1.0 + }, + { + "step": 1418, + "lr": 0.0001, + "sup_loss": 1.1585622951369081, + "rf_loss": 0.0001846721861511469, + "total_loss": 1.1587469673230593, + "lyap1_mean": 0.009808124974370003, + "lyap1_max": 0.03303071856498718, + "lyap1_min": -0.010430986993014812, + "lyap_spec_mean": [ + 0.009808124974370003, + 0.004271598998457193, + 0.0036484466399997473, + 0.0018007797189056873 + ], + "frac_above_star": 0.75 + }, + { + "step": 1419, + "lr": 0.0001, + "sup_loss": 1.1432416831584808, + "rf_loss": 0.0007104804390110075, + "total_loss": 1.1439521635974919, + "lyap1_mean": 0.018627256155014038, + "lyap1_max": 0.0450148731470108, + "lyap1_min": -0.013899089768528938, + "lyap_spec_mean": [ + 0.01862725429236889, + 0.01685849204659462, + 0.02196558192372322, + 0.010019690729677677 + ], + "frac_above_star": 0.875 + }, + { + "step": 1420, + "lr": 0.0001, + "sup_loss": 1.0740407737784907, + "rf_loss": 0.00024724449031054974, + "total_loss": 1.0742880182688013, + "lyap1_mean": 0.01498028077185154, + "lyap1_max": 0.036885809153318405, + "lyap1_min": -0.00547949131578207, + "lyap_spec_mean": [ + 0.014980281703174114, + 0.003523605177178979, + 0.00378938065841794, + -0.0043799723498523235 + ], + "frac_above_star": 0.75 + }, + { + "step": 1421, + "lr": 0.0001, + "sup_loss": 1.1132630122384497, + "rf_loss": 0.00026169943157583475, + "total_loss": 1.1135247116700255, + "lyap1_mean": 0.003357193898409605, + "lyap1_max": 0.018808603286743164, + "lyap1_min": -0.008549507707357407, + "lyap_spec_mean": [ + 0.0033571941312402487, + -0.011019456200301647, + -0.009189891628921032, + -0.015268173068761826 + ], + "frac_above_star": 0.625 + }, + { + "step": 1422, + "lr": 0.0001, + "sup_loss": 1.1193944064052739, + "rf_loss": 0.00026080955285578966, + "total_loss": 1.1196552159581297, + "lyap1_mean": -0.010651079937815666, + "lyap1_max": 0.003997403662651777, + "lyap1_min": -0.028476480394601822, + "lyap_spec_mean": [ + -0.01065108086913824, + -0.009918180294334888, + -0.014290749095380306, + -0.013402605429291725 + ], + "frac_above_star": 0.125 + }, + { + "step": 1423, + "lr": 0.0001, + "sup_loss": 1.0950694392164366, + "rf_loss": 0.0002597452839836478, + "total_loss": 1.0953291845004203, + "lyap1_mean": -0.004769287072122097, + "lyap1_max": 0.023857934400439262, + "lyap1_min": -0.021201549097895622, + "lyap_spec_mean": [ + -0.00476928660646081, + -0.0051738061010837555, + -0.005601593758910894, + -0.010398922488093376 + ], + "frac_above_star": 0.25 + }, + { + "step": 1424, + "lr": 0.0001, + "sup_loss": 1.1130947267560576, + "rf_loss": 0.00022216390061657876, + "total_loss": 1.1133168906566742, + "lyap1_mean": -0.0012790639884769917, + "lyap1_max": 0.01862524449825287, + "lyap1_min": -0.02425571158528328, + "lyap_spec_mean": [ + -0.0012790639884769917, + -0.000588126655202359, + 0.000977840623818338, + -0.006300102453678846 + ], + "frac_above_star": 0.625 + }, + { + "step": 1425, + "lr": 0.0001, + "sup_loss": 1.1407274559850398, + "rf_loss": 0.00024756495258770883, + "total_loss": 1.1409750209376275, + "lyap1_mean": 0.009596027433872223, + "lyap1_max": 0.022984733805060387, + "lyap1_min": -0.020513299852609634, + "lyap_spec_mean": [ + 0.009596027433872223, + 0.0016218018718063831, + -0.00477405684068799, + 0.001208379166200757 + ], + "frac_above_star": 0.875 + }, + { + "step": 1426, + "lr": 0.0001, + "sup_loss": 1.0950485872719422, + "rf_loss": 0.00015668789274059236, + "total_loss": 1.0952052751646828, + "lyap1_mean": 0.003727162955328822, + "lyap1_max": 0.021092526614665985, + "lyap1_min": -0.018680840730667114, + "lyap_spec_mean": [ + 0.003727162955328822, + 0.007604342885315418, + 0.004241000860929489, + -0.0025106039829552174 + ], + "frac_above_star": 0.5 + }, + { + "step": 1427, + "lr": 0.0001, + "sup_loss": 1.105085687486862, + "rf_loss": 0.0005575127433985472, + "total_loss": 1.1056432002302605, + "lyap1_mean": 0.02204122021794319, + "lyap1_max": 0.04315939545631409, + "lyap1_min": 0.00252199056558311, + "lyap_spec_mean": [ + 0.02204122021794319, + 0.01970309019088745, + 0.016813568770885468, + 0.01656392030417919 + ], + "frac_above_star": 1.0 + }, + { + "step": 1428, + "lr": 0.0001, + "sup_loss": 1.099279646368539, + "rf_loss": 0.00032757013104856014, + "total_loss": 1.0996072164995876, + "lyap1_mean": 0.009602702222764492, + "lyap1_max": 0.0397455170750618, + "lyap1_min": -0.0070359609089791775, + "lyap_spec_mean": [ + 0.009602703154087067, + 0.016390541568398476, + 0.012345612049102783, + 0.001975913066416979 + ], + "frac_above_star": 0.625 + }, + { + "step": 1429, + "lr": 0.0001, + "sup_loss": 1.1109274829241909, + "rf_loss": 0.00022351290681399405, + "total_loss": 1.1111509958310049, + "lyap1_mean": 0.0052130199037492275, + "lyap1_max": 0.02403803914785385, + "lyap1_min": -0.007718820124864578, + "lyap_spec_mean": [ + 0.0052130199037492275, + 0.0026209154166281223, + 0.0003753358032554388, + 1.6043282812461257e-05 + ], + "frac_above_star": 0.5 + }, + { + "step": 1430, + "lr": 0.0001, + "sup_loss": 1.082816318930235, + "rf_loss": 0.0002579296415206045, + "total_loss": 1.0830742485717555, + "lyap1_mean": -0.006913017947226763, + "lyap1_max": 0.007019844837486744, + "lyap1_min": -0.02334766648709774, + "lyap_spec_mean": [ + -0.0069130174815654755, + -0.0059582507237792015, + -0.011804384179413319, + -0.015781056135892868 + ], + "frac_above_star": 0.25 + }, + { + "step": 1431, + "lr": 0.0001, + "sup_loss": 1.0619417720951443, + "rf_loss": 0.00029546060250140727, + "total_loss": 1.0622372326976457, + "lyap1_mean": -0.014215396717190742, + "lyap1_max": 0.00987478718161583, + "lyap1_min": -0.02253590151667595, + "lyap_spec_mean": [ + -0.014215396717190742, + -0.010618271306157112, + -0.015500303357839584, + -0.012515530921518803 + ], + "frac_above_star": 0.125 + }, + { + "step": 1432, + "lr": 0.0001, + "sup_loss": 1.041436301101899, + "rf_loss": 0.0004631562333088368, + "total_loss": 1.0418994573352078, + "lyap1_mean": -0.014309220016002655, + "lyap1_max": 0.01349098514765501, + "lyap1_min": -0.039942555129528046, + "lyap_spec_mean": [ + -0.014309220016002655, + -0.016024086624383926, + -0.009051496163010597, + -0.02082342654466629 + ], + "frac_above_star": 0.25 + }, + { + "step": 1433, + "lr": 0.0001, + "sup_loss": 1.1268800400062673, + "rf_loss": 0.0002514666994102299, + "total_loss": 1.1271315067056775, + "lyap1_mean": 0.0026755197905004025, + "lyap1_max": 0.03910870477557182, + "lyap1_min": -0.03233175352215767, + "lyap_spec_mean": [ + 0.0026755197905004025, + 0.0036123571917414665, + -0.0019697858951985836, + -0.004988331347703934 + ], + "frac_above_star": 0.625 + }, + { + "step": 1434, + "lr": 0.0001, + "sup_loss": 1.0975447364790498, + "rf_loss": 0.00043874786933884025, + "total_loss": 1.0979834843483887, + "lyap1_mean": -0.008800387382507324, + "lyap1_max": 0.014707406982779503, + "lyap1_min": -0.02779850922524929, + "lyap_spec_mean": [ + -0.008800387382507324, + -0.006028659641742706, + -0.0162440687417984, + -0.008522775024175644 + ], + "frac_above_star": 0.25 + }, + { + "step": 1435, + "lr": 0.0001, + "sup_loss": 1.0908352112392636, + "rf_loss": 0.0002950154594145715, + "total_loss": 1.0911302266986782, + "lyap1_mean": 0.006652227137237787, + "lyap1_max": 0.04969736933708191, + "lyap1_min": -0.02036432735621929, + "lyap_spec_mean": [ + 0.0066522266715765, + 0.004705190192908049, + 0.0022574858739972115, + 0.0007116325432434678 + ], + "frac_above_star": 0.625 + }, + { + "step": 1436, + "lr": 0.0001, + "sup_loss": 1.1029744804122363, + "rf_loss": 0.00020761566702276468, + "total_loss": 1.103182096079259, + "lyap1_mean": 0.002951759146526456, + "lyap1_max": 0.03789709880948067, + "lyap1_min": -0.017057541757822037, + "lyap_spec_mean": [ + 0.0029517589136958122, + 0.007666517980396748, + -0.001647195778787136, + -0.004810896702110767 + ], + "frac_above_star": 0.375 + }, + { + "step": 1437, + "lr": 0.0001, + "sup_loss": 1.1127428518921099, + "rf_loss": 0.00018327817087993026, + "total_loss": 1.1129261300629898, + "lyap1_mean": 0.0013423156924545765, + "lyap1_max": 0.0177183635532856, + "lyap1_min": -0.011421022936701775, + "lyap_spec_mean": [ + 0.0013423156924545765, + 0.00632937066257, + 0.004593980964273214, + -0.012793518602848053 + ], + "frac_above_star": 0.625 + }, + { + "step": 1438, + "lr": 0.0001, + "sup_loss": 1.100860227392503, + "rf_loss": 0.0004986942512914538, + "total_loss": 1.1013589216437945, + "lyap1_mean": -0.01569315791130066, + "lyap1_max": 0.0032808908727020025, + "lyap1_min": -0.03953101113438606, + "lyap_spec_mean": [ + -0.01569315977394581, + -0.01879154145717621, + -0.018952153623104095, + -0.02171713300049305 + ], + "frac_above_star": 0.125 + }, + { + "step": 1439, + "lr": 0.0001, + "sup_loss": 1.0802207511956239, + "rf_loss": 0.00036444520810618997, + "total_loss": 1.08058519640373, + "lyap1_mean": -0.009314795024693012, + "lyap1_max": 0.00632697157561779, + "lyap1_min": -0.02744968794286251, + "lyap_spec_mean": [ + -0.009314795024693012, + -0.009758980944752693, + -0.014955705963075161, + -0.01359627302736044 + ], + "frac_above_star": 0.25 + }, + { + "step": 1440, + "lr": 0.0001, + "sup_loss": 1.0938780123745775, + "rf_loss": 0.00031839145231060684, + "total_loss": 1.094196403826888, + "lyap1_mean": -0.0038366257213056087, + "lyap1_max": 0.014575420878827572, + "lyap1_min": -0.023282933980226517, + "lyap_spec_mean": [ + -0.0038366257213056087, + -0.006550184916704893, + -0.010553467087447643, + -0.01945571042597294 + ], + "frac_above_star": 0.375 + }, + { + "step": 1441, + "lr": 0.0001, + "sup_loss": 1.0769871089570513, + "rf_loss": 0.00014620038564316928, + "total_loss": 1.0771333093426945, + "lyap1_mean": -0.003201680723577738, + "lyap1_max": 0.024939915165305138, + "lyap1_min": -0.018400371074676514, + "lyap_spec_mean": [ + -0.003201680490747094, + -0.009202977642416954, + -0.002439769683405757, + -0.0040070898830890656 + ], + "frac_above_star": 0.25 + }, + { + "step": 1442, + "lr": 0.0001, + "sup_loss": 1.1135257402568046, + "rf_loss": 0.00016387364303227514, + "total_loss": 1.113689613899837, + "lyap1_mean": 0.008976995013654232, + "lyap1_max": 0.038190677762031555, + "lyap1_min": -0.010148033499717712, + "lyap_spec_mean": [ + 0.008976994082331657, + 0.01053985022008419, + 0.008188360370695591, + 0.0003652232699096203 + ], + "frac_above_star": 0.875 + }, + { + "step": 1443, + "lr": 0.0001, + "sup_loss": 1.0837021291672075, + "rf_loss": 0.0004599629028234631, + "total_loss": 1.084162092070031, + "lyap1_mean": 0.0237427968531847, + "lyap1_max": 0.04110153019428253, + "lyap1_min": 0.003942318260669708, + "lyap_spec_mean": [ + 0.02374279871582985, + 0.01507682166993618, + 0.015161512419581413, + 0.015490012243390083 + ], + "frac_above_star": 1.0 + }, + { + "step": 1444, + "lr": 0.0001, + "sup_loss": 1.0488865250001849, + "rf_loss": 0.0005696127191185951, + "total_loss": 1.0494561377193035, + "lyap1_mean": 0.023773226886987686, + "lyap1_max": 0.035249125212430954, + "lyap1_min": -0.004241716582328081, + "lyap_spec_mean": [ + 0.023773226886987686, + 0.02064025215804577, + 0.01933358982205391, + 0.019621621817350388 + ], + "frac_above_star": 0.875 + }, + { + "step": 1445, + "lr": 0.0001, + "sup_loss": 1.104006822372584, + "rf_loss": 0.0005693323910236359, + "total_loss": 1.1045761547636077, + "lyap1_mean": 0.019842049106955528, + "lyap1_max": 0.04389725625514984, + "lyap1_min": -0.005252165254205465, + "lyap_spec_mean": [ + 0.019842050969600677, + 0.02207602933049202, + 0.01774994097650051, + 0.018504798412322998 + ], + "frac_above_star": 0.875 + }, + { + "step": 1446, + "lr": 0.0001, + "sup_loss": 1.1135323456530897, + "rf_loss": 0.001243160106241703, + "total_loss": 1.1147755057593314, + "lyap1_mean": 0.03523486107587814, + "lyap1_max": 0.09270185232162476, + "lyap1_min": -0.004199918359518051, + "lyap_spec_mean": [ + 0.03523486107587814, + 0.024652356281876564, + 0.031634554266929626, + 0.02112865075469017 + ], + "frac_above_star": 0.75 + }, + { + "step": 1447, + "lr": 0.0001, + "sup_loss": 1.079007051296176, + "rf_loss": 0.00021490595827344805, + "total_loss": 1.0792219572544495, + "lyap1_mean": 0.017880279570817947, + "lyap1_max": 0.03920122608542442, + "lyap1_min": 0.0067877396941185, + "lyap_spec_mean": [ + 0.017880279570817947, + 0.00424428004771471, + 0.0008002333343029022, + 0.0035781501792371273 + ], + "frac_above_star": 1.0 + }, + { + "step": 1448, + "lr": 0.0001, + "sup_loss": 1.1566098522075592, + "rf_loss": 0.00017809448763728142, + "total_loss": 1.1567879466951965, + "lyap1_mean": 0.001391877420246601, + "lyap1_max": 0.03036448173224926, + "lyap1_min": -0.02564031444489956, + "lyap_spec_mean": [ + 0.001391877420246601, + -0.001127657014876604, + -0.0064600310288369656, + -0.003026938997209072 + ], + "frac_above_star": 0.625 + }, + { + "step": 1449, + "lr": 0.0001, + "sup_loss": 1.0966737968155558, + "rf_loss": 0.0005346592515707016, + "total_loss": 1.0972084560671265, + "lyap1_mean": -0.021623261272907257, + "lyap1_max": -0.007898643612861633, + "lyap1_min": -0.04078260809183121, + "lyap_spec_mean": [ + -0.021623261272907257, + -0.018238388001918793, + -0.02115737646818161, + -0.023888275027275085 + ], + "frac_above_star": 0.0 + }, + { + "step": 1450, + "lr": 0.0001, + "sup_loss": 1.1534265186061212, + "rf_loss": 0.000420510332332924, + "total_loss": 1.1538470289384541, + "lyap1_mean": -0.014979897998273373, + "lyap1_max": -0.0017045432468876243, + "lyap1_min": -0.0378253236413002, + "lyap_spec_mean": [ + -0.014979897066950798, + -0.01955249160528183, + -0.015432849526405334, + -0.019017577171325684 + ], + "frac_above_star": 0.0 + }, + { + "step": 1451, + "lr": 0.0001, + "sup_loss": 1.138903119147801, + "rf_loss": 0.0008921491680666804, + "total_loss": 1.1397952683158676, + "lyap1_mean": -0.024346472695469856, + "lyap1_max": -0.011257996782660484, + "lyap1_min": -0.038475025445222855, + "lyap_spec_mean": [ + -0.024346470832824707, + -0.023052167147397995, + -0.03071560710668564, + -0.03156019002199173 + ], + "frac_above_star": 0.0 + }, + { + "step": 1452, + "lr": 0.0001, + "sup_loss": 1.0839533965089805, + "rf_loss": 0.0007492751465179026, + "total_loss": 1.0847026716554984, + "lyap1_mean": -0.02576296590268612, + "lyap1_max": -0.01103526633232832, + "lyap1_min": -0.05418696999549866, + "lyap_spec_mean": [ + -0.02576296776533127, + -0.012720629572868347, + -0.02100955694913864, + -0.03160291910171509 + ], + "frac_above_star": 0.0 + }, + { + "step": 1453, + "lr": 0.0001, + "sup_loss": 1.0656810567852115, + "rf_loss": 0.0003310282772872597, + "total_loss": 1.0660120850624988, + "lyap1_mean": -0.011705231852829456, + "lyap1_max": 0.0006862295558676124, + "lyap1_min": -0.0328354686498642, + "lyap_spec_mean": [ + -0.011705232784152031, + -0.01310756802558899, + -0.013455137610435486, + -0.013279059901833534 + ], + "frac_above_star": 0.125 + }, + { + "step": 1454, + "lr": 0.0001, + "sup_loss": 1.1288867512015353, + "rf_loss": 0.00019119007629342377, + "total_loss": 1.1290779412778287, + "lyap1_mean": -0.007386871613562107, + "lyap1_max": -0.0012295448686927557, + "lyap1_min": -0.014096984639763832, + "lyap_spec_mean": [ + -0.007386872079223394, + -0.011155892163515091, + -0.00893091969192028, + -0.017097018659114838 + ], + "frac_above_star": 0.0 + }, + { + "step": 1455, + "lr": 0.0001, + "sup_loss": 1.1345110631365014, + "rf_loss": 0.00024003596627153456, + "total_loss": 1.134751099102773, + "lyap1_mean": 0.01000554021447897, + "lyap1_max": 0.028986608609557152, + "lyap1_min": -0.012257905676960945, + "lyap_spec_mean": [ + 0.01000554021447897, + 0.001702295383438468, + 0.0015029647620394826, + -0.004665667191147804 + ], + "frac_above_star": 0.75 + }, + { + "step": 1456, + "lr": 0.0001, + "sup_loss": 1.112411940471144, + "rf_loss": 0.00011533826182130724, + "total_loss": 1.1125272787329652, + "lyap1_mean": 0.006995105650275946, + "lyap1_max": 0.017748607322573662, + "lyap1_min": -0.005865580402314663, + "lyap_spec_mean": [ + 0.006995105650275946, + 0.008014177903532982, + 0.0024751925375312567, + 0.0032042162492871284 + ], + "frac_above_star": 0.75 + }, + { + "step": 1457, + "lr": 0.0001, + "sup_loss": 1.1027475644703042, + "rf_loss": 0.0005101484130136669, + "total_loss": 1.1032577128833179, + "lyap1_mean": 0.022180451080203056, + "lyap1_max": 0.03718128427863121, + "lyap1_min": 0.0035654851235449314, + "lyap_spec_mean": [ + 0.022180451080203056, + 0.022576484829187393, + 0.016827505081892014, + 0.014014750719070435 + ], + "frac_above_star": 1.0 + }, + { + "step": 1458, + "lr": 0.0001, + "sup_loss": 1.1163437566952845, + "rf_loss": 0.0005292040295898914, + "total_loss": 1.1168729607248744, + "lyap1_mean": 0.02083558589220047, + "lyap1_max": 0.06980901956558228, + "lyap1_min": 0.0008137896656990051, + "lyap_spec_mean": [ + 0.02083558402955532, + 0.0214990247040987, + 0.01916826330125332, + 0.011267722584307194 + ], + "frac_above_star": 1.0 + }, + { + "step": 1459, + "lr": 0.0001, + "sup_loss": 1.0661441425534617, + "rf_loss": 0.00038797108572907746, + "total_loss": 1.0665321136391908, + "lyap1_mean": 0.016934942454099655, + "lyap1_max": 0.035818081349134445, + "lyap1_min": 0.0025095781311392784, + "lyap_spec_mean": [ + 0.016934944316744804, + 0.02164221554994583, + 0.012228686362504959, + 0.012902474030852318 + ], + "frac_above_star": 1.0 + }, + { + "step": 1460, + "lr": 0.0001, + "sup_loss": 1.1124886918691166, + "rf_loss": 0.00022142859234008938, + "total_loss": 1.1127101204614567, + "lyap1_mean": 0.010801631025969982, + "lyap1_max": 0.039305783808231354, + "lyap1_min": -0.009082011878490448, + "lyap_spec_mean": [ + 0.010801631025969982, + 0.01029506791383028, + 0.009050717577338219, + 0.008821334689855576 + ], + "frac_above_star": 0.875 + }, + { + "step": 1461, + "lr": 0.0001, + "sup_loss": 1.1168735044836446, + "rf_loss": 0.00018724876281339675, + "total_loss": 1.117060753246458, + "lyap1_mean": -0.0023843026719987392, + "lyap1_max": 0.02063765749335289, + "lyap1_min": -0.022679997608065605, + "lyap_spec_mean": [ + -0.0023843024391680956, + -0.0014069941826164722, + -0.004048818256705999, + -0.00339085073210299 + ], + "frac_above_star": 0.375 + }, + { + "step": 1462, + "lr": 0.0001, + "sup_loss": 1.098705003017701, + "rf_loss": 0.00021645215747412294, + "total_loss": 1.0989214551751751, + "lyap1_mean": 0.0004981805104762316, + "lyap1_max": 0.02334057167172432, + "lyap1_min": -0.018325932323932648, + "lyap_spec_mean": [ + 0.0004981805104762316, + -0.009640912525355816, + -0.00630364753305912, + -0.012038585729897022 + ], + "frac_above_star": 0.375 + }, + { + "step": 1463, + "lr": 0.0001, + "sup_loss": 1.112964075763021, + "rf_loss": 0.00027228944236412644, + "total_loss": 1.1132363652053852, + "lyap1_mean": -0.0022522136569023132, + "lyap1_max": 0.020468823611736298, + "lyap1_min": -0.016177549958229065, + "lyap_spec_mean": [ + -0.0022522136569023132, + -0.0019265214214101434, + -0.010590853169560432, + -0.01104015950113535 + ], + "frac_above_star": 0.5 + }, + { + "step": 1464, + "lr": 0.0001, + "sup_loss": 1.0525712785526138, + "rf_loss": 0.00027924857567995787, + "total_loss": 1.0528505271282937, + "lyap1_mean": -0.006800435017794371, + "lyap1_max": 0.004239260219037533, + "lyap1_min": -0.013264934532344341, + "lyap_spec_mean": [ + -0.006800435017794371, + -0.009356980212032795, + -0.01255361270159483, + -0.01955362968146801 + ], + "frac_above_star": 0.125 + }, + { + "step": 1465, + "lr": 0.0001, + "sup_loss": 1.1017834815299206, + "rf_loss": 9.791705087991431e-05, + "total_loss": 1.1018813985808005, + "lyap1_mean": -0.003024139441549778, + "lyap1_max": 0.01690395548939705, + "lyap1_min": -0.020439207553863525, + "lyap_spec_mean": [ + -0.0030241399072110653, + 0.004921394865959883, + 0.005445991642773151, + 0.004084490239620209 + ], + "frac_above_star": 0.25 + }, + { + "step": 1466, + "lr": 0.0001, + "sup_loss": 1.0900066087402978, + "rf_loss": 0.00010320824367227033, + "total_loss": 1.09010981698397, + "lyap1_mean": -0.0017666470957919955, + "lyap1_max": 0.009417436085641384, + "lyap1_min": -0.02095586061477661, + "lyap_spec_mean": [ + -0.0017666472122073174, + 0.0027167678344994783, + 0.0008425028063356876, + -0.006062847562134266 + ], + "frac_above_star": 0.625 + }, + { + "step": 1467, + "lr": 0.0001, + "sup_loss": 1.0993917819386567, + "rf_loss": 0.00010831485997186974, + "total_loss": 1.0995000967986286, + "lyap1_mean": -0.0008402286330237985, + "lyap1_max": 0.012552738189697266, + "lyap1_min": -0.011539961211383343, + "lyap_spec_mean": [ + -0.0008402286330237985, + 0.004201517906039953, + -0.0018644965020939708, + -0.000654531002510339 + ], + "frac_above_star": 0.375 + }, + { + "step": 1468, + "lr": 0.0001, + "sup_loss": 1.074625676928762, + "rf_loss": 0.00014597189147025347, + "total_loss": 1.0747716488202324, + "lyap1_mean": 0.006598269566893578, + "lyap1_max": 0.02338922768831253, + "lyap1_min": -0.005777863785624504, + "lyap_spec_mean": [ + 0.006598269566893578, + -0.0012135053984820843, + -0.003996520768851042, + -0.007565194740891457 + ], + "frac_above_star": 0.75 + }, + { + "step": 1469, + "lr": 0.0001, + "sup_loss": 1.057934431086145, + "rf_loss": 0.00017376444884575903, + "total_loss": 1.0581081955349907, + "lyap1_mean": 0.011196774430572987, + "lyap1_max": 0.02695244364440441, + "lyap1_min": -0.003678751178085804, + "lyap_spec_mean": [ + 0.011196775361895561, + 0.007963591255247593, + 0.0028745727613568306, + 0.004321334417909384 + ], + "frac_above_star": 0.75 + }, + { + "step": 1470, + "lr": 0.0001, + "sup_loss": 1.0966232164636556, + "rf_loss": 0.0001247918844455853, + "total_loss": 1.0967480083481012, + "lyap1_mean": 0.005329728126525879, + "lyap1_max": 0.019877081736922264, + "lyap1_min": -0.011356160044670105, + "lyap_spec_mean": [ + 0.0053297290578484535, + 0.010709460824728012, + 0.001791530754417181, + 0.002035803161561489 + ], + "frac_above_star": 0.75 + }, + { + "step": 1471, + "lr": 0.0001, + "sup_loss": 1.1193921784212546, + "rf_loss": 0.00010653151548467577, + "total_loss": 1.1194987099367393, + "lyap1_mean": -0.0035913740284740925, + "lyap1_max": 0.0038837238680571318, + "lyap1_min": -0.01142632495611906, + "lyap_spec_mean": [ + -0.0035913740284740925, + -0.006170650944113731, + -0.006801196373999119, + -0.008938408456742764 + ], + "frac_above_star": 0.375 + }, + { + "step": 1472, + "lr": 0.0001, + "sup_loss": 1.0997619294353134, + "rf_loss": 0.00022068998077884316, + "total_loss": 1.0999826194160922, + "lyap1_mean": -0.009990022517740726, + "lyap1_max": 0.00876984465867281, + "lyap1_min": -0.027188895270228386, + "lyap_spec_mean": [ + -0.009990022517740726, + -0.010200999677181244, + -0.01336284913122654, + -0.010742951184511185 + ], + "frac_above_star": 0.25 + }, + { + "step": 1473, + "lr": 0.0001, + "sup_loss": 1.1236736242317993, + "rf_loss": 0.00035832138382829726, + "total_loss": 1.1240319456156276, + "lyap1_mean": -0.0061080120503902435, + "lyap1_max": 0.010345326736569405, + "lyap1_min": -0.01994466595351696, + "lyap_spec_mean": [ + -0.0061080120503902435, + -0.019864514470100403, + -0.015601228922605515, + -0.018831640481948853 + ], + "frac_above_star": 0.25 + }, + { + "step": 1474, + "lr": 0.0001, + "sup_loss": 1.0560700164193086, + "rf_loss": 0.0004396175791043788, + "total_loss": 1.056509633998413, + "lyap1_mean": -0.006714682560414076, + "lyap1_max": 0.010765297338366508, + "lyap1_min": -0.01752384752035141, + "lyap_spec_mean": [ + -0.006714682560414076, + -0.022463219240307808, + -0.01724414899945259, + -0.019050421193242073 + ], + "frac_above_star": 0.25 + }, + { + "step": 1475, + "lr": 0.0001, + "sup_loss": 1.1335111869410048, + "rf_loss": 0.00035815773298963904, + "total_loss": 1.1338693446739945, + "lyap1_mean": -0.010862202383577824, + "lyap1_max": 0.005048768129199743, + "lyap1_min": -0.022571271285414696, + "lyap_spec_mean": [ + -0.010862202383577824, + -0.019109584391117096, + -0.017873553559184074, + -0.018176930025219917 + ], + "frac_above_star": 0.125 + }, + { + "step": 1476, + "lr": 0.0001, + "sup_loss": 1.0978157269326938, + "rf_loss": 0.0002616936690174043, + "total_loss": 1.0980774206017112, + "lyap1_mean": -0.007493788376450539, + "lyap1_max": 0.020775271579623222, + "lyap1_min": -0.025144590064883232, + "lyap_spec_mean": [ + -0.007493787910789251, + -0.011332094669342041, + -0.009718691930174828, + -0.018368367105722427 + ], + "frac_above_star": 0.25 + }, + { + "step": 1477, + "lr": 0.0001, + "sup_loss": 1.1057379218332855, + "rf_loss": 0.00017177429981529713, + "total_loss": 1.1059096961331008, + "lyap1_mean": 0.012249888852238655, + "lyap1_max": 0.02030976675450802, + "lyap1_min": 0.0027278284542262554, + "lyap_spec_mean": [ + 0.01224988792091608, + 0.00726758548989892, + 0.003130384022369981, + -0.0020444621331989765 + ], + "frac_above_star": 1.0 + }, + { + "step": 1478, + "lr": 0.0001, + "sup_loss": 1.0976333222639179, + "rf_loss": 0.00014659640146419406, + "total_loss": 1.097779918665382, + "lyap1_mean": 0.0033318307250738144, + "lyap1_max": 0.028576791286468506, + "lyap1_min": -0.011586790904402733, + "lyap_spec_mean": [ + 0.0033318307250738144, + 0.009206356480717659, + 0.006662559695541859, + 0.0014996746322140098 + ], + "frac_above_star": 0.5 + }, + { + "step": 1479, + "lr": 0.0001, + "sup_loss": 1.0458236334396396, + "rf_loss": 0.00020273966947570443, + "total_loss": 1.0460263731091153, + "lyap1_mean": 0.003869094420224428, + "lyap1_max": 0.038071926683187485, + "lyap1_min": -0.01356944628059864, + "lyap_spec_mean": [ + 0.0038690941873937845, + 0.00189119391143322, + -0.0026013818569481373, + -0.0028379508294165134 + ], + "frac_above_star": 0.375 + }, + { + "step": 1480, + "lr": 0.0001, + "sup_loss": 1.1131078216361343, + "rf_loss": 0.00018826048471964896, + "total_loss": 1.113296082120854, + "lyap1_mean": 0.005891728680580854, + "lyap1_max": 0.024482905864715576, + "lyap1_min": -0.006771840155124664, + "lyap_spec_mean": [ + 0.005891729146242142, + 0.010411003604531288, + 0.0021871847566217184, + 0.0018564851488918066 + ], + "frac_above_star": 0.75 + }, + { + "step": 1481, + "lr": 0.0001, + "sup_loss": 1.0932026222142741, + "rf_loss": 0.0001231884816661477, + "total_loss": 1.0933258106959403, + "lyap1_mean": 0.005116106942296028, + "lyap1_max": 0.019858896732330322, + "lyap1_min": -0.006464220583438873, + "lyap_spec_mean": [ + 0.005116106942296028, + 0.006959446705877781, + 0.0016498023178428411, + -0.0015718606300652027 + ], + "frac_above_star": 0.5 + }, + { + "step": 1482, + "lr": 0.0001, + "sup_loss": 1.110195357885284, + "rf_loss": 0.00044715922558680177, + "total_loss": 1.1106425171108707, + "lyap1_mean": 0.019836220890283585, + "lyap1_max": 0.03580591082572937, + "lyap1_min": 0.002632893156260252, + "lyap_spec_mean": [ + 0.019836220890283585, + 0.01844780147075653, + 0.014606240205466747, + 0.021474098786711693 + ], + "frac_above_star": 1.0 + }, + { + "step": 1483, + "lr": 0.0001, + "sup_loss": 1.0944799186512142, + "rf_loss": 0.00025671510957181454, + "total_loss": 1.094736633760786, + "lyap1_mean": 0.01737053319811821, + "lyap1_max": 0.03215440735220909, + "lyap1_min": 0.004642044194042683, + "lyap_spec_mean": [ + 0.01737053319811821, + 0.01147976703941822, + 0.012622908689081669, + 0.010300224646925926 + ], + "frac_above_star": 1.0 + }, + { + "step": 1484, + "lr": 0.0001, + "sup_loss": 1.068434177180827, + "rf_loss": 0.000465337565401569, + "total_loss": 1.0688995147462286, + "lyap1_mean": 0.020751435309648514, + "lyap1_max": 0.03589142858982086, + "lyap1_min": 0.007145881652832031, + "lyap_spec_mean": [ + 0.020751437172293663, + 0.015136105008423328, + 0.015864558517932892, + 0.01779782399535179 + ], + "frac_above_star": 1.0 + }, + { + "step": 1485, + "lr": 0.0001, + "sup_loss": 1.063479775750245, + "rf_loss": 0.0002165970072383061, + "total_loss": 1.0636963727574833, + "lyap1_mean": 0.015934687107801437, + "lyap1_max": 0.027336686849594116, + "lyap1_min": 0.002426892053335905, + "lyap_spec_mean": [ + 0.015934687107801437, + 0.008978154510259628, + 0.01160346157848835, + 0.003460940206423402 + ], + "frac_above_star": 1.0 + }, + { + "step": 1486, + "lr": 0.0001, + "sup_loss": 1.087833891331018, + "rf_loss": 0.00021006986207794398, + "total_loss": 1.0880439611930959, + "lyap1_mean": 0.007844503968954086, + "lyap1_max": 0.02698340266942978, + "lyap1_min": -0.019330140203237534, + "lyap_spec_mean": [ + 0.007844503968954086, + 0.005096384324133396, + 0.003418202977627516, + -0.002632581163197756 + ], + "frac_above_star": 0.875 + }, + { + "step": 1487, + "lr": 0.0001, + "sup_loss": 1.0809036728058803, + "rf_loss": 0.0003253022441640496, + "total_loss": 1.0812289750500443, + "lyap1_mean": -0.006201934069395065, + "lyap1_max": 0.007191161625087261, + "lyap1_min": -0.015401221811771393, + "lyap_spec_mean": [ + -0.006201934069395065, + -0.013265268877148628, + -0.01868232525885105, + -0.019335618242621422 + ], + "frac_above_star": 0.375 + }, + { + "step": 1488, + "lr": 0.0001, + "sup_loss": 1.1026697755288382, + "rf_loss": 0.00037901662290096283, + "total_loss": 1.1030487921517391, + "lyap1_mean": -0.008377928286790848, + "lyap1_max": 0.005285237915813923, + "lyap1_min": -0.029337652027606964, + "lyap_spec_mean": [ + -0.008377928286790848, + -0.00880696065723896, + -0.012721138074994087, + -0.019341211766004562 + ], + "frac_above_star": 0.5 + }, + { + "step": 1489, + "lr": 0.0001, + "sup_loss": 1.0887709303593007, + "rf_loss": 0.0004500002833083272, + "total_loss": 1.089220930642609, + "lyap1_mean": -0.017577573657035828, + "lyap1_max": 0.005570962559431791, + "lyap1_min": -0.04712381213903427, + "lyap_spec_mean": [ + -0.017577573657035828, + -0.019282814115285873, + -0.01306411623954773, + -0.013862388208508492 + ], + "frac_above_star": 0.125 + }, + { + "step": 1490, + "lr": 0.0001, + "sup_loss": 1.1099341562076126, + "rf_loss": 0.000339303893269971, + "total_loss": 1.1102734601008826, + "lyap1_mean": -0.010402912274003029, + "lyap1_max": 0.01895475946366787, + "lyap1_min": -0.03723900765180588, + "lyap_spec_mean": [ + -0.010402912274003029, + -0.008209530264139175, + -0.00985758937895298, + -0.01726548559963703 + ], + "frac_above_star": 0.125 + }, + { + "step": 1491, + "lr": 0.0001, + "sup_loss": 1.0609732010997803, + "rf_loss": 0.00020377588225528598, + "total_loss": 1.0611769769820356, + "lyap1_mean": -0.0021243346855044365, + "lyap1_max": 0.010846775025129318, + "lyap1_min": -0.03196445107460022, + "lyap_spec_mean": [ + -0.0021243346855044365, + -0.004152311012148857, + 0.0050998879596591, + 0.0026299322489649057 + ], + "frac_above_star": 0.5 + }, + { + "step": 1492, + "lr": 0.0001, + "sup_loss": 1.0892956755589078, + "rf_loss": 0.00011215198173886165, + "total_loss": 1.0894078275406467, + "lyap1_mean": -0.0021868599578738213, + "lyap1_max": 0.01464649848639965, + "lyap1_min": -0.018716074526309967, + "lyap_spec_mean": [ + -0.0021868597250431776, + 0.0027241227217018604, + 0.0008789401035755873, + 0.0004698699340224266 + ], + "frac_above_star": 0.5 + }, + { + "step": 1493, + "lr": 0.0001, + "sup_loss": 1.1177639020861043, + "rf_loss": 0.00014585585449822247, + "total_loss": 1.1179097579406025, + "lyap1_mean": 0.0023086066357791424, + "lyap1_max": 0.023256516084074974, + "lyap1_min": -0.01806982234120369, + "lyap_spec_mean": [ + 0.0023086066357791424, + 0.00028895679861307144, + -0.004797032102942467, + -0.001742479158565402 + ], + "frac_above_star": 0.625 + }, + { + "step": 1494, + "lr": 0.0001, + "sup_loss": 1.1064533814817723, + "rf_loss": 0.00016080011846497655, + "total_loss": 1.1066141816002373, + "lyap1_mean": 0.0067728441208601, + "lyap1_max": 0.017983010038733482, + "lyap1_min": -0.007688942365348339, + "lyap_spec_mean": [ + 0.0067728441208601, + 0.003364762756973505, + 0.008578149601817131, + 0.00021031696815043688 + ], + "frac_above_star": 0.875 + }, + { + "step": 1495, + "lr": 0.0001, + "sup_loss": 1.1205855923402164, + "rf_loss": 0.0002175711706513539, + "total_loss": 1.1208031635108677, + "lyap1_mean": 0.0086322370916605, + "lyap1_max": 0.048747655004262924, + "lyap1_min": -0.00468169990926981, + "lyap_spec_mean": [ + 0.008632236160337925, + 0.0037395688705146313, + 0.007455473765730858, + 0.0003680814988911152 + ], + "frac_above_star": 0.625 + }, + { + "step": 1496, + "lr": 0.0001, + "sup_loss": 1.1286743923622908, + "rf_loss": 0.00013348252105060965, + "total_loss": 1.1288078748833414, + "lyap1_mean": 0.0012377998791635036, + "lyap1_max": 0.013653308153152466, + "lyap1_min": -0.013394120149314404, + "lyap_spec_mean": [ + 0.0012377998791635036, + -0.005129858385771513, + -0.006788160651922226, + -0.004004481248557568 + ], + "frac_above_star": 0.75 + }, + { + "step": 1497, + "lr": 0.0001, + "sup_loss": 1.1030102956258296, + "rf_loss": 0.000406610663048923, + "total_loss": 1.1034169062888786, + "lyap1_mean": -0.010304674506187439, + "lyap1_max": 0.011536551639437675, + "lyap1_min": -0.0238901786506176, + "lyap_spec_mean": [ + -0.010304674506187439, + -0.011302748695015907, + -0.01691712811589241, + -0.019245769828557968 + ], + "frac_above_star": 0.125 + }, + { + "step": 1498, + "lr": 0.0001, + "sup_loss": 1.1076894558974648, + "rf_loss": 0.0002918979153037071, + "total_loss": 1.1079813538127685, + "lyap1_mean": -0.015217069536447525, + "lyap1_max": -0.008080217987298965, + "lyap1_min": -0.027418268844485283, + "lyap_spec_mean": [ + -0.0152170704677701, + -0.013663286343216896, + -0.009215196594595909, + -0.017350299283862114 + ], + "frac_above_star": 0.0 + }, + { + "step": 1499, + "lr": 0.0001, + "sup_loss": 1.0197160633756077, + "rf_loss": 0.0002796078915707767, + "total_loss": 1.0199956712671785, + "lyap1_mean": -0.003283883910626173, + "lyap1_max": 0.020096033811569214, + "lyap1_min": -0.0216758381575346, + "lyap_spec_mean": [ + -0.003283883910626173, + -0.010373801924288273, + -0.008709345012903214, + -0.015568599104881287 + ], + "frac_above_star": 0.375 + }, + { + "step": 1500, + "lr": 0.0001, + "sup_loss": 1.050183626337521, + "rf_loss": 0.0002469256578478962, + "total_loss": 1.050430551995369, + "lyap1_mean": -0.008952345699071884, + "lyap1_max": 0.0037758531980216503, + "lyap1_min": -0.01832449436187744, + "lyap_spec_mean": [ + -0.008952345699071884, + -0.00243545975536108, + -0.008507958613336086, + -0.013199971057474613 + ], + "frac_above_star": 0.25 + }, + { + "step": 1501, + "lr": 0.0001, + "sup_loss": 1.0575350600648843, + "rf_loss": 0.00014088218449614942, + "total_loss": 1.0576759422493804, + "lyap1_mean": 0.0077354153618216515, + "lyap1_max": 0.014766857028007507, + "lyap1_min": -0.0004121897218283266, + "lyap_spec_mean": [ + 0.0077354153618216515, + 0.007946702651679516, + 0.004273613449186087, + 0.0016966399271041155 + ], + "frac_above_star": 0.875 + }, + { + "step": 1502, + "lr": 0.0001, + "sup_loss": 1.0957820394219178, + "rf_loss": 0.00034325168235227466, + "total_loss": 1.09612529110427, + "lyap1_mean": 0.009964832104742527, + "lyap1_max": 0.04314552992582321, + "lyap1_min": -0.027939550578594208, + "lyap_spec_mean": [ + 0.009964833036065102, + 0.008761147037148476, + 0.007721299305558205, + 0.00894234050065279 + ], + "frac_above_star": 0.75 + }, + { + "step": 1503, + "lr": 0.0001, + "sup_loss": 1.0650287153522167, + "rf_loss": 0.0002970497007481754, + "total_loss": 1.0653257650529648, + "lyap1_mean": 0.017732255160808563, + "lyap1_max": 0.03659975156188011, + "lyap1_min": 0.010358481667935848, + "lyap_spec_mean": [ + 0.017732253298163414, + 0.010852591134607792, + 0.006808612495660782, + 0.006388142704963684 + ], + "frac_above_star": 1.0 + }, + { + "step": 1504, + "lr": 0.0001, + "sup_loss": 1.1091366170901102, + "rf_loss": 0.0005961597198620439, + "total_loss": 1.1097327768099723, + "lyap1_mean": 0.024397045373916626, + "lyap1_max": 0.08897732198238373, + "lyap1_min": -0.004316212609410286, + "lyap_spec_mean": [ + 0.024397045373916626, + 0.0076690237037837505, + 0.013089998625218868, + 0.005917070433497429 + ], + "frac_above_star": 0.875 + }, + { + "step": 1505, + "lr": 0.0001, + "sup_loss": 1.1023541908286927, + "rf_loss": 0.0004971454618498683, + "total_loss": 1.1028513362905425, + "lyap1_mean": 0.02678777649998665, + "lyap1_max": 0.043417081236839294, + "lyap1_min": 0.008785674348473549, + "lyap_spec_mean": [ + 0.02678777649998665, + 0.018206413835287094, + 0.020474305376410484, + 0.01460120640695095 + ], + "frac_above_star": 1.0 + }, + { + "step": 1506, + "lr": 0.0001, + "sup_loss": 1.0974284395708953, + "rf_loss": 0.0002863913250621408, + "total_loss": 1.0977148308959574, + "lyap1_mean": 0.006217731162905693, + "lyap1_max": 0.027716640383005142, + "lyap1_min": -0.008034458383917809, + "lyap_spec_mean": [ + 0.006217730697244406, + 0.01322143618017435, + 0.0027432304341346025, + 0.0027464062441140413 + ], + "frac_above_star": 0.625 + }, + { + "step": 1507, + "lr": 0.0001, + "sup_loss": 1.097036135332599, + "rf_loss": 0.00028059532633051276, + "total_loss": 1.0973167306589295, + "lyap1_mean": -0.003527103690430522, + "lyap1_max": 0.011705989949405193, + "lyap1_min": -0.035341277718544006, + "lyap_spec_mean": [ + -0.0035271032247692347, + -0.010226696729660034, + -0.018222445622086525, + -0.009963595308363438 + ], + "frac_above_star": 0.5 + }, + { + "step": 1508, + "lr": 0.0001, + "sup_loss": 1.048395716106206, + "rf_loss": 0.00032440171344205737, + "total_loss": 1.0487201178196481, + "lyap1_mean": -0.005835755728185177, + "lyap1_max": 0.00984874926507473, + "lyap1_min": -0.02939075231552124, + "lyap_spec_mean": [ + -0.005835755728185177, + -0.011155745014548302, + -0.014445357024669647, + -0.013578083366155624 + ], + "frac_above_star": 0.25 + }, + { + "step": 1509, + "lr": 0.0001, + "sup_loss": 1.1085388695221956, + "rf_loss": 0.0002261804766021669, + "total_loss": 1.1087650499987978, + "lyap1_mean": -0.008341042324900627, + "lyap1_max": 0.009645515121519566, + "lyap1_min": -0.021874329075217247, + "lyap_spec_mean": [ + -0.008341042324900627, + -0.0092000812292099, + -0.009512143209576607, + -0.007998418062925339 + ], + "frac_above_star": 0.375 + }, + { + "step": 1510, + "lr": 0.0001, + "sup_loss": 1.0845201912438625, + "rf_loss": 0.0005583607126027346, + "total_loss": 1.0850785519564652, + "lyap1_mean": -0.01735178753733635, + "lyap1_max": 0.009128694422543049, + "lyap1_min": -0.030779406428337097, + "lyap_spec_mean": [ + -0.0173517856746912, + -0.0180144514888525, + -0.018309421837329865, + -0.019383898004889488 + ], + "frac_above_star": 0.125 + }, + { + "step": 1511, + "lr": 0.0001, + "sup_loss": 1.1013848729383267, + "rf_loss": 0.00020425327238626778, + "total_loss": 1.101589126210713, + "lyap1_mean": -0.0031432565301656723, + "lyap1_max": 0.02408205345273018, + "lyap1_min": -0.01752612739801407, + "lyap_spec_mean": [ + -0.0031432565301656723, + -0.010588920675218105, + -0.014264978468418121, + -0.009517347440123558 + ], + "frac_above_star": 0.375 + }, + { + "step": 1512, + "lr": 0.0001, + "sup_loss": 0.973663441247476, + "rf_loss": 0.0002749376290012151, + "total_loss": 0.9739383788764772, + "lyap1_mean": -0.009881348349153996, + "lyap1_max": 0.00310517568141222, + "lyap1_min": -0.01978488080203533, + "lyap_spec_mean": [ + -0.009881348349153996, + -0.005714125465601683, + -0.016538826748728752, + -0.014512498863041401 + ], + "frac_above_star": 0.125 + }, + { + "step": 1513, + "lr": 0.0001, + "sup_loss": 1.121477316037073, + "rf_loss": 0.0002146933547919616, + "total_loss": 1.121692009391865, + "lyap1_mean": 0.012649289332330227, + "lyap1_max": 0.0382455438375473, + "lyap1_min": -0.01991356909275055, + "lyap_spec_mean": [ + 0.012649288401007652, + 0.004047112539410591, + 0.004209220875054598, + 0.0007672065403312445 + ], + "frac_above_star": 0.75 + }, + { + "step": 1514, + "lr": 0.0001, + "sup_loss": 1.1126393229027232, + "rf_loss": 0.000167233549291268, + "total_loss": 1.1128065564520144, + "lyap1_mean": -0.005737793166190386, + "lyap1_max": 0.015007799491286278, + "lyap1_min": -0.019162733107805252, + "lyap_spec_mean": [ + -0.005737793166190386, + -0.00369994156062603, + -0.010466428473591805, + -0.008649080991744995 + ], + "frac_above_star": 0.25 + }, + { + "step": 1515, + "lr": 0.0001, + "sup_loss": 1.1149734458330196, + "rf_loss": 0.00014109807671047747, + "total_loss": 1.11511454390973, + "lyap1_mean": 0.0058272648602724075, + "lyap1_max": 0.027708426117897034, + "lyap1_min": -0.013842596672475338, + "lyap_spec_mean": [ + 0.0058272648602724075, + 0.009391233325004578, + 0.0022906051017344, + 0.0025127241387963295 + ], + "frac_above_star": 0.625 + }, + { + "step": 1516, + "lr": 0.0001, + "sup_loss": 1.120989008574564, + "rf_loss": 0.00023311351833399385, + "total_loss": 1.121222122092898, + "lyap1_mean": 0.012943201698362827, + "lyap1_max": 0.056070517748594284, + "lyap1_min": -0.0034241764806210995, + "lyap_spec_mean": [ + 0.012943200767040253, + 0.007975450716912746, + 0.005146695300936699, + 0.0014660547021776438 + ], + "frac_above_star": 0.875 + }, + { + "step": 1517, + "lr": 0.0001, + "sup_loss": 1.0868593551200953, + "rf_loss": 0.00011774887389037758, + "total_loss": 1.0869771039939857, + "lyap1_mean": 0.0047228713519871235, + "lyap1_max": 0.02303866297006607, + "lyap1_min": -0.009829145856201649, + "lyap_spec_mean": [ + 0.004722871817648411, + 0.012601443566381931, + 0.002682622754946351, + 0.0034440653398633003 + ], + "frac_above_star": 0.625 + }, + { + "step": 1518, + "lr": 0.0001, + "sup_loss": 1.10065998971475, + "rf_loss": 0.00014900899259373546, + "total_loss": 1.1008089987073437, + "lyap1_mean": 0.006829709745943546, + "lyap1_max": 0.02311341091990471, + "lyap1_min": -0.0071146534755826, + "lyap_spec_mean": [ + 0.006829709280282259, + 0.009604660794138908, + 0.006497132126241922, + 0.005772528704255819 + ], + "frac_above_star": 0.875 + }, + { + "step": 1519, + "lr": 0.0001, + "sup_loss": 1.0769140214985384, + "rf_loss": 0.00013442288036458194, + "total_loss": 1.077048444378903, + "lyap1_mean": 0.007848909124732018, + "lyap1_max": 0.021486056968569756, + "lyap1_min": -0.010178690776228905, + "lyap_spec_mean": [ + 0.007848909124732018, + 0.006355862598866224, + 0.004811335355043411, + 0.002939193742349744 + ], + "frac_above_star": 0.75 + }, + { + "step": 1520, + "lr": 0.0001, + "sup_loss": 1.102362457304743, + "rf_loss": 0.0001123682304751128, + "total_loss": 1.1024748255352181, + "lyap1_mean": 0.008847902528941631, + "lyap1_max": 0.021288495510816574, + "lyap1_min": -0.009693866595625877, + "lyap_spec_mean": [ + 0.008847903460264206, + 0.010806385427713394, + 0.0014464808627963066, + 0.002488207072019577 + ], + "frac_above_star": 0.875 + }, + { + "step": 1521, + "lr": 0.0001, + "sup_loss": 1.1200562942909613, + "rf_loss": 0.00023240303562488407, + "total_loss": 1.1202886973265862, + "lyap1_mean": 0.004376230761408806, + "lyap1_max": 0.025945497676730156, + "lyap1_min": -0.01789582148194313, + "lyap_spec_mean": [ + 0.004376231227070093, + 0.009590335190296173, + 0.0039510577917099, + 0.004180872812867165 + ], + "frac_above_star": 0.5 + }, + { + "step": 1522, + "lr": 0.0001, + "sup_loss": 1.0889079137439062, + "rf_loss": 0.00011726500088116154, + "total_loss": 1.0890251787447873, + "lyap1_mean": 0.002444288693368435, + "lyap1_max": 0.016395727172493935, + "lyap1_min": -0.010345838963985443, + "lyap_spec_mean": [ + 0.002444288693368435, + 0.0011428538709878922, + -0.0055225505493581295, + -0.006848129443824291 + ], + "frac_above_star": 0.375 + }, + { + "step": 1523, + "lr": 0.0001, + "sup_loss": 1.1490226893017175, + "rf_loss": 0.00041103342664428055, + "total_loss": 1.1494337227283618, + "lyap1_mean": 0.01173374429345131, + "lyap1_max": 0.029782019555568695, + "lyap1_min": -0.01091344840824604, + "lyap_spec_mean": [ + 0.01173374429345131, + 0.013643551617860794, + 0.006643513683229685, + 0.005855415482074022 + ], + "frac_above_star": 0.625 + }, + { + "step": 1524, + "lr": 0.0001, + "sup_loss": 1.0970752324696547, + "rf_loss": 0.0001159194071078673, + "total_loss": 1.0971911518767625, + "lyap1_mean": 0.006794043816626072, + "lyap1_max": 0.019602090120315552, + "lyap1_min": -0.004929092712700367, + "lyap_spec_mean": [ + 0.006794043350964785, + 0.0020052813924849033, + -0.0013255429221317172, + -0.005331529304385185 + ], + "frac_above_star": 0.75 + }, + { + "step": 1525, + "lr": 0.0001, + "sup_loss": 1.0873863061035265, + "rf_loss": 0.00020231085363775492, + "total_loss": 1.0875886169571642, + "lyap1_mean": 0.0013195935171097517, + "lyap1_max": 0.028042737394571304, + "lyap1_min": -0.019438784569501877, + "lyap_spec_mean": [ + 0.001319593284279108, + -0.0018421841086819768, + 0.004486370831727982, + -0.0046192966401577 + ], + "frac_above_star": 0.375 + }, + { + "step": 1526, + "lr": 0.0001, + "sup_loss": 1.0799512757283445, + "rf_loss": 0.0002752628060989082, + "total_loss": 1.0802265385344434, + "lyap1_mean": -0.0010792749235406518, + "lyap1_max": 0.026465928182005882, + "lyap1_min": -0.026360835880041122, + "lyap_spec_mean": [ + -0.0010792750399559736, + -0.0033112429082393646, + -0.0052924808114767075, + -0.010846526362001896 + ], + "frac_above_star": 0.5 + }, + { + "step": 1527, + "lr": 0.0001, + "sup_loss": 1.086717543643363, + "rf_loss": 0.000397191324736923, + "total_loss": 1.0871147349680998, + "lyap1_mean": -0.007808958180248737, + "lyap1_max": 0.019753795117139816, + "lyap1_min": -0.032879844307899475, + "lyap_spec_mean": [ + -0.007808958645910025, + -0.015999963507056236, + -0.016676006838679314, + -0.01859094947576523 + ], + "frac_above_star": 0.375 + }, + { + "step": 1528, + "lr": 0.0001, + "sup_loss": 1.1316272826531488, + "rf_loss": 0.0006186359678395092, + "total_loss": 1.1322459186209883, + "lyap1_mean": -0.017878126353025436, + "lyap1_max": 0.009987369179725647, + "lyap1_min": -0.03159310296177864, + "lyap_spec_mean": [ + -0.017878126353025436, + -0.019675273448228836, + -0.02329031005501747, + -0.025913055986166 + ], + "frac_above_star": 0.125 + }, + { + "step": 1529, + "lr": 0.0001, + "sup_loss": 1.1262311008605752, + "rf_loss": 0.0005973502993583679, + "total_loss": 1.1268284511599336, + "lyap1_mean": -0.020076170563697815, + "lyap1_max": 0.0010079777566716075, + "lyap1_min": -0.03755743429064751, + "lyap_spec_mean": [ + -0.020076170563697815, + -0.01590508595108986, + -0.02034188248217106, + -0.027538729831576347 + ], + "frac_above_star": 0.125 + }, + { + "step": 1530, + "lr": 0.0001, + "sup_loss": 1.139946887990407, + "rf_loss": 0.0006543033523485065, + "total_loss": 1.1406011913427556, + "lyap1_mean": -0.019147656857967377, + "lyap1_max": 0.015047023072838783, + "lyap1_min": -0.04103928804397583, + "lyap_spec_mean": [ + -0.019147656857967377, + -0.016905086115002632, + -0.02442723512649536, + -0.02290678210556507 + ], + "frac_above_star": 0.125 + }, + { + "step": 1531, + "lr": 0.0001, + "sup_loss": 1.1061840822659237, + "rf_loss": 0.0002596507256384939, + "total_loss": 1.1064437329915622, + "lyap1_mean": -0.0004707654588855803, + "lyap1_max": 0.032076649367809296, + "lyap1_min": -0.028965406119823456, + "lyap_spec_mean": [ + -0.0004707649350166321, + -0.0018946212949231267, + -0.010975653305649757, + -0.007381008937954903 + ], + "frac_above_star": 0.5 + }, + { + "step": 1532, + "lr": 0.0001, + "sup_loss": 1.1259370236186887, + "rf_loss": 0.000224820600124076, + "total_loss": 1.1261618442188128, + "lyap1_mean": 0.016152098774909973, + "lyap1_max": 0.032246820628643036, + "lyap1_min": -0.007242122665047646, + "lyap_spec_mean": [ + 0.016152096912264824, + 0.007570376619696617, + 0.0029242844320833683, + 0.0023412436712533236 + ], + "frac_above_star": 0.875 + }, + { + "step": 1533, + "lr": 0.0001, + "sup_loss": 1.1410253145828526, + "rf_loss": 0.0002124920574715361, + "total_loss": 1.1412378066403241, + "lyap1_mean": 0.007061372511088848, + "lyap1_max": 0.029921062290668488, + "lyap1_min": -0.015547542832791805, + "lyap_spec_mean": [ + 0.007061372511088848, + 0.006271806545555592, + 0.001867069979198277, + -0.0005479319952428341 + ], + "frac_above_star": 0.625 + }, + { + "step": 1534, + "lr": 0.0001, + "sup_loss": 1.095255142127087, + "rf_loss": 0.00019564817193895578, + "total_loss": 1.095450790299026, + "lyap1_mean": 0.015614975243806839, + "lyap1_max": 0.032338663935661316, + "lyap1_min": -0.0025449928361922503, + "lyap_spec_mean": [ + 0.015614974312484264, + 0.01166993472725153, + 0.004508176818490028, + 0.004656082019209862 + ], + "frac_above_star": 0.875 + }, + { + "step": 1535, + "lr": 0.0001, + "sup_loss": 1.0803556386327606, + "rf_loss": 0.00016289408085867763, + "total_loss": 1.0805185327136193, + "lyap1_mean": 0.008218102157115936, + "lyap1_max": 0.02150755189359188, + "lyap1_min": -0.010309871286153793, + "lyap_spec_mean": [ + 0.008218102157115936, + 0.010595491155982018, + 0.005737766623497009, + 0.004590694792568684 + ], + "frac_above_star": 0.875 + }, + { + "step": 1536, + "lr": 0.0001, + "sup_loss": 1.1448224433001384, + "rf_loss": 0.000164459299412556, + "total_loss": 1.144986902599551, + "lyap1_mean": -0.0019294186495244503, + "lyap1_max": 0.016410430893301964, + "lyap1_min": -0.024032827466726303, + "lyap_spec_mean": [ + -0.0019294184166938066, + -0.001134425401687622, + -0.0015762158436700702, + -0.0004635746590793133 + ], + "frac_above_star": 0.375 + }, + { + "step": 1537, + "lr": 0.0001, + "sup_loss": 1.1229686217843373, + "rf_loss": 0.00021238050248939544, + "total_loss": 1.1231810022868267, + "lyap1_mean": -0.004543742164969444, + "lyap1_max": 0.01476680301129818, + "lyap1_min": -0.028836689889431, + "lyap_spec_mean": [ + -0.004543742164969444, + -0.0038808356039226055, + -0.013615856878459454, + -0.011906582862138748 + ], + "frac_above_star": 0.25 + }, + { + "step": 1538, + "lr": 0.0001, + "sup_loss": 1.0690817700758346, + "rf_loss": 0.0004485012323129922, + "total_loss": 1.0695302713081476, + "lyap1_mean": -0.004056436941027641, + "lyap1_max": 0.017804443836212158, + "lyap1_min": -0.03785797208547592, + "lyap_spec_mean": [ + -0.004056436941027641, + -0.015831219032406807, + -0.01970735564827919, + -0.017792578786611557 + ], + "frac_above_star": 0.625 + }, + { + "step": 1539, + "lr": 0.0001, + "sup_loss": 1.1048037054321416, + "rf_loss": 0.00022856560826767236, + "total_loss": 1.1050322710404092, + "lyap1_mean": -0.005177075508981943, + "lyap1_max": 0.011879852041602135, + "lyap1_min": -0.021654047071933746, + "lyap_spec_mean": [ + -0.005177075043320656, + -0.01243393961340189, + -0.010547531768679619, + -0.014775351621210575 + ], + "frac_above_star": 0.375 + }, + { + "step": 1540, + "lr": 0.0001, + "sup_loss": 1.0822415646632226, + "rf_loss": 0.0002199815644416958, + "total_loss": 1.0824615462276643, + "lyap1_mean": 0.010242601856589317, + "lyap1_max": 0.03250206261873245, + "lyap1_min": -0.011335226707160473, + "lyap_spec_mean": [ + 0.010242601856589317, + 0.0016420623287558556, + 0.01027623564004898, + 0.0018611378036439419 + ], + "frac_above_star": 0.5 + }, + { + "step": 1541, + "lr": 0.0001, + "sup_loss": 1.0818792964912787, + "rf_loss": 0.00017148329061456025, + "total_loss": 1.0820507797818932, + "lyap1_mean": 0.011034393683075905, + "lyap1_max": 0.035017214715480804, + "lyap1_min": -0.009607551619410515, + "lyap_spec_mean": [ + 0.01103439275175333, + -0.0007013205904513597, + 0.004190181382000446, + -0.0009760947432368994 + ], + "frac_above_star": 0.875 + }, + { + "step": 1542, + "lr": 0.0001, + "sup_loss": 1.0840144954545978, + "rf_loss": 0.0003542597987689078, + "total_loss": 1.0843687552533667, + "lyap1_mean": 0.016231637448072433, + "lyap1_max": 0.026255352422595024, + "lyap1_min": -0.0034751794300973415, + "lyap_spec_mean": [ + 0.016231637448072433, + 0.019141949713230133, + 0.015599239617586136, + 0.011607253924012184 + ], + "frac_above_star": 0.875 + }, + { + "step": 1543, + "lr": 0.0001, + "sup_loss": 1.0540748412235803, + "rf_loss": 0.00023262258036993444, + "total_loss": 1.0543074638039502, + "lyap1_mean": 0.011735818348824978, + "lyap1_max": 0.04095791280269623, + "lyap1_min": -0.005646946839988232, + "lyap_spec_mean": [ + 0.011735818348824978, + 0.012198785319924355, + 0.016457732766866684, + 0.0057373857125639915 + ], + "frac_above_star": 0.75 + }, + { + "step": 1544, + "lr": 0.0001, + "sup_loss": 1.0842797629723941, + "rf_loss": 0.0003888610808644444, + "total_loss": 1.0846686240532586, + "lyap1_mean": 0.026063185185194016, + "lyap1_max": 0.04069558531045914, + "lyap1_min": 0.008857829496264458, + "lyap_spec_mean": [ + 0.026063185185194016, + 0.01785684935748577, + 0.014076628722250462, + 0.009332487359642982 + ], + "frac_above_star": 1.0 + }, + { + "step": 1545, + "lr": 0.0001, + "sup_loss": 1.1286882679785473, + "rf_loss": 0.00037816562689840794, + "total_loss": 1.1290664336054457, + "lyap1_mean": 0.020304560661315918, + "lyap1_max": 0.04397548735141754, + "lyap1_min": -0.002861292799934745, + "lyap_spec_mean": [ + 0.020304562523961067, + 0.012479295954108238, + 0.012881012633442879, + 0.007220272906124592 + ], + "frac_above_star": 0.875 + }, + { + "step": 1546, + "lr": 0.0001, + "sup_loss": 1.0427122915949454, + "rf_loss": 0.00027547101490199566, + "total_loss": 1.0429877626098474, + "lyap1_mean": 0.003635980188846588, + "lyap1_max": 0.027739103883504868, + "lyap1_min": -0.02701510116457939, + "lyap_spec_mean": [ + 0.0036359799560159445, + 0.002089647576212883, + -0.007664655800908804, + -0.006402657367289066 + ], + "frac_above_star": 0.5 + }, + { + "step": 1547, + "lr": 0.0001, + "sup_loss": 1.1041401314681845, + "rf_loss": 0.0002881274849642068, + "total_loss": 1.1044282589531487, + "lyap1_mean": -0.00420043058693409, + "lyap1_max": 0.010308346711099148, + "lyap1_min": -0.01807188056409359, + "lyap_spec_mean": [ + -0.00420043058693409, + -0.008194487541913986, + -0.02036222815513611, + -0.018716439604759216 + ], + "frac_above_star": 0.25 + }, + { + "step": 1548, + "lr": 0.0001, + "sup_loss": 1.0999094430044687, + "rf_loss": 0.0004968353314325213, + "total_loss": 1.1004062783359012, + "lyap1_mean": -0.016439087688922882, + "lyap1_max": 0.007040438242256641, + "lyap1_min": -0.03252213075757027, + "lyap_spec_mean": [ + -0.016439087688922882, + -0.012584598734974861, + -0.01412065140902996, + -0.022448832169175148 + ], + "frac_above_star": 0.125 + }, + { + "step": 1549, + "lr": 0.0001, + "sup_loss": 1.0728809454344286, + "rf_loss": 0.0005884575075469911, + "total_loss": 1.0734694029419756, + "lyap1_mean": -0.020231572911143303, + "lyap1_max": -0.00020482330000959337, + "lyap1_min": -0.03202909976243973, + "lyap_spec_mean": [ + -0.020231571048498154, + -0.015912340953946114, + -0.024682195857167244, + -0.026049433276057243 + ], + "frac_above_star": 0.0 + }, + { + "step": 1550, + "lr": 0.0001, + "sup_loss": 1.1108153462902126, + "rf_loss": 0.0007152901962399483, + "total_loss": 1.1115306364864526, + "lyap1_mean": -0.02082502469420433, + "lyap1_max": -0.007490411400794983, + "lyap1_min": -0.03846141695976257, + "lyap_spec_mean": [ + -0.02082502469420433, + -0.02177448756992817, + -0.022484490647912025, + -0.026986973360180855 + ], + "frac_above_star": 0.0 + }, + { + "step": 1551, + "lr": 0.0001, + "sup_loss": 1.0527906670804796, + "rf_loss": 0.0009500592714175582, + "total_loss": 1.0537407263518972, + "lyap1_mean": -0.028794603422284126, + "lyap1_max": -0.008563539013266563, + "lyap1_min": -0.050245799124240875, + "lyap_spec_mean": [ + -0.028794601559638977, + -0.01981348730623722, + -0.03214653581380844, + -0.02923538163304329 + ], + "frac_above_star": 0.0 + }, + { + "step": 1552, + "lr": 0.0001, + "sup_loss": 1.0894048832675007, + "rf_loss": 0.000321458384860307, + "total_loss": 1.089726341652361, + "lyap1_mean": -0.005076213274151087, + "lyap1_max": 0.009356791153550148, + "lyap1_min": -0.020402222871780396, + "lyap_spec_mean": [ + -0.005076213274151087, + -0.009746347554028034, + -0.015612870454788208, + -0.015003039501607418 + ], + "frac_above_star": 0.5 + }, + { + "step": 1553, + "lr": 0.0001, + "sup_loss": 1.0608395533309736, + "rf_loss": 0.00014569716586265713, + "total_loss": 1.0609852504968362, + "lyap1_mean": 0.007648832630366087, + "lyap1_max": 0.01756278984248638, + "lyap1_min": -0.003052683314308524, + "lyap_spec_mean": [ + 0.007648832630366087, + 0.0031072909478098154, + 0.0009394174558110535, + 0.0022140550427138805 + ], + "frac_above_star": 0.75 + }, + { + "step": 1554, + "lr": 0.0001, + "sup_loss": 1.1091730695620639, + "rf_loss": 0.00043866701889783144, + "total_loss": 1.1096117365809617, + "lyap1_mean": 0.016482865437865257, + "lyap1_max": 0.05002869293093681, + "lyap1_min": -0.01544261910021305, + "lyap_spec_mean": [ + 0.016482865437865257, + 0.019034147262573242, + 0.010216430760920048, + 0.009829023852944374 + ], + "frac_above_star": 0.875 + }, + { + "step": 1555, + "lr": 0.0001, + "sup_loss": 1.099695674774, + "rf_loss": 0.00096897006733343, + "total_loss": 1.1006646448413335, + "lyap1_mean": 0.029395397752523422, + "lyap1_max": 0.044352591037750244, + "lyap1_min": 0.01615144871175289, + "lyap_spec_mean": [ + 0.029395397752523422, + 0.03144137188792229, + 0.029173964634537697, + 0.025999201461672783 + ], + "frac_above_star": 1.0 + }, + { + "step": 1556, + "lr": 0.0001, + "sup_loss": 1.0474922593132248, + "rf_loss": 0.0006394558004103601, + "total_loss": 1.0481317151136351, + "lyap1_mean": 0.02469932660460472, + "lyap1_max": 0.038118984550237656, + "lyap1_min": 0.0011519024847075343, + "lyap_spec_mean": [ + 0.02469932660460472, + 0.024142924696207047, + 0.02561100199818611, + 0.018625827506184578 + ], + "frac_above_star": 1.0 + }, + { + "step": 1557, + "lr": 0.0001, + "sup_loss": 1.0920810581072817, + "rf_loss": 0.0008921503904275596, + "total_loss": 1.0929732084977093, + "lyap1_mean": 0.029522515833377838, + "lyap1_max": 0.056197017431259155, + "lyap1_min": 0.013627566397190094, + "lyap_spec_mean": [ + 0.029522515833377838, + 0.024146929383277893, + 0.02297374978661537, + 0.02989625558257103 + ], + "frac_above_star": 1.0 + }, + { + "step": 1558, + "lr": 0.0001, + "sup_loss": 1.0708033795361334, + "rf_loss": 0.00031590781873092055, + "total_loss": 1.0711192873548643, + "lyap1_mean": 0.01453652884811163, + "lyap1_max": 0.02607029676437378, + "lyap1_min": 0.005290001165121794, + "lyap_spec_mean": [ + 0.014536529779434204, + 0.015457674860954285, + 0.012353920377790928, + 0.012626275420188904 + ], + "frac_above_star": 1.0 + }, + { + "step": 1559, + "lr": 0.0001, + "sup_loss": 1.0673129142745719, + "rf_loss": 0.00016431737458333373, + "total_loss": 1.0674772316491552, + "lyap1_mean": -0.007397215347737074, + "lyap1_max": 0.011292013339698315, + "lyap1_min": -0.02158864215016365, + "lyap_spec_mean": [ + -0.007397215813398361, + -0.002195359207689762, + -0.00574203347787261, + -0.008458667434751987 + ], + "frac_above_star": 0.375 + }, + { + "step": 1560, + "lr": 0.0001, + "sup_loss": 1.1088379853807362, + "rf_loss": 0.00013313855743035674, + "total_loss": 1.1089711239381665, + "lyap1_mean": 0.007256879471242428, + "lyap1_max": 0.04743410274386406, + "lyap1_min": -0.012372391298413277, + "lyap_spec_mean": [ + 0.007256878539919853, + -0.004024947062134743, + -0.0029739649035036564, + -0.0009872240480035543 + ], + "frac_above_star": 0.625 + }, + { + "step": 1561, + "lr": 0.0001, + "sup_loss": 1.0827052013036909, + "rf_loss": 0.0002942243008874357, + "total_loss": 1.0829994256045783, + "lyap1_mean": -0.008963486179709435, + "lyap1_max": 0.011551545932888985, + "lyap1_min": -0.022493092343211174, + "lyap_spec_mean": [ + -0.008963486179709435, + -0.010484116151928902, + -0.01311585120856762, + -0.020287098363041878 + ], + "frac_above_star": 0.25 + }, + { + "step": 1562, + "lr": 0.0001, + "sup_loss": 1.103626939136934, + "rf_loss": 0.0004844866634812206, + "total_loss": 1.1041114258004152, + "lyap1_mean": -0.016149058938026428, + "lyap1_max": -0.004136053379625082, + "lyap1_min": -0.03122369758784771, + "lyap_spec_mean": [ + -0.016149058938026428, + -0.018229210749268532, + -0.018073460087180138, + -0.023519067093729973 + ], + "frac_above_star": 0.0 + }, + { + "step": 1563, + "lr": 0.0001, + "sup_loss": 1.0700773785687956, + "rf_loss": 0.0005402487004175782, + "total_loss": 1.0706176272692132, + "lyap1_mean": -0.019149020314216614, + "lyap1_max": -0.0018694214522838593, + "lyap1_min": -0.04061664640903473, + "lyap_spec_mean": [ + -0.019149020314216614, + -0.014153976924717426, + -0.02031560055911541, + -0.020828913897275925 + ], + "frac_above_star": 0.0 + }, + { + "step": 1564, + "lr": 0.0001, + "sup_loss": 1.0747799625957637, + "rf_loss": 0.00036080548306927085, + "total_loss": 1.075140768078833, + "lyap1_mean": -0.015093040652573109, + "lyap1_max": -0.00034331189817748964, + "lyap1_min": -0.02609257772564888, + "lyap_spec_mean": [ + -0.015093041583895683, + -0.014705175533890724, + -0.01989443227648735, + -0.01658003032207489 + ], + "frac_above_star": 0.0 + }, + { + "step": 1565, + "lr": 0.0001, + "sup_loss": 1.0954669973738071, + "rf_loss": 0.00011808580893557519, + "total_loss": 1.0955850831827427, + "lyap1_mean": -0.0018505912739783525, + "lyap1_max": 0.009720634669065475, + "lyap1_min": -0.018976399675011635, + "lyap_spec_mean": [ + -0.0018505913903936744, + -0.000992589513771236, + -0.007494462188333273, + -0.00593220442533493 + ], + "frac_above_star": 0.375 + }, + { + "step": 1566, + "lr": 0.0001, + "sup_loss": 1.1248235429874471, + "rf_loss": 0.00012055158731527627, + "total_loss": 1.1249440945747624, + "lyap1_mean": 0.0035915502812713385, + "lyap1_max": 0.01747380569577217, + "lyap1_min": -0.004495070315897465, + "lyap_spec_mean": [ + 0.003591550048440695, + -0.0007059864001348615, + 0.00011702242773026228, + 0.0019761405419558287 + ], + "frac_above_star": 0.75 + }, + { + "step": 1567, + "lr": 0.0001, + "sup_loss": 1.0683109623946137, + "rf_loss": 0.00011833701864816248, + "total_loss": 1.0684292994132618, + "lyap1_mean": 0.008951680734753609, + "lyap1_max": 0.033818118274211884, + "lyap1_min": -0.008475512266159058, + "lyap_spec_mean": [ + 0.008951680734753609, + 0.007755293045192957, + 0.0033077660482376814, + 0.0038140378892421722 + ], + "frac_above_star": 0.75 + }, + { + "step": 1568, + "lr": 0.0001, + "sup_loss": 1.069836302783497, + "rf_loss": 0.0001795576827134937, + "total_loss": 1.0700158604662104, + "lyap1_mean": 0.010549608618021011, + "lyap1_max": 0.027567466720938683, + "lyap1_min": -0.003340942319482565, + "lyap_spec_mean": [ + 0.010549608618021011, + 0.004588345531374216, + 0.009289676323533058, + 0.005041058640927076 + ], + "frac_above_star": 0.75 + }, + { + "step": 1569, + "lr": 0.0001, + "sup_loss": 1.1307248481429992, + "rf_loss": 7.32566841179505e-05, + "total_loss": 1.1307981048271172, + "lyap1_mean": -0.002418860327452421, + "lyap1_max": 0.007963830605149269, + "lyap1_min": -0.015662338584661484, + "lyap_spec_mean": [ + -0.002418860327452421, + 0.0015387735329568386, + -0.0007781424792483449, + -0.004492286592721939 + ], + "frac_above_star": 0.375 + }, + { + "step": 1570, + "lr": 0.0001, + "sup_loss": 1.1040678932005359, + "rf_loss": 0.00019085478561464697, + "total_loss": 1.1042587479861505, + "lyap1_mean": 0.010145974345505238, + "lyap1_max": 0.03188953548669815, + "lyap1_min": -0.004252223297953606, + "lyap_spec_mean": [ + 0.010145973414182663, + 0.009421776980161667, + 0.0040314835496246815, + 0.000320122460834682 + ], + "frac_above_star": 0.875 + }, + { + "step": 1571, + "lr": 0.0001, + "sup_loss": 1.0970963039589783, + "rf_loss": 0.00018688099225983024, + "total_loss": 1.097283184951238, + "lyap1_mean": 0.006193394772708416, + "lyap1_max": 0.022826381027698517, + "lyap1_min": -0.0063395253382623196, + "lyap_spec_mean": [ + 0.006193395238369703, + -0.0003176667960360646, + -0.003040515584871173, + -0.0067284065298736095 + ], + "frac_above_star": 0.75 + }, + { + "step": 1572, + "lr": 0.0001, + "sup_loss": 1.0106037424135452, + "rf_loss": 0.00026325511862523854, + "total_loss": 1.0108669975321705, + "lyap1_mean": 0.006225127726793289, + "lyap1_max": 0.03233196958899498, + "lyap1_min": -0.008580313995480537, + "lyap_spec_mean": [ + 0.006225127726793289, + 0.007652675732970238, + 0.011391530744731426, + 0.0028301062993705273 + ], + "frac_above_star": 0.5 + }, + { + "step": 1573, + "lr": 0.0001, + "sup_loss": 1.098998799319847, + "rf_loss": 0.00018976096180267632, + "total_loss": 1.0991885602816496, + "lyap1_mean": 0.008179000578820705, + "lyap1_max": 0.029791688546538353, + "lyap1_min": -0.011357681825757027, + "lyap_spec_mean": [ + 0.008179000578820705, + 0.0098127331584692, + 0.007447190582752228, + 0.007434790953993797 + ], + "frac_above_star": 0.875 + }, + { + "step": 1574, + "lr": 0.0001, + "sup_loss": 1.0975925906176631, + "rf_loss": 0.00017838558414950967, + "total_loss": 1.0977709762018126, + "lyap1_mean": 0.006584913469851017, + "lyap1_max": 0.02567264251410961, + "lyap1_min": -0.008079225197434425, + "lyap_spec_mean": [ + 0.006584913469851017, + 0.010210602544248104, + 0.01053339708596468, + 0.0030028875917196274 + ], + "frac_above_star": 0.75 + }, + { + "step": 1575, + "lr": 0.0001, + "sup_loss": 1.0551462289071283, + "rf_loss": 0.00010033098806161433, + "total_loss": 1.05524655989519, + "lyap1_mean": 0.0073288376443088055, + "lyap1_max": 0.024791134521365166, + "lyap1_min": -0.005587560590356588, + "lyap_spec_mean": [ + 0.007328838109970093, + 0.001793411560356617, + 0.0035320883616805077, + 0.005081602837890387 + ], + "frac_above_star": 0.75 + }, + { + "step": 1576, + "lr": 0.0001, + "sup_loss": 1.067610660173681, + "rf_loss": 0.0004114115727134049, + "total_loss": 1.0680220717463944, + "lyap1_mean": 0.021529925987124443, + "lyap1_max": 0.03617776557803154, + "lyap1_min": -0.006855878513306379, + "lyap_spec_mean": [ + 0.021529925987124443, + 0.01689525507390499, + 0.017739247530698776, + 0.011087631806731224 + ], + "frac_above_star": 0.875 + }, + { + "step": 1577, + "lr": 0.0001, + "sup_loss": 1.0672943752483282, + "rf_loss": 0.00011796881881309673, + "total_loss": 1.0674123440671412, + "lyap1_mean": 0.009065616875886917, + "lyap1_max": 0.02677597664296627, + "lyap1_min": -0.00295891216956079, + "lyap_spec_mean": [ + 0.009065616875886917, + 0.007809644564986229, + 0.006440663710236549, + 0.0025054309517145157 + ], + "frac_above_star": 0.875 + }, + { + "step": 1578, + "lr": 0.0001, + "sup_loss": 1.1168929658110913, + "rf_loss": 9.413737279828638e-05, + "total_loss": 1.1169871031838896, + "lyap1_mean": 0.00460430234670639, + "lyap1_max": 0.02004191279411316, + "lyap1_min": -0.008383410982787609, + "lyap_spec_mean": [ + 0.00460430234670639, + -0.002029404044151306, + 0.0008076105732470751, + -0.0009778222301974893 + ], + "frac_above_star": 0.625 + }, + { + "step": 1579, + "lr": 0.0001, + "sup_loss": 1.0842793370331476, + "rf_loss": 0.0002474287757650018, + "total_loss": 1.0845267658089126, + "lyap1_mean": -0.004980410449206829, + "lyap1_max": 0.01600196585059166, + "lyap1_min": -0.025373106822371483, + "lyap_spec_mean": [ + -0.004980410449206829, + -0.011291067115962505, + -0.011613767594099045, + -0.009188596159219742 + ], + "frac_above_star": 0.5 + }, + { + "step": 1580, + "lr": 0.0001, + "sup_loss": 1.0950366636080249, + "rf_loss": 0.0005852786125615239, + "total_loss": 1.0956219422205864, + "lyap1_mean": -0.017193060368299484, + "lyap1_max": 0.0055704377591609955, + "lyap1_min": -0.03430786728858948, + "lyap_spec_mean": [ + -0.017193060368299484, + -0.022704871371388435, + -0.0224129818379879, + -0.021433381363749504 + ], + "frac_above_star": 0.125 + }, + { + "step": 1581, + "lr": 0.0001, + "sup_loss": 1.053239121070665, + "rf_loss": 0.0004591236065607518, + "total_loss": 1.0536982446772258, + "lyap1_mean": -0.013250601477921009, + "lyap1_max": 0.018705889582633972, + "lyap1_min": -0.028429444879293442, + "lyap_spec_mean": [ + -0.013250601477921009, + -0.016901975497603416, + -0.019863663241267204, + -0.022089075297117233 + ], + "frac_above_star": 0.125 + }, + { + "step": 1582, + "lr": 0.0001, + "sup_loss": 1.07033871864524, + "rf_loss": 0.0004531702434178442, + "total_loss": 1.0707918888886578, + "lyap1_mean": -0.013456229120492935, + "lyap1_max": 0.001987634925171733, + "lyap1_min": -0.033173009753227234, + "lyap_spec_mean": [ + -0.013456229120492935, + -0.022447559982538223, + -0.01743495836853981, + -0.022934526205062866 + ], + "frac_above_star": 0.125 + }, + { + "step": 1583, + "lr": 0.0001, + "sup_loss": 1.08938481975808, + "rf_loss": 0.0003365524753462523, + "total_loss": 1.0897213722334262, + "lyap1_mean": -0.012096734717488289, + "lyap1_max": 0.00850156880915165, + "lyap1_min": -0.03251885622739792, + "lyap_spec_mean": [ + -0.012096734717488289, + -0.007647966034710407, + -0.015725834295153618, + -0.014980537816882133 + ], + "frac_above_star": 0.125 + }, + { + "step": 1584, + "lr": 0.0001, + "sup_loss": 1.0747932162959999, + "rf_loss": 0.00011750093835871667, + "total_loss": 1.0749107172343586, + "lyap1_mean": 0.002011972013860941, + "lyap1_max": 0.01749248430132866, + "lyap1_min": -0.013585379347205162, + "lyap_spec_mean": [ + 0.002011972013860941, + 0.0031079715117812157, + 0.0008940952830016613, + -0.00010197295341640711 + ], + "frac_above_star": 0.625 + }, + { + "step": 1585, + "lr": 0.0001, + "sup_loss": 1.068578404760257, + "rf_loss": 0.00036916122189722955, + "total_loss": 1.0689475659821541, + "lyap1_mean": 0.016832636669278145, + "lyap1_max": 0.04913511872291565, + "lyap1_min": -0.0029377415776252747, + "lyap_spec_mean": [ + 0.016832636669278145, + 0.017408600077033043, + 0.011961126700043678, + 0.012788444757461548 + ], + "frac_above_star": 0.75 + }, + { + "step": 1586, + "lr": 0.0001, + "sup_loss": 1.0966623130733242, + "rf_loss": 0.000407535582780838, + "total_loss": 1.097069848656105, + "lyap1_mean": 0.01550999190658331, + "lyap1_max": 0.02649679034948349, + "lyap1_min": 0.000502177863381803, + "lyap_spec_mean": [ + 0.015509990975260735, + 0.022976383566856384, + 0.01371258869767189, + 0.013927189633250237 + ], + "frac_above_star": 1.0 + }, + { + "step": 1587, + "lr": 0.0001, + "sup_loss": 1.0640000293569394, + "rf_loss": 0.0003124552022200078, + "total_loss": 1.0643124845591594, + "lyap1_mean": 0.015149527229368687, + "lyap1_max": 0.035306692123413086, + "lyap1_min": 0.00310349534265697, + "lyap_spec_mean": [ + 0.015149526298046112, + 0.012753136456012726, + 0.014075467362999916, + 0.013283103704452515 + ], + "frac_above_star": 1.0 + }, + { + "step": 1588, + "lr": 0.0001, + "sup_loss": 1.0776658920469269, + "rf_loss": 0.00026365567464381456, + "total_loss": 1.0779295477215707, + "lyap1_mean": 0.012227160856127739, + "lyap1_max": 0.032565854489803314, + "lyap1_min": -0.005553740076720715, + "lyap_spec_mean": [ + 0.012227160856127739, + 0.014738020487129688, + 0.010586937889456749, + 0.012222601100802422 + ], + "frac_above_star": 0.875 + }, + { + "step": 1589, + "lr": 0.0001, + "sup_loss": 1.081052171261186, + "rf_loss": 0.000304405257338658, + "total_loss": 1.0813565765185247, + "lyap1_mean": 0.012869613245129585, + "lyap1_max": 0.03797570616006851, + "lyap1_min": 5.835574120283127e-05, + "lyap_spec_mean": [ + 0.012869613245129585, + 0.014478645287454128, + 0.010599957779049873, + 0.009594081901013851 + ], + "frac_above_star": 1.0 + }, + { + "step": 1590, + "lr": 0.0001, + "sup_loss": 1.1076499672960127, + "rf_loss": 0.00014987026224844158, + "total_loss": 1.1077998375582612, + "lyap1_mean": 0.0029757055453956127, + "lyap1_max": 0.022440966218709946, + "lyap1_min": -0.010785369202494621, + "lyap_spec_mean": [ + 0.002975705312564969, + -0.00039841560646891594, + -0.0016853958368301392, + -0.0041282884776592255 + ], + "frac_above_star": 0.625 + }, + { + "step": 1591, + "lr": 0.0001, + "sup_loss": 1.053897109680358, + "rf_loss": 0.00020242176833562553, + "total_loss": 1.0540995314486936, + "lyap1_mean": -0.0043187192641198635, + "lyap1_max": 0.015024799853563309, + "lyap1_min": -0.019796615466475487, + "lyap_spec_mean": [ + -0.0043187192641198635, + -0.006340907886624336, + -0.00860548671334982, + -0.009341740049421787 + ], + "frac_above_star": 0.25 + }, + { + "step": 1592, + "lr": 0.0001, + "sup_loss": 1.0675879944784434, + "rf_loss": 0.0009235484758391976, + "total_loss": 1.0685115429542826, + "lyap1_mean": -0.024287570267915726, + "lyap1_max": -0.012129910290241241, + "lyap1_min": -0.03731692209839821, + "lyap_spec_mean": [ + -0.024287570267915726, + -0.021665867418050766, + -0.031619977205991745, + -0.033035267144441605 + ], + "frac_above_star": 0.0 + }, + { + "step": 1593, + "lr": 0.0001, + "sup_loss": 1.0940965584296023, + "rf_loss": 0.0007592650363221765, + "total_loss": 1.0948558234659245, + "lyap1_mean": -0.02498558536171913, + "lyap1_max": -0.013168777339160442, + "lyap1_min": -0.04332050308585167, + "lyap_spec_mean": [ + -0.02498558536171913, + -0.02466001734137535, + -0.026393696665763855, + -0.026572823524475098 + ], + "frac_above_star": 0.0 + }, + { + "step": 1594, + "lr": 0.0001, + "sup_loss": 1.0996848824593768, + "rf_loss": 0.0005249535897746682, + "total_loss": 1.1002098360491515, + "lyap1_mean": -0.019134018570184708, + "lyap1_max": 0.003208677051588893, + "lyap1_min": -0.030729562044143677, + "lyap_spec_mean": [ + -0.019134018570184708, + -0.02045189030468464, + -0.01929931901395321, + -0.023497093468904495 + ], + "frac_above_star": 0.125 + }, + { + "step": 1595, + "lr": 0.0001, + "sup_loss": 1.014536678775928, + "rf_loss": 0.0002449804451316595, + "total_loss": 1.0147816592210597, + "lyap1_mean": -0.007045918609946966, + "lyap1_max": 0.008798356167972088, + "lyap1_min": -0.02353474125266075, + "lyap_spec_mean": [ + -0.007045918144285679, + -0.005370742175728083, + -0.014368286356329918, + -0.00873141922056675 + ], + "frac_above_star": 0.375 + }, + { + "step": 1596, + "lr": 0.0001, + "sup_loss": 1.0666311200437035, + "rf_loss": 0.00015507650095969439, + "total_loss": 1.0667861965446632, + "lyap1_mean": 0.003554621245712042, + "lyap1_max": 0.021076535806059837, + "lyap1_min": -0.020299170166254044, + "lyap_spec_mean": [ + 0.003554621245712042, + -0.0006848950288258493, + 0.003808771027252078, + -0.007770910393446684 + ], + "frac_above_star": 0.625 + }, + { + "step": 1597, + "lr": 0.0001, + "sup_loss": 1.0948503088172175, + "rf_loss": 0.00032054216717369854, + "total_loss": 1.0951708509843912, + "lyap1_mean": 0.016566868871450424, + "lyap1_max": 0.02867932617664337, + "lyap1_min": 0.00834561511874199, + "lyap_spec_mean": [ + 0.016566868871450424, + 0.016993725672364235, + 0.012930132448673248, + 0.012463398277759552 + ], + "frac_above_star": 1.0 + }, + { + "step": 1598, + "lr": 0.0001, + "sup_loss": 1.01761472627465, + "rf_loss": 0.0007008727407082915, + "total_loss": 1.0183155990153583, + "lyap1_mean": 0.023727625608444214, + "lyap1_max": 0.06441304087638855, + "lyap1_min": 0.008690708316862583, + "lyap_spec_mean": [ + 0.023727625608444214, + 0.02347186580300331, + 0.022817347198724747, + 0.0166364423930645 + ], + "frac_above_star": 1.0 + }, + { + "step": 1599, + "lr": 0.0001, + "sup_loss": 1.0896108813581493, + "rf_loss": 0.0004433637950569391, + "total_loss": 1.0900542451532063, + "lyap1_mean": 0.02172962576150894, + "lyap1_max": 0.03937535732984543, + "lyap1_min": 0.0016904778312891722, + "lyap_spec_mean": [ + 0.02172962576150894, + 0.01816777139902115, + 0.017431017011404037, + 0.012561030685901642 + ], + "frac_above_star": 1.0 + }, + { + "step": 1600, + "lr": 0.0001, + "sup_loss": 1.072822646014189, + "rf_loss": 0.0005296658491715789, + "total_loss": 1.0733523118633606, + "lyap1_mean": 0.01739511266350746, + "lyap1_max": 0.040336206555366516, + "lyap1_min": -0.002904702676460147, + "lyap_spec_mean": [ + 0.01739511452615261, + 0.017319882288575172, + 0.01416428480297327, + 0.015703216195106506 + ], + "frac_above_star": 0.875 + }, + { + "step": 1601, + "lr": 0.0001, + "sup_loss": 1.0748676562923833, + "rf_loss": 0.00013051499263383448, + "total_loss": 1.0749981712850172, + "lyap1_mean": 0.0037886083591729403, + "lyap1_max": 0.024728810414671898, + "lyap1_min": -0.006717165932059288, + "lyap_spec_mean": [ + 0.0037886081263422966, + 0.004134262911975384, + -0.006185106001794338, + -0.00452075619250536 + ], + "frac_above_star": 0.5 + }, + { + "step": 1602, + "lr": 0.0001, + "sup_loss": 1.078833793027889, + "rf_loss": 0.00017860211664810777, + "total_loss": 1.0790123951445372, + "lyap1_mean": -0.0012461170554161072, + "lyap1_max": 0.011393720284104347, + "lyap1_min": -0.017845742404460907, + "lyap_spec_mean": [ + -0.001246117171831429, + -0.009870149195194244, + -0.005202608183026314, + -0.01244648639112711 + ], + "frac_above_star": 0.375 + }, + { + "step": 1603, + "lr": 0.0001, + "sup_loss": 1.0723400484303138, + "rf_loss": 0.0003619999042712152, + "total_loss": 1.072702048334585, + "lyap1_mean": -0.015135250985622406, + "lyap1_max": -0.004053380340337753, + "lyap1_min": -0.027558762580156326, + "lyap_spec_mean": [ + -0.015135250985622406, + -0.013405222445726395, + -0.017097849398851395, + -0.015245920978486538 + ], + "frac_above_star": 0.0 + }, + { + "step": 1604, + "lr": 0.0001, + "sup_loss": 1.0247495826868915, + "rf_loss": 0.0007372133550234139, + "total_loss": 1.025486796041915, + "lyap1_mean": -0.0216815285384655, + "lyap1_max": -0.011677085421979427, + "lyap1_min": -0.03049156814813614, + "lyap_spec_mean": [ + -0.0216815285384655, + -0.025311797857284546, + -0.025829780846834183, + -0.025475334376096725 + ], + "frac_above_star": 0.0 + }, + { + "step": 1605, + "lr": 0.0001, + "sup_loss": 1.01124784740668, + "rf_loss": 0.00026412366423755884, + "total_loss": 1.0115119710709175, + "lyap1_mean": -0.0053573353216052055, + "lyap1_max": 0.013028737157583237, + "lyap1_min": -0.02217523381114006, + "lyap_spec_mean": [ + -0.0053573353216052055, + -0.0039084190502762794, + -0.011460840702056885, + -0.013778501190245152 + ], + "frac_above_star": 0.375 + }, + { + "step": 1606, + "lr": 0.0001, + "sup_loss": 1.0967367452775383, + "rf_loss": 0.00011916177027160302, + "total_loss": 1.0968559070478099, + "lyap1_mean": -0.0010826755315065384, + "lyap1_max": 0.01766873523592949, + "lyap1_min": -0.02041957899928093, + "lyap_spec_mean": [ + -0.0010826752986758947, + -0.005135495215654373, + -0.005633734632283449, + -0.0043393271043896675 + ], + "frac_above_star": 0.375 + }, + { + "step": 1607, + "lr": 0.0001, + "sup_loss": 1.1085505794785004, + "rf_loss": 0.0002096322423312813, + "total_loss": 1.1087602117208317, + "lyap1_mean": 0.013745601288974285, + "lyap1_max": 0.03651749715209007, + "lyap1_min": -0.0025172815658152103, + "lyap_spec_mean": [ + 0.013745601288974285, + 0.009519046172499657, + 0.004825186915695667, + 0.008886118419468403 + ], + "frac_above_star": 0.875 + }, + { + "step": 1608, + "lr": 0.0001, + "sup_loss": 1.0994586049725725, + "rf_loss": 0.00020547780150081962, + "total_loss": 1.0996640827740733, + "lyap1_mean": 0.017661312595009804, + "lyap1_max": 0.0300765298306942, + "lyap1_min": 0.005415170453488827, + "lyap_spec_mean": [ + 0.017661312595009804, + 0.012279972434043884, + 0.007126896642148495, + 0.010074771009385586 + ], + "frac_above_star": 1.0 + }, + { + "step": 1609, + "lr": 0.0001, + "sup_loss": 1.1266284548894427, + "rf_loss": 0.0005727009265683591, + "total_loss": 1.127201155816011, + "lyap1_mean": 0.01843322068452835, + "lyap1_max": 0.03772320598363876, + "lyap1_min": -0.007066704332828522, + "lyap_spec_mean": [ + 0.01843322068452835, + 0.024332650005817413, + 0.01906856894493103, + 0.015375295653939247 + ], + "frac_above_star": 0.875 + }, + { + "step": 1610, + "lr": 0.0001, + "sup_loss": 1.0289724984322024, + "rf_loss": 0.0005299814511090517, + "total_loss": 1.0295024798833114, + "lyap1_mean": 0.017798760905861855, + "lyap1_max": 0.0356358140707016, + "lyap1_min": 0.0008824676042422652, + "lyap_spec_mean": [ + 0.017798760905861855, + 0.020736314356327057, + 0.01605001464486122, + 0.015107294544577599 + ], + "frac_above_star": 1.0 + }, + { + "step": 1611, + "lr": 0.0001, + "sup_loss": 1.0962578665904643, + "rf_loss": 0.00019986051484011114, + "total_loss": 1.0964577271053044, + "lyap1_mean": 0.007088654674589634, + "lyap1_max": 0.021922271698713303, + "lyap1_min": -0.00846341997385025, + "lyap_spec_mean": [ + 0.007088654208928347, + 0.00788270216435194, + 0.003483557840809226, + 0.005955795291811228 + ], + "frac_above_star": 0.625 + }, + { + "step": 1612, + "lr": 0.0001, + "sup_loss": 1.041987900226817, + "rf_loss": 0.0001942936796694994, + "total_loss": 1.0421821939064866, + "lyap1_mean": 0.004247005097568035, + "lyap1_max": 0.016620934009552002, + "lyap1_min": -0.012850294820964336, + "lyap_spec_mean": [ + 0.004247005097568035, + -0.001075532054528594, + -0.0032578506506979465, + -0.0075690592639148235 + ], + "frac_above_star": 0.5 + }, + { + "step": 1613, + "lr": 0.0001, + "sup_loss": 1.0680705132555, + "rf_loss": 0.0003015560214407742, + "total_loss": 1.0683720692769407, + "lyap1_mean": -0.008038902655243874, + "lyap1_max": 0.006828324403613806, + "lyap1_min": -0.02095217816531658, + "lyap_spec_mean": [ + -0.008038901723921299, + -0.009501630440354347, + -0.009323864243924618, + -0.01983211189508438 + ], + "frac_above_star": 0.25 + }, + { + "step": 1614, + "lr": 0.0001, + "sup_loss": 1.040314491049621, + "rf_loss": 0.0004046324174851179, + "total_loss": 1.040719123467106, + "lyap1_mean": -0.016068793833255768, + "lyap1_max": 0.00024085119366645813, + "lyap1_min": -0.033777233213186264, + "lyap_spec_mean": [ + -0.01606879197061062, + -0.011220322921872139, + -0.018006538972258568, + -0.01865317113697529 + ], + "frac_above_star": 0.125 + }, + { + "step": 1615, + "lr": 0.0001, + "sup_loss": 1.100081420552353, + "rf_loss": 0.0002740331692621112, + "total_loss": 1.1003554537216151, + "lyap1_mean": -0.007542310748249292, + "lyap1_max": 0.007474446669220924, + "lyap1_min": -0.021923383697867393, + "lyap_spec_mean": [ + -0.00754231121391058, + -0.013771338388323784, + -0.016500690951943398, + -0.015214566141366959 + ], + "frac_above_star": 0.375 + }, + { + "step": 1616, + "lr": 0.0001, + "sup_loss": 1.0752570417728111, + "rf_loss": 0.00048653854173608124, + "total_loss": 1.0757435803145472, + "lyap1_mean": -0.011818024329841137, + "lyap1_max": 0.008864430710673332, + "lyap1_min": -0.02499176561832428, + "lyap_spec_mean": [ + -0.011818024329841137, + -0.016257578507065773, + -0.024751702323555946, + -0.018834711983799934 + ], + "frac_above_star": 0.125 + }, + { + "step": 1617, + "lr": 0.0001, + "sup_loss": 1.0684982044636748, + "rf_loss": 0.0004899391205981374, + "total_loss": 1.068988143584273, + "lyap1_mean": -0.014925852417945862, + "lyap1_max": 0.020999759435653687, + "lyap1_min": -0.039205070585012436, + "lyap_spec_mean": [ + -0.014925853349268436, + -0.014600656926631927, + -0.017951395362615585, + -0.01969943568110466 + ], + "frac_above_star": 0.25 + }, + { + "step": 1618, + "lr": 0.0001, + "sup_loss": 1.0854190730224276, + "rf_loss": 0.0001740547304507345, + "total_loss": 1.0855931277528783, + "lyap1_mean": 0.0017997950781136751, + "lyap1_max": 0.023953579366207123, + "lyap1_min": -0.02288115583360195, + "lyap_spec_mean": [ + 0.0017997950781136751, + -0.004327361471951008, + -0.014100762084126472, + -0.005138276144862175 + ], + "frac_above_star": 0.5 + }, + { + "step": 1619, + "lr": 0.0001, + "sup_loss": 1.038631758850027, + "rf_loss": 0.0002472647756803781, + "total_loss": 1.0388790236257073, + "lyap1_mean": 0.011530374176800251, + "lyap1_max": 0.03919326514005661, + "lyap1_min": -0.010556350462138653, + "lyap_spec_mean": [ + 0.011530375108122826, + 0.008688926696777344, + 0.006594694219529629, + 0.006748112849891186 + ], + "frac_above_star": 0.75 + }, + { + "step": 1620, + "lr": 0.0001, + "sup_loss": 1.0840886771441767, + "rf_loss": 0.00035578259848989546, + "total_loss": 1.0844444597426666, + "lyap1_mean": 0.014720503240823746, + "lyap1_max": 0.032518357038497925, + "lyap1_min": 0.004075267817825079, + "lyap_spec_mean": [ + 0.014720503240823746, + 0.01585301011800766, + 0.016088033095002174, + 0.01503029465675354 + ], + "frac_above_star": 1.0 + }, + { + "step": 1621, + "lr": 0.0001, + "sup_loss": 1.0901382356985243, + "rf_loss": 0.0006069453083910048, + "total_loss": 1.0907451810069153, + "lyap1_mean": 0.021628614515066147, + "lyap1_max": 0.04972098395228386, + "lyap1_min": -0.003034692956134677, + "lyap_spec_mean": [ + 0.021628618240356445, + 0.023199714720249176, + 0.017383595928549767, + 0.014345483854413033 + ], + "frac_above_star": 0.875 + }, + { + "step": 1622, + "lr": 0.0001, + "sup_loss": 1.1274954894444087, + "rf_loss": 0.00017709381063468754, + "total_loss": 1.1276725832550434, + "lyap1_mean": 0.011621862649917603, + "lyap1_max": 0.022335588932037354, + "lyap1_min": 0.0007122838869690895, + "lyap_spec_mean": [ + 0.011621862649917603, + 0.009076450020074844, + 0.009333486668765545, + 0.008360913954675198 + ], + "frac_above_star": 1.0 + }, + { + "step": 1623, + "lr": 0.0001, + "sup_loss": 1.0388654775843238, + "rf_loss": 0.00013857625890523195, + "total_loss": 1.039004053843229, + "lyap1_mean": 0.0014913193881511688, + "lyap1_max": 0.015157672576606274, + "lyap1_min": -0.019392823800444603, + "lyap_spec_mean": [ + 0.0014913195045664907, + -0.000651117879897356, + -0.000144534045830369, + -0.0024747217539697886 + ], + "frac_above_star": 0.5 + }, + { + "step": 1624, + "lr": 0.0001, + "sup_loss": 1.082347284044804, + "rf_loss": 0.0005961012793704867, + "total_loss": 1.0829433853241746, + "lyap1_mean": -0.02368474006652832, + "lyap1_max": -0.010356232523918152, + "lyap1_min": -0.03979732096195221, + "lyap_spec_mean": [ + -0.02368474006652832, + -0.018311847001314163, + -0.02115578204393387, + -0.023212885484099388 + ], + "frac_above_star": 0.0 + }, + { + "step": 1625, + "lr": 0.0001, + "sup_loss": 1.0803197768325272, + "rf_loss": 0.0012650518910959363, + "total_loss": 1.0815848287236232, + "lyap1_mean": -0.028426039963960648, + "lyap1_max": -0.010918423533439636, + "lyap1_min": -0.0459158830344677, + "lyap_spec_mean": [ + -0.028426039963960648, + -0.03707548603415489, + -0.031002573668956757, + -0.03583024814724922 + ], + "frac_above_star": 0.0 + }, + { + "step": 1626, + "lr": 0.0001, + "sup_loss": 1.0463892717204317, + "rf_loss": 0.0009695268818177283, + "total_loss": 1.0473587986022495, + "lyap1_mean": -0.02708549052476883, + "lyap1_max": -0.01371842436492443, + "lyap1_min": -0.04648004472255707, + "lyap_spec_mean": [ + -0.02708548866212368, + -0.025161968544125557, + -0.030157875269651413, + -0.03246087580919266 + ], + "frac_above_star": 0.0 + }, + { + "step": 1627, + "lr": 0.0001, + "sup_loss": 1.1033053914501554, + "rf_loss": 0.0005735085578635335, + "total_loss": 1.103878900008019, + "lyap1_mean": -0.017062168568372726, + "lyap1_max": -0.0011744850780814886, + "lyap1_min": -0.026131434366106987, + "lyap_spec_mean": [ + -0.017062166705727577, + -0.021702973172068596, + -0.02282601036131382, + -0.024152632802724838 + ], + "frac_above_star": 0.0 + }, + { + "step": 1628, + "lr": 0.0001, + "sup_loss": 1.1341525451718248, + "rf_loss": 0.0001870941196102649, + "total_loss": 1.134339639291435, + "lyap1_mean": -0.0018390511395409703, + "lyap1_max": 0.016492050141096115, + "lyap1_min": -0.010887149721384048, + "lyap_spec_mean": [ + -0.001839051372371614, + -0.008093796670436859, + -0.009238749742507935, + -0.008465774357318878 + ], + "frac_above_star": 0.25 + }, + { + "step": 1629, + "lr": 0.0001, + "sup_loss": 1.0982789987359372, + "rf_loss": 0.00015108822844922543, + "total_loss": 1.0984300869643864, + "lyap1_mean": 0.00943037774413824, + "lyap1_max": 0.02780550718307495, + "lyap1_min": -0.004654661752283573, + "lyap_spec_mean": [ + 0.009430378675460815, + 0.0035321861505508423, + -0.0006177445175126195, + 0.001916476059705019 + ], + "frac_above_star": 0.75 + }, + { + "step": 1630, + "lr": 0.0001, + "sup_loss": 1.0905498263197706, + "rf_loss": 0.0005856270436197519, + "total_loss": 1.0911354533633904, + "lyap1_mean": 0.026290129870176315, + "lyap1_max": 0.038352422416210175, + "lyap1_min": 0.014184528961777687, + "lyap_spec_mean": [ + 0.026290129870176315, + 0.01939251646399498, + 0.02027660608291626, + 0.012874096632003784 + ], + "frac_above_star": 1.0 + }, + { + "step": 1631, + "lr": 0.0001, + "sup_loss": 1.0752767252100268, + "rf_loss": 0.0012055567931383848, + "total_loss": 1.0764822820031652, + "lyap1_mean": 0.03434651345014572, + "lyap1_max": 0.06579728424549103, + "lyap1_min": 0.01874580979347229, + "lyap_spec_mean": [ + 0.03434651345014572, + 0.036173395812511444, + 0.02541755698621273, + 0.02840406447649002 + ], + "frac_above_star": 1.0 + }, + { + "step": 1632, + "lr": 0.0001, + "sup_loss": 1.0646666751235885, + "rf_loss": 0.0013388844672590494, + "total_loss": 1.0660055595908475, + "lyap1_mean": 0.03436771780252457, + "lyap1_max": 0.08238888531923294, + "lyap1_min": 0.008898461237549782, + "lyap_spec_mean": [ + 0.03436771780252457, + 0.028253432363271713, + 0.03120008111000061, + 0.027314240112900734 + ], + "frac_above_star": 1.0 + }, + { + "step": 1633, + "lr": 0.0001, + "sup_loss": 1.0368716325438345, + "rf_loss": 0.0009058026480488479, + "total_loss": 1.0377774351918834, + "lyap1_mean": 0.030458971858024597, + "lyap1_max": 0.05359908938407898, + "lyap1_min": 0.01149754785001278, + "lyap_spec_mean": [ + 0.030458971858024597, + 0.029731761664152145, + 0.01954132504761219, + 0.02543470449745655 + ], + "frac_above_star": 1.0 + }, + { + "step": 1634, + "lr": 0.0001, + "sup_loss": 1.0700053219888894, + "rf_loss": 0.0003031070518773049, + "total_loss": 1.0703084290407667, + "lyap1_mean": 0.013258533552289009, + "lyap1_max": 0.02982323244214058, + "lyap1_min": -0.006031743250787258, + "lyap_spec_mean": [ + 0.013258533552289009, + 0.014976385049521923, + 0.016772568225860596, + 0.009303102269768715 + ], + "frac_above_star": 0.875 + }, + { + "step": 1635, + "lr": 0.0001, + "sup_loss": 1.1002977107953296, + "rf_loss": 0.000245943374466151, + "total_loss": 1.1005436541697957, + "lyap1_mean": 0.00917942263185978, + "lyap1_max": 0.032806046307086945, + "lyap1_min": -0.009927041828632355, + "lyap_spec_mean": [ + 0.00917942263185978, + 0.0002157175913453102, + -0.0017419157084077597, + -0.004889394622296095 + ], + "frac_above_star": 0.5 + }, + { + "step": 1636, + "lr": 0.0001, + "sup_loss": 1.0872559251000167, + "rf_loss": 0.0005188148352317512, + "total_loss": 1.0877747399352484, + "lyap1_mean": -0.015782441943883896, + "lyap1_max": -0.003988777287304401, + "lyap1_min": -0.026383932679891586, + "lyap_spec_mean": [ + -0.015782441943883896, + -0.01971377246081829, + -0.02331305295228958, + -0.021435007452964783 + ], + "frac_above_star": 0.0 + }, + { + "step": 1637, + "lr": 0.0001, + "sup_loss": 1.0875969130946421, + "rf_loss": 0.0009705560514703393, + "total_loss": 1.0885674691461125, + "lyap1_mean": -0.022240711376070976, + "lyap1_max": -0.006966192275285721, + "lyap1_min": -0.03457608073949814, + "lyap_spec_mean": [ + -0.022240709513425827, + -0.025245634838938713, + -0.031995199620723724, + -0.03734815865755081 + ], + "frac_above_star": 0.0 + }, + { + "step": 1638, + "lr": 0.0001, + "sup_loss": 1.041173824586464, + "rf_loss": 0.0015594403957948089, + "total_loss": 1.0427332649822587, + "lyap1_mean": -0.037906721234321594, + "lyap1_max": -0.019736304879188538, + "lyap1_min": -0.058245256543159485, + "lyap_spec_mean": [ + -0.037906721234321594, + -0.03587234020233154, + -0.039790570735931396, + -0.03745272010564804 + ], + "frac_above_star": 0.0 + }, + { + "step": 1639, + "lr": 0.0001, + "sup_loss": 1.063073199486245, + "rf_loss": 0.0004772075335495174, + "total_loss": 1.0635504070197945, + "lyap1_mean": -0.01656721904873848, + "lyap1_max": -0.003050577826797962, + "lyap1_min": -0.03505561873316765, + "lyap_spec_mean": [ + -0.01656722091138363, + -0.017671624198555946, + -0.020083047449588776, + -0.021958306431770325 + ], + "frac_above_star": 0.0 + }, + { + "step": 1640, + "lr": 0.0001, + "sup_loss": 1.061436702727282, + "rf_loss": 0.00016303766460623592, + "total_loss": 1.0615997403918882, + "lyap1_mean": -0.0010406123474240303, + "lyap1_max": 0.015140054747462273, + "lyap1_min": -0.019827738404273987, + "lyap_spec_mean": [ + -0.001040612580254674, + -0.0075600226409733295, + -0.004536018241196871, + -0.009928945451974869 + ], + "frac_above_star": 0.5 + }, + { + "step": 1641, + "lr": 0.0001, + "sup_loss": 1.0541575937338945, + "rf_loss": 0.00026979888207279146, + "total_loss": 1.0544273926159673, + "lyap1_mean": 0.01828594319522381, + "lyap1_max": 0.041714124381542206, + "lyap1_min": -0.009211737662553787, + "lyap_spec_mean": [ + 0.01828594133257866, + 0.010224824771285057, + 0.006038824561983347, + 0.004672180861234665 + ], + "frac_above_star": 0.75 + }, + { + "step": 1642, + "lr": 0.0001, + "sup_loss": 1.0866190973647867, + "rf_loss": 0.0011043823324143887, + "total_loss": 1.087723479697201, + "lyap1_mean": 0.03299904614686966, + "lyap1_max": 0.04497852921485901, + "lyap1_min": 0.018058694899082184, + "lyap_spec_mean": [ + 0.03299904614686966, + 0.03301830589771271, + 0.02657799795269966, + 0.03049260564148426 + ], + "frac_above_star": 1.0 + }, + { + "step": 1643, + "lr": 0.0001, + "sup_loss": 1.053884823294699, + "rf_loss": 0.000957388139795512, + "total_loss": 1.0548422114344944, + "lyap1_mean": 0.031279727816581726, + "lyap1_max": 0.04046372324228287, + "lyap1_min": 0.02121441625058651, + "lyap_spec_mean": [ + 0.031279731541872025, + 0.030856888741254807, + 0.025675904005765915, + 0.03127134591341019 + ], + "frac_above_star": 1.0 + }, + { + "step": 1644, + "lr": 0.0001, + "sup_loss": 1.05652701943294, + "rf_loss": 0.0007572044851258397, + "total_loss": 1.0572842239180658, + "lyap1_mean": 0.02664058282971382, + "lyap1_max": 0.0450550876557827, + "lyap1_min": 0.013863323256373405, + "lyap_spec_mean": [ + 0.026640580967068672, + 0.019106924533843994, + 0.022756164893507957, + 0.021645747125148773 + ], + "frac_above_star": 1.0 + }, + { + "step": 1645, + "lr": 0.0001, + "sup_loss": 1.0527969879602868, + "rf_loss": 0.00030192494159564376, + "total_loss": 1.0530989129018824, + "lyap1_mean": 0.01393770519644022, + "lyap1_max": 0.030706796795129776, + "lyap1_min": -0.007431064732372761, + "lyap_spec_mean": [ + 0.01393770519644022, + 0.012666616588830948, + 0.007665780372917652, + 0.006105904467403889 + ], + "frac_above_star": 0.875 + }, + { + "step": 1646, + "lr": 0.0001, + "sup_loss": 1.0746909680292513, + "rf_loss": 0.00017935590585693717, + "total_loss": 1.0748703239351083, + "lyap1_mean": -0.0053706904873251915, + "lyap1_max": 0.01469440758228302, + "lyap1_min": -0.019580550491809845, + "lyap_spec_mean": [ + -0.005370691418647766, + -0.01036430336534977, + -0.010282725095748901, + -0.008552179671823978 + ], + "frac_above_star": 0.25 + }, + { + "step": 1647, + "lr": 0.0001, + "sup_loss": 1.0506681861834202, + "rf_loss": 0.00064157007727772, + "total_loss": 1.051309756260698, + "lyap1_mean": -0.02501131035387516, + "lyap1_max": -0.010060965083539486, + "lyap1_min": -0.04470502585172653, + "lyap_spec_mean": [ + -0.02501131035387516, + -0.022145923227071762, + -0.025779958814382553, + -0.01699313335120678 + ], + "frac_above_star": 0.0 + }, + { + "step": 1648, + "lr": 0.0001, + "sup_loss": 1.1072507129184062, + "rf_loss": 0.000995313748717308, + "total_loss": 1.1082460266671235, + "lyap1_mean": -0.024064932018518448, + "lyap1_max": -0.008773528039455414, + "lyap1_min": -0.04415237531065941, + "lyap_spec_mean": [ + -0.024064932018518448, + -0.027763675898313522, + -0.0319662019610405, + -0.032448045909404755 + ], + "frac_above_star": 0.0 + }, + { + "step": 1649, + "lr": 0.0001, + "sup_loss": 0.9595481582133099, + "rf_loss": 0.0007440322660841048, + "total_loss": 0.960292190479394, + "lyap1_mean": -0.01915709115564823, + "lyap1_max": -0.011025222018361092, + "lyap1_min": -0.04399062693119049, + "lyap_spec_mean": [ + -0.01915709115564823, + -0.026822488754987717, + -0.025149326771497726, + -0.028015699237585068 + ], + "frac_above_star": 0.0 + }, + { + "step": 1650, + "lr": 0.0001, + "sup_loss": 1.1249152039946366, + "rf_loss": 0.00036170348175801337, + "total_loss": 1.1252769074763946, + "lyap1_mean": -0.014785125851631165, + "lyap1_max": 0.006570693105459213, + "lyap1_min": -0.03324349597096443, + "lyap_spec_mean": [ + -0.014785125851631165, + -0.008343813940882683, + -0.019629396498203278, + -0.01420094445347786 + ], + "frac_above_star": 0.125 + }, + { + "step": 1651, + "lr": 0.0001, + "sup_loss": 1.0575698012433832, + "rf_loss": 0.00014807263505645096, + "total_loss": 1.0577178738784396, + "lyap1_mean": 0.003966623451560736, + "lyap1_max": 0.026820864528417587, + "lyap1_min": -0.01711813546717167, + "lyap_spec_mean": [ + 0.003966623917222023, + -0.0020538116805255413, + -0.003671355079859495, + -0.003932635765522718 + ], + "frac_above_star": 0.625 + }, + { + "step": 1652, + "lr": 0.0001, + "sup_loss": 1.0895338336093674, + "rf_loss": 0.00019877823069691658, + "total_loss": 1.0897326118400643, + "lyap1_mean": 0.007711496204137802, + "lyap1_max": 0.040354449301958084, + "lyap1_min": -0.013920506462454796, + "lyap_spec_mean": [ + 0.007711496204137802, + 0.009632127359509468, + 0.005771002732217312, + 0.0012913878308609128 + ], + "frac_above_star": 0.625 + }, + { + "step": 1653, + "lr": 0.0001, + "sup_loss": 1.052048585343274, + "rf_loss": 0.0003552719426807016, + "total_loss": 1.0524038572859546, + "lyap1_mean": 0.016103286296129227, + "lyap1_max": 0.0390111580491066, + "lyap1_min": 0.0023632056545466185, + "lyap_spec_mean": [ + 0.016103286296129227, + 0.01778768002986908, + 0.01518125832080841, + 0.013413180597126484 + ], + "frac_above_star": 1.0 + }, + { + "step": 1654, + "lr": 0.0001, + "sup_loss": 1.0676948299922946, + "rf_loss": 0.0003363433643244207, + "total_loss": 1.068031173356619, + "lyap1_mean": 0.020350484177470207, + "lyap1_max": 0.03271123021841049, + "lyap1_min": 0.005468077026307583, + "lyap_spec_mean": [ + 0.020350486040115356, + 0.010342525318264961, + 0.00801634881645441, + 0.013146146200597286 + ], + "frac_above_star": 1.0 + }, + { + "step": 1655, + "lr": 0.0001, + "sup_loss": 1.047692264802107, + "rf_loss": 0.0001834413269534707, + "total_loss": 1.0478757061290604, + "lyap1_mean": 0.011596689000725746, + "lyap1_max": 0.023623455315828323, + "lyap1_min": -0.003134295344352722, + "lyap_spec_mean": [ + 0.011596689000725746, + 0.009770757518708706, + 0.007912380620837212, + 0.0036511854268610477 + ], + "frac_above_star": 0.75 + }, + { + "step": 1656, + "lr": 0.0001, + "sup_loss": 1.086247741864889, + "rf_loss": 0.0001278004056075588, + "total_loss": 1.0863755422704966, + "lyap1_mean": 0.005471384152770042, + "lyap1_max": 0.016872430220246315, + "lyap1_min": -0.006742868572473526, + "lyap_spec_mean": [ + 0.005471384152770042, + 0.006541472394019365, + 0.005089328624308109, + 0.0029396365862339735 + ], + "frac_above_star": 0.75 + }, + { + "step": 1657, + "lr": 0.0001, + "sup_loss": 1.0601224621313874, + "rf_loss": 0.00016256701201200485, + "total_loss": 1.0602850291433994, + "lyap1_mean": 0.002751847030594945, + "lyap1_max": 0.02413623034954071, + "lyap1_min": -0.01177989598363638, + "lyap_spec_mean": [ + 0.0027518467977643013, + 0.001157534308731556, + 0.0010833691339939833, + -0.0035957624204456806 + ], + "frac_above_star": 0.375 + }, + { + "step": 1658, + "lr": 0.0001, + "sup_loss": 1.0605750775638023, + "rf_loss": 0.00011285045911790803, + "total_loss": 1.0606879280229202, + "lyap1_mean": -0.002478677546605468, + "lyap1_max": 0.009414296597242355, + "lyap1_min": -0.018313003703951836, + "lyap_spec_mean": [ + -0.002478677313774824, + 0.003219674341380596, + -0.0031202025711536407, + -0.0024414563085883856 + ], + "frac_above_star": 0.5 + }, + { + "step": 1659, + "lr": 0.0001, + "sup_loss": 1.0626850937089545, + "rf_loss": 0.00019298565166536719, + "total_loss": 1.0628780793606198, + "lyap1_mean": -0.008052770979702473, + "lyap1_max": 0.0091314185410738, + "lyap1_min": -0.03700673580169678, + "lyap_spec_mean": [ + -0.008052771911025047, + -0.004250833764672279, + -0.008663566783070564, + -0.009115166962146759 + ], + "frac_above_star": 0.25 + }, + { + "step": 1660, + "lr": 0.0001, + "sup_loss": 1.0363675507443761, + "rf_loss": 0.00019566078844945878, + "total_loss": 1.0365632115328256, + "lyap1_mean": -0.0047324481420218945, + "lyap1_max": 0.012338951230049133, + "lyap1_min": -0.022467099130153656, + "lyap_spec_mean": [ + -0.004732448607683182, + -0.008016733452677727, + -0.012456150725483894, + -0.01500413566827774 + ], + "frac_above_star": 0.375 + }, + { + "step": 1661, + "lr": 0.0001, + "sup_loss": 1.0896016162013284, + "rf_loss": 0.0004898172337561846, + "total_loss": 1.0900914334350846, + "lyap1_mean": -0.014937696978449821, + "lyap1_max": 0.013620650395751, + "lyap1_min": -0.04414580389857292, + "lyap_spec_mean": [ + -0.014937696978449821, + -0.015660502016544342, + -0.01738087646663189, + -0.024506188929080963 + ], + "frac_above_star": 0.125 + }, + { + "step": 1662, + "lr": 0.0001, + "sup_loss": 1.0742230693321517, + "rf_loss": 0.000126376049593091, + "total_loss": 1.0743494453817448, + "lyap1_mean": -0.003927233628928661, + "lyap1_max": 0.008536343462765217, + "lyap1_min": -0.020652061328291893, + "lyap_spec_mean": [ + -0.003927233628928661, + -0.007104889489710331, + -0.007946709170937538, + -0.010599492117762566 + ], + "frac_above_star": 0.25 + }, + { + "step": 1663, + "lr": 0.0001, + "sup_loss": 1.0802954400114495, + "rf_loss": 0.00012855145905632526, + "total_loss": 1.0804239914705058, + "lyap1_mean": -0.0037461973261088133, + "lyap1_max": 0.008568322286009789, + "lyap1_min": -0.018378229811787605, + "lyap_spec_mean": [ + -0.0037461970932781696, + -0.004067206755280495, + -0.00942116230726242, + -0.010265642777085304 + ], + "frac_above_star": 0.375 + }, + { + "step": 1664, + "lr": 0.0001, + "sup_loss": 1.0753358617984834, + "rf_loss": 0.00012588122626766562, + "total_loss": 1.075461743024751, + "lyap1_mean": 0.002699756296351552, + "lyap1_max": 0.022856127470731735, + "lyap1_min": -0.010222207754850388, + "lyap_spec_mean": [ + 0.0026997560635209084, + -0.000746183271985501, + -0.0011105304583907127, + 0.001863428857177496 + ], + "frac_above_star": 0.5 + }, + { + "step": 1665, + "lr": 0.0001, + "sup_loss": 1.0700101862415456, + "rf_loss": 0.00033735993201844394, + "total_loss": 1.070347546173564, + "lyap1_mean": 0.018976276740431786, + "lyap1_max": 0.043531633913517, + "lyap1_min": -0.000707723549567163, + "lyap_spec_mean": [ + 0.018976276740431786, + 0.01146964356303215, + 0.013623912818729877, + 0.00417655985802412 + ], + "frac_above_star": 0.875 + }, + { + "step": 1666, + "lr": 0.0001, + "sup_loss": 1.1010256327348085, + "rf_loss": 0.00016288473852910101, + "total_loss": 1.1011885174733376, + "lyap1_mean": 0.008652135729789734, + "lyap1_max": 0.023290783166885376, + "lyap1_min": -0.007049262523651123, + "lyap_spec_mean": [ + 0.008652135729789734, + 0.004660899750888348, + 0.0011615939438343048, + 0.0072596389800310135 + ], + "frac_above_star": 0.875 + }, + { + "step": 1667, + "lr": 0.0001, + "sup_loss": 0.999294378886287, + "rf_loss": 0.00036398242809809744, + "total_loss": 0.9996583613143851, + "lyap1_mean": 0.00992775522172451, + "lyap1_max": 0.04366875812411308, + "lyap1_min": -0.02719930186867714, + "lyap_spec_mean": [ + 0.00992775522172451, + 0.01886339671909809, + 0.0005470139440149069, + 0.002555552404373884 + ], + "frac_above_star": 0.625 + }, + { + "step": 1668, + "lr": 0.0001, + "sup_loss": 1.1035586155325432, + "rf_loss": 0.00018354537314735353, + "total_loss": 1.1037421609056906, + "lyap1_mean": 0.00805923156440258, + "lyap1_max": 0.030523918569087982, + "lyap1_min": -0.019933050498366356, + "lyap_spec_mean": [ + 0.008059232495725155, + 0.0001746847410686314, + 0.00036791549064219, + 0.0018369746394455433 + ], + "frac_above_star": 0.625 + }, + { + "step": 1669, + "lr": 0.0001, + "sup_loss": 1.051654990605028, + "rf_loss": 0.0001153027915279381, + "total_loss": 1.051770293396556, + "lyap1_mean": 0.0011400338262319565, + "lyap1_max": 0.015236752107739449, + "lyap1_min": -0.009584123268723488, + "lyap_spec_mean": [ + 0.0011400338262319565, + 0.0025166021659970284, + -0.006529903970658779, + -0.0069841607473790646 + ], + "frac_above_star": 0.375 + }, + { + "step": 1670, + "lr": 0.0001, + "sup_loss": 1.0872255983226862, + "rf_loss": 0.0002135445538442582, + "total_loss": 1.0874391428765304, + "lyap1_mean": -0.00315576558932662, + "lyap1_max": 0.02458195760846138, + "lyap1_min": -0.028194338083267212, + "lyap_spec_mean": [ + -0.003155765123665333, + -0.0021093469113111496, + -0.006032648496329784, + -0.011995133943855762 + ], + "frac_above_star": 0.375 + }, + { + "step": 1671, + "lr": 0.0001, + "sup_loss": 1.136960619445052, + "rf_loss": 9.754986967891455e-05, + "total_loss": 1.1370581693147308, + "lyap1_mean": 0.008011948317289352, + "lyap1_max": 0.032628417015075684, + "lyap1_min": -0.006502742879092693, + "lyap_spec_mean": [ + 0.008011948317289352, + 0.002107952255755663, + 0.00038158014649525285, + -0.0032362802885472775 + ], + "frac_above_star": 0.75 + }, + { + "step": 1672, + "lr": 0.0001, + "sup_loss": 1.0615995461831667, + "rf_loss": 0.0001385027135256678, + "total_loss": 1.0617380488966923, + "lyap1_mean": 0.0038188807666301727, + "lyap1_max": 0.039237089455127716, + "lyap1_min": -0.006921187974512577, + "lyap_spec_mean": [ + 0.0038188807666301727, + -0.00204284256324172, + 0.00022198050282895565, + -0.006629005074501038 + ], + "frac_above_star": 0.5 + }, + { + "step": 1673, + "lr": 0.0001, + "sup_loss": 1.0414596365210693, + "rf_loss": 0.00016761102597229183, + "total_loss": 1.0416272475470416, + "lyap1_mean": 0.005822190083563328, + "lyap1_max": 0.019453374668955803, + "lyap1_min": -0.004692212678492069, + "lyap_spec_mean": [ + 0.005822190083563328, + 0.0059907929971814156, + 0.007171747274696827, + 0.002675586147233844 + ], + "frac_above_star": 0.875 + }, + { + "step": 1674, + "lr": 0.0001, + "sup_loss": 1.0851079036246722, + "rf_loss": 0.0001915044995257631, + "total_loss": 1.085299408124198, + "lyap1_mean": 0.0111836614087224, + "lyap1_max": 0.028054213151335716, + "lyap1_min": -0.00296415900811553, + "lyap_spec_mean": [ + 0.0111836614087224, + 0.009754478931427002, + 0.009798192419111729, + 0.010860838927328587 + ], + "frac_above_star": 0.875 + }, + { + "step": 1675, + "lr": 0.0001, + "sup_loss": 1.0353576642038533, + "rf_loss": 0.0005081604467704892, + "total_loss": 1.0358658246506238, + "lyap1_mean": 0.023288186639547348, + "lyap1_max": 0.04694921523332596, + "lyap1_min": 0.01002105325460434, + "lyap_spec_mean": [ + 0.023288186639547348, + 0.02316119335591793, + 0.015419892966747284, + 0.019221553578972816 + ], + "frac_above_star": 1.0 + }, + { + "step": 1676, + "lr": 0.0001, + "sup_loss": 1.0605709609321294, + "rf_loss": 0.000289225485175848, + "total_loss": 1.0608601864173053, + "lyap1_mean": 0.01628808118402958, + "lyap1_max": 0.04139760136604309, + "lyap1_min": -0.008611969649791718, + "lyap_spec_mean": [ + 0.01628808304667473, + 0.01487693190574646, + 0.005445939023047686, + 0.013065778650343418 + ], + "frac_above_star": 0.875 + }, + { + "step": 1677, + "lr": 0.0001, + "sup_loss": 1.050641321067898, + "rf_loss": 0.00019183231052011251, + "total_loss": 1.050833153378418, + "lyap1_mean": 0.011909466236829758, + "lyap1_max": 0.02534928172826767, + "lyap1_min": 0.002188566140830517, + "lyap_spec_mean": [ + 0.011909465305507183, + 0.009794685989618301, + 0.014406828209757805, + 0.0014550351770594716 + ], + "frac_above_star": 1.0 + }, + { + "step": 1678, + "lr": 0.0001, + "sup_loss": 1.057201083055616, + "rf_loss": 0.00012230593711137772, + "total_loss": 1.0573233889927274, + "lyap1_mean": 0.007745014503598213, + "lyap1_max": 0.03164064511656761, + "lyap1_min": -0.011208713054656982, + "lyap_spec_mean": [ + 0.0077450149692595005, + 0.008215760812163353, + 0.0011017355136573315, + -0.0005655181594192982 + ], + "frac_above_star": 0.625 + }, + { + "step": 1679, + "lr": 0.0001, + "sup_loss": 1.0426136630363652, + "rf_loss": 9.686982957646251e-05, + "total_loss": 1.0427105328659416, + "lyap1_mean": 0.0035402693320065737, + "lyap1_max": 0.015059041790664196, + "lyap1_min": -0.015549376606941223, + "lyap_spec_mean": [ + 0.0035402693320065737, + -0.0013831986580044031, + -0.0007141808746382594, + -0.00571741908788681 + ], + "frac_above_star": 0.75 + }, + { + "step": 1680, + "lr": 0.0001, + "sup_loss": 1.0117855647135376, + "rf_loss": 0.00020629368373192847, + "total_loss": 1.0119918583972696, + "lyap1_mean": -0.009597943164408207, + "lyap1_max": 0.003002683399245143, + "lyap1_min": -0.03453260287642479, + "lyap_spec_mean": [ + -0.009597942233085632, + -0.009521114639937878, + -0.013255245052278042, + -0.010819303803145885 + ], + "frac_above_star": 0.125 + }, + { + "step": 1681, + "lr": 0.0001, + "sup_loss": 1.0871623260788483, + "rf_loss": 0.00034684379352256656, + "total_loss": 1.087509169872371, + "lyap1_mean": -0.014622570015490055, + "lyap1_max": 0.017485875636339188, + "lyap1_min": -0.030144890770316124, + "lyap_spec_mean": [ + -0.014622570015490055, + -0.011440206319093704, + -0.01504403818398714, + -0.013125819154083729 + ], + "frac_above_star": 0.125 + }, + { + "step": 1682, + "lr": 0.0001, + "sup_loss": 1.131713368306943, + "rf_loss": 0.0006245133699849248, + "total_loss": 1.1323378816769278, + "lyap1_mean": -0.016831915825605392, + "lyap1_max": 0.0069928597658872604, + "lyap1_min": -0.04340411722660065, + "lyap_spec_mean": [ + -0.016831915825605392, + -0.019007893279194832, + -0.020105412229895592, + -0.02509569562971592 + ], + "frac_above_star": 0.25 + }, + { + "step": 1683, + "lr": 0.0001, + "sup_loss": 0.9816716451024673, + "rf_loss": 0.0007519738283008337, + "total_loss": 0.9824236189307681, + "lyap1_mean": -0.018836699426174164, + "lyap1_max": -0.00961374118924141, + "lyap1_min": -0.026501869782805443, + "lyap_spec_mean": [ + -0.018836699426174164, + -0.02606814168393612, + -0.02812342345714569, + -0.026918523013591766 + ], + "frac_above_star": 0.0 + }, + { + "step": 1684, + "lr": 0.0001, + "sup_loss": 1.1177567407076672, + "rf_loss": 0.0007774649420753121, + "total_loss": 1.1185342056497425, + "lyap1_mean": -0.021157559007406235, + "lyap1_max": -0.0023632876109331846, + "lyap1_min": -0.040499038994312286, + "lyap_spec_mean": [ + -0.021157557144761086, + -0.024397971108555794, + -0.022662010043859482, + -0.032035112380981445 + ], + "frac_above_star": 0.0 + }, + { + "step": 1685, + "lr": 0.0001, + "sup_loss": 1.061703390507592, + "rf_loss": 0.0003207967965863645, + "total_loss": 1.0620241873041785, + "lyap1_mean": -0.006862906273454428, + "lyap1_max": 0.009587649255990982, + "lyap1_min": -0.017079059034585953, + "lyap_spec_mean": [ + -0.006862906273454428, + -0.013803503476083279, + -0.01270993985235691, + -0.014067715033888817 + ], + "frac_above_star": 0.25 + }, + { + "step": 1686, + "lr": 0.0001, + "sup_loss": 1.0493445307537677, + "rf_loss": 0.00021308973373379558, + "total_loss": 1.0495576204875015, + "lyap1_mean": -0.005990044679492712, + "lyap1_max": 0.018516531214118004, + "lyap1_min": -0.022353217005729675, + "lyap_spec_mean": [ + -0.005990044213831425, + -0.005047466605901718, + -0.014628471806645393, + -0.00829702615737915 + ], + "frac_above_star": 0.375 + }, + { + "step": 1687, + "lr": 0.0001, + "sup_loss": 1.0353210362325176, + "rf_loss": 0.0001809052482713014, + "total_loss": 1.035501941480789, + "lyap1_mean": 0.01016493421047926, + "lyap1_max": 0.028553444892168045, + "lyap1_min": -0.003926511853933334, + "lyap_spec_mean": [ + 0.01016493421047926, + 0.007672307081520557, + 0.003903451142832637, + 0.008664284832775593 + ], + "frac_above_star": 0.75 + }, + { + "step": 1688, + "lr": 0.0001, + "sup_loss": 1.0818324577925544, + "rf_loss": 0.00016076640167739242, + "total_loss": 1.0819932241942318, + "lyap1_mean": 0.009975067339837551, + "lyap1_max": 0.023156141862273216, + "lyap1_min": -0.009829247370362282, + "lyap_spec_mean": [ + 0.009975067339837551, + 0.007854057475924492, + 0.011057856492698193, + 0.00536150811240077 + ], + "frac_above_star": 0.875 + }, + { + "step": 1689, + "lr": 0.0001, + "sup_loss": 1.0123405646516825, + "rf_loss": 0.00053436029702425, + "total_loss": 1.0128749249487068, + "lyap1_mean": 0.020798534154891968, + "lyap1_max": 0.02821282669901848, + "lyap1_min": 0.0074264127761125565, + "lyap_spec_mean": [ + 0.020798536017537117, + 0.02235422283411026, + 0.015604658052325249, + 0.014912180602550507 + ], + "frac_above_star": 1.0 + }, + { + "step": 1690, + "lr": 0.0001, + "sup_loss": 1.0611667931939273, + "rf_loss": 0.0004779000300914049, + "total_loss": 1.0616446932240187, + "lyap1_mean": 0.01662520132958889, + "lyap1_max": 0.03116758167743683, + "lyap1_min": 0.0003123643691651523, + "lyap_spec_mean": [ + 0.01662520132958889, + 0.02327883243560791, + 0.0197221077978611, + 0.01122747827321291 + ], + "frac_above_star": 1.0 + }, + { + "step": 1691, + "lr": 0.0001, + "sup_loss": 1.0739348774093174, + "rf_loss": 0.0004922118969261646, + "total_loss": 1.0744270893062435, + "lyap1_mean": 0.02323020063340664, + "lyap1_max": 0.053830429911613464, + "lyap1_min": 0.006219393573701382, + "lyap_spec_mean": [ + 0.02323020063340664, + 0.019865062087774277, + 0.019548680633306503, + 0.01437811367213726 + ], + "frac_above_star": 1.0 + }, + { + "step": 1692, + "lr": 0.0001, + "sup_loss": 1.0573246932191678, + "rf_loss": 0.00041388970566913486, + "total_loss": 1.057738582924837, + "lyap1_mean": 0.024063223972916603, + "lyap1_max": 0.04835186153650284, + "lyap1_min": -0.0028929831460118294, + "lyap_spec_mean": [ + 0.024063225835561752, + 0.013080960139632225, + 0.008673101663589478, + 0.010736465454101562 + ], + "frac_above_star": 0.875 + }, + { + "step": 1693, + "lr": 0.0001, + "sup_loss": 1.0570587018383228, + "rf_loss": 8.582211012253538e-05, + "total_loss": 1.0571445239484454, + "lyap1_mean": -0.003689974080771208, + "lyap1_max": 0.010888349264860153, + "lyap1_min": -0.015730425715446472, + "lyap_spec_mean": [ + -0.003689974080771208, + 0.002919882070273161, + 0.0012864983873441815, + -0.00423489511013031 + ], + "frac_above_star": 0.375 + }, + { + "step": 1694, + "lr": 0.0001, + "sup_loss": 1.1219789359650136, + "rf_loss": 0.00021957703575026244, + "total_loss": 1.122198513000764, + "lyap1_mean": -0.001100253197364509, + "lyap1_max": 0.03598727285861969, + "lyap1_min": -0.023196421563625336, + "lyap_spec_mean": [ + -0.0011002537794411182, + -0.005323451943695545, + -0.009151726961135864, + -0.005443465430289507 + ], + "frac_above_star": 0.375 + }, + { + "step": 1695, + "lr": 0.0001, + "sup_loss": 1.0762482922663403, + "rf_loss": 0.0005879203090444207, + "total_loss": 1.0768362125753848, + "lyap1_mean": -0.00989396870136261, + "lyap1_max": 0.01838633418083191, + "lyap1_min": -0.03719950467348099, + "lyap_spec_mean": [ + -0.009893967770040035, + -0.014668037183582783, + -0.02532675862312317, + -0.01772053726017475 + ], + "frac_above_star": 0.25 + }, + { + "step": 1696, + "lr": 0.0001, + "sup_loss": 1.1032688109206124, + "rf_loss": 0.000368370208889246, + "total_loss": 1.1036371811295016, + "lyap1_mean": -0.012201575562357903, + "lyap1_max": 0.011417262256145477, + "lyap1_min": -0.0294025968760252, + "lyap_spec_mean": [ + -0.012201575562357903, + -0.013044946826994419, + -0.018778517842292786, + -0.01904691755771637 + ], + "frac_above_star": 0.25 + }, + { + "step": 1697, + "lr": 0.0001, + "sup_loss": 1.0857577453398468, + "rf_loss": 0.0011477924417704344, + "total_loss": 1.0869055377816172, + "lyap1_mean": -0.02961066924035549, + "lyap1_max": -0.012157617136836052, + "lyap1_min": -0.04734174907207489, + "lyap_spec_mean": [ + -0.029610667377710342, + -0.02926822006702423, + -0.0324019230902195, + -0.03563379496335983 + ], + "frac_above_star": 0.0 + }, + { + "step": 1698, + "lr": 0.0001, + "sup_loss": 1.0648512188769734, + "rf_loss": 0.0008251878898590803, + "total_loss": 1.0656764067668325, + "lyap1_mean": -0.021752437576651573, + "lyap1_max": 0.006898929830640554, + "lyap1_min": -0.03394227847456932, + "lyap_spec_mean": [ + -0.021752439439296722, + -0.025342216715216637, + -0.03167123720049858, + -0.02851780876517296 + ], + "frac_above_star": 0.125 + }, + { + "step": 1699, + "lr": 0.0001, + "sup_loss": 1.062217880829784, + "rf_loss": 0.0006394815864041448, + "total_loss": 1.0628573624161881, + "lyap1_mean": -0.020515721291303635, + "lyap1_max": 0.007563983090221882, + "lyap1_min": -0.03750103712081909, + "lyap_spec_mean": [ + -0.020515719428658485, + -0.020975345745682716, + -0.023840241134166718, + -0.02435861900448799 + ], + "frac_above_star": 0.25 + }, + { + "step": 1700, + "lr": 0.0001, + "sup_loss": 1.0908077727754804, + "rf_loss": 0.00015870807692408562, + "total_loss": 1.0909664808524044, + "lyap1_mean": -0.000561777560506016, + "lyap1_max": 0.014565220102667809, + "lyap1_min": -0.014728272333741188, + "lyap_spec_mean": [ + -0.0005617775022983551, + 0.0026624053716659546, + -0.008295569568872452, + -0.006557163316756487 + ], + "frac_above_star": 0.5 + }, + { + "step": 1701, + "lr": 0.0001, + "sup_loss": 1.0488244909117406, + "rf_loss": 0.0001576745416969061, + "total_loss": 1.0489821654534375, + "lyap1_mean": 0.008171096444129944, + "lyap1_max": 0.02803277038037777, + "lyap1_min": -0.0012494043912738562, + "lyap_spec_mean": [ + 0.00817109551280737, + 0.004897874779999256, + 0.0056310491636395454, + 0.0040148342959582806 + ], + "frac_above_star": 0.75 + }, + { + "step": 1702, + "lr": 0.0001, + "sup_loss": 1.0532772184992452, + "rf_loss": 0.00040223111864179373, + "total_loss": 1.053679449617887, + "lyap1_mean": 0.02114156074821949, + "lyap1_max": 0.03340921550989151, + "lyap1_min": 0.01022435910999775, + "lyap_spec_mean": [ + 0.02114156074821949, + 0.017577525228261948, + 0.012795205228030682, + 0.013024781830608845 + ], + "frac_above_star": 1.0 + }, + { + "step": 1703, + "lr": 0.0001, + "sup_loss": 1.092030100640396, + "rf_loss": 0.00014053603808861226, + "total_loss": 1.0921706366784847, + "lyap1_mean": 0.005220659542828798, + "lyap1_max": 0.020798571407794952, + "lyap1_min": -0.006916828453540802, + "lyap_spec_mean": [ + 0.005220659542828798, + 0.008838564157485962, + 0.007814114913344383, + 0.011553439311683178 + ], + "frac_above_star": 0.625 + }, + { + "step": 1704, + "lr": 0.0001, + "sup_loss": 1.0849661833925048, + "rf_loss": 0.00014491936599370092, + "total_loss": 1.0851111027584985, + "lyap1_mean": 0.014299333095550537, + "lyap1_max": 0.020261656492948532, + "lyap1_min": 0.007918285205960274, + "lyap_spec_mean": [ + 0.014299332164227962, + 0.005872761830687523, + 0.008332913741469383, + 0.004015929065644741 + ], + "frac_above_star": 1.0 + }, + { + "step": 1705, + "lr": 0.0001, + "sup_loss": 0.9889552799267927, + "rf_loss": 0.00016906668315641582, + "total_loss": 0.9891243466099491, + "lyap1_mean": 0.012066124938428402, + "lyap1_max": 0.034124940633773804, + "lyap1_min": -0.0019629306625574827, + "lyap_spec_mean": [ + 0.012066124938428402, + 0.005168567877262831, + 0.0032715117558836937, + 0.001577387098222971 + ], + "frac_above_star": 0.875 + }, + { + "step": 1706, + "lr": 0.0001, + "sup_loss": 1.027247918590049, + "rf_loss": 0.00018113586702384055, + "total_loss": 1.0274290544570728, + "lyap1_mean": 0.011620895937085152, + "lyap1_max": 0.03363623470067978, + "lyap1_min": -0.005703245755285025, + "lyap_spec_mean": [ + 0.011620895937085152, + 0.0017044226406142116, + -0.000735352048650384, + 0.0031761452555656433 + ], + "frac_above_star": 0.75 + }, + { + "step": 1707, + "lr": 0.0001, + "sup_loss": 1.0720452108699414, + "rf_loss": 0.00019266775052528828, + "total_loss": 1.0722378786204667, + "lyap1_mean": 6.512767868116498e-06, + "lyap1_max": 0.02602119743824005, + "lyap1_min": -0.025128379464149475, + "lyap_spec_mean": [ + 6.512855179607868e-06, + -0.009638035669922829, + -0.0034637576900422573, + -0.008815543726086617 + ], + "frac_above_star": 0.375 + }, + { + "step": 1708, + "lr": 0.0001, + "sup_loss": 1.005806347711546, + "rf_loss": 0.00014984619338065386, + "total_loss": 1.0059561939049266, + "lyap1_mean": 0.004111262504011393, + "lyap1_max": 0.028137385845184326, + "lyap1_min": -0.02801598235964775, + "lyap_spec_mean": [ + 0.004111262038350105, + 0.0010494000744074583, + 0.004477559123188257, + 0.0015012574149295688 + ], + "frac_above_star": 0.75 + }, + { + "step": 1709, + "lr": 0.0001, + "sup_loss": 1.0394251251766584, + "rf_loss": 0.00018741580424830317, + "total_loss": 1.0396125409809067, + "lyap1_mean": 0.003640722017735243, + "lyap1_max": 0.03294463828206062, + "lyap1_min": -0.013072926551103592, + "lyap_spec_mean": [ + 0.003640722017735243, + 0.009407220408320427, + 0.002482533222064376, + 0.003959139809012413 + ], + "frac_above_star": 0.5 + }, + { + "step": 1710, + "lr": 0.0001, + "sup_loss": 1.1054287774848932, + "rf_loss": 0.00014851313608232886, + "total_loss": 1.1055772906209755, + "lyap1_mean": 0.010864390060305595, + "lyap1_max": 0.03120826743543148, + "lyap1_min": -0.008289357647299767, + "lyap_spec_mean": [ + 0.010864390060305595, + -0.00027548230718821287, + -0.0041969851590693, + -0.0007986137643456459 + ], + "frac_above_star": 0.625 + }, + { + "step": 1711, + "lr": 0.0001, + "sup_loss": 1.0791618058115198, + "rf_loss": 0.00016435717407148331, + "total_loss": 1.0793261629855913, + "lyap1_mean": -0.0043739634566009045, + "lyap1_max": 0.01984703168272972, + "lyap1_min": -0.028661496937274933, + "lyap_spec_mean": [ + -0.004373963922262192, + -0.011023318395018578, + -0.007768621668219566, + -0.011000866070389748 + ], + "frac_above_star": 0.375 + }, + { + "step": 1712, + "lr": 0.0001, + "sup_loss": 1.0450204907720577, + "rf_loss": 0.0005736770108342171, + "total_loss": 1.045594167782892, + "lyap1_mean": -0.016858398914337158, + "lyap1_max": 0.015817683190107346, + "lyap1_min": -0.04046722128987312, + "lyap_spec_mean": [ + -0.016858398914337158, + -0.014441030099987984, + -0.022951941937208176, + -0.02046378329396248 + ], + "frac_above_star": 0.25 + }, + { + "step": 1713, + "lr": 0.0001, + "sup_loss": 1.0658963291387344, + "rf_loss": 0.0005542607977986336, + "total_loss": 1.066450589936533, + "lyap1_mean": -0.018628977239131927, + "lyap1_max": -0.006188192404806614, + "lyap1_min": -0.02918936312198639, + "lyap_spec_mean": [ + -0.018628977239131927, + -0.019622694700956345, + -0.022872554138302803, + -0.022152138873934746 + ], + "frac_above_star": 0.0 + }, + { + "step": 1714, + "lr": 0.0001, + "sup_loss": 1.0355083362776192, + "rf_loss": 0.0003280180389992893, + "total_loss": 1.0358363543166185, + "lyap1_mean": -0.008364161476492882, + "lyap1_max": 0.017888156697154045, + "lyap1_min": -0.02644553780555725, + "lyap_spec_mean": [ + -0.008364161476492882, + -0.010008027777075768, + -0.020369915291666985, + -0.013993870466947556 + ], + "frac_above_star": 0.125 + }, + { + "step": 1715, + "lr": 0.0001, + "sup_loss": 1.0696299214326779, + "rf_loss": 0.00020231757662259042, + "total_loss": 1.0698322390093005, + "lyap1_mean": -0.002552720718085766, + "lyap1_max": 0.025737447664141655, + "lyap1_min": -0.025613684207201004, + "lyap_spec_mean": [ + -0.002552720718085766, + -0.009187557734549046, + -1.046707620844245e-05, + -0.010331334546208382 + ], + "frac_above_star": 0.5 + }, + { + "step": 1716, + "lr": 0.0001, + "sup_loss": 1.0545151127222063, + "rf_loss": 0.0003260039375163615, + "total_loss": 1.0548411166597227, + "lyap1_mean": 0.014147356152534485, + "lyap1_max": 0.04232054948806763, + "lyap1_min": -0.010967682115733624, + "lyap_spec_mean": [ + 0.014147356152534485, + 0.017517920583486557, + 0.008108352310955524, + 0.005922495387494564 + ], + "frac_above_star": 0.875 + }, + { + "step": 1717, + "lr": 0.0001, + "sup_loss": 1.0289339744976185, + "rf_loss": 0.0003316172515042126, + "total_loss": 1.0292655917491227, + "lyap1_mean": 0.02310160920023918, + "lyap1_max": 0.04172641038894653, + "lyap1_min": 0.008909694850444794, + "lyap_spec_mean": [ + 0.02310160920023918, + 0.007834915071725845, + 0.009113848209381104, + 0.004341886378824711 + ], + "frac_above_star": 1.0 + }, + { + "step": 1718, + "lr": 0.0001, + "sup_loss": 1.092387980409233, + "rf_loss": 0.0003746426082216203, + "total_loss": 1.0927626230174545, + "lyap1_mean": 0.017865456640720367, + "lyap1_max": 0.03188776597380638, + "lyap1_min": 0.0008334356243722141, + "lyap_spec_mean": [ + 0.017865456640720367, + 0.020066216588020325, + 0.016800779849290848, + 0.010451342910528183 + ], + "frac_above_star": 1.0 + }, + { + "step": 1719, + "lr": 0.0001, + "sup_loss": 1.1084303928236465, + "rf_loss": 0.00039471659692935646, + "total_loss": 1.1088251094205759, + "lyap1_mean": 0.01751902513206005, + "lyap1_max": 0.03449022397398949, + "lyap1_min": -0.002507271710783243, + "lyap_spec_mean": [ + 0.01751902513206005, + 0.017533833160996437, + 0.014215336181223392, + 0.011240369640290737 + ], + "frac_above_star": 0.875 + }, + { + "step": 1720, + "lr": 0.0001, + "sup_loss": 1.0821630283453154, + "rf_loss": 0.00020231917733326554, + "total_loss": 1.0823653475226487, + "lyap1_mean": -0.003243513870984316, + "lyap1_max": 0.02713022381067276, + "lyap1_min": -0.024088267236948013, + "lyap_spec_mean": [ + -0.0032435141038149595, + -0.006266701966524124, + -0.007830467075109482, + -0.008630267344415188 + ], + "frac_above_star": 0.25 + }, + { + "step": 1721, + "lr": 0.0001, + "sup_loss": 1.0892487734233554, + "rf_loss": 0.00015520560555160046, + "total_loss": 1.089403979028907, + "lyap1_mean": 0.006926515139639378, + "lyap1_max": 0.02226153016090393, + "lyap1_min": -0.013090412132441998, + "lyap_spec_mean": [ + 0.006926515605300665, + 0.008156243711709976, + -0.005184940528124571, + 0.0063894521445035934 + ], + "frac_above_star": 0.875 + }, + { + "step": 1722, + "lr": 0.0001, + "sup_loss": 1.0833817856640617, + "rf_loss": 0.0002203254116466269, + "total_loss": 1.0836021110757084, + "lyap1_mean": 0.001938795205205679, + "lyap1_max": 0.04057987779378891, + "lyap1_min": -0.02212733030319214, + "lyap_spec_mean": [ + 0.0019387949723750353, + -0.006202828139066696, + -0.010536089539527893, + -0.009641668759286404 + ], + "frac_above_star": 0.5 + }, + { + "step": 1723, + "lr": 0.0001, + "sup_loss": 1.082613590814977, + "rf_loss": 0.00013308855704963207, + "total_loss": 1.0827466793720266, + "lyap1_mean": -0.002346707507967949, + "lyap1_max": 0.014624826610088348, + "lyap1_min": -0.019830919802188873, + "lyap_spec_mean": [ + -0.0023467072751373053, + -0.007007302716374397, + -0.0037756343372166157, + -0.0039999899454414845 + ], + "frac_above_star": 0.5 + }, + { + "step": 1724, + "lr": 0.0001, + "sup_loss": 1.0328238664929126, + "rf_loss": 0.00014602547162212431, + "total_loss": 1.0329698919645347, + "lyap1_mean": 0.005763267166912556, + "lyap1_max": 0.03362158685922623, + "lyap1_min": -0.020821835845708847, + "lyap_spec_mean": [ + 0.005763266235589981, + 0.0010189912281930447, + 0.003377049695700407, + 0.0003913997788913548 + ], + "frac_above_star": 0.625 + }, + { + "step": 1725, + "lr": 0.0001, + "sup_loss": 1.0814428585456408, + "rf_loss": 0.0003231068258173764, + "total_loss": 1.0817659653714582, + "lyap1_mean": 0.013752605766057968, + "lyap1_max": 0.030772630125284195, + "lyap1_min": 0.0003405185416340828, + "lyap_spec_mean": [ + 0.013752605766057968, + 0.023284781724214554, + 0.008228180930018425, + 0.006602008827030659 + ], + "frac_above_star": 1.0 + }, + { + "step": 1726, + "lr": 0.0001, + "sup_loss": 1.0513073033806042, + "rf_loss": 0.00010424602805869654, + "total_loss": 1.0514115494086629, + "lyap1_mean": 0.0023630564101040363, + "lyap1_max": 0.022892272099852562, + "lyap1_min": -0.018472786992788315, + "lyap_spec_mean": [ + 0.0023630564101040363, + -0.0019732099026441574, + -0.0038458150811493397, + -0.005006688646972179 + ], + "frac_above_star": 0.625 + }, + { + "step": 1727, + "lr": 0.0001, + "sup_loss": 1.0662792307669613, + "rf_loss": 0.00010613366612233222, + "total_loss": 1.0663853644330836, + "lyap1_mean": 0.0008064558496698737, + "lyap1_max": 0.01873481273651123, + "lyap1_min": -0.013953431509435177, + "lyap_spec_mean": [ + 0.0008064560825005174, + 0.0001768091751728207, + -0.0023018361534923315, + -0.0018445493187755346 + ], + "frac_above_star": 0.5 + }, + { + "step": 1728, + "lr": 0.0001, + "sup_loss": 1.0484058868749062, + "rf_loss": 0.00020383331866469234, + "total_loss": 1.048609720193571, + "lyap1_mean": 0.005761227570474148, + "lyap1_max": 0.020587723702192307, + "lyap1_min": -0.013014130294322968, + "lyap_spec_mean": [ + 0.005761228036135435, + 0.007008850108832121, + 0.004835482221096754, + 0.003525865962728858 + ], + "frac_above_star": 0.75 + }, + { + "step": 1729, + "lr": 0.0001, + "sup_loss": 1.0451138472320327, + "rf_loss": 0.0001697667466942221, + "total_loss": 1.045283613978727, + "lyap1_mean": -0.001224215142428875, + "lyap1_max": 0.018152926117181778, + "lyap1_min": -0.013831453397870064, + "lyap_spec_mean": [ + -0.0012242152588441968, + -0.00947517529129982, + -0.003094762796536088, + -0.007683247327804565 + ], + "frac_above_star": 0.375 + }, + { + "step": 1730, + "lr": 0.0001, + "sup_loss": 1.029333009055599, + "rf_loss": 0.00018731433374341577, + "total_loss": 1.0295203233893424, + "lyap1_mean": 0.0045898533426225185, + "lyap1_max": 0.03487497195601463, + "lyap1_min": -0.011586545035243034, + "lyap_spec_mean": [ + 0.004589854273945093, + -0.002538878470659256, + -0.0003076968714594841, + 0.0006120724137872458 + ], + "frac_above_star": 0.5 + }, + { + "step": 1731, + "lr": 0.0001, + "sup_loss": 1.0804833109871588, + "rf_loss": 0.0002298889885423705, + "total_loss": 1.0807131999757011, + "lyap1_mean": -0.005553238093852997, + "lyap1_max": 0.011022690683603287, + "lyap1_min": -0.01727248914539814, + "lyap_spec_mean": [ + -0.005553238093852997, + -0.003928232938051224, + -0.010127667337656021, + -0.010598326101899147 + ], + "frac_above_star": 0.25 + }, + { + "step": 1732, + "lr": 0.0001, + "sup_loss": 1.022290687595838, + "rf_loss": 0.0002765137469395995, + "total_loss": 1.0225672013427776, + "lyap1_mean": -0.011480339802801609, + "lyap1_max": 0.009105517528951168, + "lyap1_min": -0.03958889842033386, + "lyap_spec_mean": [ + -0.011480339802801609, + -0.008055996149778366, + -0.008404002524912357, + -0.01110449805855751 + ], + "frac_above_star": 0.25 + }, + { + "step": 1733, + "lr": 0.0001, + "sup_loss": 1.0194150921127656, + "rf_loss": 0.0003680991940200329, + "total_loss": 1.0197831913067856, + "lyap1_mean": -0.011139587499201298, + "lyap1_max": 0.013347613625228405, + "lyap1_min": -0.03673279285430908, + "lyap_spec_mean": [ + -0.011139587499201298, + -0.010386031121015549, + -0.016009770333766937, + -0.019298134371638298 + ], + "frac_above_star": 0.25 + }, + { + "step": 1734, + "lr": 0.0001, + "sup_loss": 1.0411783864699773, + "rf_loss": 0.00035844603553414345, + "total_loss": 1.0415368325055114, + "lyap1_mean": -0.006471747066825628, + "lyap1_max": 0.02503899298608303, + "lyap1_min": -0.019502924755215645, + "lyap_spec_mean": [ + -0.006471746135503054, + -0.011788822710514069, + -0.01198011077940464, + -0.01793343387544155 + ], + "frac_above_star": 0.25 + }, + { + "step": 1735, + "lr": 0.0001, + "sup_loss": 1.0889528740747663, + "rf_loss": 0.0002618497237563133, + "total_loss": 1.0892147237985226, + "lyap1_mean": -0.0055716754868626595, + "lyap1_max": 0.008715237490832806, + "lyap1_min": -0.018707193434238434, + "lyap_spec_mean": [ + -0.0055716754868626595, + -0.008341480977833271, + -0.015479275956749916, + -0.01360567007213831 + ], + "frac_above_star": 0.25 + }, + { + "step": 1736, + "lr": 0.0001, + "sup_loss": 1.0576155054763146, + "rf_loss": 0.00038310274248942733, + "total_loss": 1.057998608218804, + "lyap1_mean": -0.003631344297900796, + "lyap1_max": 0.021855372935533524, + "lyap1_min": -0.02268191985785961, + "lyap_spec_mean": [ + -0.003631344297900796, + -0.009008706547319889, + -0.014110833406448364, + -0.018913771957159042 + ], + "frac_above_star": 0.5 + }, + { + "step": 1737, + "lr": 0.0001, + "sup_loss": 1.0547890648012805, + "rf_loss": 0.00023524483549408615, + "total_loss": 1.0550243096367746, + "lyap1_mean": -0.00036816904321312904, + "lyap1_max": 0.03677787631750107, + "lyap1_min": -0.023312922567129135, + "lyap_spec_mean": [ + -0.00036816915962845087, + -0.0025417564902454615, + -0.0031021726317703724, + 0.0021897880360484123 + ], + "frac_above_star": 0.375 + }, + { + "step": 1738, + "lr": 0.0001, + "sup_loss": 1.0706272298936264, + "rf_loss": 0.0003787222085520625, + "total_loss": 1.0710059521021784, + "lyap1_mean": 0.01762576587498188, + "lyap1_max": 0.030305296182632446, + "lyap1_min": -0.0006778507377021015, + "lyap_spec_mean": [ + 0.01762576587498188, + 0.01219877041876316, + 0.010231293737888336, + 0.013345625251531601 + ], + "frac_above_star": 0.875 + }, + { + "step": 1739, + "lr": 0.0001, + "sup_loss": 1.060437108662875, + "rf_loss": 0.000428589090006426, + "total_loss": 1.0608656977528814, + "lyap1_mean": 0.015807541087269783, + "lyap1_max": 0.04860726743936539, + "lyap1_min": -0.005095506086945534, + "lyap_spec_mean": [ + 0.015807541087269783, + 0.014398504048585892, + 0.01361089013516903, + 0.011103987693786621 + ], + "frac_above_star": 0.875 + }, + { + "step": 1740, + "lr": 0.0001, + "sup_loss": 1.052476825600057, + "rf_loss": 0.0003012212982866913, + "total_loss": 1.0527780468983436, + "lyap1_mean": 0.016775816679000854, + "lyap1_max": 0.027086585760116577, + "lyap1_min": 0.0036019887775182724, + "lyap_spec_mean": [ + 0.016775814816355705, + 0.015561757609248161, + 0.009314845316112041, + 0.007038984447717667 + ], + "frac_above_star": 1.0 + }, + { + "step": 1741, + "lr": 0.0001, + "sup_loss": 0.9565492271868333, + "rf_loss": 0.00025498465402051806, + "total_loss": 0.9568042118408538, + "lyap1_mean": 0.001864675898104906, + "lyap1_max": 0.013999796472489834, + "lyap1_min": -0.0068211061879992485, + "lyap_spec_mean": [ + 0.0018646757816895843, + 0.014959529042243958, + 0.007947267033159733, + 0.000572337070479989 + ], + "frac_above_star": 0.5 + }, + { + "step": 1742, + "lr": 0.0001, + "sup_loss": 1.0473010568582741, + "rf_loss": 0.0002210917737102136, + "total_loss": 1.0475221486319843, + "lyap1_mean": 0.014541307464241982, + "lyap1_max": 0.037448495626449585, + "lyap1_min": -0.006393311079591513, + "lyap_spec_mean": [ + 0.014541307464241982, + 0.008258321322500706, + 0.002143850550055504, + 0.0019841534085571766 + ], + "frac_above_star": 0.75 + }, + { + "step": 1743, + "lr": 0.0001, + "sup_loss": 1.0412521937857782, + "rf_loss": 0.0001725534675642848, + "total_loss": 1.0414247472533424, + "lyap1_mean": -0.0027803294360637665, + "lyap1_max": 0.028914377093315125, + "lyap1_min": -0.023788154125213623, + "lyap_spec_mean": [ + -0.00278032966889441, + -0.0044467574916779995, + 0.0008181685116142035, + -0.005224022548645735 + ], + "frac_above_star": 0.375 + }, + { + "step": 1744, + "lr": 0.0001, + "sup_loss": 1.0040917541713286, + "rf_loss": 0.00017699584714137018, + "total_loss": 1.00426875001847, + "lyap1_mean": -0.006305571645498276, + "lyap1_max": 0.01872476376593113, + "lyap1_min": -0.029584480449557304, + "lyap_spec_mean": [ + -0.006305572111159563, + -0.0020256047137081623, + -0.006484614219516516, + -0.012311181984841824 + ], + "frac_above_star": 0.25 + }, + { + "step": 1745, + "lr": 0.0001, + "sup_loss": 1.0735760778760965, + "rf_loss": 0.00022398150758817792, + "total_loss": 1.0738000593836847, + "lyap1_mean": -0.005775020457804203, + "lyap1_max": 0.014095386490225792, + "lyap1_min": -0.023312296718358994, + "lyap_spec_mean": [ + -0.005775019992142916, + -0.006283450871706009, + -0.015510430559515953, + -0.008498274721205235 + ], + "frac_above_star": 0.25 + }, + { + "step": 1746, + "lr": 0.0001, + "sup_loss": 1.0720146537902508, + "rf_loss": 0.00021780040697194636, + "total_loss": 1.0722324541972228, + "lyap1_mean": 0.001426407601684332, + "lyap1_max": 0.01965855434536934, + "lyap1_min": -0.02802475355565548, + "lyap_spec_mean": [ + 0.0014264071360230446, + -0.00509658083319664, + -0.008650848641991615, + -0.003301398828625679 + ], + "frac_above_star": 0.625 + }, + { + "step": 1747, + "lr": 0.0001, + "sup_loss": 1.0462785509157004, + "rf_loss": 0.00022664290736429393, + "total_loss": 1.0465051938230647, + "lyap1_mean": 0.011016708798706532, + "lyap1_max": 0.01758153736591339, + "lyap1_min": -0.0040267519652843475, + "lyap_spec_mean": [ + 0.011016708798706532, + 0.018646657466888428, + 0.008363326080143452, + 0.0037731879856437445 + ], + "frac_above_star": 0.875 + }, + { + "step": 1748, + "lr": 0.0001, + "sup_loss": 1.0706931409854374, + "rf_loss": 0.00030643638456240296, + "total_loss": 1.0709995773699998, + "lyap1_mean": 0.01386227086186409, + "lyap1_max": 0.04034858196973801, + "lyap1_min": -0.010913275182247162, + "lyap_spec_mean": [ + 0.013862271793186665, + 0.008306268602609634, + 0.00720879016444087, + 0.006123681552708149 + ], + "frac_above_star": 0.75 + }, + { + "step": 1749, + "lr": 0.0001, + "sup_loss": 1.062133969444916, + "rf_loss": 0.00024021294666454196, + "total_loss": 1.0623741823915804, + "lyap1_mean": 0.00986770261079073, + "lyap1_max": 0.041376665234565735, + "lyap1_min": -0.00901256687939167, + "lyap_spec_mean": [ + 0.009867703542113304, + 0.006668718531727791, + 0.0014267379883676767, + 0.002893182449042797 + ], + "frac_above_star": 0.625 + }, + { + "step": 1750, + "lr": 0.0001, + "sup_loss": 1.03355471533895, + "rf_loss": 0.00010972018208121881, + "total_loss": 1.0336644355210312, + "lyap1_mean": -0.00048776669427752495, + "lyap1_max": 0.012900060042738914, + "lyap1_min": -0.023782555013895035, + "lyap_spec_mean": [ + -0.00048776669427752495, + -0.002839142456650734, + -0.004500472452491522, + -0.005164697300642729 + ], + "frac_above_star": 0.625 + }, + { + "step": 1751, + "lr": 0.0001, + "sup_loss": 1.0826718052502269, + "rf_loss": 0.00010266768367728218, + "total_loss": 1.0827744729339042, + "lyap1_mean": 0.0008928938768804073, + "lyap1_max": 0.01486915536224842, + "lyap1_min": -0.01578068733215332, + "lyap_spec_mean": [ + 0.0008928936440497637, + -0.004662018269300461, + 0.005533612798899412, + -0.000420775031670928 + ], + "frac_above_star": 0.5 + }, + { + "step": 1752, + "lr": 0.0001, + "sup_loss": 1.0558748698344445, + "rf_loss": 0.00021454706438817084, + "total_loss": 1.0560894168988326, + "lyap1_mean": -0.006177988834679127, + "lyap1_max": 0.02973022870719433, + "lyap1_min": -0.02835114859044552, + "lyap_spec_mean": [ + -0.006177988834679127, + -0.0039918203838169575, + -0.009865948930382729, + -0.01012997142970562 + ], + "frac_above_star": 0.25 + }, + { + "step": 1753, + "lr": 0.0001, + "sup_loss": 1.0868962393037098, + "rf_loss": 0.00023413414601236582, + "total_loss": 1.0871303734497222, + "lyap1_mean": -0.00538419745862484, + "lyap1_max": 0.02818925678730011, + "lyap1_min": -0.0268087275326252, + "lyap_spec_mean": [ + -0.00538419745862484, + -0.005417767912149429, + -0.0068802665919065475, + -0.008014576509594917 + ], + "frac_above_star": 0.375 + }, + { + "step": 1754, + "lr": 0.0001, + "sup_loss": 1.0408631642643018, + "rf_loss": 0.00019768779748119414, + "total_loss": 1.041060852061783, + "lyap1_mean": -0.011570964008569717, + "lyap1_max": 0.004089772701263428, + "lyap1_min": -0.0218198299407959, + "lyap_spec_mean": [ + -0.011570963077247143, + -0.009015018120408058, + -0.006251477636396885, + -0.011677735485136509 + ], + "frac_above_star": 0.125 + }, + { + "step": 1755, + "lr": 0.0001, + "sup_loss": 1.0419867293377956, + "rf_loss": 0.0003653742023743689, + "total_loss": 1.04235210354017, + "lyap1_mean": -0.014442946761846542, + "lyap1_max": 0.007158936467021704, + "lyap1_min": -0.037640199065208435, + "lyap_spec_mean": [ + -0.014442946761846542, + -0.011659312061965466, + -0.01147894561290741, + -0.01898842677474022 + ], + "frac_above_star": 0.125 + }, + { + "step": 1756, + "lr": 0.0001, + "sup_loss": 1.0484514136802778, + "rf_loss": 0.0001990743912756443, + "total_loss": 1.0486504880715535, + "lyap1_mean": -0.0041735004633665085, + "lyap1_max": 0.009754250757396221, + "lyap1_min": -0.020879216492176056, + "lyap_spec_mean": [ + -0.0041735004633665085, + -0.006094988435506821, + -0.01787560246884823, + -0.01031507272273302 + ], + "frac_above_star": 0.25 + }, + { + "step": 1757, + "lr": 0.0001, + "sup_loss": 1.0320997216344971, + "rf_loss": 0.00010453134018462151, + "total_loss": 1.0322042529746818, + "lyap1_mean": 0.0009056138806045055, + "lyap1_max": 0.01866333745419979, + "lyap1_min": -0.01742827147245407, + "lyap_spec_mean": [ + 0.0009056138806045055, + -0.0007919857744127512, + -0.00270150788128376, + -0.010839208960533142 + ], + "frac_above_star": 0.375 + }, + { + "step": 1758, + "lr": 0.0001, + "sup_loss": 1.0779412379791036, + "rf_loss": 0.00036235619336366653, + "total_loss": 1.0783035941724672, + "lyap1_mean": 0.0029286714270710945, + "lyap1_max": 0.04014122486114502, + "lyap1_min": -0.022020770236849785, + "lyap_spec_mean": [ + 0.002928670961409807, + 0.0015192003920674324, + -0.0054076178930699825, + -0.004116956610232592 + ], + "frac_above_star": 0.5 + }, + { + "step": 1759, + "lr": 0.0001, + "sup_loss": 1.0125835648609696, + "rf_loss": 0.00014344950614031404, + "total_loss": 1.0127270143671099, + "lyap1_mean": 0.007570967078208923, + "lyap1_max": 0.022900840267539024, + "lyap1_min": -0.003402623115107417, + "lyap_spec_mean": [ + 0.007570968009531498, + 0.004641372710466385, + 0.0006137187592685223, + 0.0008791728178039193 + ], + "frac_above_star": 0.625 + }, + { + "step": 1760, + "lr": 0.0001, + "sup_loss": 1.0047914366637847, + "rf_loss": 0.0003421203582547605, + "total_loss": 1.0051335570220394, + "lyap1_mean": 0.01539686694741249, + "lyap1_max": 0.02943669818341732, + "lyap1_min": -0.0044401222839951515, + "lyap_spec_mean": [ + 0.015396866016089916, + 0.016300413757562637, + 0.013267500326037407, + 0.01222953014075756 + ], + "frac_above_star": 0.875 + }, + { + "step": 1761, + "lr": 0.0001, + "sup_loss": 1.045049565271637, + "rf_loss": 0.00036163319600746036, + "total_loss": 1.0454111984676444, + "lyap1_mean": 0.019944682717323303, + "lyap1_max": 0.03404630348086357, + "lyap1_min": 0.003186105750501156, + "lyap_spec_mean": [ + 0.019944682717323303, + 0.017758741974830627, + 0.011539677157998085, + 0.013779105618596077 + ], + "frac_above_star": 1.0 + }, + { + "step": 1762, + "lr": 0.0001, + "sup_loss": 1.0589149186969322, + "rf_loss": 0.0004329716903157532, + "total_loss": 1.059347890387248, + "lyap1_mean": 0.007285721600055695, + "lyap1_max": 0.03568407520651817, + "lyap1_min": -0.018819749355316162, + "lyap_spec_mean": [ + 0.00728572066873312, + 0.019880831241607666, + 0.014737189747393131, + 0.007247058674693108 + ], + "frac_above_star": 0.625 + }, + { + "step": 1763, + "lr": 0.0001, + "sup_loss": 1.0370380248159354, + "rf_loss": 0.00019516605243552476, + "total_loss": 1.037233190868371, + "lyap1_mean": 0.009105965495109558, + "lyap1_max": 0.030066128820180893, + "lyap1_min": -0.006254842039197683, + "lyap_spec_mean": [ + 0.009105965495109558, + 0.0039900499396026134, + 0.0024583437480032444, + 0.002980166347697377 + ], + "frac_above_star": 0.625 + }, + { + "step": 1764, + "lr": 0.0001, + "sup_loss": 1.0678668167033116, + "rf_loss": 0.0001700574066489935, + "total_loss": 1.0680368741099606, + "lyap1_mean": 0.002243341412395239, + "lyap1_max": 0.032464347779750824, + "lyap1_min": -0.014535166323184967, + "lyap_spec_mean": [ + 0.002243341412395239, + -0.010104581713676453, + -0.007679524831473827, + -0.007008444517850876 + ], + "frac_above_star": 0.25 + }, + { + "step": 1765, + "lr": 0.0001, + "sup_loss": 1.0322759217632989, + "rf_loss": 0.00014081335393711925, + "total_loss": 1.032416735117236, + "lyap1_mean": -0.0012787732994183898, + "lyap1_max": 0.013457192108035088, + "lyap1_min": -0.014415038749575615, + "lyap_spec_mean": [ + -0.0012787734158337116, + 0.007440926972776651, + 0.002479533664882183, + 1.5191035345196724e-06 + ], + "frac_above_star": 0.5 + }, + { + "step": 1766, + "lr": 0.0001, + "sup_loss": 1.0461480365790758, + "rf_loss": 0.00041221786523237824, + "total_loss": 1.0465602544443082, + "lyap1_mean": 0.011837020516395569, + "lyap1_max": 0.0469822995364666, + "lyap1_min": -0.019060548394918442, + "lyap_spec_mean": [ + 0.011837020516395569, + 0.011327948421239853, + 0.0065326690673828125, + 0.0039625936187803745 + ], + "frac_above_star": 0.625 + }, + { + "step": 1767, + "lr": 0.0001, + "sup_loss": 1.0191201607089606, + "rf_loss": 0.00020158433471806347, + "total_loss": 1.0193217450436787, + "lyap1_mean": 0.009583288803696632, + "lyap1_max": 0.03831041604280472, + "lyap1_min": -0.016851715743541718, + "lyap_spec_mean": [ + 0.009583288803696632, + -0.003924461081624031, + -0.006356961093842983, + -0.0024260669015347958 + ], + "frac_above_star": 0.625 + }, + { + "step": 1768, + "lr": 0.0001, + "sup_loss": 1.050097671507288, + "rf_loss": 0.0002257813757751137, + "total_loss": 1.0503234528830632, + "lyap1_mean": 0.0052565522491931915, + "lyap1_max": 0.027231736108660698, + "lyap1_min": -0.02805141732096672, + "lyap_spec_mean": [ + 0.005256551317870617, + -0.001654683263041079, + -0.004211936146020889, + -0.002323177643120289 + ], + "frac_above_star": 0.75 + }, + { + "step": 1769, + "lr": 0.0001, + "sup_loss": 0.9920736272912869, + "rf_loss": 0.0002154974063159898, + "total_loss": 0.9922891246976029, + "lyap1_mean": 0.010224265046417713, + "lyap1_max": 0.02471252903342247, + "lyap1_min": -0.001377259730361402, + "lyap_spec_mean": [ + 0.010224265046417713, + 0.0108305299654603, + 0.007339450065046549, + 0.007485766429454088 + ], + "frac_above_star": 0.875 + }, + { + "step": 1770, + "lr": 0.0001, + "sup_loss": 1.034307356319599, + "rf_loss": 0.00021074802498333156, + "total_loss": 1.0345181043445824, + "lyap1_mean": 0.00904160737991333, + "lyap1_max": 0.045214053243398666, + "lyap1_min": -0.018036244437098503, + "lyap_spec_mean": [ + 0.00904160924255848, + 0.000829396303743124, + 0.0032448365818709135, + -0.0012045640032738447 + ], + "frac_above_star": 0.75 + }, + { + "step": 1771, + "lr": 0.0001, + "sup_loss": 1.0285054663877329, + "rf_loss": 0.0002002193359658122, + "total_loss": 1.0287056857236987, + "lyap1_mean": 0.001122583169490099, + "lyap1_max": 0.021128883585333824, + "lyap1_min": -0.017460236325860023, + "lyap_spec_mean": [ + 0.0011225832859054208, + 0.00840989500284195, + -0.00334097514860332, + -0.002915647579357028 + ], + "frac_above_star": 0.5 + }, + { + "step": 1772, + "lr": 0.0001, + "sup_loss": 1.0612063401430263, + "rf_loss": 0.0004888575058430433, + "total_loss": 1.0616951976488693, + "lyap1_mean": -0.015687650069594383, + "lyap1_max": -0.0009594668517820537, + "lyap1_min": -0.035664621740579605, + "lyap_spec_mean": [ + -0.015687650069594383, + -0.015566181391477585, + -0.021879132837057114, + -0.020512759685516357 + ], + "frac_above_star": 0.0 + }, + { + "step": 1773, + "lr": 0.0001, + "sup_loss": 1.0829315928314807, + "rf_loss": 0.0005034662317484617, + "total_loss": 1.0834350590632291, + "lyap1_mean": -0.013369640335440636, + "lyap1_max": 0.005469439085572958, + "lyap1_min": -0.035472527146339417, + "lyap_spec_mean": [ + -0.013369639404118061, + -0.015295238234102726, + -0.017713269218802452, + -0.014726091176271439 + ], + "frac_above_star": 0.25 + }, + { + "step": 1774, + "lr": 0.0001, + "sup_loss": 1.0413350632408527, + "rf_loss": 0.0006030334625393152, + "total_loss": 1.041938096703392, + "lyap1_mean": -0.022619370371103287, + "lyap1_max": -0.006039554253220558, + "lyap1_min": -0.03061511181294918, + "lyap_spec_mean": [ + -0.022619370371103287, + -0.019040297716856003, + -0.021598519757390022, + -0.019084475934505463 + ], + "frac_above_star": 0.0 + }, + { + "step": 1775, + "lr": 0.0001, + "sup_loss": 1.0361600295453475, + "rf_loss": 0.00029075759812258184, + "total_loss": 1.03645078714347, + "lyap1_mean": -0.007502251770347357, + "lyap1_max": 0.01488399412482977, + "lyap1_min": -0.022284066304564476, + "lyap_spec_mean": [ + -0.0075022513046860695, + -0.015995148569345474, + -0.013380138203501701, + -0.016360938549041748 + ], + "frac_above_star": 0.25 + }, + { + "step": 1776, + "lr": 0.0001, + "sup_loss": 1.0495199906875825, + "rf_loss": 0.0004105157859157771, + "total_loss": 1.0499305064734983, + "lyap1_mean": -0.018923847004771233, + "lyap1_max": 0.0032886338885873556, + "lyap1_min": -0.03968082740902901, + "lyap_spec_mean": [ + -0.018923847004771233, + -0.011759938672184944, + -0.016539838165044785, + -0.018739961087703705 + ], + "frac_above_star": 0.125 + }, + { + "step": 1777, + "lr": 0.0001, + "sup_loss": 1.054370136974153, + "rf_loss": 0.00012768310261890292, + "total_loss": 1.0544978200767718, + "lyap1_mean": -0.0006865315372124314, + "lyap1_max": 0.015803499147295952, + "lyap1_min": -0.014277524314820766, + "lyap_spec_mean": [ + -0.0006865315372124314, + 0.0021643631625920534, + -0.005425360519438982, + -0.007070719730108976 + ], + "frac_above_star": 0.5 + }, + { + "step": 1778, + "lr": 0.0001, + "sup_loss": 1.0539763603189196, + "rf_loss": 0.000254282756941393, + "total_loss": 1.054230643075861, + "lyap1_mean": 0.004741024225950241, + "lyap1_max": 0.022197915241122246, + "lyap1_min": -0.013925435021519661, + "lyap_spec_mean": [ + 0.004741024225950241, + -0.003727900329977274, + 0.006816960405558348, + 0.002621034160256386 + ], + "frac_above_star": 0.625 + }, + { + "step": 1779, + "lr": 0.0001, + "sup_loss": 1.0561921110635037, + "rf_loss": 0.00023541874543298036, + "total_loss": 1.0564275298089367, + "lyap1_mean": 0.011266728863120079, + "lyap1_max": 0.027611926198005676, + "lyap1_min": -0.01731714978814125, + "lyap_spec_mean": [ + 0.011266727931797504, + 0.005310743115842342, + 0.0034924850333482027, + 0.007714061066508293 + ], + "frac_above_star": 0.875 + }, + { + "step": 1780, + "lr": 0.0001, + "sup_loss": 1.0441452742500954, + "rf_loss": 0.0004843822098337114, + "total_loss": 1.0446296564599291, + "lyap1_mean": 0.018095234408974648, + "lyap1_max": 0.03376740962266922, + "lyap1_min": -0.005995045881718397, + "lyap_spec_mean": [ + 0.018095234408974648, + 0.0205233134329319, + 0.02113993838429451, + 0.016871463507413864 + ], + "frac_above_star": 0.875 + }, + { + "step": 1781, + "lr": 0.0001, + "sup_loss": 1.0469062067903696, + "rf_loss": 0.00027633714489638805, + "total_loss": 1.047182543935266, + "lyap1_mean": 0.014222098514437675, + "lyap1_max": 0.02852512151002884, + "lyap1_min": 0.0036184636410325766, + "lyap_spec_mean": [ + 0.014222098514437675, + 0.015692563727498055, + 0.014874663203954697, + 0.007579576224088669 + ], + "frac_above_star": 1.0 + }, + { + "step": 1782, + "lr": 0.0001, + "sup_loss": 1.026861364357572, + "rf_loss": 0.0005925751756876707, + "total_loss": 1.0274539395332596, + "lyap1_mean": 0.023105379194021225, + "lyap1_max": 0.042431995272636414, + "lyap1_min": 0.015461921691894531, + "lyap_spec_mean": [ + 0.023105381056666374, + 0.01927466318011284, + 0.02224649302661419, + 0.013046329841017723 + ], + "frac_above_star": 1.0 + }, + { + "step": 1783, + "lr": 0.0001, + "sup_loss": 1.0005985543133928, + "rf_loss": 0.00022445269860327244, + "total_loss": 1.0008230070119961, + "lyap1_mean": 0.01943894475698471, + "lyap1_max": 0.03391082584857941, + "lyap1_min": 0.008252022787928581, + "lyap_spec_mean": [ + 0.01943894475698471, + 0.01228293962776661, + 0.010671688243746758, + 0.008551519364118576 + ], + "frac_above_star": 1.0 + }, + { + "step": 1784, + "lr": 0.0001, + "sup_loss": 1.0606001084335845, + "rf_loss": 0.00012685731053352356, + "total_loss": 1.060726965744118, + "lyap1_mean": 0.011370865628123283, + "lyap1_max": 0.020545711740851402, + "lyap1_min": -0.0035092467442154884, + "lyap_spec_mean": [ + 0.011370866559445858, + 0.005832405760884285, + -0.0009007934131659567, + 0.00267612561583519 + ], + "frac_above_star": 0.875 + }, + { + "step": 1785, + "lr": 0.0001, + "sup_loss": 1.0748297021327602, + "rf_loss": 0.0001972221944015473, + "total_loss": 1.0750269243271617, + "lyap1_mean": -0.006892833858728409, + "lyap1_max": 0.007646265439689159, + "lyap1_min": -0.01997010037302971, + "lyap_spec_mean": [ + -0.006892833858728409, + -0.01207926869392395, + -0.011491021141409874, + -0.013151366263628006 + ], + "frac_above_star": 0.25 + }, + { + "step": 1786, + "lr": 0.0001, + "sup_loss": 1.045385239270333, + "rf_loss": 0.000581247266381979, + "total_loss": 1.045966486536715, + "lyap1_mean": -0.018460024148225784, + "lyap1_max": -0.00794825330376625, + "lyap1_min": -0.03182573616504669, + "lyap_spec_mean": [ + -0.018460024148225784, + -0.02013574354350567, + -0.02467808872461319, + -0.023520737886428833 + ], + "frac_above_star": 0.0 + }, + { + "step": 1787, + "lr": 0.0001, + "sup_loss": 1.0683634695081137, + "rf_loss": 0.0006299504893831909, + "total_loss": 1.0689934199974969, + "lyap1_mean": -0.021307669579982758, + "lyap1_max": -0.0017957160016521811, + "lyap1_min": -0.028346221894025803, + "lyap_spec_mean": [ + -0.021307669579982758, + -0.018632687628269196, + -0.02410043403506279, + -0.028944263234734535 + ], + "frac_above_star": 0.0 + }, + { + "step": 1788, + "lr": 0.0001, + "sup_loss": 1.0129079103472076, + "rf_loss": 0.0005504337605088949, + "total_loss": 1.0134583441077165, + "lyap1_mean": -0.01931855082511902, + "lyap1_max": 0.0008149482309818268, + "lyap1_min": -0.04243062064051628, + "lyap_spec_mean": [ + -0.01931855082511902, + -0.02116813324391842, + -0.021940795704722404, + -0.016359958797693253 + ], + "frac_above_star": 0.125 + }, + { + "step": 1789, + "lr": 0.0001, + "sup_loss": 1.0020237675135002, + "rf_loss": 0.00030529472860507667, + "total_loss": 1.0023290622421053, + "lyap1_mean": -0.011529377661645412, + "lyap1_max": 0.01178061868995428, + "lyap1_min": -0.02839059755206108, + "lyap_spec_mean": [ + -0.011529377661645412, + -0.012235211208462715, + -0.0075179352425038815, + -0.011992312967777252 + ], + "frac_above_star": 0.25 + }, + { + "step": 1790, + "lr": 0.0001, + "sup_loss": 1.0114088260675707, + "rf_loss": 0.00022157937928568572, + "total_loss": 1.0116304054468563, + "lyap1_mean": -0.006910114083439112, + "lyap1_max": 0.014604277908802032, + "lyap1_min": -0.026687338948249817, + "lyap_spec_mean": [ + -0.006910113617777824, + -0.012688429094851017, + -0.008227947168052197, + -0.009979449212551117 + ], + "frac_above_star": 0.25 + }, + { + "step": 1791, + "lr": 0.0001, + "sup_loss": 1.030670605086135, + "rf_loss": 0.00031172233866527677, + "total_loss": 1.0309823274248002, + "lyap1_mean": 0.01416438352316618, + "lyap1_max": 0.07416082918643951, + "lyap1_min": -0.012876192107796669, + "lyap_spec_mean": [ + 0.01416438352316618, + 0.008891129866242409, + 0.006133503280580044, + 0.009410062804818153 + ], + "frac_above_star": 0.75 + }, + { + "step": 1792, + "lr": 0.0001, + "sup_loss": 1.035279920663919, + "rf_loss": 0.0003792853676714003, + "total_loss": 1.0356592060315903, + "lyap1_mean": 0.017873181030154228, + "lyap1_max": 0.03095705434679985, + "lyap1_min": 0.009717568755149841, + "lyap_spec_mean": [ + 0.017873181030154228, + 0.018501991406083107, + 0.015671512112021446, + 0.01275668852031231 + ], + "frac_above_star": 1.0 + }, + { + "step": 1793, + "lr": 0.0001, + "sup_loss": 1.0902962303979966, + "rf_loss": 0.0006109703099355102, + "total_loss": 1.0909072007079321, + "lyap1_mean": 0.02044466882944107, + "lyap1_max": 0.031805213540792465, + "lyap1_min": -0.0008654402336105704, + "lyap_spec_mean": [ + 0.02044466882944107, + 0.026463527232408524, + 0.022691253572702408, + 0.021635612472891808 + ], + "frac_above_star": 0.875 + }, + { + "step": 1794, + "lr": 0.0001, + "sup_loss": 1.0649935821893817, + "rf_loss": 0.000732879969291389, + "total_loss": 1.065726462158673, + "lyap1_mean": 0.0249745175242424, + "lyap1_max": 0.04962466284632683, + "lyap1_min": 0.008459937758743763, + "lyap_spec_mean": [ + 0.0249745175242424, + 0.019952576607465744, + 0.025478597730398178, + 0.018103059381246567 + ], + "frac_above_star": 1.0 + }, + { + "step": 1795, + "lr": 0.0001, + "sup_loss": 1.0893346503314272, + "rf_loss": 0.0006283069960772991, + "total_loss": 1.0899629573275045, + "lyap1_mean": 0.025552945211529732, + "lyap1_max": 0.03636983782052994, + "lyap1_min": 0.016906052827835083, + "lyap_spec_mean": [ + 0.02555294707417488, + 0.025508645921945572, + 0.020981255918741226, + 0.02123016119003296 + ], + "frac_above_star": 1.0 + }, + { + "step": 1796, + "lr": 0.0001, + "sup_loss": 1.0388060654148228, + "rf_loss": 0.0002705019433051348, + "total_loss": 1.039076567358128, + "lyap1_mean": 0.015174648724496365, + "lyap1_max": 0.027019649744033813, + "lyap1_min": 0.0036867703311145306, + "lyap_spec_mean": [ + 0.015174648724496365, + 0.009851698763668537, + 0.01239416841417551, + 0.010021857917308807 + ], + "frac_above_star": 1.0 + }, + { + "step": 1797, + "lr": 0.0001, + "sup_loss": 1.0340320284445437, + "rf_loss": 0.0001007391038001515, + "total_loss": 1.0341327675483438, + "lyap1_mean": 0.002098499098792672, + "lyap1_max": 0.021280676126480103, + "lyap1_min": -0.010849129408597946, + "lyap_spec_mean": [ + 0.002098499331623316, + -0.0002564677270129323, + -0.0051481216214597225, + 0.0016717565013095737 + ], + "frac_above_star": 0.375 + }, + { + "step": 1798, + "lr": 0.0001, + "sup_loss": 1.034653491818974, + "rf_loss": 0.00010178430238738656, + "total_loss": 1.0347552761213614, + "lyap1_mean": -0.0009081270545721054, + "lyap1_max": 0.020276568830013275, + "lyap1_min": -0.017276018857955933, + "lyap_spec_mean": [ + -0.0009081272874027491, + -0.007907288148999214, + -0.007221869193017483, + -0.004563222639262676 + ], + "frac_above_star": 0.375 + }, + { + "step": 1799, + "lr": 0.0001, + "sup_loss": 1.0148926836315, + "rf_loss": 0.00022447455557994545, + "total_loss": 1.01511715818708, + "lyap1_mean": -0.007759992964565754, + "lyap1_max": 0.010760816745460033, + "lyap1_min": -0.019413499161601067, + "lyap_spec_mean": [ + -0.007759992498904467, + -0.013081107288599014, + -0.00856591947376728, + -0.012667449191212654 + ], + "frac_above_star": 0.25 + }, + { + "step": 1800, + "lr": 0.0001, + "sup_loss": 1.0545964235592797, + "rf_loss": 0.0003857790434267372, + "total_loss": 1.0549822026027065, + "lyap1_mean": -0.014990823343396187, + "lyap1_max": -0.0005928675527684391, + "lyap1_min": -0.02732658013701439, + "lyap_spec_mean": [ + -0.014990823343396187, + -0.01687735505402088, + -0.019679076969623566, + -0.01890568807721138 + ], + "frac_above_star": 0.0 + }, + { + "step": 1801, + "lr": 0.0001, + "sup_loss": 0.989155281329894, + "rf_loss": 0.00036290581920184195, + "total_loss": 0.9895181871490959, + "lyap1_mean": -0.008607147261500359, + "lyap1_max": 0.011601103469729424, + "lyap1_min": -0.032072536647319794, + "lyap_spec_mean": [ + -0.008607147261500359, + -0.013674280606210232, + -0.016031445935368538, + -0.017143165692687035 + ], + "frac_above_star": 0.125 + }, + { + "step": 1802, + "lr": 0.0001, + "sup_loss": 0.9999025326101547, + "rf_loss": 0.000296379323117435, + "total_loss": 1.0001989119332722, + "lyap1_mean": -0.00949825718998909, + "lyap1_max": 0.0110092144459486, + "lyap1_min": -0.02892543002963066, + "lyap_spec_mean": [ + -0.00949825718998909, + -0.01437748409807682, + -0.011614404618740082, + -0.015769867226481438 + ], + "frac_above_star": 0.375 + }, + { + "step": 1803, + "lr": 0.0001, + "sup_loss": 1.078003544960508, + "rf_loss": 0.0003165887901559472, + "total_loss": 1.078320133750664, + "lyap1_mean": -0.011495407670736313, + "lyap1_max": 0.011326043866574764, + "lyap1_min": -0.023064663633704185, + "lyap_spec_mean": [ + -0.011495407670736313, + -0.006055086385458708, + -0.012244218960404396, + -0.01176928635686636 + ], + "frac_above_star": 0.25 + }, + { + "step": 1804, + "lr": 0.0001, + "sup_loss": 1.0633064892405444, + "rf_loss": 0.0002184293989557773, + "total_loss": 1.0635249186395002, + "lyap1_mean": -0.008817268535494804, + "lyap1_max": 0.005388965364545584, + "lyap1_min": -0.02662486396729946, + "lyap_spec_mean": [ + -0.008817268535494804, + -0.002628724090754986, + -0.010622364468872547, + -0.0057903858833014965 + ], + "frac_above_star": 0.125 + }, + { + "step": 1805, + "lr": 0.0001, + "sup_loss": 1.018861040964605, + "rf_loss": 0.00017926150758285075, + "total_loss": 1.019040302472188, + "lyap1_mean": -0.0038170688785612583, + "lyap1_max": 0.020214784890413284, + "lyap1_min": -0.02640761062502861, + "lyap_spec_mean": [ + -0.0038170688785612583, + 0.00035099219530820847, + -0.006877674255520105, + -0.0036753425374627113 + ], + "frac_above_star": 0.5 + }, + { + "step": 1806, + "lr": 0.0001, + "sup_loss": 1.0018460992294316, + "rf_loss": 0.00014221412129700184, + "total_loss": 1.0019883133507286, + "lyap1_mean": -0.0021084346808493137, + "lyap1_max": 0.007644027471542358, + "lyap1_min": -0.013177595101296902, + "lyap_spec_mean": [ + -0.0021084346808493137, + 0.0011060358956456184, + -0.0025611338205635548, + -0.008397256955504417 + ], + "frac_above_star": 0.5 + }, + { + "step": 1807, + "lr": 0.0001, + "sup_loss": 1.0607412784318964, + "rf_loss": 0.0001749042421579361, + "total_loss": 1.0609161826740543, + "lyap1_mean": 0.0027156935539096594, + "lyap1_max": 0.024491023272275925, + "lyap1_min": -0.013403649441897869, + "lyap_spec_mean": [ + 0.0027156933210790157, + 0.0017805446404963732, + 0.00038451404543593526, + -0.00504517275840044 + ], + "frac_above_star": 0.375 + }, + { + "step": 1808, + "lr": 0.0001, + "sup_loss": 1.0260094876709285, + "rf_loss": 0.00024283563834615052, + "total_loss": 1.0262523233092746, + "lyap1_mean": -0.008474823087453842, + "lyap1_max": 0.01158497016876936, + "lyap1_min": -0.027900338172912598, + "lyap_spec_mean": [ + -0.008474823087453842, + -0.009418724104762077, + -0.01409442164003849, + -0.010586582124233246 + ], + "frac_above_star": 0.375 + }, + { + "step": 1809, + "lr": 0.0001, + "sup_loss": 1.0178118515551915, + "rf_loss": 0.0002537672407925129, + "total_loss": 1.018065618795984, + "lyap1_mean": -0.013379144482314587, + "lyap1_max": 0.00550090242177248, + "lyap1_min": -0.028456546366214752, + "lyap_spec_mean": [ + -0.013379145413637161, + -0.006481214892119169, + -0.008110466413199902, + -0.01921142265200615 + ], + "frac_above_star": 0.125 + }, + { + "step": 1810, + "lr": 0.0001, + "sup_loss": 1.0930458989729028, + "rf_loss": 0.00022987904958426952, + "total_loss": 1.093275778022487, + "lyap1_mean": -0.0044522094540297985, + "lyap1_max": 0.012500466778874397, + "lyap1_min": -0.032244980335235596, + "lyap_spec_mean": [ + -0.0044522094540297985, + -0.009361205622553825, + -0.009137899614870548, + -0.007452856749296188 + ], + "frac_above_star": 0.375 + }, + { + "step": 1811, + "lr": 0.0001, + "sup_loss": 1.045461464648526, + "rf_loss": 8.226903446484357e-05, + "total_loss": 1.045543733682991, + "lyap1_mean": 0.004248177167028189, + "lyap1_max": 0.022152211517095566, + "lyap1_min": -0.009597819298505783, + "lyap_spec_mean": [ + 0.004248176701366901, + 9.958702139556408e-05, + 0.002011242089793086, + 0.0012228763662278652 + ], + "frac_above_star": 0.5 + }, + { + "step": 1812, + "lr": 0.0001, + "sup_loss": 1.0375244827322483, + "rf_loss": 0.00020270957611501217, + "total_loss": 1.0377271923083633, + "lyap1_mean": 0.0071395221166312695, + "lyap1_max": 0.016367632895708084, + "lyap1_min": -0.0025841165333986282, + "lyap_spec_mean": [ + 0.007139522582292557, + 0.015425041317939758, + 0.011381106451153755, + 0.00785316713154316 + ], + "frac_above_star": 0.875 + }, + { + "step": 1813, + "lr": 0.0001, + "sup_loss": 1.0636710286830506, + "rf_loss": 0.0005891238106414676, + "total_loss": 1.064260152493692, + "lyap1_mean": 0.023372530937194824, + "lyap1_max": 0.04749567434191704, + "lyap1_min": 0.00308792176656425, + "lyap_spec_mean": [ + 0.023372530937194824, + 0.022402416914701462, + 0.02122209593653679, + 0.013751503080129623 + ], + "frac_above_star": 1.0 + }, + { + "step": 1814, + "lr": 0.0001, + "sup_loss": 1.0535724346184647, + "rf_loss": 0.0007236713427118957, + "total_loss": 1.0542961059611766, + "lyap1_mean": 0.02229306474328041, + "lyap1_max": 0.042061444371938705, + "lyap1_min": 0.0035436414182186127, + "lyap_spec_mean": [ + 0.02229306474328041, + 0.024595441296696663, + 0.02000937983393669, + 0.020987465977668762 + ], + "frac_above_star": 1.0 + }, + { + "step": 1815, + "lr": 0.0001, + "sup_loss": 1.0616762168959222, + "rf_loss": 0.0007124905823729932, + "total_loss": 1.0623887074782952, + "lyap1_mean": 0.030987903475761414, + "lyap1_max": 0.07023879140615463, + "lyap1_min": 0.0015151235274970531, + "lyap_spec_mean": [ + 0.030987905338406563, + 0.025776740163564682, + 0.013849078677594662, + 0.013469761237502098 + ], + "frac_above_star": 1.0 + }, + { + "step": 1816, + "lr": 0.0001, + "sup_loss": 1.0600571102773038, + "rf_loss": 0.00024616584414616227, + "total_loss": 1.06030327612145, + "lyap1_mean": 0.013311464339494705, + "lyap1_max": 0.038610704243183136, + "lyap1_min": 0.001999374246224761, + "lyap_spec_mean": [ + 0.013311464339494705, + 0.010858604684472084, + 0.012294492684304714, + 0.008541696704924107 + ], + "frac_above_star": 1.0 + }, + { + "step": 1817, + "lr": 0.0001, + "sup_loss": 1.0348496001983372, + "rf_loss": 0.00040152567089535296, + "total_loss": 1.0352511258692325, + "lyap1_mean": 0.014392359182238579, + "lyap1_max": 0.026067083701491356, + "lyap1_min": 0.0024168516974896193, + "lyap_spec_mean": [ + 0.01439235731959343, + 0.018746234476566315, + 0.00823694933205843, + 0.015154154039919376 + ], + "frac_above_star": 1.0 + }, + { + "step": 1818, + "lr": 0.0001, + "sup_loss": 1.0126793651414925, + "rf_loss": 0.00023761735064908862, + "total_loss": 1.0129169824921416, + "lyap1_mean": -0.014152898453176022, + "lyap1_max": -0.0015342049300670624, + "lyap1_min": -0.02706666849553585, + "lyap_spec_mean": [ + -0.014152898453176022, + -0.009714312851428986, + -0.009243584237992764, + -0.013590749353170395 + ], + "frac_above_star": 0.0 + }, + { + "step": 1819, + "lr": 0.0001, + "sup_loss": 1.0237737644184626, + "rf_loss": 0.000515411957167089, + "total_loss": 1.0242891763756297, + "lyap1_mean": -0.019035857170820236, + "lyap1_max": -0.004752079024910927, + "lyap1_min": -0.02910861372947693, + "lyap_spec_mean": [ + -0.019035857170820236, + -0.019222091883420944, + -0.021237559616565704, + -0.0223299041390419 + ], + "frac_above_star": 0.0 + }, + { + "step": 1820, + "lr": 0.0001, + "sup_loss": 1.0578972861761988, + "rf_loss": 0.001290173502638936, + "total_loss": 1.0591874596788378, + "lyap1_mean": -0.02868695929646492, + "lyap1_max": -0.009868230670690536, + "lyap1_min": -0.04863474518060684, + "lyap_spec_mean": [ + -0.02868695929646492, + -0.03590337187051773, + -0.032485514879226685, + -0.040326304733753204 + ], + "frac_above_star": 0.0 + }, + { + "step": 1821, + "lr": 0.0001, + "sup_loss": 1.0459265784544285, + "rf_loss": 0.0005822029197588563, + "total_loss": 1.0465087813741873, + "lyap1_mean": -0.0186749417334795, + "lyap1_max": 0.002724346471950412, + "lyap1_min": -0.03226400539278984, + "lyap_spec_mean": [ + -0.01867494359612465, + -0.021101661026477814, + -0.02280593477189541, + -0.02502763830125332 + ], + "frac_above_star": 0.125 + }, + { + "step": 1822, + "lr": 0.0001, + "sup_loss": 1.0011839578306887, + "rf_loss": 0.00043934735003858805, + "total_loss": 1.0016233051807273, + "lyap1_mean": -0.005390656180679798, + "lyap1_max": 0.009378796443343163, + "lyap1_min": -0.03614971041679382, + "lyap_spec_mean": [ + -0.0053906566463410854, + -0.013444095849990845, + -0.008910603821277618, + -0.022124823182821274 + ], + "frac_above_star": 0.5 + }, + { + "step": 1823, + "lr": 0.0001, + "sup_loss": 1.0784085672745571, + "rf_loss": 0.0002577048144303262, + "total_loss": 1.0786662720889875, + "lyap1_mean": -0.0034218677319586277, + "lyap1_max": 0.02312404289841652, + "lyap1_min": -0.03505474328994751, + "lyap_spec_mean": [ + -0.0034218672662973404, + -0.006501550320535898, + -0.00739900441840291, + -0.013668101280927658 + ], + "frac_above_star": 0.375 + }, + { + "step": 1824, + "lr": 0.0001, + "sup_loss": 0.9953561691540592, + "rf_loss": 0.00016808185318950564, + "total_loss": 0.9955242510072487, + "lyap1_mean": -0.002103810664266348, + "lyap1_max": 0.008006026968359947, + "lyap1_min": -0.01641378179192543, + "lyap_spec_mean": [ + -0.002103810664266348, + -0.006848875433206558, + -0.008456770330667496, + -0.014063438400626183 + ], + "frac_above_star": 0.5 + }, + { + "step": 1825, + "lr": 0.0001, + "sup_loss": 1.0393134727336248, + "rf_loss": 0.00014405028196051717, + "total_loss": 1.0394575230155854, + "lyap1_mean": 0.005399963818490505, + "lyap1_max": 0.019841639325022697, + "lyap1_min": -0.008589990437030792, + "lyap_spec_mean": [ + 0.005399963818490505, + 0.004378647543489933, + -0.0039515420794487, + -0.0023975842632353306 + ], + "frac_above_star": 0.75 + }, + { + "step": 1826, + "lr": 0.0001, + "sup_loss": 1.0637175891743766, + "rf_loss": 0.00015671852452214807, + "total_loss": 1.0638743076988988, + "lyap1_mean": 0.009789029136300087, + "lyap1_max": 0.032720502465963364, + "lyap1_min": -0.009977170266211033, + "lyap_spec_mean": [ + 0.009789029136300087, + 0.0046902988106012344, + 0.003930509090423584, + -0.0022733553778380156 + ], + "frac_above_star": 0.625 + }, + { + "step": 1827, + "lr": 0.0001, + "sup_loss": 1.0184447722228869, + "rf_loss": 0.0004885239177383482, + "total_loss": 1.0189332961406252, + "lyap1_mean": 0.02603503316640854, + "lyap1_max": 0.05052259564399719, + "lyap1_min": 0.007369807921350002, + "lyap_spec_mean": [ + 0.02603503316640854, + 0.020602639764547348, + 0.010762887075543404, + 0.011464543640613556 + ], + "frac_above_star": 1.0 + }, + { + "step": 1828, + "lr": 0.0001, + "sup_loss": 1.0275027731916615, + "rf_loss": 0.0007438570028170943, + "total_loss": 1.0282466301944786, + "lyap1_mean": 0.02934395521879196, + "lyap1_max": 0.039593376219272614, + "lyap1_min": 0.011922488920390606, + "lyap_spec_mean": [ + 0.02934395521879196, + 0.029326925054192543, + 0.023620394989848137, + 0.021181726828217506 + ], + "frac_above_star": 1.0 + }, + { + "step": 1829, + "lr": 0.0001, + "sup_loss": 1.0166616867125227, + "rf_loss": 0.0008013347396627069, + "total_loss": 1.0174630214521854, + "lyap1_mean": 0.028993038460612297, + "lyap1_max": 0.040620628744363785, + "lyap1_min": 0.009415365755558014, + "lyap_spec_mean": [ + 0.028993036597967148, + 0.024826515465974808, + 0.026546403765678406, + 0.020300013944506645 + ], + "frac_above_star": 1.0 + }, + { + "step": 1830, + "lr": 0.0001, + "sup_loss": 1.06149660693886, + "rf_loss": 0.000697487557772547, + "total_loss": 1.0621940944966326, + "lyap1_mean": 0.02579832263290882, + "lyap1_max": 0.06797619163990021, + "lyap1_min": 0.001991408644244075, + "lyap_spec_mean": [ + 0.025798320770263672, + 0.019679632037878036, + 0.019171178340911865, + 0.010710582137107849 + ], + "frac_above_star": 1.0 + }, + { + "step": 1831, + "lr": 0.0001, + "sup_loss": 1.0279903315819563, + "rf_loss": 0.0002848887525033206, + "total_loss": 1.0282752203344596, + "lyap1_mean": 0.009459031745791435, + "lyap1_max": 0.036711156368255615, + "lyap1_min": -0.009200457483530045, + "lyap_spec_mean": [ + 0.00945903267711401, + 0.008998630568385124, + 0.005317424423992634, + 0.009312266483902931 + ], + "frac_above_star": 0.875 + }, + { + "step": 1832, + "lr": 0.0001, + "sup_loss": 1.0694708759434457, + "rf_loss": 0.00012727704597637057, + "total_loss": 1.069598152989422, + "lyap1_mean": -0.006694138050079346, + "lyap1_max": 0.01064742635935545, + "lyap1_min": -0.02352273464202881, + "lyap_spec_mean": [ + -0.006694138050079346, + -0.0015140232862904668, + -0.009361249394714832, + -0.011080010794103146 + ], + "frac_above_star": 0.25 + }, + { + "step": 1833, + "lr": 0.0001, + "sup_loss": 1.0099539075415052, + "rf_loss": 0.00030462388531304896, + "total_loss": 1.0102585314268182, + "lyap1_mean": -0.012008991092443466, + "lyap1_max": 0.0014679234009236097, + "lyap1_min": -0.024321017786860466, + "lyap_spec_mean": [ + -0.012008991092443466, + -0.01249244436621666, + -0.010941303335130215, + -0.018476886674761772 + ], + "frac_above_star": 0.125 + }, + { + "step": 1834, + "lr": 0.0001, + "sup_loss": 0.997821173677216, + "rf_loss": 0.0006438326090574265, + "total_loss": 0.9984650062862734, + "lyap1_mean": -0.022121015936136246, + "lyap1_max": -0.004111970774829388, + "lyap1_min": -0.036416660994291306, + "lyap_spec_mean": [ + -0.022121014073491096, + -0.021943416446447372, + -0.024303123354911804, + -0.02025894820690155 + ], + "frac_above_star": 0.0 + }, + { + "step": 1835, + "lr": 0.0001, + "sup_loss": 1.0191253443714274, + "rf_loss": 0.0006157231400720775, + "total_loss": 1.0197410675114995, + "lyap1_mean": -0.01484500989317894, + "lyap1_max": 0.01664118282496929, + "lyap1_min": -0.04940814524888992, + "lyap_spec_mean": [ + -0.014845010824501514, + -0.023128926753997803, + -0.02079780213534832, + -0.025483224540948868 + ], + "frac_above_star": 0.125 + }, + { + "step": 1836, + "lr": 0.0001, + "sup_loss": 1.0199936098545002, + "rf_loss": 0.00033966198679991066, + "total_loss": 1.0203332718413, + "lyap1_mean": -0.005280749872326851, + "lyap1_max": 0.03163409233093262, + "lyap1_min": -0.026446357369422913, + "lyap_spec_mean": [ + -0.005280749872326851, + -0.01517527550458908, + -0.014523944817483425, + -0.014741914346814156 + ], + "frac_above_star": 0.25 + }, + { + "step": 1837, + "lr": 0.0001, + "sup_loss": 1.0351445494268119, + "rf_loss": 0.0002306477981619537, + "total_loss": 1.0353751972249738, + "lyap1_mean": -0.0044677844271063805, + "lyap1_max": 0.024705519899725914, + "lyap1_min": -0.022253943607211113, + "lyap_spec_mean": [ + -0.0044677844271063805, + -0.003518263576552272, + -0.01407778263092041, + -0.009098056703805923 + ], + "frac_above_star": 0.375 + }, + { + "step": 1838, + "lr": 0.0001, + "sup_loss": 1.0775621558524568, + "rf_loss": 0.0002930409973487258, + "total_loss": 1.0778551968498056, + "lyap1_mean": 0.0013363726902753115, + "lyap1_max": 0.04158271849155426, + "lyap1_min": -0.028500933200120926, + "lyap_spec_mean": [ + 0.0013363719917833805, + -0.002767277415841818, + -0.0046570440754294395, + 0.0009521133033558726 + ], + "frac_above_star": 0.625 + }, + { + "step": 1839, + "lr": 0.0001, + "sup_loss": 1.060321427266423, + "rf_loss": 0.00013461735215969384, + "total_loss": 1.0604560446185827, + "lyap1_mean": 0.008162511512637138, + "lyap1_max": 0.027438556775450706, + "lyap1_min": -0.01601923070847988, + "lyap_spec_mean": [ + 0.008162511512637138, + 0.0010356558486819267, + 0.005099467933177948, + 0.00270251976326108 + ], + "frac_above_star": 0.75 + }, + { + "step": 1840, + "lr": 0.0001, + "sup_loss": 1.0736730598802495, + "rf_loss": 0.00015958145377226174, + "total_loss": 1.0738326413340218, + "lyap1_mean": 0.0013227090239524841, + "lyap1_max": 0.014744086191058159, + "lyap1_min": -0.020396074280142784, + "lyap_spec_mean": [ + 0.0013227087911218405, + 0.0021697410847991705, + 0.0021522738970816135, + -0.0037247021682560444 + ], + "frac_above_star": 0.5 + }, + { + "step": 1841, + "lr": 0.0001, + "sup_loss": 1.0489115292735476, + "rf_loss": 0.00018293005996383727, + "total_loss": 1.0490944593335114, + "lyap1_mean": -0.00033749768044799566, + "lyap1_max": 0.03265415132045746, + "lyap1_min": -0.020205087959766388, + "lyap_spec_mean": [ + -0.00033749756403267384, + -0.0005688941455446184, + -0.001225325744599104, + -0.008438345044851303 + ], + "frac_above_star": 0.375 + }, + { + "step": 1842, + "lr": 0.0001, + "sup_loss": 1.0107200321015328, + "rf_loss": 0.00023070132010616362, + "total_loss": 1.010950733421639, + "lyap1_mean": -0.006912992801517248, + "lyap1_max": 0.014648283831775188, + "lyap1_min": -0.018524404615163803, + "lyap_spec_mean": [ + -0.006912992335855961, + -0.0063886260613799095, + -0.011827334761619568, + -0.014592071995139122 + ], + "frac_above_star": 0.375 + }, + { + "step": 1843, + "lr": 0.0001, + "sup_loss": 1.0286192360132567, + "rf_loss": 0.00024329473671969026, + "total_loss": 1.0288625307499764, + "lyap1_mean": -0.007613678462803364, + "lyap1_max": 0.010276662185788155, + "lyap1_min": -0.02212301269173622, + "lyap_spec_mean": [ + -0.007613678928464651, + -0.008359430357813835, + -0.006573335267603397, + -0.010749729350209236 + ], + "frac_above_star": 0.25 + }, + { + "step": 1844, + "lr": 0.0001, + "sup_loss": 1.001613244062771, + "rf_loss": 7.703659503022209e-05, + "total_loss": 1.0016902806578012, + "lyap1_mean": 0.001020373310893774, + "lyap1_max": 0.019517235457897186, + "lyap1_min": -0.0090596629306674, + "lyap_spec_mean": [ + 0.0010203735437244177, + 0.003508509136736393, + 0.0004069871501997113, + -0.003120596520602703 + ], + "frac_above_star": 0.25 + }, + { + "step": 1845, + "lr": 0.0001, + "sup_loss": 1.0164253808555235, + "rf_loss": 0.0001999257947318256, + "total_loss": 1.0166253066502553, + "lyap1_mean": 0.011809492483735085, + "lyap1_max": 0.029079891741275787, + "lyap1_min": -0.01752953603863716, + "lyap_spec_mean": [ + 0.01180949155241251, + 0.0066008185967803, + -0.0003158415202051401, + 0.0008063314016908407 + ], + "frac_above_star": 0.75 + }, + { + "step": 1846, + "lr": 0.0001, + "sup_loss": 1.0322001181791114, + "rf_loss": 0.0003475563717074692, + "total_loss": 1.0325476745508189, + "lyap1_mean": 0.013707078993320465, + "lyap1_max": 0.033149369060993195, + "lyap1_min": 0.005575427319854498, + "lyap_spec_mean": [ + 0.013707078993320465, + 0.01607721671462059, + 0.01714310795068741, + 0.007807701826095581 + ], + "frac_above_star": 1.0 + }, + { + "step": 1847, + "lr": 0.0001, + "sup_loss": 0.9795083623806846, + "rf_loss": 0.0003835477982647717, + "total_loss": 0.9798919101789494, + "lyap1_mean": 0.016104675829410553, + "lyap1_max": 0.0302411075681448, + "lyap1_min": -0.004490883555263281, + "lyap_spec_mean": [ + 0.016104675829410553, + 0.015342689119279385, + 0.01617407239973545, + 0.014325041323900223 + ], + "frac_above_star": 0.875 + }, + { + "step": 1848, + "lr": 0.0001, + "sup_loss": 1.023693655510028, + "rf_loss": 0.00024844412109814584, + "total_loss": 1.0239420996311261, + "lyap1_mean": 0.010842470452189445, + "lyap1_max": 0.019599158316850662, + "lyap1_min": -0.004348054528236389, + "lyap_spec_mean": [ + 0.010842470452189445, + 0.01651041768491268, + 0.016601579263806343, + 0.011454403400421143 + ], + "frac_above_star": 0.875 + }, + { + "step": 1849, + "lr": 0.0001, + "sup_loss": 1.0849806752819944, + "rf_loss": 0.0003834555682260543, + "total_loss": 1.0853641308502204, + "lyap1_mean": 0.016749322414398193, + "lyap1_max": 0.03878889977931976, + "lyap1_min": 0.003334385808557272, + "lyap_spec_mean": [ + 0.016749322414398193, + 0.024179309606552124, + 0.012300169095396996, + 0.010867973789572716 + ], + "frac_above_star": 1.0 + }, + { + "step": 1850, + "lr": 0.0001, + "sup_loss": 1.0186727855816526, + "rf_loss": 0.00023363585933111608, + "total_loss": 1.0189064214409838, + "lyap1_mean": 0.011372906155884266, + "lyap1_max": 0.03519408404827118, + "lyap1_min": -0.01173961441963911, + "lyap_spec_mean": [ + 0.011372905224561691, + 0.009182741865515709, + 0.0076586175709962845, + 0.006290914956480265 + ], + "frac_above_star": 0.875 + }, + { + "step": 1851, + "lr": 0.0001, + "sup_loss": 0.969450624557639, + "rf_loss": 0.00024118517467286438, + "total_loss": 0.9696918097323118, + "lyap1_mean": 0.008221622556447983, + "lyap1_max": 0.03848540410399437, + "lyap1_min": -0.009350508451461792, + "lyap_spec_mean": [ + 0.008221622556447983, + 0.002488235477358103, + -0.0016942108049988747, + 0.000521348207257688 + ], + "frac_above_star": 0.625 + }, + { + "step": 1852, + "lr": 0.0001, + "sup_loss": 1.0206958267318083, + "rf_loss": 0.00019782596791628748, + "total_loss": 1.0208936526997245, + "lyap1_mean": -0.007463058456778526, + "lyap1_max": 0.001007234095595777, + "lyap1_min": -0.020327003672719002, + "lyap_spec_mean": [ + -0.007463057991117239, + -0.007928179576992989, + -0.010624615475535393, + -0.01475365087389946 + ], + "frac_above_star": 0.125 + }, + { + "step": 1853, + "lr": 0.0001, + "sup_loss": 1.0142012750281741, + "rf_loss": 0.0002708165266085416, + "total_loss": 1.0144720915547827, + "lyap1_mean": -0.006311273202300072, + "lyap1_max": 0.006383240222930908, + "lyap1_min": -0.027190428227186203, + "lyap_spec_mean": [ + -0.006311273202300072, + -0.014847912825644016, + -0.0103017408400774, + -0.016534628346562386 + ], + "frac_above_star": 0.25 + }, + { + "step": 1854, + "lr": 0.0001, + "sup_loss": 1.0403695727443085, + "rf_loss": 0.0006026919581927359, + "total_loss": 1.0409722647025013, + "lyap1_mean": -0.010404354892671108, + "lyap1_max": 0.01055433414876461, + "lyap1_min": -0.024394501000642776, + "lyap_spec_mean": [ + -0.010404353961348534, + -0.021766753867268562, + -0.0271616093814373, + -0.02511845901608467 + ], + "frac_above_star": 0.125 + }, + { + "step": 1855, + "lr": 0.0001, + "sup_loss": 1.0213967134986575, + "rf_loss": 0.00029170518973842263, + "total_loss": 1.0216884186883959, + "lyap1_mean": -0.014198923483490944, + "lyap1_max": -0.007817255333065987, + "lyap1_min": -0.026588160544633865, + "lyap_spec_mean": [ + -0.014198923483490944, + -0.012068960815668106, + -0.010758847929537296, + -0.017988553270697594 + ], + "frac_above_star": 0.0 + }, + { + "step": 1856, + "lr": 0.0001, + "sup_loss": 1.0102517802489397, + "rf_loss": 0.0003160368069075048, + "total_loss": 1.0105678170558472, + "lyap1_mean": -0.00483262725174427, + "lyap1_max": 0.015198402106761932, + "lyap1_min": -0.028913892805576324, + "lyap_spec_mean": [ + -0.00483262725174427, + -0.015278933569788933, + -0.018950393423438072, + -0.013128950260579586 + ], + "frac_above_star": 0.375 + }, + { + "step": 1857, + "lr": 0.0001, + "sup_loss": 1.019889145015429, + "rf_loss": 0.00011646995699265972, + "total_loss": 1.0200056149724217, + "lyap1_mean": -0.0054062544368207455, + "lyap1_max": 0.014091256074607372, + "lyap1_min": -0.021940898150205612, + "lyap_spec_mean": [ + -0.0054062544368207455, + -0.00496934587135911, + -0.0019863941706717014, + -0.007330908440053463 + ], + "frac_above_star": 0.25 + }, + { + "step": 1858, + "lr": 0.0001, + "sup_loss": 1.0223361379874332, + "rf_loss": 0.00015044736210256815, + "total_loss": 1.0224865853495357, + "lyap1_mean": 0.006380550563335419, + "lyap1_max": 0.02152320370078087, + "lyap1_min": -0.011826422065496445, + "lyap_spec_mean": [ + 0.006380550563335419, + 0.007018683478236198, + 0.003475015051662922, + -0.0007070697611197829 + ], + "frac_above_star": 0.625 + }, + { + "step": 1859, + "lr": 0.0001, + "sup_loss": 0.9587177052203504, + "rf_loss": 0.0003373633371666074, + "total_loss": 0.959055068557517, + "lyap1_mean": 0.016709156334400177, + "lyap1_max": 0.033089399337768555, + "lyap1_min": 0.005031202919781208, + "lyap_spec_mean": [ + 0.016709156334400177, + 0.01808379590511322, + 0.011310158297419548, + 0.006111192982643843 + ], + "frac_above_star": 1.0 + }, + { + "step": 1860, + "lr": 0.0001, + "sup_loss": 1.0181167897243146, + "rf_loss": 0.0004846111696679145, + "total_loss": 1.0186014008939825, + "lyap1_mean": 0.020165223628282547, + "lyap1_max": 0.04575180634856224, + "lyap1_min": -0.0015793325146660209, + "lyap_spec_mean": [ + 0.020165223628282547, + 0.02074209414422512, + 0.01558346301317215, + 0.010865097865462303 + ], + "frac_above_star": 0.875 + }, + { + "step": 1861, + "lr": 0.0001, + "sup_loss": 0.9928946051930253, + "rf_loss": 0.000471260747872293, + "total_loss": 0.9933658659408976, + "lyap1_mean": 0.018967103213071823, + "lyap1_max": 0.05886360630393028, + "lyap1_min": -0.006564640905708075, + "lyap_spec_mean": [ + 0.018967103213071823, + 0.011202061548829079, + 0.013007164932787418, + 0.008439579978585243 + ], + "frac_above_star": 0.75 + }, + { + "step": 1862, + "lr": 0.0001, + "sup_loss": 1.0115612410981827, + "rf_loss": 0.00019899076141882688, + "total_loss": 1.0117602318596015, + "lyap1_mean": 0.011356722563505173, + "lyap1_max": 0.03208108991384506, + "lyap1_min": -0.0002515828236937523, + "lyap_spec_mean": [ + 0.011356722563505173, + 0.012137394398450851, + 0.013143833726644516, + 0.002225492149591446 + ], + "frac_above_star": 0.875 + }, + { + "step": 1863, + "lr": 0.0001, + "sup_loss": 1.0016545332495683, + "rf_loss": 0.00010846662917174399, + "total_loss": 1.00176299987874, + "lyap1_mean": -0.0038058431819081306, + "lyap1_max": 0.0078050680458545685, + "lyap1_min": -0.019355610013008118, + "lyap_spec_mean": [ + -0.003805842949077487, + -0.0010370858944952488, + -0.0017718393355607986, + -0.011575830169022083 + ], + "frac_above_star": 0.375 + }, + { + "step": 1864, + "lr": 0.0001, + "sup_loss": 1.008415688843865, + "rf_loss": 0.0003204005479346961, + "total_loss": 1.0087360893917996, + "lyap1_mean": -0.00882617849856615, + "lyap1_max": 0.028990693390369415, + "lyap1_min": -0.028691483661532402, + "lyap_spec_mean": [ + -0.00882617849856615, + -0.011829782277345657, + -0.011657035909593105, + -0.013208119198679924 + ], + "frac_above_star": 0.25 + }, + { + "step": 1865, + "lr": 0.0001, + "sup_loss": 1.0237046354095414, + "rf_loss": 0.0007582157850265503, + "total_loss": 1.024462851194568, + "lyap1_mean": -0.023046303540468216, + "lyap1_max": 0.002636794000864029, + "lyap1_min": -0.04774446412920952, + "lyap_spec_mean": [ + -0.023046303540468216, + -0.02292400784790516, + -0.02814083732664585, + -0.024829497560858727 + ], + "frac_above_star": 0.125 + }, + { + "step": 1866, + "lr": 0.0001, + "sup_loss": 1.0698771794674036, + "rf_loss": 0.00041081462404690683, + "total_loss": 1.0702879940914505, + "lyap1_mean": -0.017675600945949554, + "lyap1_max": 0.002695525996387005, + "lyap1_min": -0.030602116137742996, + "lyap_spec_mean": [ + -0.017675600945949554, + -0.019088272005319595, + -0.014799386262893677, + -0.020445890724658966 + ], + "frac_above_star": 0.125 + }, + { + "step": 1867, + "lr": 0.0001, + "sup_loss": 1.040129946273828, + "rf_loss": 0.0005146402982063591, + "total_loss": 1.0406445865720344, + "lyap1_mean": -0.012444918975234032, + "lyap1_max": 0.003310598898679018, + "lyap1_min": -0.023278428241610527, + "lyap_spec_mean": [ + -0.012444918043911457, + -0.02369067072868347, + -0.022022798657417297, + -0.02348146215081215 + ], + "frac_above_star": 0.125 + }, + { + "step": 1868, + "lr": 0.0001, + "sup_loss": 1.007957361201891, + "rf_loss": 0.00028173805912956595, + "total_loss": 1.0082390992610206, + "lyap1_mean": -0.006895703263580799, + "lyap1_max": 0.0005532006616704166, + "lyap1_min": -0.016791492700576782, + "lyap_spec_mean": [ + -0.006895703729242086, + -0.01320420578122139, + -0.00878433883190155, + -0.02020062692463398 + ], + "frac_above_star": 0.125 + }, + { + "step": 1869, + "lr": 0.0001, + "sup_loss": 1.0518933312238594, + "rf_loss": 0.00017333135474473238, + "total_loss": 1.0520666625786042, + "lyap1_mean": 0.00796634890139103, + "lyap1_max": 0.027251042425632477, + "lyap1_min": -0.009127853438258171, + "lyap_spec_mean": [ + 0.00796634890139103, + 0.006330443546175957, + -0.007267406210303307, + -0.0025388668291270733 + ], + "frac_above_star": 0.625 + }, + { + "step": 1870, + "lr": 0.0001, + "sup_loss": 1.0229107906115245, + "rf_loss": 0.00035368953831493855, + "total_loss": 1.0232644801498394, + "lyap1_mean": 0.011327782645821571, + "lyap1_max": 0.030387256294488907, + "lyap1_min": -0.0057450225576758385, + "lyap_spec_mean": [ + 0.011327782645821571, + 0.00823509693145752, + 0.005487093701958656, + 0.007427631411701441 + ], + "frac_above_star": 0.5 + }, + { + "step": 1871, + "lr": 0.0001, + "sup_loss": 0.969124876059739, + "rf_loss": 0.00014634686522185802, + "total_loss": 0.9692712229249608, + "lyap1_mean": -0.0004634861834347248, + "lyap1_max": 0.017694108188152313, + "lyap1_min": -0.015466528944671154, + "lyap_spec_mean": [ + -0.00046348595060408115, + 0.00041985121788457036, + -0.004913413431495428, + -0.004757341928780079 + ], + "frac_above_star": 0.375 + }, + { + "step": 1872, + "lr": 0.0001, + "sup_loss": 0.9744161705679082, + "rf_loss": 0.0003514914133120328, + "total_loss": 0.9747676619812202, + "lyap1_mean": 0.011725643649697304, + "lyap1_max": 0.03423994779586792, + "lyap1_min": -0.005203566513955593, + "lyap_spec_mean": [ + 0.011725643649697304, + 0.00965876691043377, + 0.010283364914357662, + 0.008679728955030441 + ], + "frac_above_star": 0.75 + }, + { + "step": 1873, + "lr": 0.0001, + "sup_loss": 0.9762660956358648, + "rf_loss": 0.0005595277179963887, + "total_loss": 0.9768256233538611, + "lyap1_mean": 0.007454901002347469, + "lyap1_max": 0.041738834232091904, + "lyap1_min": -0.010552364401519299, + "lyap_spec_mean": [ + 0.007454900536686182, + 0.018259041011333466, + 0.01464119367301464, + 0.002149282954633236 + ], + "frac_above_star": 0.375 + }, + { + "step": 1874, + "lr": 0.0001, + "sup_loss": 1.0070070956702004, + "rf_loss": 0.00039157981518656015, + "total_loss": 1.007398675485387, + "lyap1_mean": 0.02104126289486885, + "lyap1_max": 0.03553086146712303, + "lyap1_min": 0.004433372989296913, + "lyap_spec_mean": [ + 0.02104126289486885, + 0.013796644285321236, + 0.018867384642362595, + 0.009030391462147236 + ], + "frac_above_star": 1.0 + }, + { + "step": 1875, + "lr": 0.0001, + "sup_loss": 0.9877433339830436, + "rf_loss": 0.00023578070977237076, + "total_loss": 0.987979114692816, + "lyap1_mean": 0.00799909234046936, + "lyap1_max": 0.03427250683307648, + "lyap1_min": -0.010661130771040916, + "lyap_spec_mean": [ + 0.00799909234046936, + 0.003254897426813841, + 0.0024664325173944235, + -0.0017033421900123358 + ], + "frac_above_star": 0.625 + }, + { + "step": 1876, + "lr": 0.0001, + "sup_loss": 0.9927345028065003, + "rf_loss": 0.00024333776673302054, + "total_loss": 0.9929778405732334, + "lyap1_mean": 0.012525507248938084, + "lyap1_max": 0.03746561333537102, + "lyap1_min": 0.002417454496026039, + "lyap_spec_mean": [ + 0.012525506317615509, + 0.004128851927816868, + 0.002046415116637945, + 0.0025544841773808002 + ], + "frac_above_star": 1.0 + }, + { + "step": 1877, + "lr": 0.0001, + "sup_loss": 1.0315642628744575, + "rf_loss": 0.00028456596191972494, + "total_loss": 1.0318488288363772, + "lyap1_mean": 0.011107487604022026, + "lyap1_max": 0.0464877188205719, + "lyap1_min": -0.01689901575446129, + "lyap_spec_mean": [ + 0.011107486672699451, + 0.0005001123063266277, + 0.0003980679903179407, + 0.002428801264613867 + ], + "frac_above_star": 0.625 + }, + { + "step": 1878, + "lr": 0.0001, + "sup_loss": 1.0453817590811267, + "rf_loss": 0.0001549598528072238, + "total_loss": 1.045536718933934, + "lyap1_mean": -0.0016726290341466665, + "lyap1_max": 0.016373753547668457, + "lyap1_min": -0.013773934915661812, + "lyap_spec_mean": [ + -0.0016726290341466665, + -0.005231990944594145, + -0.004574420861899853, + -0.004216186236590147 + ], + "frac_above_star": 0.25 + }, + { + "step": 1879, + "lr": 0.0001, + "sup_loss": 1.0663153181475422, + "rf_loss": 0.0001678701228229329, + "total_loss": 1.0664831882703651, + "lyap1_mean": -0.003601748263463378, + "lyap1_max": 0.020245354622602463, + "lyap1_min": -0.017096273601055145, + "lyap_spec_mean": [ + -0.0036017484962940216, + -0.007875499315559864, + -0.00021142116747796535, + -0.0033690978307276964 + ], + "frac_above_star": 0.25 + }, + { + "step": 1880, + "lr": 0.0001, + "sup_loss": 1.0415869868896284, + "rf_loss": 0.00023807442630641162, + "total_loss": 1.0418250613159348, + "lyap1_mean": -0.007831649854779243, + "lyap1_max": 0.005591498222202063, + "lyap1_min": -0.01860363781452179, + "lyap_spec_mean": [ + -0.007831649854779243, + -0.012831471860408783, + -0.012091725133359432, + -0.010190253145992756 + ], + "frac_above_star": 0.25 + }, + { + "step": 1881, + "lr": 0.0001, + "sup_loss": 1.0496167353774135, + "rf_loss": 0.000193418629351072, + "total_loss": 1.0498101540067646, + "lyap1_mean": 0.004730161279439926, + "lyap1_max": 0.04694242402911186, + "lyap1_min": -0.01769360899925232, + "lyap_spec_mean": [ + 0.004730161279439926, + -0.007956543937325478, + -0.008963095024228096, + -0.004201244097203016 + ], + "frac_above_star": 0.5 + }, + { + "step": 1882, + "lr": 0.0001, + "sup_loss": 1.0380573713776824, + "rf_loss": 9.337901428807527e-05, + "total_loss": 1.0381507503919705, + "lyap1_mean": 0.006706413812935352, + "lyap1_max": 0.034337230026721954, + "lyap1_min": -0.006682375445961952, + "lyap_spec_mean": [ + 0.006706413812935352, + -0.0026796264573931694, + -0.0017341396305710077, + 0.002039478626102209 + ], + "frac_above_star": 0.625 + }, + { + "step": 1883, + "lr": 0.0001, + "sup_loss": 1.0409287965240765, + "rf_loss": 0.00019718086696229875, + "total_loss": 1.0411259773910388, + "lyap1_mean": -0.006331910379230976, + "lyap1_max": 0.012505213730037212, + "lyap1_min": -0.022028766572475433, + "lyap_spec_mean": [ + -0.006331910379230976, + -0.006895700469613075, + -0.0021286802366375923, + -0.012491279281675816 + ], + "frac_above_star": 0.25 + }, + { + "step": 1884, + "lr": 0.0001, + "sup_loss": 0.9973005542097565, + "rf_loss": 0.00018096902931574732, + "total_loss": 0.9974815232390722, + "lyap1_mean": 0.003497002413496375, + "lyap1_max": 0.021992787718772888, + "lyap1_min": -0.024671223014593124, + "lyap_spec_mean": [ + 0.0034970026463270187, + 0.004828950390219688, + 0.0004414761206135154, + 0.0031590417493134737 + ], + "frac_above_star": 0.875 + }, + { + "step": 1885, + "lr": 0.0001, + "sup_loss": 1.022761512845532, + "rf_loss": 0.00014532991917803884, + "total_loss": 1.0229068427647101, + "lyap1_mean": 0.009385012090206146, + "lyap1_max": 0.017952634021639824, + "lyap1_min": -0.022216614335775375, + "lyap_spec_mean": [ + 0.009385011158883572, + 0.004529186524450779, + -0.0002865479327738285, + -0.0014085023431107402 + ], + "frac_above_star": 0.875 + }, + { + "step": 1886, + "lr": 0.0001, + "sup_loss": 1.0316801519608925, + "rf_loss": 0.00019159220391884446, + "total_loss": 1.0318717441648113, + "lyap1_mean": 0.005446068476885557, + "lyap1_max": 0.017374148592352867, + "lyap1_min": -0.018526390194892883, + "lyap_spec_mean": [ + 0.00544606801122427, + 0.004647867754101753, + 0.008079803548753262, + 0.005056237801909447 + ], + "frac_above_star": 0.75 + }, + { + "step": 1887, + "lr": 0.0001, + "sup_loss": 0.9616593789920491, + "rf_loss": 0.0003449002397246659, + "total_loss": 0.9620042792317738, + "lyap1_mean": 0.01194017194211483, + "lyap1_max": 0.024242907762527466, + "lyap1_min": -0.004683289676904678, + "lyap_spec_mean": [ + 0.01194017194211483, + 0.016310328617691994, + 0.006909087300300598, + 0.0045129987411201 + ], + "frac_above_star": 0.875 + }, + { + "step": 1888, + "lr": 0.0001, + "sup_loss": 1.0134228488544252, + "rf_loss": 0.00018547740182839334, + "total_loss": 1.0136083262562536, + "lyap1_mean": 0.003487727604806423, + "lyap1_max": 0.020251713693141937, + "lyap1_min": -0.01225159503519535, + "lyap_spec_mean": [ + 0.003487727604806423, + 0.004082396626472473, + 0.0049851564690470695, + 0.0025343294255435467 + ], + "frac_above_star": 0.5 + }, + { + "step": 1889, + "lr": 0.0001, + "sup_loss": 1.0071463596501764, + "rf_loss": 0.00013902722275815904, + "total_loss": 1.0072853868729346, + "lyap1_mean": -0.007224716246128082, + "lyap1_max": 0.007988196797668934, + "lyap1_min": -0.016342079266905785, + "lyap_spec_mean": [ + -0.007224716246128082, + -0.00459000701084733, + -0.0031799657735973597, + -0.00346786854788661 + ], + "frac_above_star": 0.125 + }, + { + "step": 1890, + "lr": 0.0001, + "sup_loss": 0.976146410557169, + "rf_loss": 0.000279312371276319, + "total_loss": 0.9764257229284453, + "lyap1_mean": -0.007635671179741621, + "lyap1_max": 0.0060498397797346115, + "lyap1_min": -0.025377582758665085, + "lyap_spec_mean": [ + -0.007635671645402908, + -0.00723219895735383, + -0.01601044461131096, + -0.017235856503248215 + ], + "frac_above_star": 0.25 + }, + { + "step": 1891, + "lr": 0.0001, + "sup_loss": 1.0341819493013638, + "rf_loss": 0.0003806165768764913, + "total_loss": 1.0345625658782402, + "lyap1_mean": -0.011757142841815948, + "lyap1_max": -0.0003833143855445087, + "lyap1_min": -0.023513514548540115, + "lyap_spec_mean": [ + -0.011757142841815948, + -0.01514342799782753, + -0.014541344717144966, + -0.015349105931818485 + ], + "frac_above_star": 0.0 + }, + { + "step": 1892, + "lr": 0.0001, + "sup_loss": 1.0174254673259076, + "rf_loss": 0.000785093754529953, + "total_loss": 1.0182105610804375, + "lyap1_mean": -0.02294672280550003, + "lyap1_max": 0.003569678170606494, + "lyap1_min": -0.05292327329516411, + "lyap_spec_mean": [ + -0.02294672280550003, + -0.024754520505666733, + -0.02258206345140934, + -0.026620684191584587 + ], + "frac_above_star": 0.125 + }, + { + "step": 1893, + "lr": 0.0001, + "sup_loss": 1.0289342114094664, + "rf_loss": 0.00048116390826180577, + "total_loss": 1.0294153753177282, + "lyap1_mean": -0.015086525119841099, + "lyap1_max": 0.005842155776917934, + "lyap1_min": -0.036922767758369446, + "lyap_spec_mean": [ + -0.015086524188518524, + -0.01611083745956421, + -0.018569044768810272, + -0.0224128607660532 + ], + "frac_above_star": 0.125 + }, + { + "step": 1894, + "lr": 0.0001, + "sup_loss": 1.0156486539132892, + "rf_loss": 0.0003291214525233954, + "total_loss": 1.0159777753658126, + "lyap1_mean": 0.005206583999097347, + "lyap1_max": 0.03073536977171898, + "lyap1_min": -0.013861874118447304, + "lyap_spec_mean": [ + 0.005206584464758635, + 0.0028958600014448166, + 0.001143312081694603, + 0.004905706271529198 + ], + "frac_above_star": 0.625 + }, + { + "step": 1895, + "lr": 0.0001, + "sup_loss": 1.0080064989206778, + "rf_loss": 0.00014840469521004707, + "total_loss": 1.0081549036158879, + "lyap1_mean": -0.005242523737251759, + "lyap1_max": 0.016479797661304474, + "lyap1_min": -0.023246698081493378, + "lyap_spec_mean": [ + -0.005242523737251759, + -0.0019383663311600685, + -0.005357320420444012, + -0.009189879521727562 + ], + "frac_above_star": 0.375 + }, + { + "step": 1896, + "lr": 0.0001, + "sup_loss": 1.0241592817633478, + "rf_loss": 0.0002554631792008877, + "total_loss": 1.0244147449425487, + "lyap1_mean": 0.001392059144563973, + "lyap1_max": 0.026249364018440247, + "lyap1_min": -0.017957068979740143, + "lyap_spec_mean": [ + 0.0013920592609792948, + 0.0014455991331487894, + 0.0016116241458803415, + -0.000678187410812825 + ], + "frac_above_star": 0.625 + }, + { + "step": 1897, + "lr": 0.0001, + "sup_loss": 1.0137661521103807, + "rf_loss": 0.00032644637394696474, + "total_loss": 1.0140925984843276, + "lyap1_mean": 0.016596585512161255, + "lyap1_max": 0.03413033112883568, + "lyap1_min": -0.005129500292241573, + "lyap_spec_mean": [ + 0.016596585512161255, + 0.013826834037899971, + 0.004823828116059303, + 0.01293310709297657 + ], + "frac_above_star": 0.875 + }, + { + "step": 1898, + "lr": 0.0001, + "sup_loss": 1.0176901406466954, + "rf_loss": 0.000336762226652354, + "total_loss": 1.0180269028733477, + "lyap1_mean": 0.015544547699391842, + "lyap1_max": 0.03611347824335098, + "lyap1_min": 0.003197132609784603, + "lyap_spec_mean": [ + 0.015544548630714417, + 0.013656703755259514, + 0.014556078240275383, + 0.01729832962155342 + ], + "frac_above_star": 1.0 + }, + { + "step": 1899, + "lr": 0.0001, + "sup_loss": 1.0664511054536259, + "rf_loss": 0.00027888233307749033, + "total_loss": 1.0667299877867034, + "lyap1_mean": 0.020293578505516052, + "lyap1_max": 0.03283081576228142, + "lyap1_min": 0.0009854063391685486, + "lyap_spec_mean": [ + 0.020293578505516052, + 0.010944750159978867, + 0.009261365979909897, + 0.011285418644547462 + ], + "frac_above_star": 1.0 + }, + { + "step": 1900, + "lr": 0.0001, + "sup_loss": 1.0191920111061632, + "rf_loss": 0.00019745265308301896, + "total_loss": 1.0193894637592462, + "lyap1_mean": 0.01205409411340952, + "lyap1_max": 0.03067813068628311, + "lyap1_min": -0.0014891044702380896, + "lyap_spec_mean": [ + 0.01205409411340952, + 0.008589706383645535, + 0.012601412832736969, + 0.002520228736102581 + ], + "frac_above_star": 0.875 + }, + { + "step": 1901, + "lr": 0.0001, + "sup_loss": 1.0631524548497475, + "rf_loss": 0.0002432977344142273, + "total_loss": 1.0633957525841617, + "lyap1_mean": -0.0019224104471504688, + "lyap1_max": 0.02252361737191677, + "lyap1_min": -0.020813195034861565, + "lyap_spec_mean": [ + -0.0019224106799811125, + 0.0020189890637993813, + -0.0036394381895661354, + -0.011521721258759499 + ], + "frac_above_star": 0.375 + }, + { + "step": 1902, + "lr": 0.0001, + "sup_loss": 1.0318626692903803, + "rf_loss": 0.0001496653858339414, + "total_loss": 1.0320123346762142, + "lyap1_mean": -0.004425339866429567, + "lyap1_max": 0.00721842423081398, + "lyap1_min": -0.024957790970802307, + "lyap_spec_mean": [ + -0.004425339866429567, + -0.004312856122851372, + -0.009292494505643845, + -0.004901054780930281 + ], + "frac_above_star": 0.375 + }, + { + "step": 1903, + "lr": 0.0001, + "sup_loss": 0.9662929089374332, + "rf_loss": 0.0005486292066052556, + "total_loss": 0.9668415381440385, + "lyap1_mean": -0.016535833477973938, + "lyap1_max": 0.00685849180445075, + "lyap1_min": -0.03135189414024353, + "lyap_spec_mean": [ + -0.016535833477973938, + -0.021176651120185852, + -0.013838518410921097, + -0.024739477783441544 + ], + "frac_above_star": 0.125 + }, + { + "step": 1904, + "lr": 0.0001, + "sup_loss": 1.0441038867874803, + "rf_loss": 0.00016464514192193747, + "total_loss": 1.0442685319294023, + "lyap1_mean": -0.0033211777918040752, + "lyap1_max": 0.010191630572080612, + "lyap1_min": -0.022302832454442978, + "lyap_spec_mean": [ + -0.003321178024634719, + -0.013293961063027382, + -0.010782291181385517, + -0.009165692143142223 + ], + "frac_above_star": 0.375 + }, + { + "step": 1905, + "lr": 0.0001, + "sup_loss": 1.0037262784762966, + "rf_loss": 0.00016810673696454614, + "total_loss": 1.0038943852132611, + "lyap1_mean": -0.001908110803924501, + "lyap1_max": 0.013898327946662903, + "lyap1_min": -0.01550309732556343, + "lyap_spec_mean": [ + -0.001908110803924501, + -0.009005745872855186, + -0.0065908473916351795, + -0.006779461167752743 + ], + "frac_above_star": 0.375 + }, + { + "step": 1906, + "lr": 0.0001, + "sup_loss": 1.0281765446700335, + "rf_loss": 0.0002513707731850445, + "total_loss": 1.0284279154432185, + "lyap1_mean": 0.008074093610048294, + "lyap1_max": 0.053357481956481934, + "lyap1_min": -0.015899892896413803, + "lyap_spec_mean": [ + 0.008074093610048294, + 0.0021499795839190483, + -0.002427423372864723, + -0.008441153913736343 + ], + "frac_above_star": 0.625 + }, + { + "step": 1907, + "lr": 0.0001, + "sup_loss": 1.0256669850567486, + "rf_loss": 0.00026018964126706123, + "total_loss": 1.0259271746980156, + "lyap1_mean": 0.01151720155030489, + "lyap1_max": 0.04922536760568619, + "lyap1_min": -0.01702810823917389, + "lyap_spec_mean": [ + 0.011517200618982315, + 0.00661848857998848, + 0.003201158484444022, + -0.0034529762342572212 + ], + "frac_above_star": 0.625 + }, + { + "step": 1908, + "lr": 0.0001, + "sup_loss": 1.029415614799751, + "rf_loss": 0.00024467663024552166, + "total_loss": 1.0296602914299966, + "lyap1_mean": 0.01681390404701233, + "lyap1_max": 0.02934013120830059, + "lyap1_min": 0.006791848689317703, + "lyap_spec_mean": [ + 0.01681390218436718, + 0.013924500904977322, + 0.009840471670031548, + 0.007007543463259935 + ], + "frac_above_star": 1.0 + }, + { + "step": 1909, + "lr": 0.0001, + "sup_loss": 1.0082151875990806, + "rf_loss": 0.0001114136102842167, + "total_loss": 1.0083266012093648, + "lyap1_mean": 0.001719013787806034, + "lyap1_max": 0.015116631053388119, + "lyap1_min": -0.011576942168176174, + "lyap_spec_mean": [ + 0.001719013787806034, + 0.0035710581578314304, + 0.0025647971779108047, + 3.619410563260317e-06 + ], + "frac_above_star": 0.625 + }, + { + "step": 1910, + "lr": 0.0001, + "sup_loss": 1.0453134424976969, + "rf_loss": 0.00011723073112079874, + "total_loss": 1.0454306732288177, + "lyap1_mean": 0.009961903095245361, + "lyap1_max": 0.01866486668586731, + "lyap1_min": -0.00262642465531826, + "lyap_spec_mean": [ + 0.009961903095245361, + 0.007243817672133446, + 0.0034333602525293827, + 0.0021767402067780495 + ], + "frac_above_star": 0.875 + }, + { + "step": 1911, + "lr": 0.0001, + "sup_loss": 1.0004622946021287, + "rf_loss": 0.00018401029228698462, + "total_loss": 1.0006463048944156, + "lyap1_mean": 0.004705310799181461, + "lyap1_max": 0.03639033064246178, + "lyap1_min": -0.019596142694354057, + "lyap_spec_mean": [ + 0.004705309867858887, + -0.010353760793805122, + -0.003889745566993952, + -0.003213803982362151 + ], + "frac_above_star": 0.625 + }, + { + "step": 1912, + "lr": 0.0001, + "sup_loss": 0.9731013575791093, + "rf_loss": 0.00016762991435825825, + "total_loss": 0.9732689874934676, + "lyap1_mean": 0.0001445319503545761, + "lyap1_max": 0.03012801520526409, + "lyap1_min": -0.018833013251423836, + "lyap_spec_mean": [ + 0.0001445319503545761, + -0.005360208451747894, + 0.002459864132106304, + -0.006401152815669775 + ], + "frac_above_star": 0.375 + }, + { + "step": 1913, + "lr": 0.0001, + "sup_loss": 1.0124501999063833, + "rf_loss": 0.00048055051593109965, + "total_loss": 1.0129307504223144, + "lyap1_mean": -0.01386009156703949, + "lyap1_max": 0.0019872377160936594, + "lyap1_min": -0.02530830167233944, + "lyap_spec_mean": [ + -0.013860092498362064, + -0.021976225078105927, + -0.022260263562202454, + -0.018268123269081116 + ], + "frac_above_star": 0.125 + }, + { + "step": 1914, + "lr": 0.0001, + "sup_loss": 0.9872285590952835, + "rf_loss": 0.0002289307303726673, + "total_loss": 0.9874574898256562, + "lyap1_mean": -0.0018385894363746047, + "lyap1_max": 0.01782766543328762, + "lyap1_min": -0.023493988439440727, + "lyap_spec_mean": [ + -0.0018385895527899265, + -0.004819892346858978, + -0.007482027634978294, + -0.013020994141697884 + ], + "frac_above_star": 0.375 + }, + { + "step": 1915, + "lr": 0.0001, + "sup_loss": 1.0390317521207912, + "rf_loss": 0.0001780749298632145, + "total_loss": 1.0392098270506545, + "lyap1_mean": -0.001918691210448742, + "lyap1_max": 0.01968960650265217, + "lyap1_min": -0.013997269794344902, + "lyap_spec_mean": [ + -0.0019186909776180983, + -0.0015889776404947042, + -0.005959135014563799, + -0.008779742754995823 + ], + "frac_above_star": 0.375 + }, + { + "step": 1916, + "lr": 0.0001, + "sup_loss": 1.0373574815130442, + "rf_loss": 0.0003341745468787849, + "total_loss": 1.037691656059923, + "lyap1_mean": 0.005563902668654919, + "lyap1_max": 0.04452694579958916, + "lyap1_min": -0.03147587180137634, + "lyap_spec_mean": [ + 0.005563902668654919, + -0.003985825926065445, + -0.0029203284066170454, + -0.004707491956651211 + ], + "frac_above_star": 0.5 + }, + { + "step": 1917, + "lr": 0.0001, + "sup_loss": 1.0016911815693188, + "rf_loss": 0.00023634846729692072, + "total_loss": 1.0019275300366157, + "lyap1_mean": 0.004518799018114805, + "lyap1_max": 0.034584544599056244, + "lyap1_min": -0.019253335893154144, + "lyap_spec_mean": [ + 0.0045187994837760925, + -0.00184069131501019, + -0.0033367283176630735, + -0.0024206205271184444 + ], + "frac_above_star": 0.5 + }, + { + "step": 1918, + "lr": 0.0001, + "sup_loss": 1.0246553896380577, + "rf_loss": 0.00013882647908758372, + "total_loss": 1.0247942161171453, + "lyap1_mean": 0.0011420013615861535, + "lyap1_max": 0.010657800361514091, + "lyap1_min": -0.01028237584978342, + "lyap_spec_mean": [ + 0.0011420013615861535, + 0.004105173517018557, + 0.004717178177088499, + 0.001553403097204864 + ], + "frac_above_star": 0.5 + }, + { + "step": 1919, + "lr": 0.0001, + "sup_loss": 1.0488561097720184, + "rf_loss": 0.00037759781116619706, + "total_loss": 1.0492337075831846, + "lyap1_mean": 0.01611737534403801, + "lyap1_max": 0.03449069708585739, + "lyap1_min": 0.004254440777003765, + "lyap_spec_mean": [ + 0.01611737348139286, + 0.013976160436868668, + 0.010793419554829597, + 0.009877624921500683 + ], + "frac_above_star": 1.0 + }, + { + "step": 1920, + "lr": 0.0001, + "sup_loss": 1.0007271265725912, + "rf_loss": 0.00029378774343058467, + "total_loss": 1.0010209143160218, + "lyap1_mean": 0.016897492110729218, + "lyap1_max": 0.048201050609350204, + "lyap1_min": 0.0005329370032995939, + "lyap_spec_mean": [ + 0.016897492110729218, + 0.005868295207619667, + 0.0076783448457717896, + 0.00950353592634201 + ], + "frac_above_star": 1.0 + }, + { + "step": 1921, + "lr": 0.0001, + "sup_loss": 0.9929374579566259, + "rf_loss": 0.00040889569208957255, + "total_loss": 0.9933463536487155, + "lyap1_mean": 0.022900234907865524, + "lyap1_max": 0.06011374294757843, + "lyap1_min": 0.00532953068614006, + "lyap_spec_mean": [ + 0.022900234907865524, + 0.01388651691377163, + 0.01199328526854515, + 0.008405383676290512 + ], + "frac_above_star": 1.0 + }, + { + "step": 1922, + "lr": 0.0001, + "sup_loss": 1.0186926598070076, + "rf_loss": 0.0002945878659375012, + "total_loss": 1.0189872476729451, + "lyap1_mean": 0.011270838789641857, + "lyap1_max": 0.030474578961730003, + "lyap1_min": -0.0008962000720202923, + "lyap_spec_mean": [ + 0.011270837858319283, + 0.011757338419556618, + 0.011286454275250435, + 0.008189254440367222 + ], + "frac_above_star": 0.75 + }, + { + "step": 1923, + "lr": 0.0001, + "sup_loss": 1.0091634546585713, + "rf_loss": 0.0003719584783539176, + "total_loss": 1.0095354131369252, + "lyap1_mean": 0.013341649435460567, + "lyap1_max": 0.04223163425922394, + "lyap1_min": -0.011169355362653732, + "lyap_spec_mean": [ + 0.013341650366783142, + 0.012583388015627861, + 0.0036742822267115116, + 0.010482294484972954 + ], + "frac_above_star": 0.625 + }, + { + "step": 1924, + "lr": 0.0001, + "sup_loss": 0.9359752677691584, + "rf_loss": 0.00019595994672272354, + "total_loss": 0.9361712277158811, + "lyap1_mean": 0.013408130034804344, + "lyap1_max": 0.04015016183257103, + "lyap1_min": -0.014007310383021832, + "lyap_spec_mean": [ + 0.013408131897449493, + 0.0038297867868095636, + -0.003026581835001707, + 0.00033887336030602455 + ], + "frac_above_star": 0.625 + }, + { + "step": 1925, + "lr": 0.0001, + "sup_loss": 1.001094700921749, + "rf_loss": 0.0003263913677074015, + "total_loss": 1.0014210922894564, + "lyap1_mean": -0.0015141596086323261, + "lyap1_max": 0.030090808868408203, + "lyap1_min": -0.024191875010728836, + "lyap_spec_mean": [ + -0.0015141598414629698, + -0.006991381756961346, + -0.004906230606138706, + -0.008438163436949253 + ], + "frac_above_star": 0.375 + }, + { + "step": 1926, + "lr": 0.0001, + "sup_loss": 1.0197880054430775, + "rf_loss": 0.00021865952294319868, + "total_loss": 1.0200066649660207, + "lyap1_mean": -0.005551528185606003, + "lyap1_max": 0.014840057119727135, + "lyap1_min": -0.02254416048526764, + "lyap_spec_mean": [ + -0.00555152865126729, + -0.009830006398260593, + -0.012426364235579967, + -0.012596618384122849 + ], + "frac_above_star": 0.25 + }, + { + "step": 1927, + "lr": 0.0001, + "sup_loss": 1.0053193658800463, + "rf_loss": 0.0003510381211526692, + "total_loss": 1.005670404001199, + "lyap1_mean": -0.012448054738342762, + "lyap1_max": 0.008324051275849342, + "lyap1_min": -0.033101219683885574, + "lyap_spec_mean": [ + -0.012448054738342762, + 0.0011098044924438, + -0.00942031666636467, + -0.012406555935740471 + ], + "frac_above_star": 0.25 + }, + { + "step": 1928, + "lr": 0.0001, + "sup_loss": 0.9961240616057419, + "rf_loss": 0.00021206637029536068, + "total_loss": 0.9963361279760372, + "lyap1_mean": -0.005436639301478863, + "lyap1_max": 0.01780485361814499, + "lyap1_min": -0.017020992934703827, + "lyap_spec_mean": [ + -0.00543663976714015, + -0.009515211917459965, + -0.008102885447442532, + -0.010668189264833927 + ], + "frac_above_star": 0.125 + }, + { + "step": 1929, + "lr": 0.0001, + "sup_loss": 0.9966269346506125, + "rf_loss": 0.00020891049643978477, + "total_loss": 0.9968358451470523, + "lyap1_mean": -0.007741430774331093, + "lyap1_max": 0.02468385174870491, + "lyap1_min": -0.024126460775732994, + "lyap_spec_mean": [ + -0.00774143123999238, + -0.0016508615808561444, + -0.00839050579816103, + -0.014439176768064499 + ], + "frac_above_star": 0.25 + }, + { + "step": 1930, + "lr": 0.0001, + "sup_loss": 1.0387394794703113, + "rf_loss": 0.00017573848890606314, + "total_loss": 1.0389152179592174, + "lyap1_mean": 0.007224729750305414, + "lyap1_max": 0.055859632790088654, + "lyap1_min": -0.016074061393737793, + "lyap_spec_mean": [ + 0.0072247302159667015, + 0.0022642104886472225, + 0.00331790535710752, + -0.00024191709235310555 + ], + "frac_above_star": 0.625 + }, + { + "step": 1931, + "lr": 0.0001, + "sup_loss": 0.9270347348045964, + "rf_loss": 0.00018204370280727744, + "total_loss": 0.9272167785074037, + "lyap1_mean": 0.001961236819624901, + "lyap1_max": 0.021180998533964157, + "lyap1_min": -0.026047807186841965, + "lyap_spec_mean": [ + 0.001961237285286188, + 0.0010894513688981533, + 0.00019589019939303398, + 0.0026466245763003826 + ], + "frac_above_star": 0.625 + }, + { + "step": 1932, + "lr": 0.0001, + "sup_loss": 1.002750321249228, + "rf_loss": 0.00034875626442953944, + "total_loss": 1.0030990775136575, + "lyap1_mean": 0.01326815877109766, + "lyap1_max": 0.044703543186187744, + "lyap1_min": -0.013221695087850094, + "lyap_spec_mean": [ + 0.013268157839775085, + 0.011382258497178555, + 0.006393795367330313, + 0.005988460499793291 + ], + "frac_above_star": 0.875 + }, + { + "step": 1933, + "lr": 0.0001, + "sup_loss": 0.9676015558755571, + "rf_loss": 0.00015284588153008372, + "total_loss": 0.9677544017570872, + "lyap1_mean": 0.005521496757864952, + "lyap1_max": 0.02005293220281601, + "lyap1_min": -0.0029592241626232862, + "lyap_spec_mean": [ + 0.005521496757864952, + 0.012713347561657429, + -0.0017970073968172073, + -0.0017147575272247195 + ], + "frac_above_star": 0.875 + }, + { + "step": 1934, + "lr": 0.0001, + "sup_loss": 0.9930776195885176, + "rf_loss": 0.0002333048323635012, + "total_loss": 0.9933109244208811, + "lyap1_mean": 0.0031734537333250046, + "lyap1_max": 0.023507757112383842, + "lyap1_min": -0.021122343838214874, + "lyap_spec_mean": [ + 0.0031734537333250046, + 0.0018634593579918146, + 0.002512110397219658, + -0.005128954071551561 + ], + "frac_above_star": 0.625 + }, + { + "step": 1935, + "lr": 0.0001, + "sup_loss": 1.0163167068982706, + "rf_loss": 0.0002353565359953791, + "total_loss": 1.016552063434266, + "lyap1_mean": 0.0019571357406675816, + "lyap1_max": 0.023104634135961533, + "lyap1_min": -0.03252951055765152, + "lyap_spec_mean": [ + 0.0019571357406675816, + -0.005875572562217712, + -0.0065190596505999565, + -0.010830560699105263 + ], + "frac_above_star": 0.625 + }, + { + "step": 1936, + "lr": 0.0001, + "sup_loss": 0.9844185019367763, + "rf_loss": 0.00034225708805024624, + "total_loss": 0.9847607590248265, + "lyap1_mean": -0.012311306782066822, + "lyap1_max": -0.005445981398224831, + "lyap1_min": -0.02288106642663479, + "lyap_spec_mean": [ + -0.012311305850744247, + -0.012346219271421432, + -0.0177482757717371, + -0.017309539020061493 + ], + "frac_above_star": 0.0 + }, + { + "step": 1937, + "lr": 0.0001, + "sup_loss": 0.9587893099555185, + "rf_loss": 0.0004656671662814915, + "total_loss": 0.9592549771218, + "lyap1_mean": -0.01731734536588192, + "lyap1_max": -1.7932927221409045e-05, + "lyap1_min": -0.0296487957239151, + "lyap_spec_mean": [ + -0.01731734350323677, + -0.01709640398621559, + -0.017996028065681458, + -0.02052902989089489 + ], + "frac_above_star": 0.0 + }, + { + "step": 1938, + "lr": 0.0001, + "sup_loss": 0.9901865313579076, + "rf_loss": 0.00038489591679535806, + "total_loss": 0.9905714272747029, + "lyap1_mean": -0.015085479244589806, + "lyap1_max": 0.0028134710155427456, + "lyap1_min": -0.030603503808379173, + "lyap_spec_mean": [ + -0.01508548017591238, + -0.013624293729662895, + -0.01686110720038414, + -0.018981391564011574 + ], + "frac_above_star": 0.125 + }, + { + "step": 1939, + "lr": 0.0001, + "sup_loss": 0.9417688428134495, + "rf_loss": 0.00023548293393105268, + "total_loss": 0.9420043257473806, + "lyap1_mean": -0.0025074314326047897, + "lyap1_max": 0.013517598621547222, + "lyap1_min": -0.024170707911252975, + "lyap_spec_mean": [ + -0.0025074321310967207, + -0.012968949042260647, + -0.004525674507021904, + -0.009478028863668442 + ], + "frac_above_star": 0.625 + }, + { + "step": 1940, + "lr": 0.0001, + "sup_loss": 0.9915466700784213, + "rf_loss": 0.00022584902762901038, + "total_loss": 0.9917725191060504, + "lyap1_mean": 0.00979561172425747, + "lyap1_max": 0.028558582067489624, + "lyap1_min": -0.016455743461847305, + "lyap_spec_mean": [ + 0.00979561172425747, + -0.0007007101085036993, + 0.010282829403877258, + -0.001969659235328436 + ], + "frac_above_star": 0.875 + }, + { + "step": 1941, + "lr": 0.0001, + "sup_loss": 0.9876298259039406, + "rf_loss": 0.0002953512012027204, + "total_loss": 0.9879251771051433, + "lyap1_mean": 0.014303460717201233, + "lyap1_max": 0.04526275396347046, + "lyap1_min": -0.017321854829788208, + "lyap_spec_mean": [ + 0.014303460717201233, + 0.004988766275346279, + 0.005260166246443987, + 0.01048092357814312 + ], + "frac_above_star": 0.75 + }, + { + "step": 1942, + "lr": 0.0001, + "sup_loss": 0.9953188678178421, + "rf_loss": 0.0002170699881389737, + "total_loss": 0.995535937805981, + "lyap1_mean": 0.009979354217648506, + "lyap1_max": 0.030894894152879715, + "lyap1_min": -0.01564604416489601, + "lyap_spec_mean": [ + 0.009979354217648506, + 0.007032699417322874, + 0.002657930599525571, + 0.011552260257303715 + ], + "frac_above_star": 0.75 + }, + { + "step": 1943, + "lr": 0.0001, + "sup_loss": 0.998783572249499, + "rf_loss": 0.0002151288790628314, + "total_loss": 0.9989987011285618, + "lyap1_mean": 0.013574657961726189, + "lyap1_max": 0.03601663559675217, + "lyap1_min": -0.017030231654644012, + "lyap_spec_mean": [ + 0.013574657961726189, + 0.001948996097780764, + 0.00445394404232502, + 0.002877531573176384 + ], + "frac_above_star": 0.75 + }, + { + "step": 1944, + "lr": 0.0001, + "sup_loss": 0.9999602216304095, + "rf_loss": 0.00023852306185290217, + "total_loss": 1.0001987446922624, + "lyap1_mean": 0.01246581505984068, + "lyap1_max": 0.06666045635938644, + "lyap1_min": -0.004350745119154453, + "lyap_spec_mean": [ + 0.01246581505984068, + 0.001885143807157874, + -0.003939935006201267, + -0.0005451413453556597 + ], + "frac_above_star": 0.875 + }, + { + "step": 1945, + "lr": 0.0001, + "sup_loss": 1.0300067490983924, + "rf_loss": 7.341655145864934e-05, + "total_loss": 1.030080165649851, + "lyap1_mean": 0.004588190000504255, + "lyap1_max": 0.022846359759569168, + "lyap1_min": -0.003644790267571807, + "lyap_spec_mean": [ + 0.004588190000504255, + 0.004732643254101276, + -8.210120722651482e-05, + -0.004821363370865583 + ], + "frac_above_star": 0.75 + }, + { + "step": 1946, + "lr": 0.0001, + "sup_loss": 1.0074407853591283, + "rf_loss": 0.00024562314501963556, + "total_loss": 1.007686408504148, + "lyap1_mean": 0.007877025753259659, + "lyap1_max": 0.03577391803264618, + "lyap1_min": -0.007983476854860783, + "lyap_spec_mean": [ + 0.007877024821937084, + 0.0011324058286845684, + 0.006751460023224354, + 0.0023386257234960794 + ], + "frac_above_star": 0.75 + }, + { + "step": 1947, + "lr": 0.0001, + "sup_loss": 1.006236820751131, + "rf_loss": 0.00016748782945796847, + "total_loss": 1.006404308580589, + "lyap1_mean": -0.005754259414970875, + "lyap1_max": 0.00480722775682807, + "lyap1_min": -0.017350055277347565, + "lyap_spec_mean": [ + -0.0057542589493095875, + -0.005277525167912245, + -0.007374980952590704, + -0.006759221665561199 + ], + "frac_above_star": 0.25 + }, + { + "step": 1948, + "lr": 0.0001, + "sup_loss": 0.9948064273731134, + "rf_loss": 0.00012779250391758978, + "total_loss": 0.994934219877031, + "lyap1_mean": 0.004567674361169338, + "lyap1_max": 0.020197704434394836, + "lyap1_min": -0.010171839967370033, + "lyap_spec_mean": [ + 0.004567674361169338, + -0.006341921165585518, + -0.007599454373121262, + -0.008155155926942825 + ], + "frac_above_star": 0.625 + }, + { + "step": 1949, + "lr": 0.0001, + "sup_loss": 0.9912892872492493, + "rf_loss": 0.0001009272673400119, + "total_loss": 0.9913902145165893, + "lyap1_mean": 0.0037771048955619335, + "lyap1_max": 0.01713397540152073, + "lyap1_min": -0.009088324382901192, + "lyap_spec_mean": [ + 0.0037771048955619335, + 0.0012292293831706047, + 0.0024364180862903595, + -0.001625573611818254 + ], + "frac_above_star": 0.625 + }, + { + "step": 1950, + "lr": 0.0001, + "sup_loss": 1.0029067090108645, + "rf_loss": 0.0004859750624746084, + "total_loss": 1.0033926840733391, + "lyap1_mean": 0.020268846303224564, + "lyap1_max": 0.08204249292612076, + "lyap1_min": -0.00841352716088295, + "lyap_spec_mean": [ + 0.020268848165869713, + 0.015781795606017113, + 0.009725615382194519, + 0.010035209357738495 + ], + "frac_above_star": 0.875 + }, + { + "step": 1951, + "lr": 0.0001, + "sup_loss": 0.9917752943753725, + "rf_loss": 0.00018667825497686863, + "total_loss": 0.9919619726303494, + "lyap1_mean": 0.0043602571822702885, + "lyap1_max": 0.024828650057315826, + "lyap1_min": -0.02046877145767212, + "lyap_spec_mean": [ + 0.0043602571822702885, + 0.005519090685993433, + 0.01194604579359293, + 0.0037033495027571917 + ], + "frac_above_star": 0.625 + }, + { + "step": 1952, + "lr": 0.0001, + "sup_loss": 0.9720052542573128, + "rf_loss": 0.00019969692220911384, + "total_loss": 0.9722049511795219, + "lyap1_mean": 0.007070725318044424, + "lyap1_max": 0.03365997225046158, + "lyap1_min": -0.012081099674105644, + "lyap_spec_mean": [ + 0.007070724852383137, + 0.005653477273881435, + 0.003915814682841301, + 0.005451404955238104 + ], + "frac_above_star": 0.625 + }, + { + "step": 1953, + "lr": 0.0001, + "sup_loss": 1.028743069480212, + "rf_loss": 0.00015778985107317567, + "total_loss": 1.0289008593312852, + "lyap1_mean": 0.00017359701450914145, + "lyap1_max": 0.020648008212447166, + "lyap1_min": -0.02175530418753624, + "lyap_spec_mean": [ + 0.00017359689809381962, + -0.004178900737315416, + -0.0007509258575737476, + -0.007127224002033472 + ], + "frac_above_star": 0.5 + }, + { + "step": 1954, + "lr": 0.0001, + "sup_loss": 0.9880845465553006, + "rf_loss": 0.0001420279440935701, + "total_loss": 0.9882265744993942, + "lyap1_mean": -0.002558293752372265, + "lyap1_max": 0.024861976504325867, + "lyap1_min": -0.022695092484354973, + "lyap_spec_mean": [ + -0.002558293752372265, + -0.005203877575695515, + -0.002097022719681263, + -0.004159456584602594 + ], + "frac_above_star": 0.375 + }, + { + "step": 1955, + "lr": 0.0001, + "sup_loss": 0.9771508633670479, + "rf_loss": 0.0003532853734213859, + "total_loss": 0.9775041487404693, + "lyap1_mean": -0.007161617744714022, + "lyap1_max": 0.012591280043125153, + "lyap1_min": -0.021173162385821342, + "lyap_spec_mean": [ + -0.007161617744714022, + -0.014114977791905403, + -0.015223556198179722, + -0.024108953773975372 + ], + "frac_above_star": 0.25 + }, + { + "step": 1956, + "lr": 0.0001, + "sup_loss": 0.970906026708175, + "rf_loss": 0.0006858956185169518, + "total_loss": 0.971591922326692, + "lyap1_mean": -0.02019558474421501, + "lyap1_max": -0.011913862079381943, + "lyap1_min": -0.03242604434490204, + "lyap_spec_mean": [ + -0.02019558474421501, + -0.018650704994797707, + -0.025860857218503952, + -0.03085169941186905 + ], + "frac_above_star": 0.0 + }, + { + "step": 1957, + "lr": 0.0001, + "sup_loss": 1.051073742743449, + "rf_loss": 0.000504325027577579, + "total_loss": 1.0515780677710265, + "lyap1_mean": -0.015934839844703674, + "lyap1_max": -0.00626271590590477, + "lyap1_min": -0.026443731039762497, + "lyap_spec_mean": [ + -0.015934839844703674, + -0.01985831931233406, + -0.015596084296703339, + -0.02702372707426548 + ], + "frac_above_star": 0.0 + }, + { + "step": 1958, + "lr": 0.0001, + "sup_loss": 1.0083779592377513, + "rf_loss": 0.0006199992494657636, + "total_loss": 1.008997958487217, + "lyap1_mean": -0.011151531711220741, + "lyap1_max": 0.023074321448802948, + "lyap1_min": -0.03602050244808197, + "lyap_spec_mean": [ + -0.011151530779898167, + -0.0162102822214365, + -0.024600908160209656, + -0.02466515079140663 + ], + "frac_above_star": 0.25 + }, + { + "step": 1959, + "lr": 0.0001, + "sup_loss": 0.9982752961402004, + "rf_loss": 0.0003085580829065293, + "total_loss": 0.9985838542231069, + "lyap1_mean": -0.00578431598842144, + "lyap1_max": 0.024729615077376366, + "lyap1_min": -0.025647912174463272, + "lyap_spec_mean": [ + -0.00578431598842144, + -0.009012388996779919, + -0.013852808624505997, + -0.015522710978984833 + ], + "frac_above_star": 0.375 + }, + { + "step": 1960, + "lr": 0.0001, + "sup_loss": 0.9888202353943997, + "rf_loss": 0.0001324818003922701, + "total_loss": 0.9889527171947919, + "lyap1_mean": -0.001253846799954772, + "lyap1_max": 0.01327938586473465, + "lyap1_min": -0.021664105355739594, + "lyap_spec_mean": [ + -0.0012538465671241283, + 0.002881188178434968, + -0.007778214756399393, + -0.005121755413711071 + ], + "frac_above_star": 0.5 + }, + { + "step": 1961, + "lr": 0.0001, + "sup_loss": 0.9924247288758035, + "rf_loss": 0.00023434744798578322, + "total_loss": 0.9926590763237892, + "lyap1_mean": 0.01547815091907978, + "lyap1_max": 0.02533084899187088, + "lyap1_min": -0.000898186000995338, + "lyap_spec_mean": [ + 0.015478149056434631, + 0.013849953189492226, + 0.00872071087360382, + 0.008402184583246708 + ], + "frac_above_star": 0.875 + }, + { + "step": 1962, + "lr": 0.0001, + "sup_loss": 0.9866116503346354, + "rf_loss": 0.0005434133345261216, + "total_loss": 0.9871550636691615, + "lyap1_mean": 0.02124977298080921, + "lyap1_max": 0.04901989921927452, + "lyap1_min": -0.00027563096955418587, + "lyap_spec_mean": [ + 0.02124977298080921, + 0.02067263051867485, + 0.02092958614230156, + 0.013678510673344135 + ], + "frac_above_star": 0.875 + }, + { + "step": 1963, + "lr": 0.0001, + "sup_loss": 0.9596343999547385, + "rf_loss": 0.00046241332893259823, + "total_loss": 0.9600968132836711, + "lyap1_mean": 0.02408631518483162, + "lyap1_max": 0.04165259376168251, + "lyap1_min": -0.0001555772905703634, + "lyap_spec_mean": [ + 0.02408631518483162, + 0.015902113169431686, + 0.01881912350654602, + 0.011480173096060753 + ], + "frac_above_star": 0.875 + }, + { + "step": 1964, + "lr": 0.0001, + "sup_loss": 1.0293705097987578, + "rf_loss": 0.0003886945196427405, + "total_loss": 1.0297592043184005, + "lyap1_mean": 0.021865446120500565, + "lyap1_max": 0.0382259301841259, + "lyap1_min": 0.007097864057868719, + "lyap_spec_mean": [ + 0.021865447983145714, + 0.013400332070887089, + 0.01586863026022911, + 0.015015517361462116 + ], + "frac_above_star": 1.0 + }, + { + "step": 1965, + "lr": 0.0001, + "sup_loss": 0.941326799297168, + "rf_loss": 0.00034424528712406754, + "total_loss": 0.9416710445842921, + "lyap1_mean": 0.01896180585026741, + "lyap1_max": 0.029697654768824577, + "lyap1_min": 0.008323302492499352, + "lyap_spec_mean": [ + 0.01896180585026741, + 0.013728093355894089, + 0.018415886908769608, + 0.011793877929449081 + ], + "frac_above_star": 1.0 + }, + { + "step": 1966, + "lr": 0.0001, + "sup_loss": 1.060417794188693, + "rf_loss": 0.00028401895542629063, + "total_loss": 1.0607018131441193, + "lyap1_mean": 0.018221944570541382, + "lyap1_max": 0.031307652592659, + "lyap1_min": 0.0028572254814207554, + "lyap_spec_mean": [ + 0.018221944570541382, + 0.015903817489743233, + 0.010660105384886265, + 0.009129361249506474 + ], + "frac_above_star": 1.0 + }, + { + "step": 1967, + "lr": 0.0001, + "sup_loss": 0.9948909680207841, + "rf_loss": 0.0003043130855076015, + "total_loss": 0.9951952811062917, + "lyap1_mean": 0.008196856826543808, + "lyap1_max": 0.04763703793287277, + "lyap1_min": -0.011643100529909134, + "lyap_spec_mean": [ + 0.008196855895221233, + 0.0009981670882552862, + 0.004470725078135729, + 0.006890483666211367 + ], + "frac_above_star": 0.625 + }, + { + "step": 1968, + "lr": 0.0001, + "sup_loss": 0.9736670062749775, + "rf_loss": 0.00011894285853486508, + "total_loss": 0.9737859491335124, + "lyap1_mean": 0.001277049770578742, + "lyap1_max": 0.015504560433328152, + "lyap1_min": -0.008620651438832283, + "lyap_spec_mean": [ + 0.001277049770578742, + -0.002388442400842905, + -0.004262891132384539, + -0.005847916938364506 + ], + "frac_above_star": 0.375 + }, + { + "step": 1969, + "lr": 0.0001, + "sup_loss": 1.0144131952107165, + "rf_loss": 0.0001459128106944263, + "total_loss": 1.014559108021411, + "lyap1_mean": -0.0033194173593074083, + "lyap1_max": 0.018256936222314835, + "lyap1_min": -0.01722647435963154, + "lyap_spec_mean": [ + -0.0033194173593074083, + -0.007530338130891323, + -0.00335839856415987, + -0.006296967621892691 + ], + "frac_above_star": 0.25 + }, + { + "step": 1970, + "lr": 0.0001, + "sup_loss": 1.0304245977542228, + "rf_loss": 0.00028333981754258275, + "total_loss": 1.0307079375717654, + "lyap1_mean": -0.001413258840329945, + "lyap1_max": 0.023255763575434685, + "lyap1_min": -0.02227196842432022, + "lyap_spec_mean": [ + -0.001413258956745267, + -0.006518328562378883, + -0.014765173196792603, + -0.0053651947528123856 + ], + "frac_above_star": 0.375 + }, + { + "step": 1971, + "lr": 0.0001, + "sup_loss": 1.0296690530268737, + "rf_loss": 0.0008865354466252029, + "total_loss": 1.030555588473499, + "lyap1_mean": -0.02897023968398571, + "lyap1_max": -0.0014142952859401703, + "lyap1_min": -0.041362084448337555, + "lyap_spec_mean": [ + -0.02897023782134056, + -0.013303404673933983, + -0.02894284576177597, + -0.027054155245423317 + ], + "frac_above_star": 0.0 + }, + { + "step": 1972, + "lr": 0.0001, + "sup_loss": 0.9716327416245873, + "rf_loss": 0.00038884018431417644, + "total_loss": 0.9720215818089015, + "lyap1_mean": -0.01387107465416193, + "lyap1_max": 0.0036765276454389095, + "lyap1_min": -0.03513025864958763, + "lyap_spec_mean": [ + -0.013871075585484505, + -0.009637653827667236, + -0.01582510955631733, + -0.0201396681368351 + ], + "frac_above_star": 0.125 + }, + { + "step": 1973, + "lr": 0.0001, + "sup_loss": 0.9684057730888257, + "rf_loss": 0.0003836840041913092, + "total_loss": 0.968789457093017, + "lyap1_mean": -0.00642879493534565, + "lyap1_max": 0.03860877454280853, + "lyap1_min": -0.0309416763484478, + "lyap_spec_mean": [ + -0.006428794469684362, + -0.001436624675989151, + -0.009254571981728077, + -0.011685514822602272 + ], + "frac_above_star": 0.125 + }, + { + "step": 1974, + "lr": 0.0001, + "sup_loss": 1.0335755856580797, + "rf_loss": 0.0002022972039412707, + "total_loss": 1.033777882862021, + "lyap1_mean": 0.001283259131014347, + "lyap1_max": 0.0293210931122303, + "lyap1_min": -0.02170850709080696, + "lyap_spec_mean": [ + 0.001283259131014347, + -0.0052392869256436825, + -0.008109694346785545, + -0.005131714977324009 + ], + "frac_above_star": 0.5 + }, + { + "step": 1975, + "lr": 0.0001, + "sup_loss": 1.0033344964192412, + "rf_loss": 7.641315460205078e-05, + "total_loss": 1.0034109095738433, + "lyap1_mean": 0.0015172072453424335, + "lyap1_max": 0.011971330270171165, + "lyap1_min": -0.005037353374063969, + "lyap_spec_mean": [ + 0.0015172072453424335, + -0.0015648087719455361, + -0.0007334230467677116, + 0.0004924490349367261 + ], + "frac_above_star": 0.5 + }, + { + "step": 1976, + "lr": 0.0001, + "sup_loss": 1.0400848542886019, + "rf_loss": 0.0002368399000260979, + "total_loss": 1.040321694188628, + "lyap1_mean": -0.012287059798836708, + "lyap1_max": 0.006746063940227032, + "lyap1_min": -0.033642034977674484, + "lyap_spec_mean": [ + -0.012287059798836708, + -0.008737161755561829, + -0.003345680423080921, + -0.00888185203075409 + ], + "frac_above_star": 0.25 + }, + { + "step": 1977, + "lr": 0.0001, + "sup_loss": 1.0364136481866009, + "rf_loss": 0.0001551687892060727, + "total_loss": 1.036568816975807, + "lyap1_mean": -0.004571947269141674, + "lyap1_max": 0.018100641667842865, + "lyap1_min": -0.016978396102786064, + "lyap_spec_mean": [ + -0.004571947734802961, + -0.0077474904246628284, + -0.005409810226410627, + -0.009669085033237934 + ], + "frac_above_star": 0.25 + }, + { + "step": 1978, + "lr": 0.0001, + "sup_loss": 0.973189899348437, + "rf_loss": 0.00014551202184520662, + "total_loss": 0.9733354113702822, + "lyap1_mean": -0.0028851344250142574, + "lyap1_max": 0.025969821959733963, + "lyap1_min": -0.018116934224963188, + "lyap_spec_mean": [ + -0.002885134657844901, + -0.001272409688681364, + -0.007947379723191261, + -0.0077681695111095905 + ], + "frac_above_star": 0.25 + }, + { + "step": 1979, + "lr": 0.0001, + "sup_loss": 1.0001837948412458, + "rf_loss": 0.00016189049347303808, + "total_loss": 1.0003456853347188, + "lyap1_mean": -0.005852187983691692, + "lyap1_max": 0.013644333928823471, + "lyap1_min": -0.024488314986228943, + "lyap_spec_mean": [ + -0.005852187983691692, + -0.005383499898016453, + -0.007112856954336166, + -0.012290680781006813 + ], + "frac_above_star": 0.375 + }, + { + "step": 1980, + "lr": 0.0001, + "sup_loss": 1.0009967950811778, + "rf_loss": 0.00037804560270160437, + "total_loss": 1.0013748406838794, + "lyap1_mean": -0.01305314339697361, + "lyap1_max": 0.02412918023765087, + "lyap1_min": -0.032385844737291336, + "lyap_spec_mean": [ + -0.01305314339697361, + -0.016418490558862686, + -0.012604936957359314, + -0.014409768395125866 + ], + "frac_above_star": 0.25 + }, + { + "step": 1981, + "lr": 0.0001, + "sup_loss": 0.9361226930768286, + "rf_loss": 0.0002309635019628331, + "total_loss": 0.9363536565787914, + "lyap1_mean": -0.0034301653504371643, + "lyap1_max": 0.012556716799736023, + "lyap1_min": -0.02230074629187584, + "lyap_spec_mean": [ + -0.0034301653504371643, + -0.010598689317703247, + -0.017380686476826668, + -0.010885813273489475 + ], + "frac_above_star": 0.375 + }, + { + "step": 1982, + "lr": 0.0001, + "sup_loss": 1.020016779862364, + "rf_loss": 0.0002028373710345477, + "total_loss": 1.0202196172333986, + "lyap1_mean": 0.014833563938736916, + "lyap1_max": 0.026812441647052765, + "lyap1_min": 0.002476409077644348, + "lyap_spec_mean": [ + 0.014833565801382065, + 0.007170233875513077, + 0.005349140148609877, + 0.006709015928208828 + ], + "frac_above_star": 1.0 + }, + { + "step": 1983, + "lr": 0.0001, + "sup_loss": 0.9004732036482077, + "rf_loss": 0.00029920984525233507, + "total_loss": 0.90077241349346, + "lyap1_mean": 0.009749779477715492, + "lyap1_max": 0.03082142397761345, + "lyap1_min": -0.008304832503199577, + "lyap_spec_mean": [ + 0.009749779477715492, + 0.011707521975040436, + 0.0020590126514434814, + 0.006840112619102001 + ], + "frac_above_star": 0.625 + }, + { + "step": 1984, + "lr": 0.0001, + "sup_loss": 1.0214692396235157, + "rf_loss": 0.0008750113192945719, + "total_loss": 1.0223442509428102, + "lyap1_mean": 0.031362731009721756, + "lyap1_max": 0.058235179632902145, + "lyap1_min": 0.008969031274318695, + "lyap_spec_mean": [ + 0.031362731009721756, + 0.02945079281926155, + 0.023611418902873993, + 0.024216102436184883 + ], + "frac_above_star": 1.0 + }, + { + "step": 1985, + "lr": 0.0001, + "sup_loss": 0.9917693473537403, + "rf_loss": 0.0008683577179908752, + "total_loss": 0.9926377050717312, + "lyap1_mean": 0.028465481474995613, + "lyap1_max": 0.04475151002407074, + "lyap1_min": 0.004147031810134649, + "lyap_spec_mean": [ + 0.028465481474995613, + 0.025284411385655403, + 0.026609599590301514, + 0.027232574298977852 + ], + "frac_above_star": 1.0 + }, + { + "step": 1986, + "lr": 0.0001, + "sup_loss": 0.9734381196402434, + "rf_loss": 0.0007791395182721317, + "total_loss": 0.9742172591585155, + "lyap1_mean": 0.02623680792748928, + "lyap1_max": 0.07677557319402695, + "lyap1_min": 0.005413715727627277, + "lyap_spec_mean": [ + 0.02623680606484413, + 0.022412339225411415, + 0.024634290486574173, + 0.019989917054772377 + ], + "frac_above_star": 1.0 + }, + { + "step": 1987, + "lr": 0.0001, + "sup_loss": 0.9584161820434208, + "rf_loss": 0.00027318333741277456, + "total_loss": 0.9586893653808336, + "lyap1_mean": 0.019400328397750854, + "lyap1_max": 0.028420552611351013, + "lyap1_min": 0.008283603005111217, + "lyap_spec_mean": [ + 0.019400328397750854, + 0.01577053591609001, + 0.012774471193552017, + 0.0024951582308858633 + ], + "frac_above_star": 1.0 + }, + { + "step": 1988, + "lr": 0.0001, + "sup_loss": 0.9811391184557073, + "rf_loss": 0.000113159061584156, + "total_loss": 0.9812522775172915, + "lyap1_mean": 0.004205206874758005, + "lyap1_max": 0.02129802107810974, + "lyap1_min": -0.02733577787876129, + "lyap_spec_mean": [ + 0.004205206874758005, + -0.0015120264142751694, + 0.00266463914886117, + -0.0005798520287498832 + ], + "frac_above_star": 0.875 + }, + { + "step": 1989, + "lr": 0.0001, + "sup_loss": 1.0106851643028059, + "rf_loss": 0.00025327090406790376, + "total_loss": 1.0109384352068738, + "lyap1_mean": -0.005313187837600708, + "lyap1_max": 0.018354687839746475, + "lyap1_min": -0.026653198525309563, + "lyap_spec_mean": [ + -0.005313187371939421, + -0.007378289941698313, + -0.01447887159883976, + -0.015991797670722008 + ], + "frac_above_star": 0.375 + }, + { + "step": 1990, + "lr": 0.0001, + "sup_loss": 0.9431713819059091, + "rf_loss": 0.0006055405247025192, + "total_loss": 0.9437769224306116, + "lyap1_mean": -0.013411185704171658, + "lyap1_max": 0.004110448062419891, + "lyap1_min": -0.02494662068784237, + "lyap_spec_mean": [ + -0.013411186635494232, + -0.025839272886514664, + -0.026656413450837135, + -0.025171561166644096 + ], + "frac_above_star": 0.125 + }, + { + "step": 1991, + "lr": 0.0001, + "sup_loss": 1.0307443044027225, + "rf_loss": 0.0010696498211473227, + "total_loss": 1.0318139542238698, + "lyap1_mean": -0.03256917744874954, + "lyap1_max": -0.019700275734066963, + "lyap1_min": -0.050706710666418076, + "lyap_spec_mean": [ + -0.032569173723459244, + -0.030296768993139267, + -0.0315810926258564, + -0.033404894173145294 + ], + "frac_above_star": 0.0 + }, + { + "step": 1992, + "lr": 0.0001, + "sup_loss": 1.0044149085500678, + "rf_loss": 0.0005117224645800889, + "total_loss": 1.0049266310146479, + "lyap1_mean": -0.018944397568702698, + "lyap1_max": -0.0028970397543162107, + "lyap1_min": -0.03537832200527191, + "lyap_spec_mean": [ + -0.018944397568702698, + -0.017882084473967552, + -0.0159918200224638, + -0.02328871563076973 + ], + "frac_above_star": 0.0 + }, + { + "step": 1993, + "lr": 0.0001, + "sup_loss": 0.9459688966429466, + "rf_loss": 0.00042131435475312173, + "total_loss": 0.9463902109976997, + "lyap1_mean": -0.016729656606912613, + "lyap1_max": 0.003626423655077815, + "lyap1_min": -0.03492247313261032, + "lyap_spec_mean": [ + -0.016729656606912613, + -0.0124833257868886, + -0.018357207998633385, + -0.015007240697741508 + ], + "frac_above_star": 0.125 + }, + { + "step": 1994, + "lr": 0.0001, + "sup_loss": 0.9889897181778574, + "rf_loss": 0.0001650063059059903, + "total_loss": 0.9891547244837634, + "lyap1_mean": -0.0024691668804734945, + "lyap1_max": 0.018611496314406395, + "lyap1_min": -0.025701647624373436, + "lyap_spec_mean": [ + -0.002469167113304138, + -0.0037245359271764755, + -0.007484104949980974, + -0.005945113487541676 + ], + "frac_above_star": 0.5 + }, + { + "step": 1995, + "lr": 0.0001, + "sup_loss": 0.9888007497135413, + "rf_loss": 0.00016545837570447475, + "total_loss": 0.9889662080892457, + "lyap1_mean": -0.002537723630666733, + "lyap1_max": 0.02384798601269722, + "lyap1_min": -0.0214316975325346, + "lyap_spec_mean": [ + -0.002537723630666733, + -0.007092703133821487, + -0.004460154566913843, + -0.010823730379343033 + ], + "frac_above_star": 0.25 + }, + { + "step": 1996, + "lr": 0.0001, + "sup_loss": 0.9792718649786992, + "rf_loss": 0.000183043914148584, + "total_loss": 0.9794549088928478, + "lyap1_mean": 0.013122140429913998, + "lyap1_max": 0.029947366565465927, + "lyap1_min": -0.003702344372868538, + "lyap_spec_mean": [ + 0.013122141361236572, + 0.009943915531039238, + 0.0027722041122615337, + 0.0035643759183585644 + ], + "frac_above_star": 0.75 + }, + { + "step": 1997, + "lr": 0.0001, + "sup_loss": 0.9368695623079358, + "rf_loss": 0.00021199390175752342, + "total_loss": 0.9370815562096934, + "lyap1_mean": 0.008929543197154999, + "lyap1_max": 0.027843570336699486, + "lyap1_min": -0.01902540773153305, + "lyap_spec_mean": [ + 0.008929543197154999, + 0.008037634193897247, + 0.006310443393886089, + 0.0010436372831463814 + ], + "frac_above_star": 0.75 + }, + { + "step": 1998, + "lr": 0.0001, + "sup_loss": 0.9585869014536484, + "rf_loss": 0.00045876653166487813, + "total_loss": 0.9590456679853133, + "lyap1_mean": 0.02367166243493557, + "lyap1_max": 0.04730353504419327, + "lyap1_min": 0.003460640087723732, + "lyap_spec_mean": [ + 0.02367166243493557, + 0.0176024679094553, + 0.00863093975931406, + 0.017707034945487976 + ], + "frac_above_star": 1.0 + }, + { + "step": 1999, + "lr": 0.0001, + "sup_loss": 0.9459530692465672, + "rf_loss": 0.00029801050550304353, + "total_loss": 0.9462510797520702, + "lyap1_mean": 0.010825849138200283, + "lyap1_max": 0.0306568443775177, + "lyap1_min": -0.018809914588928223, + "lyap_spec_mean": [ + 0.010825849138200283, + 0.008643207140266895, + 0.011882120743393898, + 0.011403240263462067 + ], + "frac_above_star": 0.75 + }, + { + "step": 2000, + "lr": 0.0001, + "sup_loss": 0.9497714597554937, + "rf_loss": 0.000273486744845286, + "total_loss": 0.950044946500339, + "lyap1_mean": 0.010811767540872097, + "lyap1_max": 0.025912325829267502, + "lyap1_min": -0.005484494846314192, + "lyap_spec_mean": [ + 0.010811767540872097, + 0.008716841228306293, + 0.012287741526961327, + 0.00833966862410307 + ], + "frac_above_star": 0.875 + }, + { + "step": 2001, + "lr": 0.0001, + "sup_loss": 0.9609749541492882, + "rf_loss": 0.00018448727496434003, + "total_loss": 0.9611594414242526, + "lyap1_mean": -0.0021707676351070404, + "lyap1_max": 0.019243326038122177, + "lyap1_min": -0.023509692400693893, + "lyap_spec_mean": [ + -0.0021707674022763968, + 0.00814399216324091, + -0.0020307376980781555, + -0.001929188147187233 + ], + "frac_above_star": 0.375 + }, + { + "step": 2002, + "lr": 0.0001, + "sup_loss": 1.0621238531704889, + "rf_loss": 0.0002355733304284513, + "total_loss": 1.0623594265009173, + "lyap1_mean": 0.005142812617123127, + "lyap1_max": 0.02597249671816826, + "lyap1_min": -0.024880466982722282, + "lyap_spec_mean": [ + 0.005142813082784414, + 0.0032581528648734093, + -0.0024993084371089935, + -0.003687244141474366 + ], + "frac_above_star": 0.5 + }, + { + "step": 2003, + "lr": 0.0001, + "sup_loss": 1.0099213584521636, + "rf_loss": 0.000324539199937135, + "total_loss": 1.0102458976521007, + "lyap1_mean": -0.005703069269657135, + "lyap1_max": 0.018998440355062485, + "lyap1_min": -0.02574263885617256, + "lyap_spec_mean": [ + -0.005703069735318422, + -0.006896503269672394, + -0.009050549007952213, + -0.016860660165548325 + ], + "frac_above_star": 0.375 + }, + { + "step": 2004, + "lr": 0.0001, + "sup_loss": 0.9462993090148202, + "rf_loss": 0.0005186597118154168, + "total_loss": 0.9468179687266356, + "lyap1_mean": -0.018110938370227814, + "lyap1_max": -0.002506792079657316, + "lyap1_min": -0.0311011653393507, + "lyap_spec_mean": [ + -0.018110936507582664, + -0.02365199849009514, + -0.01476014032959938, + -0.02433343417942524 + ], + "frac_above_star": 0.0 + }, + { + "step": 2005, + "lr": 0.0001, + "sup_loss": 0.9481644750573328, + "rf_loss": 0.00036179376184009016, + "total_loss": 0.9485262688191729, + "lyap1_mean": -0.00949801690876484, + "lyap1_max": 0.02442377805709839, + "lyap1_min": -0.02711665630340576, + "lyap_spec_mean": [ + -0.00949801690876484, + -0.014851631596684456, + -0.01452692598104477, + -0.011653102934360504 + ], + "frac_above_star": 0.25 + }, + { + "step": 2006, + "lr": 0.0001, + "sup_loss": 1.0038710918605824, + "rf_loss": 0.00019933153816964477, + "total_loss": 1.004070423398752, + "lyap1_mean": -0.0022047546226531267, + "lyap1_max": 0.0184992216527462, + "lyap1_min": -0.031818851828575134, + "lyap_spec_mean": [ + -0.002204754389822483, + -0.004625976551324129, + -0.003094135317951441, + -0.008918903768062592 + ], + "frac_above_star": 0.5 + }, + { + "step": 2007, + "lr": 0.0001, + "sup_loss": 1.0064383228462765, + "rf_loss": 0.0002991165383718908, + "total_loss": 1.0067374393846484, + "lyap1_mean": 0.0017422317760065198, + "lyap1_max": 0.015380820259451866, + "lyap1_min": -0.019363995641469955, + "lyap_spec_mean": [ + 0.001742231659591198, + -0.01256913784891367, + -0.008298421278595924, + -0.014946025796234608 + ], + "frac_above_star": 0.625 + }, + { + "step": 2008, + "lr": 0.0001, + "sup_loss": 0.9877181503160326, + "rf_loss": 0.00033611070830374956, + "total_loss": 0.9880542610243364, + "lyap1_mean": -0.011484675109386444, + "lyap1_max": 0.017199411988258362, + "lyap1_min": -0.03307490050792694, + "lyap_spec_mean": [ + -0.011484675109386444, + -0.008455450646579266, + -0.019005371257662773, + -0.015315575525164604 + ], + "frac_above_star": 0.125 + }, + { + "step": 2009, + "lr": 0.0001, + "sup_loss": 0.9925272644898263, + "rf_loss": 0.00023663818137720227, + "total_loss": 0.9927639026712035, + "lyap1_mean": -0.004657906014472246, + "lyap1_max": 0.00847078301012516, + "lyap1_min": -0.02717217616736889, + "lyap_spec_mean": [ + -0.004657906014472246, + -0.007830200716853142, + -0.012120798230171204, + -0.01663641259074211 + ], + "frac_above_star": 0.375 + }, + { + "step": 2010, + "lr": 0.0001, + "sup_loss": 0.9286000541048234, + "rf_loss": 0.00011438008368713781, + "total_loss": 0.9287144341885105, + "lyap1_mean": 0.0029376635793596506, + "lyap1_max": 0.020903445780277252, + "lyap1_min": -0.0233550276607275, + "lyap_spec_mean": [ + 0.0029376638121902943, + -0.0003659235662780702, + -0.0040837666019797325, + -0.0028815018013119698 + ], + "frac_above_star": 0.75 + }, + { + "step": 2011, + "lr": 0.0001, + "sup_loss": 0.9845213866359102, + "rf_loss": 0.00028026901418343186, + "total_loss": 0.9848016556500936, + "lyap1_mean": 0.009385742247104645, + "lyap1_max": 0.05514397472143173, + "lyap1_min": -0.028692003339529037, + "lyap_spec_mean": [ + 0.00938574131578207, + 0.003482193686068058, + -0.000726224621757865, + -0.0008089658804237843 + ], + "frac_above_star": 0.625 + }, + { + "step": 2012, + "lr": 0.0001, + "sup_loss": 0.9833828892667963, + "rf_loss": 0.00022555272153113037, + "total_loss": 0.9836084419883274, + "lyap1_mean": 0.01579011231660843, + "lyap1_max": 0.03179268538951874, + "lyap1_min": -0.021561123430728912, + "lyap_spec_mean": [ + 0.01579011231660843, + 0.0034669029992073774, + 0.006274309009313583, + 0.0014997035032138228 + ], + "frac_above_star": 0.875 + }, + { + "step": 2013, + "lr": 0.0001, + "sup_loss": 0.9443088600899942, + "rf_loss": 0.00028047332307323813, + "total_loss": 0.9445893334130674, + "lyap1_mean": 0.014665008522570133, + "lyap1_max": 0.03706575185060501, + "lyap1_min": -0.0030702147632837296, + "lyap_spec_mean": [ + 0.014665008522570133, + 0.016161933541297913, + 0.009713323786854744, + 0.010975806973874569 + ], + "frac_above_star": 0.875 + }, + { + "step": 2014, + "lr": 0.0001, + "sup_loss": 0.8759250480193638, + "rf_loss": 0.00033993233228102326, + "total_loss": 0.8762649803516448, + "lyap1_mean": 0.0086937565356493, + "lyap1_max": 0.034425586462020874, + "lyap1_min": -0.005750741809606552, + "lyap_spec_mean": [ + 0.0086937565356493, + 0.0112731559202075, + 0.0032601358834654093, + 0.00542332511395216 + ], + "frac_above_star": 0.75 + }, + { + "step": 2015, + "lr": 0.0001, + "sup_loss": 0.9463260671312358, + "rf_loss": 0.0002876236685551703, + "total_loss": 0.946613690799791, + "lyap1_mean": 0.008305732160806656, + "lyap1_max": 0.028626907616853714, + "lyap1_min": -0.020823011174798012, + "lyap_spec_mean": [ + 0.008305732160806656, + 0.0060885087586939335, + 0.0006018519634380937, + 0.00335601344704628 + ], + "frac_above_star": 0.625 + }, + { + "step": 2016, + "lr": 0.0001, + "sup_loss": 0.9689992684977654, + "rf_loss": 0.00031015241984277964, + "total_loss": 0.9693094209176082, + "lyap1_mean": 0.008465682156383991, + "lyap1_max": 0.04295417666435242, + "lyap1_min": -0.012139258906245232, + "lyap_spec_mean": [ + 0.008465683087706566, + -3.2088602893054485e-05, + -0.00633376557379961, + 0.0057564834132790565 + ], + "frac_above_star": 0.5 + }, + { + "step": 2017, + "lr": 0.0001, + "sup_loss": 0.9558095505162851, + "rf_loss": 0.00017862353706732392, + "total_loss": 0.9559881740533525, + "lyap1_mean": 0.006982014514505863, + "lyap1_max": 0.02497846446931362, + "lyap1_min": -0.007549493573606014, + "lyap_spec_mean": [ + 0.006982014514505863, + 0.0018042339943349361, + 0.007349865511059761, + 0.00024851737543940544 + ], + "frac_above_star": 0.625 + }, + { + "step": 2018, + "lr": 0.0001, + "sup_loss": 0.938710993558144, + "rf_loss": 0.0002391032176092267, + "total_loss": 0.9389500967757533, + "lyap1_mean": 0.007318028248846531, + "lyap1_max": 0.02370324358344078, + "lyap1_min": -0.008841149508953094, + "lyap_spec_mean": [ + 0.007318028248846531, + 0.008724402636289597, + -0.0015609713736921549, + 0.001084833755157888 + ], + "frac_above_star": 0.75 + }, + { + "step": 2019, + "lr": 0.0001, + "sup_loss": 0.9048209440300214, + "rf_loss": 0.0001918259949889034, + "total_loss": 0.9050127700250103, + "lyap1_mean": -0.008477414958178997, + "lyap1_max": 0.005913599394261837, + "lyap1_min": -0.02766825631260872, + "lyap_spec_mean": [ + -0.008477414958178997, + -0.006211396306753159, + -0.007756921928375959, + -0.011726737953722477 + ], + "frac_above_star": 0.125 + }, + { + "step": 2020, + "lr": 0.0001, + "sup_loss": 0.9730398717344191, + "rf_loss": 0.00023746539955027401, + "total_loss": 0.9732773371339694, + "lyap1_mean": -0.00788341835141182, + "lyap1_max": 0.014161239378154278, + "lyap1_min": -0.032342419028282166, + "lyap_spec_mean": [ + -0.00788341835141182, + -0.0016136118210852146, + -0.008986040949821472, + -0.01185421459376812 + ], + "frac_above_star": 0.25 + }, + { + "step": 2021, + "lr": 0.0001, + "sup_loss": 1.0274877472836612, + "rf_loss": 0.00022104296658653766, + "total_loss": 1.0277087902502478, + "lyap1_mean": -0.0011849240399897099, + "lyap1_max": 0.015546668320894241, + "lyap1_min": -0.02504759654402733, + "lyap_spec_mean": [ + -0.0011849240399897099, + 0.001947907730937004, + -0.004153961315751076, + -0.011899616569280624 + ], + "frac_above_star": 0.5 + }, + { + "step": 2022, + "lr": 0.0001, + "sup_loss": 0.9593540219845134, + "rf_loss": 0.00027482747100293636, + "total_loss": 0.9596288494555163, + "lyap1_mean": -0.009270155802369118, + "lyap1_max": 0.02103330008685589, + "lyap1_min": -0.024461690336465836, + "lyap_spec_mean": [ + -0.009270155802369118, + -0.007388588041067123, + -0.008570661768317223, + -0.018239431083202362 + ], + "frac_above_star": 0.125 + }, + { + "step": 2023, + "lr": 0.0001, + "sup_loss": 0.9620070047040786, + "rf_loss": 0.0005147097399458289, + "total_loss": 0.9625217144440245, + "lyap1_mean": -0.019338708370923996, + "lyap1_max": -0.005088926758617163, + "lyap1_min": -0.03490526229143143, + "lyap_spec_mean": [ + -0.019338706508278847, + -0.013885469175875187, + -0.0253148153424263, + -0.02275550365447998 + ], + "frac_above_star": 0.0 + }, + { + "step": 2024, + "lr": 0.0001, + "sup_loss": 0.9733088071226591, + "rf_loss": 0.0009142515482380986, + "total_loss": 0.9742230586708972, + "lyap1_mean": -0.025378551334142685, + "lyap1_max": 0.015860730782151222, + "lyap1_min": -0.05322244018316269, + "lyap_spec_mean": [ + -0.025378553196787834, + -0.02179785817861557, + -0.024989139288663864, + -0.02904379740357399 + ], + "frac_above_star": 0.125 + }, + { + "step": 2025, + "lr": 0.0001, + "sup_loss": 0.9918527361797794, + "rf_loss": 0.0006606896640732884, + "total_loss": 0.9925134258438527, + "lyap1_mean": -0.02044498920440674, + "lyap1_max": -0.007888013496994972, + "lyap1_min": -0.037863895297050476, + "lyap_spec_mean": [ + -0.02044498920440674, + -0.020338188856840134, + -0.02328420989215374, + -0.02744329534471035 + ], + "frac_above_star": 0.0 + }, + { + "step": 2026, + "lr": 0.0001, + "sup_loss": 0.9585590900872056, + "rf_loss": 0.00021855905652046204, + "total_loss": 0.9587776491437261, + "lyap1_mean": -0.006776928901672363, + "lyap1_max": 0.005194216035306454, + "lyap1_min": -0.0245581716299057, + "lyap_spec_mean": [ + -0.006776929367333651, + -0.0031337563414126635, + -0.007315920200198889, + -0.011446770280599594 + ], + "frac_above_star": 0.25 + }, + { + "step": 2027, + "lr": 0.0001, + "sup_loss": 0.9548285456740727, + "rf_loss": 0.00013421593757811934, + "total_loss": 0.9549627616116508, + "lyap1_mean": 0.007649019360542297, + "lyap1_max": 0.029449110850691795, + "lyap1_min": -0.005289277993142605, + "lyap_spec_mean": [ + 0.007649019826203585, + 0.004447624087333679, + -0.004413961432874203, + -0.004972236230969429 + ], + "frac_above_star": 0.625 + }, + { + "step": 2028, + "lr": 0.0001, + "sup_loss": 0.9522557024490356, + "rf_loss": 0.0006745387800037861, + "total_loss": 0.9529302412290394, + "lyap1_mean": 0.024232175201177597, + "lyap1_max": 0.03666882961988449, + "lyap1_min": 0.012781184166669846, + "lyap_spec_mean": [ + 0.024232177063822746, + 0.023884426802396774, + 0.02410762384533882, + 0.023719370365142822 + ], + "frac_above_star": 1.0 + }, + { + "step": 2029, + "lr": 0.0001, + "sup_loss": 0.9227852184184185, + "rf_loss": 0.0007112217717804015, + "total_loss": 0.9234964401901989, + "lyap1_mean": 0.027256283909082413, + "lyap1_max": 0.046312540769577026, + "lyap1_min": 0.0028926513623446226, + "lyap_spec_mean": [ + 0.027256283909082413, + 0.026396868750452995, + 0.027619577944278717, + 0.015032129362225533 + ], + "frac_above_star": 1.0 + }, + { + "step": 2030, + "lr": 0.0001, + "sup_loss": 0.9755371784347961, + "rf_loss": 0.0011767968535423279, + "total_loss": 0.9767139752883385, + "lyap1_mean": 0.03333493694663048, + "lyap1_max": 0.0603359192609787, + "lyap1_min": 0.013305666856467724, + "lyap_spec_mean": [ + 0.033334940671920776, + 0.0333288237452507, + 0.029621310532093048, + 0.02639888785779476 + ], + "frac_above_star": 1.0 + }, + { + "step": 2031, + "lr": 0.0001, + "sup_loss": 0.9538900532252607, + "rf_loss": 0.0006909593939781189, + "total_loss": 0.9545810126192388, + "lyap1_mean": 0.023289289325475693, + "lyap1_max": 0.048215415328741074, + "lyap1_min": 0.009516688995063305, + "lyap_spec_mean": [ + 0.023289289325475693, + 0.02212567999958992, + 0.026901405304670334, + 0.024135775864124298 + ], + "frac_above_star": 1.0 + }, + { + "step": 2032, + "lr": 0.0001, + "sup_loss": 0.9282077559307436, + "rf_loss": 0.00020408003183547407, + "total_loss": 0.928411835962579, + "lyap1_mean": 0.00644209049642086, + "lyap1_max": 0.02314721792936325, + "lyap1_min": -0.018786415457725525, + "lyap_spec_mean": [ + 0.00644209049642086, + 0.015250448137521744, + 0.001999323256313801, + 0.001809762790799141 + ], + "frac_above_star": 0.75 + }, + { + "step": 2033, + "lr": 0.0001, + "sup_loss": 0.9296329694416209, + "rf_loss": 0.0001606258883839473, + "total_loss": 0.9297935953300048, + "lyap1_mean": 0.003932138904929161, + "lyap1_max": 0.019905321300029755, + "lyap1_min": -0.01738634705543518, + "lyap_spec_mean": [ + 0.003932138904929161, + -0.0009593907743692398, + 0.0011006598360836506, + -0.0030019027180969715 + ], + "frac_above_star": 0.625 + }, + { + "step": 2034, + "lr": 0.0001, + "sup_loss": 0.9766041835413276, + "rf_loss": 0.00018444440502207726, + "total_loss": 0.9767886279463497, + "lyap1_mean": -0.0036689722910523415, + "lyap1_max": 0.019503511488437653, + "lyap1_min": -0.021192437037825584, + "lyap_spec_mean": [ + -0.0036689722910523415, + -0.0037307734601199627, + -0.010516193695366383, + -0.010062038898468018 + ], + "frac_above_star": 0.5 + }, + { + "step": 2035, + "lr": 0.0001, + "sup_loss": 0.9508328246374056, + "rf_loss": 0.00028897548327222466, + "total_loss": 0.9511218001206778, + "lyap1_mean": -0.008178667165338993, + "lyap1_max": 0.028651928529143333, + "lyap1_min": -0.022153353318572044, + "lyap_spec_mean": [ + -0.008178667165338993, + -0.011665087193250656, + -0.01287752017378807, + -0.014744087122380733 + ], + "frac_above_star": 0.125 + }, + { + "step": 2036, + "lr": 0.0001, + "sup_loss": 0.9171389220983421, + "rf_loss": 0.00016472383867949247, + "total_loss": 0.9173036459370216, + "lyap1_mean": -0.004435529932379723, + "lyap1_max": 0.006701193749904633, + "lyap1_min": -0.017084430903196335, + "lyap_spec_mean": [ + -0.00443553039804101, + -0.005241094622761011, + -0.011032013222575188, + -0.0137637322768569 + ], + "frac_above_star": 0.5 + }, + { + "step": 2037, + "lr": 0.0001, + "sup_loss": 0.972495379056489, + "rf_loss": 0.00018487956549506634, + "total_loss": 0.972680258621984, + "lyap1_mean": -0.0008244700729846954, + "lyap1_max": 0.021314453333616257, + "lyap1_min": -0.015885066241025925, + "lyap_spec_mean": [ + -0.00082446972373873, + -0.0030116410925984383, + -0.00764604564756155, + -0.00851138960570097 + ], + "frac_above_star": 0.375 + }, + { + "step": 2038, + "lr": 0.0001, + "sup_loss": 1.006501814857429, + "rf_loss": 0.00016129048890434206, + "total_loss": 1.0066631053463333, + "lyap1_mean": 0.005019546952098608, + "lyap1_max": 0.03358454629778862, + "lyap1_min": -0.01485518366098404, + "lyap_spec_mean": [ + 0.005019546952098608, + 0.0009148215758614242, + -0.005285376217216253, + -0.0029875431209802628 + ], + "frac_above_star": 0.625 + }, + { + "step": 2039, + "lr": 0.0001, + "sup_loss": 0.9231128265768871, + "rf_loss": 0.00011547301255632192, + "total_loss": 0.9232282995894434, + "lyap1_mean": -0.0005712618585675955, + "lyap1_max": 0.017253775149583817, + "lyap1_min": -0.014546804130077362, + "lyap_spec_mean": [ + -0.0005712618585675955, + -0.0029594372026622295, + -0.008098762482404709, + 0.0011670179665088654 + ], + "frac_above_star": 0.375 + }, + { + "step": 2040, + "lr": 0.0001, + "sup_loss": 0.941380913025885, + "rf_loss": 0.00018393431673757732, + "total_loss": 0.9415648473426226, + "lyap1_mean": 0.0006086542271077633, + "lyap1_max": 0.03252261504530907, + "lyap1_min": -0.02538475953042507, + "lyap_spec_mean": [ + 0.0006086545763537288, + -0.002422151854261756, + -0.009892493486404419, + -0.008776739239692688 + ], + "frac_above_star": 0.375 + }, + { + "step": 2041, + "lr": 0.0001, + "sup_loss": 0.9676541612727273, + "rf_loss": 0.00016231717017944902, + "total_loss": 0.9678164784429067, + "lyap1_mean": -0.004298108164221048, + "lyap1_max": 0.009746240451931953, + "lyap1_min": -0.02509278617799282, + "lyap_spec_mean": [ + -0.004298108629882336, + -0.0028181448578834534, + -0.0038710671942681074, + -0.0029770899564027786 + ], + "frac_above_star": 0.5 + }, + { + "step": 2042, + "lr": 0.0001, + "sup_loss": 0.9456526517714323, + "rf_loss": 0.00018847444152925164, + "total_loss": 0.9458411262129616, + "lyap1_mean": -0.0027078515850007534, + "lyap1_max": 0.021594222635030746, + "lyap1_min": -0.02091030403971672, + "lyap_spec_mean": [ + -0.0027078515850007534, + -0.0032061669044196606, + -0.008665751665830612, + -0.0067415363155305386 + ], + "frac_above_star": 0.25 + }, + { + "step": 2043, + "lr": 0.0001, + "sup_loss": 0.9604863292589607, + "rf_loss": 0.0001609531755093485, + "total_loss": 0.9606472824344701, + "lyap1_mean": -0.0019278668332844973, + "lyap1_max": 0.026308976113796234, + "lyap1_min": -0.017136123031377792, + "lyap_spec_mean": [ + -0.0019278668332844973, + -6.423844024538994e-05, + 0.0004562812391668558, + -0.003514173673465848 + ], + "frac_above_star": 0.375 + }, + { + "step": 2044, + "lr": 0.0001, + "sup_loss": 0.9329047029629757, + "rf_loss": 0.00013361501623876393, + "total_loss": 0.9330383179792144, + "lyap1_mean": 0.006000634282827377, + "lyap1_max": 0.018988512456417084, + "lyap1_min": -0.009768400341272354, + "lyap_spec_mean": [ + 0.006000634282827377, + 5.561311263591051e-05, + -0.0012771665351465344, + -0.005132054910063744 + ], + "frac_above_star": 0.625 + }, + { + "step": 2045, + "lr": 0.0001, + "sup_loss": 0.9577676528459853, + "rf_loss": 0.0001467797119403258, + "total_loss": 0.9579144325579256, + "lyap1_mean": 0.004283529706299305, + "lyap1_max": 0.02505037561058998, + "lyap1_min": -0.006419948302209377, + "lyap_spec_mean": [ + 0.004283529706299305, + 0.002878753701224923, + -0.003268771804869175, + -0.0035291037056595087 + ], + "frac_above_star": 0.375 + }, + { + "step": 2046, + "lr": 0.0001, + "sup_loss": 0.9347784268345583, + "rf_loss": 0.00010491004650248215, + "total_loss": 0.9348833368810607, + "lyap1_mean": 0.007966391742229462, + "lyap1_max": 0.023680564016103745, + "lyap1_min": -0.006222027353942394, + "lyap_spec_mean": [ + 0.007966391742229462, + 0.0002804659307003021, + 0.002207235200330615, + -0.005557464435696602 + ], + "frac_above_star": 0.875 + }, + { + "step": 2047, + "lr": 0.0001, + "sup_loss": 0.9091790654126182, + "rf_loss": 0.00017897241923492402, + "total_loss": 0.9093580378318531, + "lyap1_mean": 0.015229159034788609, + "lyap1_max": 0.029817044734954834, + "lyap1_min": -0.001893780892714858, + "lyap_spec_mean": [ + 0.015229158103466034, + 0.0046093822456896305, + 0.002364553278312087, + -0.004377223551273346 + ], + "frac_above_star": 0.875 + }, + { + "step": 2048, + "lr": 0.0001, + "sup_loss": 0.9555572816868131, + "rf_loss": 0.0002238389861304313, + "total_loss": 0.9557811206729435, + "lyap1_mean": 0.012978024780750275, + "lyap1_max": 0.03061000071465969, + "lyap1_min": -0.0035883616656064987, + "lyap_spec_mean": [ + 0.012978024780750275, + 0.009967748075723648, + 0.005761534906923771, + 0.004578457213938236 + ], + "frac_above_star": 0.875 + }, + { + "step": 2049, + "lr": 0.0001, + "sup_loss": 0.9206247335604603, + "rf_loss": 0.00022475897276308388, + "total_loss": 0.9208494925332233, + "lyap1_mean": -0.003107591765001416, + "lyap1_max": 0.035121671855449677, + "lyap1_min": -0.019037973135709763, + "lyap_spec_mean": [ + -0.00310759199783206, + -0.005990076810121536, + -0.004850792232900858, + -0.002292612101882696 + ], + "frac_above_star": 0.25 + }, + { + "step": 2050, + "lr": 0.0001, + "sup_loss": 1.0053828605818047, + "rf_loss": 0.00012253114255145192, + "total_loss": 1.0055053917243562, + "lyap1_mean": -0.00016067130491137505, + "lyap1_max": 0.02180103212594986, + "lyap1_min": -0.012582759372889996, + "lyap_spec_mean": [ + -0.0001606715377420187, + -0.00781955011188984, + 0.00023873685859143734, + -0.006094636861234903 + ], + "frac_above_star": 0.5 + }, + { + "step": 2051, + "lr": 0.0001, + "sup_loss": 0.9540928909763519, + "rf_loss": 0.00024807523004710674, + "total_loss": 0.954340966206399, + "lyap1_mean": -0.005495927296578884, + "lyap1_max": 0.0089804008603096, + "lyap1_min": -0.020394353196024895, + "lyap_spec_mean": [ + -0.005495927296578884, + -0.004318636376410723, + -0.013490289449691772, + -0.012785825878381729 + ], + "frac_above_star": 0.375 + }, + { + "step": 2052, + "lr": 0.0001, + "sup_loss": 0.9775328896371062, + "rf_loss": 0.00016954675083979964, + "total_loss": 0.977702436387946, + "lyap1_mean": -0.0072043342515826225, + "lyap1_max": 0.008721708320081234, + "lyap1_min": -0.019810769706964493, + "lyap_spec_mean": [ + -0.0072043342515826225, + -0.00865580141544342, + -0.01112047303467989, + -0.013205258175730705 + ], + "frac_above_star": 0.25 + }, + { + "step": 2053, + "lr": 0.0001, + "sup_loss": 0.9683487520244254, + "rf_loss": 0.0001828187087085098, + "total_loss": 0.9685315707331339, + "lyap1_mean": 0.005539237521588802, + "lyap1_max": 0.03515252470970154, + "lyap1_min": -0.009143570438027382, + "lyap_spec_mean": [ + 0.00553923798725009, + -0.00046602857764810324, + -0.002341649029403925, + -0.007920284755527973 + ], + "frac_above_star": 0.625 + }, + { + "step": 2054, + "lr": 0.0001, + "sup_loss": 0.9846827121465843, + "rf_loss": 0.00020092580234631896, + "total_loss": 0.9848836379489306, + "lyap1_mean": -0.0040972111746668816, + "lyap1_max": 0.014220930635929108, + "lyap1_min": -0.01826523244380951, + "lyap_spec_mean": [ + -0.004097210709005594, + -0.004813618492335081, + -0.007882989011704922, + -0.009836896322667599 + ], + "frac_above_star": 0.375 + }, + { + "step": 2055, + "lr": 0.0001, + "sup_loss": 0.9269210629718908, + "rf_loss": 0.00017796960310079157, + "total_loss": 0.9270990325749916, + "lyap1_mean": -0.007916397415101528, + "lyap1_max": 0.008607878349721432, + "lyap1_min": -0.02245635911822319, + "lyap_spec_mean": [ + -0.007916398346424103, + -0.001591961830854416, + -0.01353760901838541, + -0.010755752213299274 + ], + "frac_above_star": 0.25 + }, + { + "step": 2056, + "lr": 0.0001, + "sup_loss": 0.9614247762887386, + "rf_loss": 0.00018728940631262958, + "total_loss": 0.9616120656950512, + "lyap1_mean": -0.0007538478821516037, + "lyap1_max": 0.010687997564673424, + "lyap1_min": -0.011492354795336723, + "lyap_spec_mean": [ + -0.0007538478821516037, + 0.0026774483267217875, + -0.0006240884540602565, + -0.002063227351754904 + ], + "frac_above_star": 0.5 + }, + { + "step": 2057, + "lr": 0.0001, + "sup_loss": 0.8911471087123493, + "rf_loss": 0.00023905211128294468, + "total_loss": 0.8913861608236322, + "lyap1_mean": 0.008163593709468842, + "lyap1_max": 0.03877514228224754, + "lyap1_min": -0.011941367760300636, + "lyap_spec_mean": [ + 0.008163593709468842, + 0.006927707232534885, + -0.0005920434487052262, + 0.0007082141237333417 + ], + "frac_above_star": 0.5 + }, + { + "step": 2058, + "lr": 0.0001, + "sup_loss": 0.944626302272596, + "rf_loss": 0.0003497025463730097, + "total_loss": 0.944976004818969, + "lyap1_mean": 0.018216833472251892, + "lyap1_max": 0.033808447420597076, + "lyap1_min": -0.0024076958652585745, + "lyap_spec_mean": [ + 0.018216833472251892, + 0.014524286612868309, + 0.010760138742625713, + 0.012077342718839645 + ], + "frac_above_star": 0.875 + }, + { + "step": 2059, + "lr": 0.0001, + "sup_loss": 0.9364814200837189, + "rf_loss": 0.000370414083590731, + "total_loss": 0.9368518341673097, + "lyap1_mean": 0.017846394330263138, + "lyap1_max": 0.047215502709150314, + "lyap1_min": -0.004888344556093216, + "lyap_spec_mean": [ + 0.017846394330263138, + 0.016808096319437027, + 0.010886170901358128, + 0.009170476347208023 + ], + "frac_above_star": 0.75 + }, + { + "step": 2060, + "lr": 0.0001, + "sup_loss": 0.9905891858304262, + "rf_loss": 0.0002387503773206845, + "total_loss": 0.9908279362077469, + "lyap1_mean": 0.009297654964029789, + "lyap1_max": 0.030969426035881042, + "lyap1_min": -0.012524669989943504, + "lyap_spec_mean": [ + 0.009297654032707214, + 0.009315455332398415, + 0.0065555088222026825, + 0.009934422560036182 + ], + "frac_above_star": 0.75 + }, + { + "step": 2061, + "lr": 0.0001, + "sup_loss": 0.9460526519710155, + "rf_loss": 0.00018925640324596316, + "total_loss": 0.9462419083742615, + "lyap1_mean": 0.003671590005978942, + "lyap1_max": 0.02969055250287056, + "lyap1_min": -0.003115196479484439, + "lyap_spec_mean": [ + 0.0036715897731482983, + 0.009215833619236946, + 0.0062094503082334995, + -0.0017378982156515121 + ], + "frac_above_star": 0.5 + }, + { + "step": 2062, + "lr": 0.0001, + "sup_loss": 0.9556995299617687, + "rf_loss": 0.0001647328754188493, + "total_loss": 0.9558642628371875, + "lyap1_mean": -0.009671240113675594, + "lyap1_max": 0.005741586443036795, + "lyap1_min": -0.028320539742708206, + "lyap_spec_mean": [ + -0.009671240113675594, + -0.00897893588989973, + -0.010429421439766884, + -0.005106337368488312 + ], + "frac_above_star": 0.125 + }, + { + "step": 2063, + "lr": 0.0001, + "sup_loss": 0.9598736471849731, + "rf_loss": 0.00034505868097767234, + "total_loss": 0.9602187058659508, + "lyap1_mean": -0.00856144167482853, + "lyap1_max": 0.010101361200213432, + "lyap1_min": -0.026214195415377617, + "lyap_spec_mean": [ + -0.00856144167482853, + -0.012008994817733765, + -0.018261531367897987, + -0.015941977500915527 + ], + "frac_above_star": 0.375 + }, + { + "step": 2064, + "lr": 0.0001, + "sup_loss": 0.9907924480397832, + "rf_loss": 0.00038677529664710164, + "total_loss": 0.9911792233364303, + "lyap1_mean": -0.010158538818359375, + "lyap1_max": 0.020126808434724808, + "lyap1_min": -0.02717185579240322, + "lyap_spec_mean": [ + -0.010158538818359375, + -0.006067718379199505, + -0.014069242402911186, + -0.0221732035279274 + ], + "frac_above_star": 0.125 + }, + { + "step": 2065, + "lr": 0.0001, + "sup_loss": 0.955652807134143, + "rf_loss": 0.00030656784656457603, + "total_loss": 0.9559593749807076, + "lyap1_mean": -0.015112264081835747, + "lyap1_max": -0.0029163751751184464, + "lyap1_min": -0.04284033924341202, + "lyap_spec_mean": [ + -0.015112263150513172, + -0.00916864350438118, + -0.013212813064455986, + -0.01571529358625412 + ], + "frac_above_star": 0.0 + }, + { + "step": 2066, + "lr": 0.0001, + "sup_loss": 0.9260258919621265, + "rf_loss": 0.00020582808065228164, + "total_loss": 0.9262317200427788, + "lyap1_mean": -0.010085691697895527, + "lyap1_max": 0.011006584390997887, + "lyap1_min": -0.022331837564706802, + "lyap_spec_mean": [ + -0.010085691697895527, + -0.01194810215383768, + -0.0037248507142066956, + -0.01218700036406517 + ], + "frac_above_star": 0.25 + }, + { + "step": 2067, + "lr": 0.0001, + "sup_loss": 0.9700090938912935, + "rf_loss": 0.00017430752632208169, + "total_loss": 0.9701834014176156, + "lyap1_mean": 0.006905076093971729, + "lyap1_max": 0.030466323718428612, + "lyap1_min": -0.008238794282078743, + "lyap_spec_mean": [ + 0.006905075628310442, + 0.005410461686551571, + 0.009422069415450096, + 0.005279110744595528 + ], + "frac_above_star": 0.625 + }, + { + "step": 2068, + "lr": 0.0001, + "sup_loss": 0.9525684107681329, + "rf_loss": 0.00031972600845620036, + "total_loss": 0.9528881367765891, + "lyap1_mean": 0.015043433755636215, + "lyap1_max": 0.038123372942209244, + "lyap1_min": -0.004512529354542494, + "lyap_spec_mean": [ + 0.01504343468695879, + 0.015368546359241009, + 0.009651804342865944, + 0.009185574017465115 + ], + "frac_above_star": 0.875 + }, + { + "step": 2069, + "lr": 0.0001, + "sup_loss": 0.921297431579596, + "rf_loss": 0.00033130368683487177, + "total_loss": 0.9216287352664309, + "lyap1_mean": 0.01754331775009632, + "lyap1_max": 0.03577285259962082, + "lyap1_min": -0.004248093347996473, + "lyap_spec_mean": [ + 0.01754331775009632, + 0.011239239946007729, + 0.017588239163160324, + 0.011282696388661861 + ], + "frac_above_star": 0.875 + }, + { + "step": 2070, + "lr": 0.0001, + "sup_loss": 0.9579775618063262, + "rf_loss": 0.0004005747614428401, + "total_loss": 0.958378136567769, + "lyap1_mean": 0.018599331378936768, + "lyap1_max": 0.03272334858775139, + "lyap1_min": -0.0057342215441167355, + "lyap_spec_mean": [ + 0.01859932951629162, + 0.0173000767827034, + 0.018640771508216858, + 0.013543165288865566 + ], + "frac_above_star": 0.875 + }, + { + "step": 2071, + "lr": 0.0001, + "sup_loss": 0.9617802103658403, + "rf_loss": 0.00029148446628823876, + "total_loss": 0.9620716948321285, + "lyap1_mean": 0.0170087069272995, + "lyap1_max": 0.03819610923528671, + "lyap1_min": -6.717521318932995e-05, + "lyap_spec_mean": [ + 0.0170087069272995, + 0.01650134101510048, + 0.01445319876074791, + 0.005654462613165379 + ], + "frac_above_star": 0.875 + }, + { + "step": 2072, + "lr": 0.0001, + "sup_loss": 0.9076871413622127, + "rf_loss": 0.00035567861050367355, + "total_loss": 0.9080428199727164, + "lyap1_mean": 0.020999576896429062, + "lyap1_max": 0.055554818361997604, + "lyap1_min": -0.007085943128913641, + "lyap_spec_mean": [ + 0.020999576896429062, + 0.008318150416016579, + 0.007171540521085262, + 0.0038544125854969025 + ], + "frac_above_star": 0.875 + }, + { + "step": 2073, + "lr": 0.0001, + "sup_loss": 0.9997258882610712, + "rf_loss": 0.00017715510330162942, + "total_loss": 0.9999030433643729, + "lyap1_mean": 0.004452847875654697, + "lyap1_max": 0.030690636485815048, + "lyap1_min": -0.01800728589296341, + "lyap_spec_mean": [ + 0.004452847875654697, + -0.003922261297702789, + -1.3497192412614822e-05, + -0.0006058665458112955 + ], + "frac_above_star": 0.5 + }, + { + "step": 2074, + "lr": 0.0001, + "sup_loss": 0.9530090580536115, + "rf_loss": 0.0001537876669317484, + "total_loss": 0.9531628457205432, + "lyap1_mean": -0.007135523948818445, + "lyap1_max": 0.00977710634469986, + "lyap1_min": -0.026292994618415833, + "lyap_spec_mean": [ + -0.0071355244144797325, + -0.005026649218052626, + -0.008457818068563938, + -0.005385719705373049 + ], + "frac_above_star": 0.25 + }, + { + "step": 2075, + "lr": 0.0001, + "sup_loss": 0.8832437246781099, + "rf_loss": 0.00045305403182283044, + "total_loss": 0.8836967787099327, + "lyap1_mean": -0.012063403613865376, + "lyap1_max": 0.012958872132003307, + "lyap1_min": -0.02531735971570015, + "lyap_spec_mean": [ + -0.012063403613865376, + -0.018935799598693848, + -0.024862857535481453, + -0.021689439192414284 + ], + "frac_above_star": 0.125 + }, + { + "step": 2076, + "lr": 0.0001, + "sup_loss": 1.00143758203165, + "rf_loss": 0.0007761552697047591, + "total_loss": 1.0022137373013547, + "lyap1_mean": -0.0201118141412735, + "lyap1_max": -0.0020423897076398134, + "lyap1_min": -0.042605578899383545, + "lyap_spec_mean": [ + -0.0201118141412735, + -0.019242411479353905, + -0.02446611411869526, + -0.02454623021185398 + ], + "frac_above_star": 0.0 + }, + { + "step": 2077, + "lr": 0.0001, + "sup_loss": 0.8699318601819461, + "rf_loss": 0.0005652741529047489, + "total_loss": 0.8704971343348509, + "lyap1_mean": -0.014586412347853184, + "lyap1_max": 0.0024687773548066616, + "lyap1_min": -0.03563092276453972, + "lyap_spec_mean": [ + -0.014586412347853184, + -0.01900596171617508, + -0.021197574213147163, + -0.02157788723707199 + ], + "frac_above_star": 0.25 + }, + { + "step": 2078, + "lr": 0.0001, + "sup_loss": 0.9392133551301547, + "rf_loss": 0.00029597178217954934, + "total_loss": 0.9395093269123342, + "lyap1_mean": -0.0038357973098754883, + "lyap1_max": 0.02753221057355404, + "lyap1_min": -0.03870617225766182, + "lyap_spec_mean": [ + -0.0038357973098754883, + -0.0065607354044914246, + -0.009237652644515038, + -0.015880566090345383 + ], + "frac_above_star": 0.375 + }, + { + "step": 2079, + "lr": 0.0001, + "sup_loss": 0.9796441454453958, + "rf_loss": 0.0003151043492835015, + "total_loss": 0.9799592497946793, + "lyap1_mean": 0.016932329162955284, + "lyap1_max": 0.05192580819129944, + "lyap1_min": -0.005675065331161022, + "lyap_spec_mean": [ + 0.016932329162955284, + 0.003450677264481783, + -0.002442913828417659, + -0.007723569869995117 + ], + "frac_above_star": 0.625 + }, + { + "step": 2080, + "lr": 0.0001, + "sup_loss": 1.037683220507134, + "rf_loss": 0.0006509559461846948, + "total_loss": 1.0383341764533187, + "lyap1_mean": 0.016124151647090912, + "lyap1_max": 0.045944999903440475, + "lyap1_min": -0.001471678726375103, + "lyap_spec_mean": [ + 0.016124151647090912, + 0.016482191160321236, + 0.024480093270540237, + 0.007511531002819538 + ], + "frac_above_star": 0.875 + }, + { + "step": 2081, + "lr": 0.0001, + "sup_loss": 0.9461741237316046, + "rf_loss": 0.00021183556236792356, + "total_loss": 0.9463859592939725, + "lyap1_mean": 0.008692404255270958, + "lyap1_max": 0.018583713099360466, + "lyap1_min": -0.0017965546576306224, + "lyap_spec_mean": [ + 0.008692404255270958, + 0.010899679735302925, + 0.013387697748839855, + 0.009852204471826553 + ], + "frac_above_star": 0.875 + }, + { + "step": 2082, + "lr": 0.0001, + "sup_loss": 0.9412928329612008, + "rf_loss": 0.00040132811409421265, + "total_loss": 0.941694161075295, + "lyap1_mean": 0.016111431643366814, + "lyap1_max": 0.04103510081768036, + "lyap1_min": -0.0028500277549028397, + "lyap_spec_mean": [ + 0.016111431643366814, + 0.01370950136333704, + 0.006514212116599083, + 0.010915969498455524 + ], + "frac_above_star": 0.875 + }, + { + "step": 2083, + "lr": 0.0001, + "sup_loss": 0.9400409731730565, + "rf_loss": 0.00010566019045654684, + "total_loss": 0.940146633363513, + "lyap1_mean": 0.00537336990237236, + "lyap1_max": 0.011027897708117962, + "lyap1_min": -0.005967913195490837, + "lyap_spec_mean": [ + 0.005373369436711073, + 0.0027210908010601997, + 0.0007800279418006539, + -0.001309642568230629 + ], + "frac_above_star": 0.875 + }, + { + "step": 2084, + "lr": 0.0001, + "sup_loss": 0.9935641553119434, + "rf_loss": 0.00015839512343518436, + "total_loss": 0.9937225504353786, + "lyap1_mean": 0.010308578610420227, + "lyap1_max": 0.02492682635784149, + "lyap1_min": -0.0050376709550619125, + "lyap_spec_mean": [ + 0.010308578610420227, + 0.007209321483969688, + 0.005688127130270004, + 0.005811933893710375 + ], + "frac_above_star": 0.875 + }, + { + "step": 2085, + "lr": 0.0001, + "sup_loss": 0.8886810076406785, + "rf_loss": 0.0001876623136922717, + "total_loss": 0.8888686699543707, + "lyap1_mean": 0.008093589916825294, + "lyap1_max": 0.03417611122131348, + "lyap1_min": -0.011388735845685005, + "lyap_spec_mean": [ + 0.008093589916825294, + 0.006197076290845871, + 0.004446862265467644, + 0.0027241073548793793 + ], + "frac_above_star": 0.625 + }, + { + "step": 2086, + "lr": 0.0001, + "sup_loss": 0.8908803856322769, + "rf_loss": 0.00010159984230995178, + "total_loss": 0.8909819854745868, + "lyap1_mean": -0.000926503911614418, + "lyap1_max": 0.031414635479450226, + "lyap1_min": -0.015329204499721527, + "lyap_spec_mean": [ + -0.0009265035623684525, + 0.001826684339903295, + 0.0017202235758304596, + -0.00014327606186270714 + ], + "frac_above_star": 0.25 + }, + { + "step": 2087, + "lr": 0.0001, + "sup_loss": 0.938214606548264, + "rf_loss": 0.0002745103556662798, + "total_loss": 0.9384891169039303, + "lyap1_mean": -0.0044807628728449345, + "lyap1_max": 0.01905193366110325, + "lyap1_min": -0.03317102789878845, + "lyap_spec_mean": [ + -0.0044807628728449345, + -0.007862475700676441, + -0.006270891521126032, + -0.011890631169080734 + ], + "frac_above_star": 0.25 + }, + { + "step": 2088, + "lr": 0.0001, + "sup_loss": 0.925384146896877, + "rf_loss": 0.00012086804781574756, + "total_loss": 0.9255050149446927, + "lyap1_mean": -0.0008306628442369401, + "lyap1_max": 0.010025059804320335, + "lyap1_min": -0.01267912145704031, + "lyap_spec_mean": [ + -0.0008306629024446011, + -0.007035831455141306, + -0.002158357296139002, + -0.003725002985447645 + ], + "frac_above_star": 0.5 + }, + { + "step": 2089, + "lr": 0.0001, + "sup_loss": 0.9590092001941961, + "rf_loss": 0.0002692841226235032, + "total_loss": 0.9592784843168196, + "lyap1_mean": -0.004821146838366985, + "lyap1_max": 0.017487797886133194, + "lyap1_min": -0.04503197222948074, + "lyap_spec_mean": [ + -0.004821146838366985, + -0.0015176001470535994, + -0.008606625720858574, + -0.009355762973427773 + ], + "frac_above_star": 0.625 + }, + { + "step": 2090, + "lr": 0.0001, + "sup_loss": 0.91938741975035, + "rf_loss": 9.727104043122381e-05, + "total_loss": 0.9194846907907812, + "lyap1_mean": -0.0039435382932424545, + "lyap1_max": 0.017132988199591637, + "lyap1_min": -0.01615849882364273, + "lyap_spec_mean": [ + -0.0039435382932424545, + -0.0031438549049198627, + -0.0051953671500086784, + -0.004144513979554176 + ], + "frac_above_star": 0.25 + }, + { + "step": 2091, + "lr": 0.0001, + "sup_loss": 0.9500820480952942, + "rf_loss": 0.00022356984845828265, + "total_loss": 0.9503056179437525, + "lyap1_mean": 0.00029385858215391636, + "lyap1_max": 0.024085920304059982, + "lyap1_min": -0.021629784256219864, + "lyap_spec_mean": [ + 0.00029385858215391636, + -0.007940879091620445, + -0.016931625083088875, + -0.010932235978543758 + ], + "frac_above_star": 0.375 + }, + { + "step": 2092, + "lr": 0.0001, + "sup_loss": 0.966491784831715, + "rf_loss": 0.00011385582911316305, + "total_loss": 0.9666056406608282, + "lyap1_mean": -0.004162110388278961, + "lyap1_max": 0.010980462655425072, + "lyap1_min": -0.015868887305259705, + "lyap_spec_mean": [ + -0.004162109922617674, + -0.00014688301598653197, + -0.005915703717619181, + -0.0064486050978302956 + ], + "frac_above_star": 0.375 + }, + { + "step": 2093, + "lr": 0.0001, + "sup_loss": 0.9136959294987371, + "rf_loss": 0.00013567610585596412, + "total_loss": 0.9138316056045931, + "lyap1_mean": 6.699585355818272e-05, + "lyap1_max": 0.022999253123998642, + "lyap1_min": -0.01208818145096302, + "lyap_spec_mean": [ + 6.699608638882637e-05, + -0.0006282975664362311, + -0.0003467051428742707, + -0.001471478957682848 + ], + "frac_above_star": 0.375 + }, + { + "step": 2094, + "lr": 0.0001, + "sup_loss": 0.972778992928193, + "rf_loss": 0.0001097963540814817, + "total_loss": 0.9728887892822745, + "lyap1_mean": 0.008341629058122635, + "lyap1_max": 0.0268647950142622, + "lyap1_min": -0.006065104156732559, + "lyap_spec_mean": [ + 0.008341629058122635, + 0.003338973503559828, + 0.000422624871134758, + -0.0008639958687126637 + ], + "frac_above_star": 0.625 + }, + { + "step": 2095, + "lr": 0.0001, + "sup_loss": 0.9200628055738375, + "rf_loss": 0.00014907994773238897, + "total_loss": 0.9202118855215699, + "lyap1_mean": 0.002278710249811411, + "lyap1_max": 0.019932031631469727, + "lyap1_min": -0.019621554762125015, + "lyap_spec_mean": [ + 0.0022787104826420546, + 0.0018549092346802354, + 0.007342243567109108, + -0.008247734978795052 + ], + "frac_above_star": 0.625 + }, + { + "step": 2096, + "lr": 0.0001, + "sup_loss": 0.9781594223898494, + "rf_loss": 0.00020635323016904294, + "total_loss": 0.9783657756200185, + "lyap1_mean": 0.008438056334853172, + "lyap1_max": 0.028543077409267426, + "lyap1_min": -0.010824702680110931, + "lyap_spec_mean": [ + 0.008438056334853172, + -0.0014748029643669724, + -0.002098281867802143, + -0.0003367748577147722 + ], + "frac_above_star": 0.875 + }, + { + "step": 2097, + "lr": 0.0001, + "sup_loss": 1.0091027832118942, + "rf_loss": 0.00021777141955681145, + "total_loss": 1.009320554631451, + "lyap1_mean": -0.0039636073634028435, + "lyap1_max": 0.025952700525522232, + "lyap1_min": -0.023998646065592766, + "lyap_spec_mean": [ + -0.0039636073634028435, + 0.003910766914486885, + -0.006017580628395081, + -0.008535340428352356 + ], + "frac_above_star": 0.5 + }, + { + "step": 2098, + "lr": 0.0001, + "sup_loss": 0.9762705964906566, + "rf_loss": 6.604041846003383e-05, + "total_loss": 0.9763366369091167, + "lyap1_mean": 0.003294135443866253, + "lyap1_max": 0.01587504893541336, + "lyap1_min": -0.0029487318824976683, + "lyap_spec_mean": [ + 0.00329413590952754, + -0.0013455102453008294, + -0.003744519781321287, + -0.0035895498003810644 + ], + "frac_above_star": 0.625 + }, + { + "step": 2099, + "lr": 0.0001, + "sup_loss": 0.9509229260496708, + "rf_loss": 0.00017677148571237922, + "total_loss": 0.9510996975353831, + "lyap1_mean": 0.008347663097083569, + "lyap1_max": 0.04638626426458359, + "lyap1_min": -0.012382196262478828, + "lyap_spec_mean": [ + 0.008347663097083569, + 0.00864500179886818, + 0.009507988579571247, + 0.003303904552012682 + ], + "frac_above_star": 0.875 + }, + { + "step": 2100, + "lr": 0.0001, + "sup_loss": 0.9454027802749252, + "rf_loss": 0.00014141744759399444, + "total_loss": 0.9455441977225192, + "lyap1_mean": 0.0008739366894587874, + "lyap1_max": 0.01070929691195488, + "lyap1_min": -0.016992872580885887, + "lyap_spec_mean": [ + 0.0008739364566281438, + 0.005925023928284645, + 0.0010347567731514573, + 0.0014462247490882874 + ], + "frac_above_star": 0.625 + }, + { + "step": 2101, + "lr": 0.0001, + "sup_loss": 0.9925599236066743, + "rf_loss": 0.00033261108910664916, + "total_loss": 0.992892534695781, + "lyap1_mean": 0.015067258849740028, + "lyap1_max": 0.04025616869330406, + "lyap1_min": -0.002817401196807623, + "lyap_spec_mean": [ + 0.015067258849740028, + 0.0062517644837498665, + 0.0041951751336455345, + 0.007477446459233761 + ], + "frac_above_star": 0.875 + }, + { + "step": 2102, + "lr": 0.0001, + "sup_loss": 0.9711692514317324, + "rf_loss": 7.998077489901334e-05, + "total_loss": 0.9712492322066314, + "lyap1_mean": 0.006901845335960388, + "lyap1_max": 0.0180433951318264, + "lyap1_min": -0.010154628194868565, + "lyap_spec_mean": [ + 0.006901845335960388, + 0.0003263680264353752, + -0.0033336286433041096, + -0.00023788868566043675 + ], + "frac_above_star": 0.875 + }, + { + "step": 2103, + "lr": 0.0001, + "sup_loss": 0.9095877856421617, + "rf_loss": 0.0003094608255196363, + "total_loss": 0.9098972464676813, + "lyap1_mean": 0.008905047550797462, + "lyap1_max": 0.031254421919584274, + "lyap1_min": -0.02268028073012829, + "lyap_spec_mean": [ + 0.008905048482120037, + 0.008621474727988243, + 0.013249714858829975, + 0.0016825522761791945 + ], + "frac_above_star": 0.75 + }, + { + "step": 2104, + "lr": 0.0001, + "sup_loss": 0.9575634574037748, + "rf_loss": 0.00022598252689931542, + "total_loss": 0.9577894399306741, + "lyap1_mean": 0.008157650008797646, + "lyap1_max": 0.030892884358763695, + "lyap1_min": -0.019862353801727295, + "lyap_spec_mean": [ + 0.008157650008797646, + 6.738945376127958e-05, + 0.0026481172535568476, + 0.003990972880274057 + ], + "frac_above_star": 0.75 + }, + { + "step": 2105, + "lr": 0.0001, + "sup_loss": 1.0152626358685315, + "rf_loss": 0.00013074997696094215, + "total_loss": 1.0153933858454924, + "lyap1_mean": -0.0017655484843999147, + "lyap1_max": 0.019089484587311745, + "lyap1_min": -0.010854378342628479, + "lyap_spec_mean": [ + -0.0017655488336458802, + -0.00883506890386343, + -0.005445965565741062, + -0.008454025723040104 + ], + "frac_above_star": 0.25 + }, + { + "step": 2106, + "lr": 0.0001, + "sup_loss": 0.8998008306218646, + "rf_loss": 0.00012928407522849739, + "total_loss": 0.899930114697093, + "lyap1_mean": 0.0013844105415046215, + "lyap1_max": 0.01577702723443508, + "lyap1_min": -0.017913363873958588, + "lyap_spec_mean": [ + 0.0013844110071659088, + -0.004017634782940149, + -0.005214369390159845, + -0.006824471987783909 + ], + "frac_above_star": 0.5 + }, + { + "step": 2107, + "lr": 0.0001, + "sup_loss": 0.9193978974475637, + "rf_loss": 0.0003542466729413718, + "total_loss": 0.9197521441205051, + "lyap1_mean": -0.008770525455474854, + "lyap1_max": 0.018673114478588104, + "lyap1_min": -0.026223309338092804, + "lyap_spec_mean": [ + -0.008770525455474854, + -0.01273325365036726, + -0.015052970498800278, + -0.014808028936386108 + ], + "frac_above_star": 0.375 + }, + { + "step": 2108, + "lr": 0.0001, + "sup_loss": 0.946376855808817, + "rf_loss": 0.00037762324791401625, + "total_loss": 0.946754479056731, + "lyap1_mean": -0.012143628671765327, + "lyap1_max": 0.015379205346107483, + "lyap1_min": -0.026787102222442627, + "lyap_spec_mean": [ + -0.012143628671765327, + -0.014796536415815353, + -0.014909353107213974, + -0.018170684576034546 + ], + "frac_above_star": 0.25 + }, + { + "step": 2109, + "lr": 0.0001, + "sup_loss": 0.9369823930020073, + "rf_loss": 0.00031797331757843494, + "total_loss": 0.9373003663195857, + "lyap1_mean": -0.011638389900326729, + "lyap1_max": 0.0011702891206368804, + "lyap1_min": -0.03212425857782364, + "lyap_spec_mean": [ + -0.011638389900326729, + -0.010854577645659447, + -0.010246343910694122, + -0.018980104476213455 + ], + "frac_above_star": 0.125 + }, + { + "step": 2110, + "lr": 0.0001, + "sup_loss": 0.9386227401822115, + "rf_loss": 0.000268244999460876, + "total_loss": 0.9388909851816724, + "lyap1_mean": -0.007965803146362305, + "lyap1_max": 0.017485912889242172, + "lyap1_min": -0.0197457205504179, + "lyap_spec_mean": [ + -0.007965803146362305, + -0.011308635585010052, + -0.014814003370702267, + -0.014065299183130264 + ], + "frac_above_star": 0.125 + }, + { + "step": 2111, + "lr": 0.0001, + "sup_loss": 0.9134475596910749, + "rf_loss": 0.0001593690540175885, + "total_loss": 0.9136069287450925, + "lyap1_mean": 0.0007204252760857344, + "lyap1_max": 0.014142698608338833, + "lyap1_min": -0.01869886741042137, + "lyap_spec_mean": [ + 0.0007204250432550907, + -0.006165681406855583, + -0.006853844504803419, + -0.010359448380768299 + ], + "frac_above_star": 0.5 + }, + { + "step": 2112, + "lr": 0.0001, + "sup_loss": 0.9245606333755931, + "rf_loss": 0.00011144683230668306, + "total_loss": 0.9246720802078998, + "lyap1_mean": -0.004622168838977814, + "lyap1_max": 0.01043564360588789, + "lyap1_min": -0.021825261414051056, + "lyap_spec_mean": [ + -0.004622168838977814, + 0.0005465964786708355, + -0.0014549880288541317, + -0.005509938113391399 + ], + "frac_above_star": 0.25 + }, + { + "step": 2113, + "lr": 0.0001, + "sup_loss": 0.986385229024005, + "rf_loss": 0.00013245231821201742, + "total_loss": 0.9865176813422171, + "lyap1_mean": 0.004965644329786301, + "lyap1_max": 0.022060271352529526, + "lyap1_min": -0.009661968797445297, + "lyap_spec_mean": [ + 0.004965644329786301, + 0.002715702634304762, + 0.01118239015340805, + -0.0010746262269094586 + ], + "frac_above_star": 0.625 + }, + { + "step": 2114, + "lr": 0.0001, + "sup_loss": 0.9801715975700365, + "rf_loss": 0.00010271972132613882, + "total_loss": 0.9802743172913626, + "lyap1_mean": 0.0008067353628575802, + "lyap1_max": 0.012118957936763763, + "lyap1_min": -0.020259784534573555, + "lyap_spec_mean": [ + 0.0008067355956882238, + -0.002810398582369089, + -0.0001136184437200427, + -0.006362142972648144 + ], + "frac_above_star": 0.625 + }, + { + "step": 2115, + "lr": 0.0001, + "sup_loss": 0.9324555837111653, + "rf_loss": 0.00013028537796344608, + "total_loss": 0.9325858690891288, + "lyap1_mean": 0.00037822395097464323, + "lyap1_max": 0.011796558275818825, + "lyap1_min": -0.019671624526381493, + "lyap_spec_mean": [ + 0.00037822406738996506, + 0.008210020139813423, + 0.0024364995770156384, + 0.001171213574707508 + ], + "frac_above_star": 0.625 + }, + { + "step": 2116, + "lr": 0.0001, + "sup_loss": 0.9339534879516548, + "rf_loss": 7.033578003756702e-05, + "total_loss": 0.9340238237316923, + "lyap1_mean": 0.005936757195740938, + "lyap1_max": 0.0190124474465847, + "lyap1_min": -0.0044416883029043674, + "lyap_spec_mean": [ + 0.005936757195740938, + 0.0016504244413226843, + -0.000302234198898077, + 0.0004569350858218968 + ], + "frac_above_star": 0.625 + }, + { + "step": 2117, + "lr": 0.0001, + "sup_loss": 0.9041856944461995, + "rf_loss": 0.00018472131341695786, + "total_loss": 0.9043704157596164, + "lyap1_mean": 0.008090079762041569, + "lyap1_max": 0.039778392761945724, + "lyap1_min": -0.021618768572807312, + "lyap_spec_mean": [ + 0.008090079762041569, + -0.001272687572054565, + -0.0033907396718859673, + 0.001691783545538783 + ], + "frac_above_star": 0.625 + }, + { + "step": 2118, + "lr": 0.0001, + "sup_loss": 0.9459362646232043, + "rf_loss": 0.00016277816030196846, + "total_loss": 0.9460990427835063, + "lyap1_mean": 0.006706453859806061, + "lyap1_max": 0.03245454654097557, + "lyap1_min": -0.01009855791926384, + "lyap_spec_mean": [ + 0.006706454325467348, + 0.007349993567913771, + 0.009817707352340221, + 0.0046439701691269875 + ], + "frac_above_star": 0.75 + }, + { + "step": 2119, + "lr": 0.0001, + "sup_loss": 0.9003921181069523, + "rf_loss": 0.00024722382659092546, + "total_loss": 0.9006393419335432, + "lyap1_mean": 0.013346187770366669, + "lyap1_max": 0.036871299147605896, + "lyap1_min": -0.0030526970513164997, + "lyap_spec_mean": [ + 0.013346186839044094, + 0.010089864954352379, + 0.010866180062294006, + 0.012275150045752525 + ], + "frac_above_star": 0.875 + }, + { + "step": 2120, + "lr": 0.0001, + "sup_loss": 0.9635255165101985, + "rf_loss": 0.00019437482114881277, + "total_loss": 0.9637198913313473, + "lyap1_mean": 0.007233449723571539, + "lyap1_max": 0.023903772234916687, + "lyap1_min": -0.004856059327721596, + "lyap_spec_mean": [ + 0.007233450189232826, + 0.010720443911850452, + 0.0023329381365329027, + 0.003721389686688781 + ], + "frac_above_star": 0.75 + }, + { + "step": 2121, + "lr": 0.0001, + "sup_loss": 0.9510991560893435, + "rf_loss": 0.000173533073393628, + "total_loss": 0.9512726891627371, + "lyap1_mean": 0.002867890987545252, + "lyap1_max": 0.04248766601085663, + "lyap1_min": -0.016596782952547073, + "lyap_spec_mean": [ + 0.002867890987545252, + -0.0018006848404183984, + -0.003822390688583255, + 0.0025125734973698854 + ], + "frac_above_star": 0.5 + }, + { + "step": 2122, + "lr": 0.0001, + "sup_loss": 0.981980060169383, + "rf_loss": 0.0003567873500287533, + "total_loss": 0.9823368475194117, + "lyap1_mean": -0.01136840134859085, + "lyap1_max": 0.012794964015483856, + "lyap1_min": -0.03204286843538284, + "lyap_spec_mean": [ + -0.011368402279913425, + -0.013975150883197784, + -0.015616867691278458, + -0.016086623072624207 + ], + "frac_above_star": 0.375 + }, + { + "step": 2123, + "lr": 0.0001, + "sup_loss": 0.9323946533922443, + "rf_loss": 0.0006299756933003664, + "total_loss": 0.9330246290855446, + "lyap1_mean": -0.018007002770900726, + "lyap1_max": 0.0014661889290437102, + "lyap1_min": -0.046694349497556686, + "lyap_spec_mean": [ + -0.018007002770900726, + -0.02254369482398033, + -0.013999493792653084, + -0.02640409767627716 + ], + "frac_above_star": 0.25 + }, + { + "step": 2124, + "lr": 0.0001, + "sup_loss": 0.943765687053791, + "rf_loss": 0.0003123589267488569, + "total_loss": 0.9440780459805399, + "lyap1_mean": -0.006156320217996836, + "lyap1_max": 0.026732459664344788, + "lyap1_min": -0.036920201033353806, + "lyap_spec_mean": [ + -0.00615632114931941, + -0.01143370196223259, + -0.010727384127676487, + -0.012962793000042439 + ], + "frac_above_star": 0.5 + }, + { + "step": 2125, + "lr": 0.0001, + "sup_loss": 0.9554263973873107, + "rf_loss": 8.629367221146822e-05, + "total_loss": 0.9555126910595222, + "lyap1_mean": 0.004243001341819763, + "lyap1_max": 0.02891029417514801, + "lyap1_min": -0.009491914883255959, + "lyap_spec_mean": [ + 0.004243001341819763, + -0.0005754940793849528, + -0.005959786474704742, + -0.008212199434638023 + ], + "frac_above_star": 0.5 + }, + { + "step": 2126, + "lr": 0.0001, + "sup_loss": 0.9495927954287433, + "rf_loss": 0.00010818993905559182, + "total_loss": 0.9497009853677989, + "lyap1_mean": 0.00081390212289989, + "lyap1_max": 0.020617617294192314, + "lyap1_min": -0.028709430247545242, + "lyap_spec_mean": [ + 0.0008139025885611773, + -0.002103285863995552, + 0.0021787171717733145, + -0.004416421055793762 + ], + "frac_above_star": 0.625 + }, + { + "step": 2127, + "lr": 0.0001, + "sup_loss": 0.9352648347975663, + "rf_loss": 0.0003495821438264102, + "total_loss": 0.9356144169413927, + "lyap1_mean": 0.014178529381752014, + "lyap1_max": 0.03344471752643585, + "lyap1_min": -0.010569076985120773, + "lyap_spec_mean": [ + 0.014178529381752014, + 0.008049430325627327, + 0.012531481683254242, + 0.0021524170879274607 + ], + "frac_above_star": 0.875 + }, + { + "step": 2128, + "lr": 0.0001, + "sup_loss": 0.9614813313052522, + "rf_loss": 0.00021085550542920828, + "total_loss": 0.9616921868106814, + "lyap1_mean": 0.011826843023300171, + "lyap1_max": 0.022853229194879532, + "lyap1_min": -0.0013423888012766838, + "lyap_spec_mean": [ + 0.011826843023300171, + 0.015234626829624176, + 0.00984275620430708, + 0.010094634257256985 + ], + "frac_above_star": 0.875 + }, + { + "step": 2129, + "lr": 0.0001, + "sup_loss": 0.9587749009871006, + "rf_loss": 0.00021966041822452098, + "total_loss": 0.9589945614053251, + "lyap1_mean": 0.013740299269557, + "lyap1_max": 0.04941261559724808, + "lyap1_min": -0.006005916278809309, + "lyap_spec_mean": [ + 0.013740299269557, + 0.00275982404127717, + 0.009225762449204922, + -0.0010582712711766362 + ], + "frac_above_star": 0.625 + }, + { + "step": 2130, + "lr": 0.0001, + "sup_loss": 0.9080390557655901, + "rf_loss": 0.00012624642113223672, + "total_loss": 0.9081653021867223, + "lyap1_mean": -0.0013885089429095387, + "lyap1_max": 0.017118869349360466, + "lyap1_min": -0.018841831013560295, + "lyap_spec_mean": [ + -0.001388508826494217, + -0.00012740865349769592, + 0.0007813272532075644, + -0.006284850649535656 + ], + "frac_above_star": 0.375 + }, + { + "step": 2131, + "lr": 0.0001, + "sup_loss": 0.966204461137269, + "rf_loss": 0.00014566272147931159, + "total_loss": 0.9663501238587483, + "lyap1_mean": 0.0022130263969302177, + "lyap1_max": 0.014269678853452206, + "lyap1_min": -0.009702173992991447, + "lyap_spec_mean": [ + 0.0022130263969302177, + 0.00010027538519352674, + -0.004750237800180912, + -0.00982744712382555 + ], + "frac_above_star": 0.625 + }, + { + "step": 2132, + "lr": 0.0001, + "sup_loss": 0.97254799008881, + "rf_loss": 0.0002484770957380533, + "total_loss": 0.972796467184548, + "lyap1_mean": -0.007029544562101364, + "lyap1_max": 0.00946976337581873, + "lyap1_min": -0.023726722225546837, + "lyap_spec_mean": [ + -0.0070295450277626514, + -0.009369660168886185, + -0.013414870947599411, + -0.00962835643440485 + ], + "frac_above_star": 0.375 + }, + { + "step": 2133, + "lr": 0.0001, + "sup_loss": 0.9429461223096866, + "rf_loss": 0.0002546665782574564, + "total_loss": 0.943200788887944, + "lyap1_mean": -0.007623401470482349, + "lyap1_max": 0.01361095067113638, + "lyap1_min": -0.022031284868717194, + "lyap_spec_mean": [ + -0.007623401470482349, + -0.01228343229740858, + -0.00926767848432064, + -0.018888937309384346 + ], + "frac_above_star": 0.25 + }, + { + "step": 2134, + "lr": 0.0001, + "sup_loss": 0.8950993457912957, + "rf_loss": 0.0003894044493790716, + "total_loss": 0.8954887502406748, + "lyap1_mean": -0.011689402163028717, + "lyap1_max": 0.023272112011909485, + "lyap1_min": -0.04353182017803192, + "lyap_spec_mean": [ + -0.011689402163028717, + -0.010979016311466694, + -0.01330933254212141, + -0.01560012623667717 + ], + "frac_above_star": 0.25 + }, + { + "step": 2135, + "lr": 0.0001, + "sup_loss": 0.9809236897964673, + "rf_loss": 0.00021367569570429623, + "total_loss": 0.9811373654921716, + "lyap1_mean": -0.00032623903825879097, + "lyap1_max": 0.029795950278639793, + "lyap1_min": -0.014950811862945557, + "lyap_spec_mean": [ + -0.0003262388054281473, + -0.009370511397719383, + -0.010852813720703125, + -0.012902596034109592 + ], + "frac_above_star": 0.375 + }, + { + "step": 2136, + "lr": 0.0001, + "sup_loss": 0.9342626287046643, + "rf_loss": 0.0002571285585872829, + "total_loss": 0.9345197572632515, + "lyap1_mean": -0.000625676941126585, + "lyap1_max": 0.018537292256951332, + "lyap1_min": -0.025344228371977806, + "lyap_spec_mean": [ + -0.000625676941126585, + -0.005957888439297676, + -0.007658104412257671, + -0.013449100777506828 + ], + "frac_above_star": 0.5 + }, + { + "step": 2137, + "lr": 0.0001, + "sup_loss": 0.9126486892281049, + "rf_loss": 0.0001262325095012784, + "total_loss": 0.9127749217376062, + "lyap1_mean": 0.0012479887809604406, + "lyap1_max": 0.01951923593878746, + "lyap1_min": -0.018391020596027374, + "lyap_spec_mean": [ + 0.0012479887809604406, + 0.001273956848308444, + 0.0007590634631924331, + -0.002222062088549137 + ], + "frac_above_star": 0.5 + }, + { + "step": 2138, + "lr": 0.0001, + "sup_loss": 0.9555531675421082, + "rf_loss": 0.000165878445841372, + "total_loss": 0.9557190459879495, + "lyap1_mean": 0.008376138284802437, + "lyap1_max": 0.030545011162757874, + "lyap1_min": -0.007184505462646484, + "lyap_spec_mean": [ + 0.008376138284802437, + 0.00030108861392363906, + 0.007559793535619974, + 0.004965583793818951 + ], + "frac_above_star": 0.625 + }, + { + "step": 2139, + "lr": 0.0001, + "sup_loss": 0.9055296379184113, + "rf_loss": 0.0001630947517696768, + "total_loss": 0.905692732670181, + "lyap1_mean": 0.005218632984906435, + "lyap1_max": 0.018737081438302994, + "lyap1_min": -0.02386181429028511, + "lyap_spec_mean": [ + 0.005218632519245148, + -0.0024000878911465406, + -0.002350298687815666, + 0.001267569838091731 + ], + "frac_above_star": 0.75 + }, + { + "step": 2140, + "lr": 0.0001, + "sup_loss": 0.9594510163753878, + "rf_loss": 0.000682699668686837, + "total_loss": 0.9601337160440746, + "lyap1_mean": 0.026626748964190483, + "lyap1_max": 0.049795232713222504, + "lyap1_min": 0.0073294988833367825, + "lyap_spec_mean": [ + 0.026626748964190483, + 0.02733960747718811, + 0.02120807021856308, + 0.020492371171712875 + ], + "frac_above_star": 1.0 + }, + { + "step": 2141, + "lr": 0.0001, + "sup_loss": 0.9667539934200542, + "rf_loss": 0.0003405513125471771, + "total_loss": 0.9670945447326014, + "lyap1_mean": 0.022387534379959106, + "lyap1_max": 0.04093965142965317, + "lyap1_min": 0.005880340933799744, + "lyap_spec_mean": [ + 0.022387536242604256, + 0.01420734915882349, + 0.008869582787156105, + 0.009974793531000614 + ], + "frac_above_star": 1.0 + }, + { + "step": 2142, + "lr": 0.0001, + "sup_loss": 0.9387093303640139, + "rf_loss": 0.00017644235049374402, + "total_loss": 0.9388857727145077, + "lyap1_mean": 0.010014886036515236, + "lyap1_max": 0.02279377542436123, + "lyap1_min": -0.0017233469989150763, + "lyap_spec_mean": [ + 0.010014886036515236, + 0.011937960982322693, + 0.01247780118137598, + 0.005546192172914743 + ], + "frac_above_star": 0.875 + }, + { + "step": 2143, + "lr": 0.0001, + "sup_loss": 0.996087131653459, + "rf_loss": 0.00014689040835946798, + "total_loss": 0.9962340220618184, + "lyap1_mean": 0.004548126365989447, + "lyap1_max": 0.019029101356863976, + "lyap1_min": -0.013439151458442211, + "lyap_spec_mean": [ + 0.004548126365989447, + 0.006649813614785671, + 0.0006626632530242205, + -0.002265114104375243 + ], + "frac_above_star": 0.625 + }, + { + "step": 2144, + "lr": 0.0001, + "sup_loss": 0.9282625695824159, + "rf_loss": 0.00021920050494372845, + "total_loss": 0.9284817700873597, + "lyap1_mean": -0.009855461306869984, + "lyap1_max": 0.008834739215672016, + "lyap1_min": -0.0260603167116642, + "lyap_spec_mean": [ + -0.009855462238192558, + -0.010769601911306381, + -0.010865419171750546, + -0.013459710404276848 + ], + "frac_above_star": 0.25 + }, + { + "step": 2145, + "lr": 0.0001, + "sup_loss": 1.0075544748301428, + "rf_loss": 0.00034068417153321207, + "total_loss": 1.007895159001676, + "lyap1_mean": -0.006382034160196781, + "lyap1_max": 0.029019806534051895, + "lyap1_min": -0.03511456027626991, + "lyap_spec_mean": [ + -0.006382034160196781, + -0.012450815178453922, + -0.016761165112257004, + -0.008188363164663315 + ], + "frac_above_star": 0.375 + }, + { + "step": 2146, + "lr": 0.0001, + "sup_loss": 0.9187794921718736, + "rf_loss": 0.000458970433101058, + "total_loss": 0.9192384626049747, + "lyap1_mean": -0.017355382442474365, + "lyap1_max": 0.0016502027865499258, + "lyap1_min": -0.03672538325190544, + "lyap_spec_mean": [ + -0.017355382442474365, + -0.017451077699661255, + -0.018729232251644135, + -0.017291445285081863 + ], + "frac_above_star": 0.125 + }, + { + "step": 2147, + "lr": 0.0001, + "sup_loss": 0.9684527761702454, + "rf_loss": 0.00039246477535925806, + "total_loss": 0.9688452409456046, + "lyap1_mean": -0.018201511353254318, + "lyap1_max": -0.007106322795152664, + "lyap1_min": -0.03231818228960037, + "lyap_spec_mean": [ + -0.018201511353254318, + -0.019522931426763535, + -0.015791311860084534, + -0.01887165941298008 + ], + "frac_above_star": 0.0 + }, + { + "step": 2148, + "lr": 0.0001, + "sup_loss": 0.9239581162876713, + "rf_loss": 0.00017794582527130842, + "total_loss": 0.9241360621129426, + "lyap1_mean": -0.005100216716527939, + "lyap1_max": 0.013560261577367783, + "lyap1_min": -0.01926502212882042, + "lyap_spec_mean": [ + -0.0051002162508666515, + -0.004479274619370699, + -0.013686402700841427, + -0.009094974026083946 + ], + "frac_above_star": 0.25 + }, + { + "step": 2149, + "lr": 0.0001, + "sup_loss": 0.9761887888195175, + "rf_loss": 7.770813681418076e-05, + "total_loss": 0.9762664969563317, + "lyap1_mean": 0.0032135192304849625, + "lyap1_max": 0.018308930099010468, + "lyap1_min": -0.008874515071511269, + "lyap_spec_mean": [ + 0.003213518764823675, + -8.748771506361663e-05, + 0.00015111267566680908, + -0.0016876554582268 + ], + "frac_above_star": 0.375 + }, + { + "step": 2150, + "lr": 0.0001, + "sup_loss": 0.9751805747301635, + "rf_loss": 0.0001475331955589354, + "total_loss": 0.9753281079257224, + "lyap1_mean": 0.004036821890622377, + "lyap1_max": 0.03854180872440338, + "lyap1_min": -0.020696034654974937, + "lyap_spec_mean": [ + 0.004036822356283665, + -0.0028560515493154526, + -0.005657325964421034, + -0.0040381066501140594 + ], + "frac_above_star": 0.625 + }, + { + "step": 2151, + "lr": 0.0001, + "sup_loss": 0.9652048914834269, + "rf_loss": 0.00012822035932913423, + "total_loss": 0.965333111842756, + "lyap1_mean": 0.004192182794213295, + "lyap1_max": 0.017033206298947334, + "lyap1_min": -0.009746123105287552, + "lyap_spec_mean": [ + 0.004192182794213295, + -0.0012976719299331307, + -0.0018584660720080137, + -0.002089774003252387 + ], + "frac_above_star": 0.625 + }, + { + "step": 2152, + "lr": 0.0001, + "sup_loss": 0.974503237852033, + "rf_loss": 0.0002037825615843758, + "total_loss": 0.9747070204136173, + "lyap1_mean": 0.012805156409740448, + "lyap1_max": 0.03463112190365791, + "lyap1_min": -0.0005826669512316585, + "lyap_spec_mean": [ + 0.012805156409740448, + 0.006276006810367107, + 0.008335080929100513, + 0.0035490430891513824 + ], + "frac_above_star": 0.875 + }, + { + "step": 2153, + "lr": 0.0001, + "sup_loss": 0.9213875967669418, + "rf_loss": 0.0001384424977004528, + "total_loss": 0.9215260392646423, + "lyap1_mean": -0.004850403405725956, + "lyap1_max": 0.008415287360548973, + "lyap1_min": -0.027551701292395592, + "lyap_spec_mean": [ + -0.004850403405725956, + -0.0008502365089952946, + -0.0008285725489258766, + -0.0063339839689433575 + ], + "frac_above_star": 0.375 + }, + { + "step": 2154, + "lr": 0.0001, + "sup_loss": 0.9300428783653134, + "rf_loss": 0.0003510822425596416, + "total_loss": 0.930393960607873, + "lyap1_mean": 0.015419413335621357, + "lyap1_max": 0.05983709543943405, + "lyap1_min": -0.012410545721650124, + "lyap_spec_mean": [ + 0.015419412404298782, + 0.00863823015242815, + 0.0011732325656339526, + -0.003224726300686598 + ], + "frac_above_star": 0.75 + }, + { + "step": 2155, + "lr": 0.0001, + "sup_loss": 0.9413172634966729, + "rf_loss": 0.00019338710990268737, + "total_loss": 0.9415106506065756, + "lyap1_mean": 0.0031436020508408546, + "lyap1_max": 0.03193420171737671, + "lyap1_min": -0.014728950336575508, + "lyap_spec_mean": [ + 0.0031436022836714983, + -0.00161853211466223, + -0.0019400989403948188, + -0.004301896318793297 + ], + "frac_above_star": 0.5 + }, + { + "step": 2156, + "lr": 0.0001, + "sup_loss": 0.9225364361305617, + "rf_loss": 0.00020607437181752175, + "total_loss": 0.9227425105023792, + "lyap1_mean": 0.005639206152409315, + "lyap1_max": 0.03249907121062279, + "lyap1_min": -0.009078366681933403, + "lyap_spec_mean": [ + 0.005639206618070602, + 0.0045086415484547615, + -0.0024706674739718437, + 0.004182050004601479 + ], + "frac_above_star": 0.75 + }, + { + "step": 2157, + "lr": 0.0001, + "sup_loss": 0.9342618517909463, + "rf_loss": 0.0002268933312734589, + "total_loss": 0.9344887451222198, + "lyap1_mean": 0.0060304817743599415, + "lyap1_max": 0.022784104570746422, + "lyap1_min": -0.01486942544579506, + "lyap_spec_mean": [ + 0.006030482240021229, + -0.00020308559760451317, + -0.002176479669287801, + -0.006449992302805185 + ], + "frac_above_star": 0.625 + }, + { + "step": 2158, + "lr": 0.0001, + "sup_loss": 0.9284461955421132, + "rf_loss": 0.00015100363816600293, + "total_loss": 0.9285971991802792, + "lyap1_mean": -0.0018707584822550416, + "lyap1_max": 0.014853999018669128, + "lyap1_min": -0.016982968896627426, + "lyap_spec_mean": [ + -0.0018707583658397198, + 0.0017909244634211063, + -0.0037904586642980576, + 0.000393895257730037 + ], + "frac_above_star": 0.375 + }, + { + "step": 2159, + "lr": 0.0001, + "sup_loss": 0.9709774959932983, + "rf_loss": 0.00015762358088977635, + "total_loss": 0.9711351195741881, + "lyap1_mean": 0.009811276569962502, + "lyap1_max": 0.026964381337165833, + "lyap1_min": -0.001216022064909339, + "lyap_spec_mean": [ + 0.009811276569962502, + 0.0031887697987258434, + 0.0007870361441746354, + 0.0005685872165486217 + ], + "frac_above_star": 0.875 + }, + { + "step": 2160, + "lr": 0.0001, + "sup_loss": 0.9545062791514861, + "rf_loss": 7.923811790533364e-05, + "total_loss": 0.9545855172693914, + "lyap1_mean": -0.002514103427529335, + "lyap1_max": 0.005771997384727001, + "lyap1_min": -0.009255999699234962, + "lyap_spec_mean": [ + -0.002514103427529335, + -0.002821126487106085, + -0.0013064602389931679, + -0.0027234938461333513 + ], + "frac_above_star": 0.25 + }, + { + "step": 2161, + "lr": 0.0001, + "sup_loss": 0.9463020366251835, + "rf_loss": 0.0003626947873272002, + "total_loss": 0.9466647314125107, + "lyap1_mean": 0.011743656359612942, + "lyap1_max": 0.02856232225894928, + "lyap1_min": -0.0025124105159193277, + "lyap_spec_mean": [ + 0.011743657290935516, + 0.013768831267952919, + 0.008437776006758213, + 0.013282300904393196 + ], + "frac_above_star": 0.625 + }, + { + "step": 2162, + "lr": 0.0001, + "sup_loss": 0.9281436515428426, + "rf_loss": 0.0004455566231627017, + "total_loss": 0.9285892081660053, + "lyap1_mean": 0.016275865957140923, + "lyap1_max": 0.037568699568510056, + "lyap1_min": -0.0010880676563829184, + "lyap_spec_mean": [ + 0.016275867819786072, + 0.009446733631193638, + 0.021946975961327553, + 0.00781534519046545 + ], + "frac_above_star": 0.75 + }, + { + "step": 2163, + "lr": 0.0001, + "sup_loss": 0.8613106233401557, + "rf_loss": 0.0001439746847609058, + "total_loss": 0.8614545980249166, + "lyap1_mean": 0.009413003921508789, + "lyap1_max": 0.030615774914622307, + "lyap1_min": -0.012162664905190468, + "lyap_spec_mean": [ + 0.009413003921508789, + 0.01133398711681366, + 0.0026448373682796955, + -0.00036488071782514453 + ], + "frac_above_star": 0.75 + }, + { + "step": 2164, + "lr": 0.0001, + "sup_loss": 0.9706928657320135, + "rf_loss": 0.00014894266496412456, + "total_loss": 0.9708418083969776, + "lyap1_mean": 0.003798937425017357, + "lyap1_max": 0.04761405289173126, + "lyap1_min": -0.019582172855734825, + "lyap_spec_mean": [ + 0.0037989376578480005, + 0.0010717457626014948, + -0.006225203163921833, + -0.003129473887383938 + ], + "frac_above_star": 0.625 + }, + { + "step": 2165, + "lr": 0.0001, + "sup_loss": 0.9781087466998554, + "rf_loss": 0.00035142136039212346, + "total_loss": 0.9784601680602475, + "lyap1_mean": -0.013050421141088009, + "lyap1_max": 0.010055076330900192, + "lyap1_min": -0.030838698148727417, + "lyap_spec_mean": [ + -0.013050420209765434, + -0.01352977566421032, + -0.010992748662829399, + -0.019804473966360092 + ], + "frac_above_star": 0.125 + }, + { + "step": 2166, + "lr": 0.0001, + "sup_loss": 0.953659006613666, + "rf_loss": 0.0003720677341334522, + "total_loss": 0.9540310743477994, + "lyap1_mean": -0.013730918988585472, + "lyap1_max": 0.002395675051957369, + "lyap1_min": -0.021817050874233246, + "lyap_spec_mean": [ + -0.013730919919908047, + -0.01357769314199686, + -0.019866960123181343, + -0.018627019599080086 + ], + "frac_above_star": 0.125 + }, + { + "step": 2167, + "lr": 0.0001, + "sup_loss": 0.9190438679586899, + "rf_loss": 0.0006713642505928874, + "total_loss": 0.9197152322092828, + "lyap1_mean": -0.02168050780892372, + "lyap1_max": -0.006766495760530233, + "lyap1_min": -0.03687237575650215, + "lyap_spec_mean": [ + -0.021680505946278572, + -0.01832721009850502, + -0.025779973715543747, + -0.02320353128015995 + ], + "frac_above_star": 0.0 + }, + { + "step": 2168, + "lr": 0.0001, + "sup_loss": 0.9320145754709639, + "rf_loss": 0.0005564850871451199, + "total_loss": 0.932571060558109, + "lyap1_mean": -0.01378539577126503, + "lyap1_max": 0.02585582435131073, + "lyap1_min": -0.030061757192015648, + "lyap_spec_mean": [ + -0.01378539577126503, + -0.020970307290554047, + -0.02400997467339039, + -0.02062571421265602 + ], + "frac_above_star": 0.125 + }, + { + "step": 2169, + "lr": 0.0001, + "sup_loss": 0.9398899865246066, + "rf_loss": 0.000294468947686255, + "total_loss": 0.9401844554722929, + "lyap1_mean": -0.0045385099947452545, + "lyap1_max": 0.03718598559498787, + "lyap1_min": -0.023541923612356186, + "lyap_spec_mean": [ + -0.004538509529083967, + -0.009968860074877739, + -0.013009696267545223, + -0.015678472816944122 + ], + "frac_above_star": 0.25 + }, + { + "step": 2170, + "lr": 0.0001, + "sup_loss": 0.9321100705701202, + "rf_loss": 0.00025420612655580044, + "total_loss": 0.932364276696676, + "lyap1_mean": 0.0027184810023754835, + "lyap1_max": 0.0225388091057539, + "lyap1_min": -0.01707831770181656, + "lyap_spec_mean": [ + 0.0027184810023754835, + 0.00594991073012352, + 0.002024954417720437, + -0.001515542739070952 + ], + "frac_above_star": 0.5 + }, + { + "step": 2171, + "lr": 0.0001, + "sup_loss": 0.8845670400396164, + "rf_loss": 0.00024658042821101844, + "total_loss": 0.8848136204678274, + "lyap1_mean": 0.012818115763366222, + "lyap1_max": 0.03826306760311127, + "lyap1_min": -0.012402268126606941, + "lyap_spec_mean": [ + 0.012818116694688797, + 0.009401138871908188, + 0.00889703631401062, + 0.004888840951025486 + ], + "frac_above_star": 0.75 + }, + { + "step": 2172, + "lr": 0.0001, + "sup_loss": 0.9761582490554881, + "rf_loss": 0.0006778181996196508, + "total_loss": 0.9768360672551077, + "lyap1_mean": 0.025594890117645264, + "lyap1_max": 0.06266261637210846, + "lyap1_min": 0.008809907361865044, + "lyap_spec_mean": [ + 0.025594891980290413, + 0.018619809299707413, + 0.019048236310482025, + 0.020137879997491837 + ], + "frac_above_star": 1.0 + }, + { + "step": 2173, + "lr": 0.0001, + "sup_loss": 0.9684451524006257, + "rf_loss": 0.0007462751236744225, + "total_loss": 0.9691914275243001, + "lyap1_mean": 0.02504539117217064, + "lyap1_max": 0.049783796072006226, + "lyap1_min": -0.0012898461427539587, + "lyap_spec_mean": [ + 0.02504539303481579, + 0.0213809572160244, + 0.025353936478495598, + 0.01620478369295597 + ], + "frac_above_star": 0.875 + }, + { + "step": 2174, + "lr": 0.0001, + "sup_loss": 0.9679547503780702, + "rf_loss": 0.00013668295287061483, + "total_loss": 0.9680914333309408, + "lyap1_mean": 0.010686914436519146, + "lyap1_max": 0.02212795987725258, + "lyap1_min": -0.00897793099284172, + "lyap_spec_mean": [ + 0.010686914436519146, + 0.00587076973170042, + 0.007773320656269789, + 0.00571111124008894 + ], + "frac_above_star": 0.875 + }, + { + "step": 2175, + "lr": 0.0001, + "sup_loss": 0.9077005906005411, + "rf_loss": 0.0003064758493565023, + "total_loss": 0.9080070664498976, + "lyap1_mean": 0.011901557445526123, + "lyap1_max": 0.026769859716296196, + "lyap1_min": -0.01978302374482155, + "lyap_spec_mean": [ + 0.011901557445526123, + 0.010922249406576157, + 0.010526616126298904, + 0.0061645000241696835 + ], + "frac_above_star": 0.875 + }, + { + "step": 2176, + "lr": 0.0001, + "sup_loss": 0.9056236745565627, + "rf_loss": 0.00017449591541662812, + "total_loss": 0.9057981704719793, + "lyap1_mean": 0.009909597225487232, + "lyap1_max": 0.02376122586429119, + "lyap1_min": -0.0030098804272711277, + "lyap_spec_mean": [ + 0.009909598156809807, + 0.0009135231375694275, + 0.001479534083046019, + -0.003378329100087285 + ], + "frac_above_star": 0.75 + }, + { + "step": 2177, + "lr": 0.0001, + "sup_loss": 0.9518016471431984, + "rf_loss": 0.00019949718262068927, + "total_loss": 0.9520011443258191, + "lyap1_mean": -0.004903566557914019, + "lyap1_max": 0.009814406745135784, + "lyap1_min": -0.011876828037202358, + "lyap_spec_mean": [ + -0.004903566557914019, + 0.00013323751045390964, + -0.0063650947995483875, + -0.004943785257637501 + ], + "frac_above_star": 0.25 + }, + { + "step": 2178, + "lr": 0.0001, + "sup_loss": 0.922166859415358, + "rf_loss": 0.00012221832002978772, + "total_loss": 0.9222890777353878, + "lyap1_mean": 0.0008840094669722021, + "lyap1_max": 0.019645189866423607, + "lyap1_min": -0.01915598288178444, + "lyap_spec_mean": [ + 0.000884009525179863, + -0.0026810304261744022, + -0.0052499170415103436, + -0.006750086322426796 + ], + "frac_above_star": 0.625 + }, + { + "step": 2179, + "lr": 0.0001, + "sup_loss": 0.9311704917107269, + "rf_loss": 0.00016806456551421434, + "total_loss": 0.9313385562762411, + "lyap1_mean": 0.001696012681350112, + "lyap1_max": 0.02056008391082287, + "lyap1_min": -0.01784813404083252, + "lyap_spec_mean": [ + 0.0016960129141807556, + 0.00287087494507432, + -0.0028181392699480057, + -0.0007498161867260933 + ], + "frac_above_star": 0.5 + }, + { + "step": 2180, + "lr": 0.0001, + "sup_loss": 0.9047691573137226, + "rf_loss": 0.00012052620149916038, + "total_loss": 0.9048896835152218, + "lyap1_mean": -0.0027651076670736074, + "lyap1_max": 0.015144194476306438, + "lyap1_min": -0.018585866317152977, + "lyap_spec_mean": [ + -0.002765107899904251, + -0.009067704901099205, + -0.007279521785676479, + -0.008416468277573586 + ], + "frac_above_star": 0.375 + }, + { + "step": 2181, + "lr": 0.0001, + "sup_loss": 0.9266360029331016, + "rf_loss": 0.00010740682046161965, + "total_loss": 0.9267434097535632, + "lyap1_mean": -0.0029532485641539097, + "lyap1_max": 0.01800411567091942, + "lyap1_min": -0.020781302824616432, + "lyap_spec_mean": [ + -0.0029532480984926224, + -0.0030781514942646027, + -0.004799497313797474, + -0.003774938639253378 + ], + "frac_above_star": 0.375 + }, + { + "step": 2182, + "lr": 0.0001, + "sup_loss": 0.8331479179862431, + "rf_loss": 0.00019947122200392187, + "total_loss": 0.833347389208247, + "lyap1_mean": 0.00028005754575133324, + "lyap1_max": 0.01923437975347042, + "lyap1_min": -0.01362529955804348, + "lyap_spec_mean": [ + 0.0002800578949972987, + -0.011004636995494366, + -0.010684126988053322, + -0.014119178056716919 + ], + "frac_above_star": 0.375 + }, + { + "step": 2183, + "lr": 0.0001, + "sup_loss": 0.9406584106487558, + "rf_loss": 0.00014136916433926672, + "total_loss": 0.940799779813095, + "lyap1_mean": -0.0017451595049351454, + "lyap1_max": 0.009350745007395744, + "lyap1_min": -0.014543099328875542, + "lyap_spec_mean": [ + -0.0017451596213504672, + -0.010157019831240177, + -0.005231313873082399, + -0.007831706665456295 + ], + "frac_above_star": 0.5 + }, + { + "step": 2184, + "lr": 0.0001, + "sup_loss": 0.9256551437058446, + "rf_loss": 0.0002145326288882643, + "total_loss": 0.9258696763347328, + "lyap1_mean": 0.00468461774289608, + "lyap1_max": 0.015125483274459839, + "lyap1_min": -0.019288791343569756, + "lyap_spec_mean": [ + 0.00468461774289608, + -0.008431616239249706, + -0.007825948297977448, + -0.009076150134205818 + ], + "frac_above_star": 0.75 + }, + { + "step": 2185, + "lr": 0.0001, + "sup_loss": 0.9568654026876793, + "rf_loss": 0.00024904735619202256, + "total_loss": 0.9571144500438713, + "lyap1_mean": -0.0051769898273050785, + "lyap1_max": 0.012370108626782894, + "lyap1_min": -0.02637171559035778, + "lyap_spec_mean": [ + -0.0051769898273050785, + -0.010212562046945095, + -0.009527063928544521, + -0.014057086780667305 + ], + "frac_above_star": 0.5 + }, + { + "step": 2186, + "lr": 0.0001, + "sup_loss": 0.9835204910490762, + "rf_loss": 0.0002346151159144938, + "total_loss": 0.9837551061649907, + "lyap1_mean": -0.004612320568412542, + "lyap1_max": 0.011713768355548382, + "lyap1_min": -0.021703727543354034, + "lyap_spec_mean": [ + -0.004612320568412542, + -0.006034274585545063, + -0.014999167062342167, + -0.010352905839681625 + ], + "frac_above_star": 0.375 + }, + { + "step": 2187, + "lr": 0.0001, + "sup_loss": 0.9918255433319845, + "rf_loss": 0.0002920896513387561, + "total_loss": 0.9921176329833232, + "lyap1_mean": -0.00874671433120966, + "lyap1_max": 0.02992316707968712, + "lyap1_min": -0.02688620612025261, + "lyap_spec_mean": [ + -0.00874671433120966, + -0.004229126498103142, + -0.004622629843652248, + -0.007606957573443651 + ], + "frac_above_star": 0.125 + }, + { + "step": 2188, + "lr": 0.0001, + "sup_loss": 0.9264604047072796, + "rf_loss": 0.00018021544383373111, + "total_loss": 0.9266406201511134, + "lyap1_mean": -0.005378405563533306, + "lyap1_max": 0.009647706523537636, + "lyap1_min": -0.018836770206689835, + "lyap_spec_mean": [ + -0.005378405563533306, + -0.008765662088990211, + -0.009374769404530525, + -0.015004131011664867 + ], + "frac_above_star": 0.375 + }, + { + "step": 2189, + "lr": 0.0001, + "sup_loss": 0.9887905352439732, + "rf_loss": 0.00012983594206161797, + "total_loss": 0.9889203711860348, + "lyap1_mean": 0.00770062580704689, + "lyap1_max": 0.03173472732305527, + "lyap1_min": -0.002855743048712611, + "lyap_spec_mean": [ + 0.00770062580704689, + -0.00373653881251812, + -0.0017701766919344664, + -0.0007092594751156867 + ], + "frac_above_star": 0.625 + }, + { + "step": 2190, + "lr": 0.0001, + "sup_loss": 0.8796317204063069, + "rf_loss": 0.0001419602194800973, + "total_loss": 0.879773680625787, + "lyap1_mean": -0.0007195802754722536, + "lyap1_max": 0.016239413991570473, + "lyap1_min": -0.0182766392827034, + "lyap_spec_mean": [ + -0.0007195802172645926, + 0.003095214255154133, + -0.0033990563824772835, + -0.005140233784914017 + ], + "frac_above_star": 0.5 + }, + { + "step": 2191, + "lr": 0.0001, + "sup_loss": 0.8505479108946838, + "rf_loss": 0.00030944886384531856, + "total_loss": 0.8508573597585292, + "lyap1_mean": 0.013855884782969952, + "lyap1_max": 0.036257125437259674, + "lyap1_min": -0.00456375302746892, + "lyap_spec_mean": [ + 0.013855883851647377, + 0.01563984714448452, + 0.013803204521536827, + 0.008833702653646469 + ], + "frac_above_star": 0.75 + }, + { + "step": 2192, + "lr": 0.0001, + "sup_loss": 0.9258690848689495, + "rf_loss": 0.0007100419607013464, + "total_loss": 0.9265791268296508, + "lyap1_mean": 0.024326130747795105, + "lyap1_max": 0.04174184426665306, + "lyap1_min": 0.008278618566691875, + "lyap_spec_mean": [ + 0.024326128885149956, + 0.028080062940716743, + 0.020787838846445084, + 0.019631875678896904 + ], + "frac_above_star": 1.0 + }, + { + "step": 2193, + "lr": 0.0001, + "sup_loss": 0.9241472428978919, + "rf_loss": 0.001300102099776268, + "total_loss": 0.9254473449976681, + "lyap1_mean": 0.037991203367710114, + "lyap1_max": 0.053633444011211395, + "lyap1_min": 0.025842074304819107, + "lyap_spec_mean": [ + 0.037991203367710114, + 0.03108590841293335, + 0.03663548827171326, + 0.026318565011024475 + ], + "frac_above_star": 1.0 + }, + { + "step": 2194, + "lr": 0.0001, + "sup_loss": 0.9246813194175015, + "rf_loss": 0.0008836471242830157, + "total_loss": 0.9255649665417846, + "lyap1_mean": 0.030539225786924362, + "lyap1_max": 0.044701188802719116, + "lyap1_min": 0.01740511879324913, + "lyap_spec_mean": [ + 0.030539223924279213, + 0.029246438294649124, + 0.022144315764307976, + 0.029443662613630295 + ], + "frac_above_star": 1.0 + }, + { + "step": 2195, + "lr": 0.0001, + "sup_loss": 0.9144333068695504, + "rf_loss": 0.000340151134878397, + "total_loss": 0.9147734580044288, + "lyap1_mean": 0.016776135191321373, + "lyap1_max": 0.04321276396512985, + "lyap1_min": 0.007046926766633987, + "lyap_spec_mean": [ + 0.016776135191321373, + 0.017364896833896637, + 0.013949885964393616, + 0.013355406001210213 + ], + "frac_above_star": 1.0 + }, + { + "step": 2196, + "lr": 0.0001, + "sup_loss": 0.813819959454201, + "rf_loss": 0.00023751553089823574, + "total_loss": 0.8140574749850993, + "lyap1_mean": 0.01521344669163227, + "lyap1_max": 0.03900614380836487, + "lyap1_min": -0.004001195542514324, + "lyap_spec_mean": [ + 0.01521344855427742, + 0.012539619579911232, + 0.010875280946493149, + 0.005805204622447491 + ], + "frac_above_star": 0.875 + }, + { + "step": 2197, + "lr": 0.0001, + "sup_loss": 0.8401167631952999, + "rf_loss": 0.0001782997278496623, + "total_loss": 0.8402950629231496, + "lyap1_mean": -0.002180086448788643, + "lyap1_max": 0.02917739376425743, + "lyap1_min": -0.025896433740854263, + "lyap_spec_mean": [ + -0.0021800862159579992, + 0.004021011292934418, + -0.0030612193513661623, + -0.0032479253131896257 + ], + "frac_above_star": 0.375 + }, + { + "step": 2198, + "lr": 0.0001, + "sup_loss": 0.8746458237378462, + "rf_loss": 0.00042464560829102993, + "total_loss": 0.8750704693461372, + "lyap1_mean": -0.008218579925596714, + "lyap1_max": 0.012556890957057476, + "lyap1_min": -0.028864528983831406, + "lyap_spec_mean": [ + -0.008218579925596714, + -0.015230145305395126, + -0.013587086461484432, + -0.022273361682891846 + ], + "frac_above_star": 0.375 + }, + { + "step": 2199, + "lr": 0.0001, + "sup_loss": 0.8566245021088554, + "rf_loss": 0.0006333492929115891, + "total_loss": 0.857257851401767, + "lyap1_mean": -0.020436104387044907, + "lyap1_max": -0.014479230158030987, + "lyap1_min": -0.03389091044664383, + "lyap_spec_mean": [ + -0.020436104387044907, + -0.02239840291440487, + -0.025444205850362778, + -0.025134354829788208 + ], + "frac_above_star": 0.0 + }, + { + "step": 2200, + "lr": 0.0001, + "sup_loss": 0.9772624713516456, + "rf_loss": 0.0005535888485610485, + "total_loss": 0.9778160602002066, + "lyap1_mean": -0.018553532660007477, + "lyap1_max": -0.0025761600118130445, + "lyap1_min": -0.03076655976474285, + "lyap_spec_mean": [ + -0.018553532660007477, + -0.02090992033481598, + -0.021022964268922806, + -0.024761652573943138 + ], + "frac_above_star": 0.0 + }, + { + "step": 2201, + "lr": 0.0001, + "sup_loss": 0.8837042172365582, + "rf_loss": 0.0010398956947028637, + "total_loss": 0.8847441129312611, + "lyap1_mean": -0.030389413237571716, + "lyap1_max": -0.012146474793553352, + "lyap1_min": -0.04678595811128616, + "lyap_spec_mean": [ + -0.030389413237571716, + -0.02441198006272316, + -0.027866270393133163, + -0.029246266931295395 + ], + "frac_above_star": 0.0 + }, + { + "step": 2202, + "lr": 0.0001, + "sup_loss": 0.988475925220389, + "rf_loss": 0.0004268904449418187, + "total_loss": 0.9889028156653308, + "lyap1_mean": -0.010178016498684883, + "lyap1_max": 0.004586941562592983, + "lyap1_min": -0.03312301263213158, + "lyap_spec_mean": [ + -0.010178016498684883, + -0.019795916974544525, + -0.019399890676140785, + -0.017663678154349327 + ], + "frac_above_star": 0.25 + }, + { + "step": 2203, + "lr": 0.0001, + "sup_loss": 0.8690112149553212, + "rf_loss": 0.0008599880384281278, + "total_loss": 0.8698712029937493, + "lyap1_mean": -0.023095011711120605, + "lyap1_max": -0.00645102933049202, + "lyap1_min": -0.0338590145111084, + "lyap_spec_mean": [ + -0.023095011711120605, + -0.02574431709945202, + -0.029570583254098892, + -0.030933605507016182 + ], + "frac_above_star": 0.0 + }, + { + "step": 2204, + "lr": 0.0001, + "sup_loss": 0.9585328532643762, + "rf_loss": 0.00044849724508821964, + "total_loss": 0.9589813505094644, + "lyap1_mean": -0.011056359857320786, + "lyap1_max": 0.008920008316636086, + "lyap1_min": -0.02678055688738823, + "lyap_spec_mean": [ + -0.011056359857320786, + -0.015839440748095512, + -0.02176087722182274, + -0.022954439744353294 + ], + "frac_above_star": 0.25 + }, + { + "step": 2205, + "lr": 0.0001, + "sup_loss": 0.8514811498653174, + "rf_loss": 0.0002679267490748316, + "total_loss": 0.8517490766143923, + "lyap1_mean": -0.006428567226976156, + "lyap1_max": 0.01773664727807045, + "lyap1_min": -0.02255559340119362, + "lyap_spec_mean": [ + -0.006428567226976156, + -0.005713580176234245, + -0.0074130273424088955, + -0.013750463724136353 + ], + "frac_above_star": 0.375 + }, + { + "step": 2206, + "lr": 0.0001, + "sup_loss": 0.865958286522364, + "rf_loss": 0.00012065310147590935, + "total_loss": 0.8660789396238399, + "lyap1_mean": 0.002628832124173641, + "lyap1_max": 0.02067883498966694, + "lyap1_min": -0.023530345410108566, + "lyap_spec_mean": [ + 0.002628832822665572, + -0.0008996111573651433, + 7.48918391764164e-05, + -0.00422369921579957 + ], + "frac_above_star": 0.75 + }, + { + "step": 2207, + "lr": 0.0001, + "sup_loss": 0.9692544177078415, + "rf_loss": 0.0002544234157539904, + "total_loss": 0.9695088411235955, + "lyap1_mean": 0.013680732809007168, + "lyap1_max": 0.04629533737897873, + "lyap1_min": -0.00428358931094408, + "lyap_spec_mean": [ + 0.013680733740329742, + 0.00979740172624588, + 0.012196523137390614, + 0.00883355364203453 + ], + "frac_above_star": 0.75 + }, + { + "step": 2208, + "lr": 0.0001, + "sup_loss": 0.9367226412138111, + "rf_loss": 0.0005148733034729958, + "total_loss": 0.9372375145172841, + "lyap1_mean": 0.021733209490776062, + "lyap1_max": 0.040973417460918427, + "lyap1_min": 0.0021850222256034613, + "lyap_spec_mean": [ + 0.021733207628130913, + 0.016961589455604553, + 0.017685702070593834, + 0.017335927113890648 + ], + "frac_above_star": 1.0 + }, + { + "step": 2209, + "lr": 0.0001, + "sup_loss": 0.9403333782734372, + "rf_loss": 0.0007796831196174026, + "total_loss": 0.9411130613930546, + "lyap1_mean": 0.033160071820020676, + "lyap1_max": 0.06281787157058716, + "lyap1_min": 0.013297578319907188, + "lyap_spec_mean": [ + 0.033160071820020676, + 0.01782318390905857, + 0.023812465369701385, + 0.016902953386306763 + ], + "frac_above_star": 1.0 + }, + { + "step": 2210, + "lr": 0.0001, + "sup_loss": 0.9463403625021185, + "rf_loss": 0.0005766213871538639, + "total_loss": 0.9469169838892724, + "lyap1_mean": 0.02026516944169998, + "lyap1_max": 0.0601138174533844, + "lyap1_min": -0.0007942735683172941, + "lyap_spec_mean": [ + 0.02026516944169998, + 0.017011651769280434, + 0.02154362201690674, + 0.019000640138983727 + ], + "frac_above_star": 0.75 + }, + { + "step": 2211, + "lr": 0.0001, + "sup_loss": 0.9382163613454437, + "rf_loss": 0.00017781996575649828, + "total_loss": 0.9383941813112002, + "lyap1_mean": 0.010933902114629745, + "lyap1_max": 0.041640378534793854, + "lyap1_min": -0.005502806976437569, + "lyap_spec_mean": [ + 0.010933902114629745, + 0.006270266138017178, + 0.0043010287918150425, + 0.0007827802910469472 + ], + "frac_above_star": 0.875 + }, + { + "step": 2212, + "lr": 0.0001, + "sup_loss": 0.9602192115253511, + "rf_loss": 0.0001883202639874071, + "total_loss": 0.9604075317893385, + "lyap1_mean": -0.0005423363763839006, + "lyap1_max": 0.029867839068174362, + "lyap1_min": -0.015834210440516472, + "lyap_spec_mean": [ + -0.0005423364927992225, + -0.00510686170309782, + -0.002244616160169244, + -0.005446256138384342 + ], + "frac_above_star": 0.375 + }, + { + "step": 2213, + "lr": 0.0001, + "sup_loss": 0.97505955643945, + "rf_loss": 0.00025138858472928405, + "total_loss": 0.9753109450241793, + "lyap1_mean": -0.01171038206666708, + "lyap1_max": 0.0029478389769792557, + "lyap1_min": -0.02650562673807144, + "lyap_spec_mean": [ + -0.01171038206666708, + -0.008388007059693336, + -0.017423365265130997, + -0.008667959831655025 + ], + "frac_above_star": 0.125 + }, + { + "step": 2214, + "lr": 0.0001, + "sup_loss": 0.9138032013252373, + "rf_loss": 0.0003109504468739033, + "total_loss": 0.9141141517721112, + "lyap1_mean": -0.011495727114379406, + "lyap1_max": 0.008439380675554276, + "lyap1_min": -0.02980245277285576, + "lyap_spec_mean": [ + -0.011495726183056831, + -0.010507800616323948, + -0.016766276210546494, + -0.0140672093257308 + ], + "frac_above_star": 0.375 + }, + { + "step": 2215, + "lr": 0.0001, + "sup_loss": 0.9807104577950702, + "rf_loss": 0.00019739563867915422, + "total_loss": 0.9809078534337493, + "lyap1_mean": -0.00416914327070117, + "lyap1_max": 0.015298862010240555, + "lyap1_min": -0.01839907094836235, + "lyap_spec_mean": [ + -0.004169142805039883, + -0.003417638596147299, + -0.012802155688405037, + -0.009989919140934944 + ], + "frac_above_star": 0.25 + }, + { + "step": 2216, + "lr": 0.0001, + "sup_loss": 0.8928178076318847, + "rf_loss": 0.00018447247566655278, + "total_loss": 0.8930022801075512, + "lyap1_mean": -0.0045392452739179134, + "lyap1_max": 0.009260030463337898, + "lyap1_min": -0.022170748561620712, + "lyap_spec_mean": [ + -0.0045392452739179134, + -0.006016526371240616, + -0.007440873421728611, + -0.015084822662174702 + ], + "frac_above_star": 0.375 + }, + { + "step": 2217, + "lr": 0.0001, + "sup_loss": 0.8663794866530627, + "rf_loss": 8.298884495161474e-05, + "total_loss": 0.8664624754980144, + "lyap1_mean": 0.0004703251179307699, + "lyap1_max": 0.010554897598922253, + "lyap1_min": -0.008861947804689407, + "lyap_spec_mean": [ + 0.0004703251179307699, + 0.004147383384406567, + -0.00021180626936256886, + -0.004213177133351564 + ], + "frac_above_star": 0.5 + }, + { + "step": 2218, + "lr": 0.0001, + "sup_loss": 0.9431402914671898, + "rf_loss": 0.00014416611520573497, + "total_loss": 0.9432844575823955, + "lyap1_mean": 0.012141529470682144, + "lyap1_max": 0.03099307417869568, + "lyap1_min": -0.004987941589206457, + "lyap_spec_mean": [ + 0.012141529470682144, + 0.00808904692530632, + 0.003219510894268751, + 0.002704298123717308 + ], + "frac_above_star": 0.875 + }, + { + "step": 2219, + "lr": 0.0001, + "sup_loss": 0.9602405729512414, + "rf_loss": 9.813990618567914e-05, + "total_loss": 0.9603387128574271, + "lyap1_mean": 0.007419845089316368, + "lyap1_max": 0.021492507308721542, + "lyap1_min": -0.004189073108136654, + "lyap_spec_mean": [ + 0.007419845554977655, + 0.008239749819040298, + 0.006888573057949543, + -0.0014860059600323439 + ], + "frac_above_star": 0.875 + }, + { + "step": 2220, + "lr": 0.0001, + "sup_loss": 0.9763182950230374, + "rf_loss": 0.00017378928896505386, + "total_loss": 0.9764920843120024, + "lyap1_mean": 0.0009374518995173275, + "lyap1_max": 0.018749739974737167, + "lyap1_min": -0.015496514737606049, + "lyap_spec_mean": [ + 0.0009374519577249885, + -0.000790378893725574, + 0.0023618610575795174, + -0.0025505158118903637 + ], + "frac_above_star": 0.5 + }, + { + "step": 2221, + "lr": 0.0001, + "sup_loss": 0.9861233075063822, + "rf_loss": 0.00023118575336411595, + "total_loss": 0.9863544932597463, + "lyap1_mean": 0.0031564238015562296, + "lyap1_max": 0.013155749067664146, + "lyap1_min": -0.009363631717860699, + "lyap_spec_mean": [ + 0.003156424267217517, + -0.004963742569088936, + -0.0064957719296216965, + -0.0007526164408773184 + ], + "frac_above_star": 0.75 + }, + { + "step": 2222, + "lr": 0.0001, + "sup_loss": 0.9217191032242877, + "rf_loss": 0.00040482758777216077, + "total_loss": 0.9221239308120599, + "lyap1_mean": -0.014592674560844898, + "lyap1_max": 0.001928078942000866, + "lyap1_min": -0.04188421368598938, + "lyap_spec_mean": [ + -0.014592674560844898, + -0.0076909372583031654, + -0.011568069458007812, + -0.018337134271860123 + ], + "frac_above_star": 0.25 + }, + { + "step": 2223, + "lr": 0.0001, + "sup_loss": 0.8965411904032521, + "rf_loss": 0.00037059371243231, + "total_loss": 0.8969117841156844, + "lyap1_mean": -0.012291857972741127, + "lyap1_max": -0.0001781887112883851, + "lyap1_min": -0.022317057475447655, + "lyap_spec_mean": [ + -0.012291857972741127, + -0.010964538902044296, + -0.01755271479487419, + -0.016554975882172585 + ], + "frac_above_star": 0.0 + }, + { + "step": 2224, + "lr": 0.0001, + "sup_loss": 0.953677892317036, + "rf_loss": 0.0002497240202501416, + "total_loss": 0.9539276163372862, + "lyap1_mean": 0.0015201770002022386, + "lyap1_max": 0.021443715319037437, + "lyap1_min": -0.022129004821181297, + "lyap_spec_mean": [ + 0.0015201764181256294, + -0.001909701619297266, + -0.00650240620598197, + -0.007189909927546978 + ], + "frac_above_star": 0.75 + }, + { + "step": 2225, + "lr": 0.0001, + "sup_loss": 0.9229627811370262, + "rf_loss": 0.00010833328269654885, + "total_loss": 0.9230711144197228, + "lyap1_mean": 0.007306987419724464, + "lyap1_max": 0.017886726185679436, + "lyap1_min": 0.001162540866062045, + "lyap_spec_mean": [ + 0.007306987419724464, + 0.00967857614159584, + 0.0017612482188269496, + -0.0036791348829865456 + ], + "frac_above_star": 1.0 + }, + { + "step": 2226, + "lr": 0.0001, + "sup_loss": 0.9673608181042762, + "rf_loss": 0.00017869728617370129, + "total_loss": 0.9675395153904499, + "lyap1_mean": 0.014859018847346306, + "lyap1_max": 0.028707366436719894, + "lyap1_min": 0.005732039920985699, + "lyap_spec_mean": [ + 0.01485901977866888, + 0.005814066622406244, + 0.010571572929620743, + 0.005655714776366949 + ], + "frac_above_star": 1.0 + }, + { + "step": 2227, + "lr": 0.0001, + "sup_loss": 0.9477533940354959, + "rf_loss": 0.00026967452140524983, + "total_loss": 0.9480230685569011, + "lyap1_mean": 0.01818651705980301, + "lyap1_max": 0.03509829565882683, + "lyap1_min": -0.004619406070560217, + "lyap_spec_mean": [ + 0.01818651705980301, + 0.015011094510555267, + 0.005144721828401089, + 0.0044774278067052364 + ], + "frac_above_star": 0.875 + }, + { + "step": 2228, + "lr": 0.0001, + "sup_loss": 0.8746060644850929, + "rf_loss": 0.0003687413700390607, + "total_loss": 0.874974805855132, + "lyap1_mean": 0.017242807894945145, + "lyap1_max": 0.039440687745809555, + "lyap1_min": -0.008802317082881927, + "lyap_spec_mean": [ + 0.017242807894945145, + 0.00564216822385788, + 0.012329083867371082, + 0.00984136015176773 + ], + "frac_above_star": 0.875 + }, + { + "step": 2229, + "lr": 0.0001, + "sup_loss": 0.9462510849625196, + "rf_loss": 0.0003868471540044993, + "total_loss": 0.9466379321165241, + "lyap1_mean": 0.018119536340236664, + "lyap1_max": 0.05182243138551712, + "lyap1_min": -0.000920767430216074, + "lyap_spec_mean": [ + 0.018119534477591515, + 0.016785385087132454, + 0.01042613573372364, + 0.009637466631829739 + ], + "frac_above_star": 0.875 + }, + { + "step": 2230, + "lr": 0.0001, + "sup_loss": 0.8988319831224519, + "rf_loss": 0.000404523394536227, + "total_loss": 0.8992365065169882, + "lyap1_mean": 0.02245355397462845, + "lyap1_max": 0.05707714706659317, + "lyap1_min": -0.004134902730584145, + "lyap_spec_mean": [ + 0.022453555837273598, + 0.014088578522205353, + 0.004741525277495384, + 0.010980186983942986 + ], + "frac_above_star": 0.875 + }, + { + "step": 2231, + "lr": 0.0001, + "sup_loss": 0.9225482506734799, + "rf_loss": 0.0001787083747331053, + "total_loss": 0.922726959048213, + "lyap1_mean": 2.8295558877289295e-05, + "lyap1_max": 0.02764561027288437, + "lyap1_min": -0.024010486900806427, + "lyap_spec_mean": [ + 2.8295675292611122e-05, + 0.004963232204318047, + -0.005809346213936806, + -0.0020528805907815695 + ], + "frac_above_star": 0.375 + }, + { + "step": 2232, + "lr": 0.0001, + "sup_loss": 0.954949901228919, + "rf_loss": 0.00033113895915448666, + "total_loss": 0.9552810401880735, + "lyap1_mean": -0.012739945203065872, + "lyap1_max": 0.008274048566818237, + "lyap1_min": -0.03882983326911926, + "lyap_spec_mean": [ + -0.012739945203065872, + -0.010114895179867744, + -0.016412314027547836, + -0.013536959886550903 + ], + "frac_above_star": 0.125 + }, + { + "step": 2233, + "lr": 0.0001, + "sup_loss": 0.9484201768001168, + "rf_loss": 0.00034252137993462384, + "total_loss": 0.9487626981800514, + "lyap1_mean": -0.018172025680541992, + "lyap1_max": -0.004443487152457237, + "lyap1_min": -0.03277933597564697, + "lyap_spec_mean": [ + -0.01817202754318714, + -0.011046193540096283, + -0.013743682764470577, + -0.0104256272315979 + ], + "frac_above_star": 0.0 + }, + { + "step": 2234, + "lr": 0.0001, + "sup_loss": 0.9107730755081174, + "rf_loss": 0.00022514021839015186, + "total_loss": 0.9109982157265075, + "lyap1_mean": -0.008556059561669827, + "lyap1_max": 0.009964879602193832, + "lyap1_min": -0.028798174113035202, + "lyap_spec_mean": [ + -0.008556059561669827, + -0.010921051725745201, + -0.006563916802406311, + -0.011629272252321243 + ], + "frac_above_star": 0.125 + }, + { + "step": 2235, + "lr": 0.0001, + "sup_loss": 0.9101316586315447, + "rf_loss": 0.0003768853493966162, + "total_loss": 0.9105085439809413, + "lyap1_mean": -0.017158709466457367, + "lyap1_max": -0.008665733970701694, + "lyap1_min": -0.02809493988752365, + "lyap_spec_mean": [ + -0.017158707603812218, + -0.019352324306964874, + -0.01618519052863121, + -0.014768299646675587 + ], + "frac_above_star": 0.0 + }, + { + "step": 2236, + "lr": 0.0001, + "sup_loss": 0.9055399976373, + "rf_loss": 0.0002207706857006997, + "total_loss": 0.9057607683230007, + "lyap1_mean": -0.004358064848929644, + "lyap1_max": 0.03745115548372269, + "lyap1_min": -0.024263862520456314, + "lyap_spec_mean": [ + -0.004358064848929644, + -0.007835233584046364, + -0.006827887613326311, + -0.012320345267653465 + ], + "frac_above_star": 0.25 + }, + { + "step": 2237, + "lr": 0.0001, + "sup_loss": 0.8984044467826632, + "rf_loss": 0.00019655871437862515, + "total_loss": 0.8986010054970418, + "lyap1_mean": -0.006372199393808842, + "lyap1_max": 0.00877277459949255, + "lyap1_min": -0.030514918267726898, + "lyap_spec_mean": [ + -0.006372198928147554, + -0.00935922097414732, + -0.007036185823380947, + -0.008699215948581696 + ], + "frac_above_star": 0.375 + }, + { + "step": 2238, + "lr": 0.0001, + "sup_loss": 0.9364686874074415, + "rf_loss": 0.00017385890532750636, + "total_loss": 0.936642546312769, + "lyap1_mean": 0.002504325471818447, + "lyap1_max": 0.03172123432159424, + "lyap1_min": -0.019250234588980675, + "lyap_spec_mean": [ + 0.002504325471818447, + 0.00013922329526394606, + -0.0024603726342320442, + -0.00739666074514389 + ], + "frac_above_star": 0.625 + }, + { + "step": 2239, + "lr": 0.0001, + "sup_loss": 0.9360351379645222, + "rf_loss": 0.00018263750826008618, + "total_loss": 0.9362177754727823, + "lyap1_mean": 0.013089525513350964, + "lyap1_max": 0.03721584007143974, + "lyap1_min": -0.005889382213354111, + "lyap_spec_mean": [ + 0.013089525513350964, + 0.007601181976497173, + 0.002855052473023534, + 0.006525333970785141 + ], + "frac_above_star": 0.75 + }, + { + "step": 2240, + "lr": 0.0001, + "sup_loss": 0.9119887110711623, + "rf_loss": 0.00016022792260628194, + "total_loss": 0.9121489389937686, + "lyap1_mean": -0.0002694141585379839, + "lyap1_max": 0.01302641537040472, + "lyap1_min": -0.013556315563619137, + "lyap_spec_mean": [ + -0.00026941398391500115, + 0.008936257101595402, + -0.002714610891416669, + -0.0030326966661959887 + ], + "frac_above_star": 0.625 + }, + { + "step": 2241, + "lr": 0.0001, + "sup_loss": 0.9224815601498788, + "rf_loss": 0.0001441786444047466, + "total_loss": 0.9226257387942836, + "lyap1_mean": 0.00941353291273117, + "lyap1_max": 0.023380255326628685, + "lyap1_min": -0.006809770129621029, + "lyap_spec_mean": [ + 0.00941353291273117, + 0.0049806018359959126, + 0.00034944433718919754, + 0.00010020448826253414 + ], + "frac_above_star": 0.875 + }, + { + "step": 2242, + "lr": 0.0001, + "sup_loss": 0.9378010376537143, + "rf_loss": 0.0001999681262532249, + "total_loss": 0.9380010057799675, + "lyap1_mean": 0.0035795101430267096, + "lyap1_max": 0.025048894807696342, + "lyap1_min": -0.009799599647521973, + "lyap_spec_mean": [ + 0.0035795101430267096, + 0.0043566725216805935, + 0.006602868437767029, + 0.00243001407943666 + ], + "frac_above_star": 0.625 + }, + { + "step": 2243, + "lr": 0.0001, + "sup_loss": 0.9574464324378891, + "rf_loss": 0.00014884761185385287, + "total_loss": 0.9575952800497429, + "lyap1_mean": 0.006399746052920818, + "lyap1_max": 0.021941013634204865, + "lyap1_min": -0.012268885970115662, + "lyap_spec_mean": [ + 0.006399746518582106, + -6.0049816966056824e-05, + 0.0001459175255149603, + -0.0009309431770816445 + ], + "frac_above_star": 0.625 + }, + { + "step": 2244, + "lr": 0.0001, + "sup_loss": 0.9581348804403811, + "rf_loss": 0.0001371759281028062, + "total_loss": 0.9582720563684839, + "lyap1_mean": 0.0002531975042074919, + "lyap1_max": 0.016885634511709213, + "lyap1_min": -0.009469672106206417, + "lyap_spec_mean": [ + 0.0002531972713768482, + 0.001421197084710002, + 0.0017655687406659126, + -0.0006224736571311951 + ], + "frac_above_star": 0.375 + }, + { + "step": 2245, + "lr": 0.0001, + "sup_loss": 0.928608322042517, + "rf_loss": 0.00017541761917527765, + "total_loss": 0.9287837396616923, + "lyap1_mean": -0.004712885711342096, + "lyap1_max": 0.017361557111144066, + "lyap1_min": -0.0197745468467474, + "lyap_spec_mean": [ + -0.004712885711342096, + -0.006465851329267025, + -0.002455685054883361, + -0.007823524996638298 + ], + "frac_above_star": 0.375 + }, + { + "step": 2246, + "lr": 0.0001, + "sup_loss": 0.9471427625898872, + "rf_loss": 0.00018220121273770928, + "total_loss": 0.9473249638026249, + "lyap1_mean": 0.00160015223082155, + "lyap1_max": 0.014412123709917068, + "lyap1_min": -0.02260788343846798, + "lyap_spec_mean": [ + 0.00160015223082155, + -0.0011188670760020614, + -0.00364591833204031, + 0.0017003195825964212 + ], + "frac_above_star": 0.625 + }, + { + "step": 2247, + "lr": 0.0001, + "sup_loss": 0.8697506068709695, + "rf_loss": 0.00017895859491545707, + "total_loss": 0.869929565465885, + "lyap1_mean": 0.009044338017702103, + "lyap1_max": 0.027646251022815704, + "lyap1_min": -0.015011120587587357, + "lyap_spec_mean": [ + 0.009044338017702103, + -0.0056088948622345924, + -0.0038058734498918056, + -0.004114192444831133 + ], + "frac_above_star": 0.75 + }, + { + "step": 2248, + "lr": 0.0001, + "sup_loss": 0.9255138303007916, + "rf_loss": 0.0001239395933225751, + "total_loss": 0.9256377698941142, + "lyap1_mean": -0.0016806218773126602, + "lyap1_max": 0.009077295660972595, + "lyap1_min": -0.01928621158003807, + "lyap_spec_mean": [ + -0.001680621993727982, + 0.0007625047001056373, + -0.007528766989707947, + -0.0038009262643754482 + ], + "frac_above_star": 0.625 + }, + { + "step": 2249, + "lr": 0.0001, + "sup_loss": 0.9521690192729321, + "rf_loss": 0.00031625243718735874, + "total_loss": 0.9524852717101194, + "lyap1_mean": -0.0011611031368374825, + "lyap1_max": 0.023168906569480896, + "lyap1_min": -0.027593892067670822, + "lyap_spec_mean": [ + -0.001161103369668126, + -0.01053629070520401, + -0.011645079590380192, + -0.0102020762860775 + ], + "frac_above_star": 0.375 + }, + { + "step": 2250, + "lr": 0.0001, + "sup_loss": 0.877775759058549, + "rf_loss": 0.0002311829593963921, + "total_loss": 0.8780069420179454, + "lyap1_mean": -0.003282063640654087, + "lyap1_max": 0.029574891552329063, + "lyap1_min": -0.01821983978152275, + "lyap_spec_mean": [ + -0.0032820638734847307, + -0.00877874530851841, + -0.008399133570492268, + -0.007858501747250557 + ], + "frac_above_star": 0.25 + }, + { + "step": 2251, + "lr": 0.0001, + "sup_loss": 0.8641251269081177, + "rf_loss": 0.00019122254161629826, + "total_loss": 0.864316349449734, + "lyap1_mean": 0.00869070366024971, + "lyap1_max": 0.03264936804771423, + "lyap1_min": -0.011456064879894257, + "lyap_spec_mean": [ + 0.00869070366024971, + 0.0008200702723115683, + -0.010649643838405609, + -0.010658571496605873 + ], + "frac_above_star": 0.75 + }, + { + "step": 2252, + "lr": 0.0001, + "sup_loss": 0.9347857730476375, + "rf_loss": 0.00027514106477610767, + "total_loss": 0.9350609141124137, + "lyap1_mean": 0.011278332211077213, + "lyap1_max": 0.024892834946513176, + "lyap1_min": -0.015302527695894241, + "lyap_spec_mean": [ + 0.011278332211077213, + 0.01185604464262724, + 0.009981125593185425, + 0.002010086551308632 + ], + "frac_above_star": 0.75 + }, + { + "step": 2253, + "lr": 0.0001, + "sup_loss": 0.9522283915089669, + "rf_loss": 0.00033266283571720123, + "total_loss": 0.9525610543446841, + "lyap1_mean": 0.012507157400250435, + "lyap1_max": 0.04596426337957382, + "lyap1_min": -0.005089887883514166, + "lyap_spec_mean": [ + 0.01250715646892786, + 0.013134563341736794, + 0.010404860600829124, + 0.00900690071284771 + ], + "frac_above_star": 0.625 + }, + { + "step": 2254, + "lr": 0.0001, + "sup_loss": 0.9420680063911673, + "rf_loss": 0.0001910141872940585, + "total_loss": 0.9422590205784613, + "lyap1_mean": 0.016825633123517036, + "lyap1_max": 0.03717859834432602, + "lyap1_min": 0.003783157095313072, + "lyap_spec_mean": [ + 0.016825633123517036, + 0.004872635938227177, + 0.00842229463160038, + 0.007876988500356674 + ], + "frac_above_star": 1.0 + }, + { + "step": 2255, + "lr": 0.0001, + "sup_loss": 0.9047691882638127, + "rf_loss": 0.0002242581540485844, + "total_loss": 0.9049934464178613, + "lyap1_mean": 0.006374013610184193, + "lyap1_max": 0.0280251856893301, + "lyap1_min": -0.023496117442846298, + "lyap_spec_mean": [ + 0.006374012678861618, + -0.0006301774410530925, + 0.0012432378716766834, + 0.004471637308597565 + ], + "frac_above_star": 0.625 + }, + { + "step": 2256, + "lr": 0.0001, + "sup_loss": 0.921024402612558, + "rf_loss": 0.00017382996156811714, + "total_loss": 0.9211982325741261, + "lyap1_mean": -0.005260802339762449, + "lyap1_max": 0.014085753820836544, + "lyap1_min": -0.020325804129242897, + "lyap_spec_mean": [ + -0.005260802339762449, + -0.004477779846638441, + -0.0040257954970002174, + -0.01097001414746046 + ], + "frac_above_star": 0.25 + }, + { + "step": 2257, + "lr": 0.0001, + "sup_loss": 0.858682566835298, + "rf_loss": 0.00019248342141509056, + "total_loss": 0.8588750502567131, + "lyap1_mean": -0.006079234182834625, + "lyap1_max": 0.016415558755397797, + "lyap1_min": -0.032822784036397934, + "lyap_spec_mean": [ + -0.006079233717173338, + -0.008170787245035172, + -0.013423990458250046, + -0.010837309062480927 + ], + "frac_above_star": 0.25 + }, + { + "step": 2258, + "lr": 0.0001, + "sup_loss": 0.9411189510522556, + "rf_loss": 0.00017935773939825594, + "total_loss": 0.9412983087916539, + "lyap1_mean": -0.0030448571778833866, + "lyap1_max": 0.01697710156440735, + "lyap1_min": -0.021164432168006897, + "lyap_spec_mean": [ + -0.0030448571778833866, + -0.006446520797908306, + -0.005806520115584135, + -0.00630571972578764 + ], + "frac_above_star": 0.375 + }, + { + "step": 2259, + "lr": 0.0001, + "sup_loss": 0.8304618509545675, + "rf_loss": 0.00023076546494849026, + "total_loss": 0.830692616419516, + "lyap1_mean": -0.001090750563889742, + "lyap1_max": 0.01795126311480999, + "lyap1_min": -0.017794501036405563, + "lyap_spec_mean": [ + -0.0010907507967203856, + -0.009431333281099796, + -0.003949782345443964, + -0.013820718973875046 + ], + "frac_above_star": 0.375 + }, + { + "step": 2260, + "lr": 0.0001, + "sup_loss": 0.9407318238452493, + "rf_loss": 0.00022809907386545092, + "total_loss": 0.9409599229191148, + "lyap1_mean": -0.0012504818150773644, + "lyap1_max": 0.012751053087413311, + "lyap1_min": -0.020629312843084335, + "lyap_spec_mean": [ + -0.0012504816986620426, + -0.006683781743049622, + -0.009652704000473022, + -0.015328845009207726 + ], + "frac_above_star": 0.5 + }, + { + "step": 2261, + "lr": 0.0001, + "sup_loss": 0.935796888238968, + "rf_loss": 0.00014106242451816797, + "total_loss": 0.9359379506634862, + "lyap1_mean": 0.005050971172749996, + "lyap1_max": 0.03310805559158325, + "lyap1_min": -0.008024239912629128, + "lyap_spec_mean": [ + 0.005050971172749996, + 0.01022411324083805, + -0.002252415753901005, + 0.0032116230577230453 + ], + "frac_above_star": 0.625 + }, + { + "step": 2262, + "lr": 0.0001, + "sup_loss": 0.9102466296010971, + "rf_loss": 0.0002549404453020543, + "total_loss": 0.9105015700463992, + "lyap1_mean": 0.007691843900829554, + "lyap1_max": 0.058918289840221405, + "lyap1_min": -0.012228468433022499, + "lyap_spec_mean": [ + 0.007691844366490841, + 0.0020795429591089487, + 0.005261772312223911, + 0.0024050776846706867 + ], + "frac_above_star": 0.5 + }, + { + "step": 2263, + "lr": 0.0001, + "sup_loss": 0.9478886400420936, + "rf_loss": 0.0002746000827755779, + "total_loss": 0.9481632401248692, + "lyap1_mean": 0.0060000126250088215, + "lyap1_max": 0.04305350035429001, + "lyap1_min": -0.009758839383721352, + "lyap_spec_mean": [ + 0.0060000126250088215, + 0.00806268397718668, + 0.010363005101680756, + -0.0007801833562552929 + ], + "frac_above_star": 0.625 + }, + { + "step": 2264, + "lr": 0.0001, + "sup_loss": 0.9143634401165672, + "rf_loss": 0.00033261498901993036, + "total_loss": 0.9146960551055872, + "lyap1_mean": 0.016628162935376167, + "lyap1_max": 0.058591440320014954, + "lyap1_min": -0.0004498125927057117, + "lyap_spec_mean": [ + 0.016628161072731018, + 0.014533679001033306, + 0.005505581386387348, + 0.011033168062567711 + ], + "frac_above_star": 0.875 + }, + { + "step": 2265, + "lr": 0.0001, + "sup_loss": 0.8271121249401816, + "rf_loss": 0.0001667702745180577, + "total_loss": 0.8272788952146997, + "lyap1_mean": 0.013649455271661282, + "lyap1_max": 0.03462176024913788, + "lyap1_min": 0.003552690614014864, + "lyap_spec_mean": [ + 0.013649455271661282, + 0.0057212915271520615, + 0.000793271348811686, + 0.005667426157742739 + ], + "frac_above_star": 1.0 + }, + { + "step": 2266, + "lr": 0.0001, + "sup_loss": 0.8939022669779626, + "rf_loss": 0.00014294020365923643, + "total_loss": 0.8940452071816218, + "lyap1_mean": 0.01114064734429121, + "lyap1_max": 0.016586223617196083, + "lyap1_min": 0.005735362879931927, + "lyap_spec_mean": [ + 0.01114064734429121, + 0.004999022930860519, + 0.007374105043709278, + -0.002931094728410244 + ], + "frac_above_star": 1.0 + }, + { + "step": 2267, + "lr": 0.0001, + "sup_loss": 0.9499806330681397, + "rf_loss": 0.00012045227049384266, + "total_loss": 0.9501010853386336, + "lyap1_mean": 0.004737115930765867, + "lyap1_max": 0.025699395686388016, + "lyap1_min": -0.012463085353374481, + "lyap_spec_mean": [ + 0.004737115930765867, + 0.0019441612530499697, + -0.006065011955797672, + -1.824519131332636e-05 + ], + "frac_above_star": 0.625 + }, + { + "step": 2268, + "lr": 0.0001, + "sup_loss": 0.9085577110584635, + "rf_loss": 0.00022196306963451207, + "total_loss": 0.908779674128098, + "lyap1_mean": 0.0014478847151622176, + "lyap1_max": 0.043416500091552734, + "lyap1_min": -0.02615433558821678, + "lyap_spec_mean": [ + 0.0014478848315775394, + -0.004079065285623074, + -0.0010019727051258087, + -0.008656325750052929 + ], + "frac_above_star": 0.375 + }, + { + "step": 2269, + "lr": 0.0001, + "sup_loss": 0.9266874215561972, + "rf_loss": 0.00022643525153398514, + "total_loss": 0.9269138568077312, + "lyap1_mean": -0.011703628115355968, + "lyap1_max": 0.0017116734525188804, + "lyap1_min": -0.03323293849825859, + "lyap_spec_mean": [ + -0.011703627184033394, + -0.006474591791629791, + -0.010463854297995567, + -0.013522306457161903 + ], + "frac_above_star": 0.125 + }, + { + "step": 2270, + "lr": 0.0001, + "sup_loss": 0.9368428949490225, + "rf_loss": 0.0002495872904546559, + "total_loss": 0.9370924822394772, + "lyap1_mean": -0.0033775819465517998, + "lyap1_max": 0.025114459916949272, + "lyap1_min": -0.02268199622631073, + "lyap_spec_mean": [ + -0.0033775819465517998, + -0.004122874699532986, + 0.0002989955246448517, + -0.008197048678994179 + ], + "frac_above_star": 0.375 + }, + { + "step": 2271, + "lr": 0.0001, + "sup_loss": 0.8281729483268434, + "rf_loss": 0.0001042000440065749, + "total_loss": 0.82827714837085, + "lyap1_mean": 0.0010223353747278452, + "lyap1_max": 0.01872292160987854, + "lyap1_min": -0.009602985344827175, + "lyap_spec_mean": [ + 0.0010223353747278452, + -0.00459272600710392, + -0.005995136685669422, + -0.00790445413440466 + ], + "frac_above_star": 0.375 + }, + { + "step": 2272, + "lr": 0.0001, + "sup_loss": 0.9678195505544204, + "rf_loss": 0.00015837745741009712, + "total_loss": 0.9679779280118305, + "lyap1_mean": 0.003348152618855238, + "lyap1_max": 0.027947094291448593, + "lyap1_min": -0.012614934705197811, + "lyap_spec_mean": [ + 0.003348152618855238, + -0.004071652889251709, + 0.0018580283503979445, + -0.0008021770045161247 + ], + "frac_above_star": 0.625 + }, + { + "step": 2273, + "lr": 0.0001, + "sup_loss": 0.9420464767565669, + "rf_loss": 0.00016335039981640875, + "total_loss": 0.9422098271563834, + "lyap1_mean": 0.008249413222074509, + "lyap1_max": 0.03763134032487869, + "lyap1_min": -0.01481429859995842, + "lyap_spec_mean": [ + 0.008249413222074509, + 0.010667035356163979, + 0.004765175748616457, + 0.0058813137002289295 + ], + "frac_above_star": 0.75 + }, + { + "step": 2274, + "lr": 0.0001, + "sup_loss": 0.9218889215600977, + "rf_loss": 0.00011592337978072464, + "total_loss": 0.9220048449398784, + "lyap1_mean": 0.008327691815793514, + "lyap1_max": 0.026583431288599968, + "lyap1_min": -0.006884909234941006, + "lyap_spec_mean": [ + 0.008327691815793514, + -0.0007157160434871912, + -0.001378475921228528, + -0.0025816326960921288 + ], + "frac_above_star": 0.75 + }, + { + "step": 2275, + "lr": 0.0001, + "sup_loss": 0.9153986734999786, + "rf_loss": 0.0001413752615917474, + "total_loss": 0.9155400487615704, + "lyap1_mean": 0.001189841190353036, + "lyap1_max": 0.016734395176172256, + "lyap1_min": -0.01389758288860321, + "lyap_spec_mean": [ + 0.001189841073937714, + -0.009746363386511803, + -0.003240597201511264, + -0.012136092409491539 + ], + "frac_above_star": 0.625 + }, + { + "step": 2276, + "lr": 0.0001, + "sup_loss": 0.9464218621973175, + "rf_loss": 0.00029995321528986096, + "total_loss": 0.9467218154126074, + "lyap1_mean": -0.01353155542165041, + "lyap1_max": 0.017338503152132034, + "lyap1_min": -0.027472347021102905, + "lyap_spec_mean": [ + -0.01353155542165041, + -0.011713927611708641, + -0.015342301689088345, + -0.015099992975592613 + ], + "frac_above_star": 0.125 + }, + { + "step": 2277, + "lr": 0.0001, + "sup_loss": 0.8949579062786852, + "rf_loss": 0.0003538040036801249, + "total_loss": 0.8953117102823653, + "lyap1_mean": -0.010484261438250542, + "lyap1_max": 0.0037231347523629665, + "lyap1_min": -0.02423296496272087, + "lyap_spec_mean": [ + -0.010484261438250542, + -0.017292866483330727, + -0.016049755737185478, + -0.018704133108258247 + ], + "frac_above_star": 0.25 + }, + { + "step": 2278, + "lr": 0.0001, + "sup_loss": 0.9533976564347442, + "rf_loss": 0.0003062801552005112, + "total_loss": 0.9537039365899447, + "lyap1_mean": -0.009081047959625721, + "lyap1_max": 0.008522607386112213, + "lyap1_min": -0.031001990661025047, + "lyap_spec_mean": [ + -0.009081047959625721, + -0.01433501485735178, + -0.013558441773056984, + -0.016291389241814613 + ], + "frac_above_star": 0.125 + }, + { + "step": 2279, + "lr": 0.0001, + "sup_loss": 0.9484993046405953, + "rf_loss": 0.00010761608427856117, + "total_loss": 0.9486069207248738, + "lyap1_mean": 0.004167655017226934, + "lyap1_max": 0.01717407815158367, + "lyap1_min": -0.006036105565726757, + "lyap_spec_mean": [ + 0.004167654551565647, + -0.004383236635476351, + -0.005116763524711132, + -0.0011438200017437339 + ], + "frac_above_star": 0.625 + }, + { + "step": 2280, + "lr": 0.0001, + "sup_loss": 0.9041186639707607, + "rf_loss": 0.00023469291045330465, + "total_loss": 0.904353356881214, + "lyap1_mean": 0.009204487316310406, + "lyap1_max": 0.04429712891578674, + "lyap1_min": -0.006737307645380497, + "lyap_spec_mean": [ + 0.009204487316310406, + 0.000600453233346343, + -0.005891880020499229, + 0.004846664611250162 + ], + "frac_above_star": 0.375 + }, + { + "step": 2281, + "lr": 0.0001, + "sup_loss": 0.9255664755997773, + "rf_loss": 0.0001700868597254157, + "total_loss": 0.9257365624595028, + "lyap1_mean": 0.007008656859397888, + "lyap1_max": 0.020086035132408142, + "lyap1_min": -0.012350528500974178, + "lyap_spec_mean": [ + 0.007008656859397888, + 0.0009298756485804915, + -0.004576241597533226, + -9.755289647728205e-05 + ], + "frac_above_star": 0.75 + }, + { + "step": 2282, + "lr": 0.0001, + "sup_loss": 0.9104269690629576, + "rf_loss": 0.00019790843361988664, + "total_loss": 0.9106248774965775, + "lyap1_mean": 0.006897321902215481, + "lyap1_max": 0.02876020036637783, + "lyap1_min": -0.01128112431615591, + "lyap_spec_mean": [ + 0.006897321902215481, + 0.0020587346516549587, + 0.0004355671117082238, + 0.0031352574005723 + ], + "frac_above_star": 0.5 + }, + { + "step": 2283, + "lr": 0.0001, + "sup_loss": 1.004872308515099, + "rf_loss": 0.00015211693244054914, + "total_loss": 1.0050244254475396, + "lyap1_mean": -0.004751513246446848, + "lyap1_max": 0.00967943761497736, + "lyap1_min": -0.019768472760915756, + "lyap_spec_mean": [ + -0.004751513712108135, + -0.0013918811455368996, + 0.0013537388294935226, + -0.005357662681490183 + ], + "frac_above_star": 0.25 + }, + { + "step": 2284, + "lr": 0.0001, + "sup_loss": 0.9186615688282583, + "rf_loss": 0.00029471461311914027, + "total_loss": 0.9189562834413775, + "lyap1_mean": -0.002344999462366104, + "lyap1_max": 0.027477551251649857, + "lyap1_min": -0.02154778689146042, + "lyap_spec_mean": [ + -0.002344998996704817, + -0.008899065665900707, + -0.015220006927847862, + -0.010964004322886467 + ], + "frac_above_star": 0.375 + }, + { + "step": 2285, + "lr": 0.0001, + "sup_loss": 0.9156539471212857, + "rf_loss": 0.0003190904390066862, + "total_loss": 0.9159730375602924, + "lyap1_mean": -0.005965161602944136, + "lyap1_max": 0.01340534072369337, + "lyap1_min": -0.01972116529941559, + "lyap_spec_mean": [ + -0.005965162068605423, + -0.01613333821296692, + -0.01329832524061203, + -0.019917359575629234 + ], + "frac_above_star": 0.25 + }, + { + "step": 2286, + "lr": 0.0001, + "sup_loss": 0.8978345182687706, + "rf_loss": 0.00016951278666965663, + "total_loss": 0.8980040310554402, + "lyap1_mean": -0.0100024389103055, + "lyap1_max": 0.0018802732229232788, + "lyap1_min": -0.02556314691901207, + "lyap_spec_mean": [ + -0.010002439841628075, + -0.01121265348047018, + -0.004565396346151829, + -0.007745531387627125 + ], + "frac_above_star": 0.125 + }, + { + "step": 2287, + "lr": 0.0001, + "sup_loss": 0.9432117839285298, + "rf_loss": 0.00022731830540578812, + "total_loss": 0.9434391022339356, + "lyap1_mean": 0.006768441759049892, + "lyap1_max": 0.026053860783576965, + "lyap1_min": -0.015397990122437477, + "lyap_spec_mean": [ + 0.00676844222471118, + -0.003466223832219839, + -0.003779033664613962, + -0.006992644164711237 + ], + "frac_above_star": 0.75 + }, + { + "step": 2288, + "lr": 0.0001, + "sup_loss": 0.9314287816703769, + "rf_loss": 0.0001651978527661413, + "total_loss": 0.931593979523143, + "lyap1_mean": 0.01099410094320774, + "lyap1_max": 0.03675766661763191, + "lyap1_min": -0.014276704750955105, + "lyap_spec_mean": [ + 0.010994100011885166, + 0.0049633909948170185, + -0.00013343390310183167, + -0.0010399137390777469 + ], + "frac_above_star": 0.875 + }, + { + "step": 2289, + "lr": 0.0001, + "sup_loss": 0.9299554277628387, + "rf_loss": 0.000352999079041183, + "total_loss": 0.9303084268418799, + "lyap1_mean": 0.01796787977218628, + "lyap1_max": 0.04122699052095413, + "lyap1_min": -0.007582636084407568, + "lyap_spec_mean": [ + 0.01796788163483143, + 0.01435665413737297, + 0.016334105283021927, + 0.009179502725601196 + ], + "frac_above_star": 0.875 + }, + { + "step": 2290, + "lr": 0.0001, + "sup_loss": 0.8754641133289135, + "rf_loss": 0.0003066825738642365, + "total_loss": 0.8757707959027777, + "lyap1_mean": 0.016280777752399445, + "lyap1_max": 0.029930463060736656, + "lyap1_min": 0.002177144167944789, + "lyap_spec_mean": [ + 0.016280777752399445, + 0.010964371263980865, + 0.013960669748485088, + 0.014739224687218666 + ], + "frac_above_star": 1.0 + }, + { + "step": 2291, + "lr": 0.0001, + "sup_loss": 0.930068756277101, + "rf_loss": 0.0003714258491527289, + "total_loss": 0.9304401821262537, + "lyap1_mean": 0.018667805939912796, + "lyap1_max": 0.03438669070601463, + "lyap1_min": 0.00552133284509182, + "lyap_spec_mean": [ + 0.018667805939912796, + 0.01734280213713646, + 0.011755483224987984, + 0.020395353436470032 + ], + "frac_above_star": 1.0 + }, + { + "step": 2292, + "lr": 0.0001, + "sup_loss": 0.9418615898709514, + "rf_loss": 0.00030784038244746625, + "total_loss": 0.9421694302533988, + "lyap1_mean": 0.01669459044933319, + "lyap1_max": 0.04966076835989952, + "lyap1_min": 0.0012741698883473873, + "lyap_spec_mean": [ + 0.01669459044933319, + 0.009936857968568802, + 0.009259048849344254, + 0.009933261200785637 + ], + "frac_above_star": 1.0 + }, + { + "step": 2293, + "lr": 0.0001, + "sup_loss": 0.8033538506343172, + "rf_loss": 0.00012758636148646474, + "total_loss": 0.8034814369958037, + "lyap1_mean": -0.00035174249205738306, + "lyap1_max": 0.014664816670119762, + "lyap1_min": -0.01730872318148613, + "lyap_spec_mean": [ + -0.0003517422592267394, + -0.004767571110278368, + -0.0059004854410886765, + -0.009977951645851135 + ], + "frac_above_star": 0.5 + }, + { + "step": 2294, + "lr": 0.0001, + "sup_loss": 0.8956977753940543, + "rf_loss": 0.00011824464309029281, + "total_loss": 0.8958160200371446, + "lyap1_mean": -0.004265441093593836, + "lyap1_max": 0.013478457927703857, + "lyap1_min": -0.0219260361045599, + "lyap_spec_mean": [ + -0.0042654406279325485, + -0.0041506327688694, + -0.010897345840930939, + -0.004912885371595621 + ], + "frac_above_star": 0.25 + }, + { + "step": 2295, + "lr": 0.0001, + "sup_loss": 0.8895858920959407, + "rf_loss": 0.00024313440371770412, + "total_loss": 0.8898290264996584, + "lyap1_mean": 0.006557573098689318, + "lyap1_max": 0.030696168541908264, + "lyap1_min": -0.02236730232834816, + "lyap_spec_mean": [ + 0.00655757263302803, + -0.003663137089461088, + 0.00205218605697155, + -0.004282780922949314 + ], + "frac_above_star": 0.75 + }, + { + "step": 2296, + "lr": 0.0001, + "sup_loss": 0.9039829329957181, + "rf_loss": 0.00015112067922018468, + "total_loss": 0.9041340536749383, + "lyap1_mean": -0.0015444557648152113, + "lyap1_max": 0.013685709796845913, + "lyap1_min": -0.01561830472201109, + "lyap_spec_mean": [ + -0.0015444557648152113, + -0.003559424541890621, + -0.005170117132365704, + 0.0011855687480419874 + ], + "frac_above_star": 0.375 + }, + { + "step": 2297, + "lr": 0.0001, + "sup_loss": 0.9251681602411448, + "rf_loss": 0.00010242773714708164, + "total_loss": 0.9252705879782919, + "lyap1_mean": -1.735799014568329e-05, + "lyap1_max": 0.019257841631770134, + "lyap1_min": -0.014396078884601593, + "lyap_spec_mean": [ + -1.735799014568329e-05, + 0.000158102426212281, + -0.001713158329948783, + -0.0047557419165968895 + ], + "frac_above_star": 0.5 + }, + { + "step": 2298, + "lr": 0.0001, + "sup_loss": 0.8536457207323942, + "rf_loss": 0.0002473191707395017, + "total_loss": 0.8538930399031337, + "lyap1_mean": 0.009160859510302544, + "lyap1_max": 0.038751065731048584, + "lyap1_min": -0.025560248643159866, + "lyap_spec_mean": [ + 0.009160859510302544, + 0.0005476792575791478, + -0.0013604577397927642, + -0.0077176145277917385 + ], + "frac_above_star": 0.75 + }, + { + "step": 2299, + "lr": 0.0001, + "sup_loss": 0.9101762961903703, + "rf_loss": 0.0002407651045359671, + "total_loss": 0.9104170612949063, + "lyap1_mean": -0.0006251017330214381, + "lyap1_max": 0.014398845843970776, + "lyap1_min": -0.01761416159570217, + "lyap_spec_mean": [ + -0.0006251016166061163, + -0.009825449436903, + -0.012266991659998894, + -0.018612492829561234 + ], + "frac_above_star": 0.625 + }, + { + "step": 2300, + "lr": 0.0001, + "sup_loss": 0.9799765066648296, + "rf_loss": 0.00030067877378314734, + "total_loss": 0.9802771854386128, + "lyap1_mean": -0.0018258094787597656, + "lyap1_max": 0.012188466265797615, + "lyap1_min": -0.019600871950387955, + "lyap_spec_mean": [ + -0.0018258094787597656, + -0.012643037363886833, + -0.014429038390517235, + -0.011303743347525597 + ], + "frac_above_star": 0.5 + }, + { + "step": 2301, + "lr": 0.0001, + "sup_loss": 0.9255288534252512, + "rf_loss": 0.0006498413858935237, + "total_loss": 0.9261786948111447, + "lyap1_mean": -0.02537122741341591, + "lyap1_max": -0.01595962606370449, + "lyap1_min": -0.03898204118013382, + "lyap_spec_mean": [ + -0.02537122741341591, + -0.02337382175028324, + -0.019932663068175316, + -0.023138994351029396 + ], + "frac_above_star": 0.0 + }, + { + "step": 2302, + "lr": 0.0001, + "sup_loss": 0.9250372833024536, + "rf_loss": 0.0007213493227027357, + "total_loss": 0.9257586326251563, + "lyap1_mean": -0.021672070026397705, + "lyap1_max": 0.013933553360402584, + "lyap1_min": -0.04084358736872673, + "lyap_spec_mean": [ + -0.021672070026397705, + -0.021918268874287605, + -0.02483518049120903, + -0.026074089109897614 + ], + "frac_above_star": 0.125 + }, + { + "step": 2303, + "lr": 0.0001, + "sup_loss": 0.8831444968285925, + "rf_loss": 0.0004359878948889673, + "total_loss": 0.8835804847234815, + "lyap1_mean": -0.011913645081222057, + "lyap1_max": -0.0017119835829362273, + "lyap1_min": -0.02373707853257656, + "lyap_spec_mean": [ + -0.011913644149899483, + -0.017121504992246628, + -0.01898081786930561, + -0.02446366660296917 + ], + "frac_above_star": 0.0 + }, + { + "step": 2304, + "lr": 0.0001, + "sup_loss": 0.9387801691448724, + "rf_loss": 0.00022279666154645383, + "total_loss": 0.9390029658064188, + "lyap1_mean": 0.00863555632531643, + "lyap1_max": 0.04666021466255188, + "lyap1_min": -0.011508241295814514, + "lyap_spec_mean": [ + 0.008635555393993855, + -8.860050002112985e-05, + 0.0076705594547092915, + -0.00284819514490664 + ], + "frac_above_star": 0.75 + }, + { + "step": 2305, + "lr": 0.0001, + "sup_loss": 0.8442540821943204, + "rf_loss": 0.0004354561388026923, + "total_loss": 0.8446895383331231, + "lyap1_mean": 0.020919203758239746, + "lyap1_max": 0.03569311648607254, + "lyap1_min": -0.0029943999834358692, + "lyap_spec_mean": [ + 0.020919203758239746, + 0.013286243192851543, + 0.018009742721915245, + 0.01285015419125557 + ], + "frac_above_star": 0.875 + }, + { + "step": 2306, + "lr": 0.0001, + "sup_loss": 0.9021961642615348, + "rf_loss": 0.0008674520649947226, + "total_loss": 0.9030636163265295, + "lyap1_mean": 0.028302814811468124, + "lyap1_max": 0.06204816699028015, + "lyap1_min": 0.010839588940143585, + "lyap_spec_mean": [ + 0.028302812948822975, + 0.029262403026223183, + 0.017969967797398567, + 0.024137107655405998 + ], + "frac_above_star": 1.0 + }, + { + "step": 2307, + "lr": 0.0001, + "sup_loss": 0.9483045699472374, + "rf_loss": 0.001030932879075408, + "total_loss": 0.9493355028263128, + "lyap1_mean": 0.030688272789120674, + "lyap1_max": 0.0571824312210083, + "lyap1_min": 0.011118318885564804, + "lyap_spec_mean": [ + 0.030688270926475525, + 0.032303497195243835, + 0.026079224422574043, + 0.03223944455385208 + ], + "frac_above_star": 1.0 + }, + { + "step": 2308, + "lr": 0.0001, + "sup_loss": 0.9227619297406194, + "rf_loss": 0.0007959783542901278, + "total_loss": 0.9235579080949096, + "lyap1_mean": 0.025693925097584724, + "lyap1_max": 0.04792579263448715, + "lyap1_min": 0.0006319465464912355, + "lyap_spec_mean": [ + 0.025693925097584724, + 0.022555921226739883, + 0.024780485779047012, + 0.026778321713209152 + ], + "frac_above_star": 1.0 + }, + { + "step": 2309, + "lr": 0.0001, + "sup_loss": 0.9052967525104586, + "rf_loss": 0.00011554898810572922, + "total_loss": 0.9054123014985643, + "lyap1_mean": 0.0012334146304056048, + "lyap1_max": 0.01884615607559681, + "lyap1_min": -0.017193539068102837, + "lyap_spec_mean": [ + 0.0012334146304056048, + 0.0008797888876870275, + -0.005183088593184948, + -0.005969311110675335 + ], + "frac_above_star": 0.5 + }, + { + "step": 2310, + "lr": 0.0001, + "sup_loss": 0.9683685271432323, + "rf_loss": 0.00037961144698783755, + "total_loss": 0.9687481385902201, + "lyap1_mean": -0.013049507513642311, + "lyap1_max": 0.009615344926714897, + "lyap1_min": -0.02924259379506111, + "lyap_spec_mean": [ + -0.013049507513642311, + -0.014564191922545433, + -0.015057328157126904, + -0.01428502332419157 + ], + "frac_above_star": 0.125 + }, + { + "step": 2311, + "lr": 0.0001, + "sup_loss": 0.9109743102444491, + "rf_loss": 0.0005601042648777366, + "total_loss": 0.9115344145093268, + "lyap1_mean": -0.016066791489720345, + "lyap1_max": -0.0026381900534033775, + "lyap1_min": -0.02579772286117077, + "lyap_spec_mean": [ + -0.016066793352365494, + -0.0207534059882164, + -0.025836948305368423, + -0.02327144518494606 + ], + "frac_above_star": 0.0 + }, + { + "step": 2312, + "lr": 0.0001, + "sup_loss": 0.9251313679831584, + "rf_loss": 0.0004410305991768837, + "total_loss": 0.9255723985823353, + "lyap1_mean": -0.02148348279297352, + "lyap1_max": -0.006474416237324476, + "lyap1_min": -0.04202670603990555, + "lyap_spec_mean": [ + -0.02148348279297352, + -0.016821440309286118, + -0.019565913826227188, + -0.015941906720399857 + ], + "frac_above_star": 0.0 + }, + { + "step": 2313, + "lr": 0.0001, + "sup_loss": 0.9026852692661191, + "rf_loss": 0.00046064332127571106, + "total_loss": 0.9031459125873949, + "lyap1_mean": -0.015853220596909523, + "lyap1_max": 0.00017369072884321213, + "lyap1_min": -0.03442927077412605, + "lyap_spec_mean": [ + -0.015853220596909523, + -0.018714753910899162, + -0.02201543189585209, + -0.019112685695290565 + ], + "frac_above_star": 0.125 + }, + { + "step": 2314, + "lr": 0.0001, + "sup_loss": 0.9329280644665289, + "rf_loss": 0.0001932802697410807, + "total_loss": 0.93312134473627, + "lyap1_mean": -0.005789000075310469, + "lyap1_max": 0.01482719462364912, + "lyap1_min": -0.02090740017592907, + "lyap_spec_mean": [ + -0.005788999609649181, + -0.007638750597834587, + -0.01541903242468834, + -0.012863713316619396 + ], + "frac_above_star": 0.25 + }, + { + "step": 2315, + "lr": 0.0001, + "sup_loss": 0.9272475042463678, + "rf_loss": 0.00015079026343300939, + "total_loss": 0.9273982945098008, + "lyap1_mean": 0.00624241353943944, + "lyap1_max": 0.03670821711421013, + "lyap1_min": -0.022336915135383606, + "lyap_spec_mean": [ + 0.0062424130737781525, + -0.0018062395974993706, + 0.0024714914616197348, + 0.00517300795763731 + ], + "frac_above_star": 0.75 + }, + { + "step": 2316, + "lr": 0.0001, + "sup_loss": 0.9509298204170866, + "rf_loss": 0.00014943242422305048, + "total_loss": 0.9510792528413097, + "lyap1_mean": 0.007604194339364767, + "lyap1_max": 0.019246574491262436, + "lyap1_min": -0.005393275059759617, + "lyap_spec_mean": [ + 0.007604194805026054, + 0.006084841210395098, + 0.0031913579441607, + 0.0010746968910098076 + ], + "frac_above_star": 0.75 + }, + { + "step": 2317, + "lr": 0.0001, + "sup_loss": 0.9121112638773208, + "rf_loss": 0.00037553414586000144, + "total_loss": 0.9124867980231808, + "lyap1_mean": 0.018067816272377968, + "lyap1_max": 0.0349457673728466, + "lyap1_min": -0.009301779791712761, + "lyap_spec_mean": [ + 0.018067816272377968, + 0.009522470645606518, + 0.007044248282909393, + 0.01157299242913723 + ], + "frac_above_star": 0.75 + }, + { + "step": 2318, + "lr": 0.0001, + "sup_loss": 0.8683448889575359, + "rf_loss": 0.00018491959781385958, + "total_loss": 0.8685298085553498, + "lyap1_mean": 0.0034748674370348454, + "lyap1_max": 0.03540080785751343, + "lyap1_min": -0.02094169519841671, + "lyap_spec_mean": [ + 0.0034748672042042017, + 0.00783814862370491, + 0.0006973854033276439, + -0.002137967851012945 + ], + "frac_above_star": 0.75 + }, + { + "step": 2319, + "lr": 0.0001, + "sup_loss": 0.924255886340752, + "rf_loss": 0.00015791179612278938, + "total_loss": 0.9244137981368747, + "lyap1_mean": -0.0018876378890126944, + "lyap1_max": 0.030642207711935043, + "lyap1_min": -0.02039722353219986, + "lyap_spec_mean": [ + -0.0018876383546739817, + 9.114621207118034e-06, + -0.0035644853487610817, + -0.00865255668759346 + ], + "frac_above_star": 0.25 + }, + { + "step": 2320, + "lr": 0.0001, + "sup_loss": 0.9335193723203219, + "rf_loss": 9.809414041228592e-05, + "total_loss": 0.9336174664607342, + "lyap1_mean": -0.002149882260710001, + "lyap1_max": 0.013942020013928413, + "lyap1_min": -0.016007089987397194, + "lyap_spec_mean": [ + -0.002149882260710001, + -0.006153631489723921, + -0.005030193831771612, + -0.0039752693846821785 + ], + "frac_above_star": 0.375 + }, + { + "step": 2321, + "lr": 0.0001, + "sup_loss": 0.8888009168509409, + "rf_loss": 0.00023358732869382948, + "total_loss": 0.8890345041796347, + "lyap1_mean": 0.0031201967503875494, + "lyap1_max": 0.037090010941028595, + "lyap1_min": -0.020072758197784424, + "lyap_spec_mean": [ + 0.0031201967503875494, + 0.004208893049508333, + 0.0008360545616596937, + -0.005236763972789049 + ], + "frac_above_star": 0.5 + }, + { + "step": 2322, + "lr": 0.0001, + "sup_loss": 0.9433608805331598, + "rf_loss": 0.00012085589696653187, + "total_loss": 0.9434817364301263, + "lyap1_mean": 0.0041222539730370045, + "lyap1_max": 0.027018088847398758, + "lyap1_min": -0.00825746450573206, + "lyap_spec_mean": [ + 0.0041222539730370045, + 0.009832363575696945, + 0.0013559008948504925, + 0.0008184054167941213 + ], + "frac_above_star": 0.5 + }, + { + "step": 2323, + "lr": 0.0001, + "sup_loss": 0.916018838868341, + "rf_loss": 0.0004491978615988046, + "total_loss": 0.9164680367299398, + "lyap1_mean": 0.018735770136117935, + "lyap1_max": 0.03978122025728226, + "lyap1_min": 0.008401710540056229, + "lyap_spec_mean": [ + 0.018735770136117935, + 0.015687603503465652, + 0.01312276627868414, + 0.01582327112555504 + ], + "frac_above_star": 1.0 + }, + { + "step": 2324, + "lr": 0.0001, + "sup_loss": 0.9382175554237548, + "rf_loss": 0.00022795872064307332, + "total_loss": 0.9384455141443979, + "lyap1_mean": 0.012593420222401619, + "lyap1_max": 0.036359455436468124, + "lyap1_min": 0.001252475194633007, + "lyap_spec_mean": [ + 0.012593420222401619, + 0.012967413291335106, + 0.011099353432655334, + 0.007556039374321699 + ], + "frac_above_star": 1.0 + }, + { + "step": 2325, + "lr": 0.0001, + "sup_loss": 0.8940077606025263, + "rf_loss": 0.0001903884403873235, + "total_loss": 0.8941981490429136, + "lyap1_mean": 0.011912388727068901, + "lyap1_max": 0.025127984583377838, + "lyap1_min": 0.003307698993012309, + "lyap_spec_mean": [ + 0.011912388727068901, + 0.00901260320097208, + 0.009343056939542294, + 0.004740490578114986 + ], + "frac_above_star": 1.0 + }, + { + "step": 2326, + "lr": 0.0001, + "sup_loss": 0.9075556423591833, + "rf_loss": 0.00010028492397395894, + "total_loss": 0.9076559272831572, + "lyap1_mean": -0.003313870169222355, + "lyap1_max": 0.013417231850326061, + "lyap1_min": -0.015332117676734924, + "lyap_spec_mean": [ + -0.0033138697035610676, + -0.00491578271612525, + -0.006882121320813894, + -0.007770431227982044 + ], + "frac_above_star": 0.375 + }, + { + "step": 2327, + "lr": 0.0001, + "sup_loss": 0.8674326814774266, + "rf_loss": 0.00014672304678242654, + "total_loss": 0.867579404524209, + "lyap1_mean": -0.004977480508387089, + "lyap1_max": 0.0036265000235289335, + "lyap1_min": -0.028764251619577408, + "lyap_spec_mean": [ + -0.004977480974048376, + -0.004383578896522522, + -0.005873619578778744, + -0.008397349156439304 + ], + "frac_above_star": 0.625 + }, + { + "step": 2328, + "lr": 0.0001, + "sup_loss": 0.9629914979149352, + "rf_loss": 0.00018532344256527722, + "total_loss": 0.9631768213575005, + "lyap1_mean": 0.01118404883891344, + "lyap1_max": 0.03958252817392349, + "lyap1_min": -0.013009673915803432, + "lyap_spec_mean": [ + 0.011184047907590866, + 0.0009935684502124786, + -0.005254593677818775, + -0.01149681955575943 + ], + "frac_above_star": 0.75 + }, + { + "step": 2329, + "lr": 0.0001, + "sup_loss": 0.9243361290891756, + "rf_loss": 0.00022472720593214035, + "total_loss": 0.9245608562951078, + "lyap1_mean": 0.015602230094373226, + "lyap1_max": 0.05332903563976288, + "lyap1_min": -0.009464701637625694, + "lyap_spec_mean": [ + 0.0156022310256958, + 0.005397503264248371, + -0.0003433758392930031, + 0.0030706613324582577 + ], + "frac_above_star": 0.75 + }, + { + "step": 2330, + "lr": 0.0001, + "sup_loss": 0.8476500892704176, + "rf_loss": 0.00019424116180744022, + "total_loss": 0.8478443304322251, + "lyap1_mean": -0.0005093964864499867, + "lyap1_max": 0.022179637104272842, + "lyap1_min": -0.022387586534023285, + "lyap_spec_mean": [ + -0.000509396311827004, + 0.006133285816758871, + -0.0013394178822636604, + 0.002318721730262041 + ], + "frac_above_star": 0.625 + }, + { + "step": 2331, + "lr": 0.0001, + "sup_loss": 0.8609352444675532, + "rf_loss": 0.00018531520618125796, + "total_loss": 0.8611205596737345, + "lyap1_mean": -0.0032284571789205074, + "lyap1_max": 0.021998777985572815, + "lyap1_min": -0.021729497238993645, + "lyap_spec_mean": [ + -0.0032284571789205074, + 0.0008984881569631398, + -0.006355724297463894, + 0.0069318669848144054 + ], + "frac_above_star": 0.375 + }, + { + "step": 2332, + "lr": 0.0001, + "sup_loss": 1.0036858130150066, + "rf_loss": 0.00014697833103127778, + "total_loss": 1.0038327913460379, + "lyap1_mean": 0.0051925648003816605, + "lyap1_max": 0.02589789591729641, + "lyap1_min": -0.007164127193391323, + "lyap_spec_mean": [ + 0.005192564334720373, + 0.005860269535332918, + 0.003394148778170347, + -0.000489122117869556 + ], + "frac_above_star": 0.5 + }, + { + "step": 2333, + "lr": 0.0001, + "sup_loss": 0.9417224042139076, + "rf_loss": 0.0002171160449506715, + "total_loss": 0.9419395202588583, + "lyap1_mean": 0.014594164676964283, + "lyap1_max": 0.045915961265563965, + "lyap1_min": -0.011172808706760406, + "lyap_spec_mean": [ + 0.014594164676964283, + 0.0070103793404996395, + -0.0013982761884108186, + -0.002926438581198454 + ], + "frac_above_star": 0.75 + }, + { + "step": 2334, + "lr": 0.0001, + "sup_loss": 0.9323191386017984, + "rf_loss": 0.00025692529743537307, + "total_loss": 0.9325760638992338, + "lyap1_mean": -0.006456595379859209, + "lyap1_max": 0.00817503035068512, + "lyap1_min": -0.0275117140263319, + "lyap_spec_mean": [ + -0.006456595845520496, + -0.008497009985148907, + -0.01654019206762314, + -0.012013819068670273 + ], + "frac_above_star": 0.375 + }, + { + "step": 2335, + "lr": 0.0001, + "sup_loss": 0.9045651431365526, + "rf_loss": 0.0003501426544971764, + "total_loss": 0.9049152857910497, + "lyap1_mean": -0.016880856826901436, + "lyap1_max": -0.004212875850498676, + "lyap1_min": -0.03117002360522747, + "lyap_spec_mean": [ + -0.016880856826901436, + -0.011769426986575127, + -0.010619185864925385, + -0.023932306095957756 + ], + "frac_above_star": 0.0 + }, + { + "step": 2336, + "lr": 0.0001, + "sup_loss": 0.9070200938450912, + "rf_loss": 0.0005571459187194705, + "total_loss": 0.9075772397638107, + "lyap1_mean": -0.017364805564284325, + "lyap1_max": 0.0014384891837835312, + "lyap1_min": -0.03576347231864929, + "lyap_spec_mean": [ + -0.017364805564284325, + -0.021906189620494843, + -0.02174215391278267, + -0.02146388776600361 + ], + "frac_above_star": 0.125 + }, + { + "step": 2337, + "lr": 0.0001, + "sup_loss": 0.9350551230362918, + "rf_loss": 0.0008444463019259274, + "total_loss": 0.9358995693382177, + "lyap1_mean": -0.02202632650732994, + "lyap1_max": -0.009789759293198586, + "lyap1_min": -0.030903398990631104, + "lyap_spec_mean": [ + -0.02202632650732994, + -0.026563985273241997, + -0.030656030401587486, + -0.03003074787557125 + ], + "frac_above_star": 0.0 + }, + { + "step": 2338, + "lr": 0.0001, + "sup_loss": 0.8990064171566254, + "rf_loss": 0.00040311639895662665, + "total_loss": 0.8994095335555821, + "lyap1_mean": -0.015149813145399094, + "lyap1_max": -0.0074821775779128075, + "lyap1_min": -0.025602053850889206, + "lyap_spec_mean": [ + -0.015149813145399094, + -0.008887803182005882, + -0.01610592193901539, + -0.02072226256132126 + ], + "frac_above_star": 0.0 + }, + { + "step": 2339, + "lr": 0.0001, + "sup_loss": 0.8398018235776796, + "rf_loss": 0.0002875115314964205, + "total_loss": 0.840089335109176, + "lyap1_mean": 0.0012129676761105657, + "lyap1_max": 0.042436182498931885, + "lyap1_min": -0.016181468963623047, + "lyap_spec_mean": [ + 0.0012129679089412093, + 0.00013977789785712957, + -0.007201228756457567, + -0.005978881381452084 + ], + "frac_above_star": 0.375 + }, + { + "step": 2340, + "lr": 0.0001, + "sup_loss": 0.9116530056120538, + "rf_loss": 0.00022975569299887866, + "total_loss": 0.9118827613050526, + "lyap1_mean": 0.01239191833883524, + "lyap1_max": 0.0363239049911499, + "lyap1_min": -0.0018644215306267142, + "lyap_spec_mean": [ + 0.012391917407512665, + 0.014470934867858887, + 0.011251721531152725, + 0.006579110398888588 + ], + "frac_above_star": 0.875 + }, + { + "step": 2341, + "lr": 0.0001, + "sup_loss": 0.9563272552678482, + "rf_loss": 0.0004258808330632746, + "total_loss": 0.9567531361009115, + "lyap1_mean": 0.024660786613821983, + "lyap1_max": 0.0530368834733963, + "lyap1_min": 0.009827999398112297, + "lyap_spec_mean": [ + 0.024660788476467133, + 0.015036373399198055, + 0.016641361638903618, + 0.01149994507431984 + ], + "frac_above_star": 1.0 + }, + { + "step": 2342, + "lr": 0.0001, + "sup_loss": 0.949362435766792, + "rf_loss": 0.0005932839121669531, + "total_loss": 0.949955719678959, + "lyap1_mean": 0.026836449280381203, + "lyap1_max": 0.040545590221881866, + "lyap1_min": 0.006745167076587677, + "lyap_spec_mean": [ + 0.026836447417736053, + 0.01885024830698967, + 0.0189489908516407, + 0.021089637652039528 + ], + "frac_above_star": 1.0 + }, + { + "step": 2343, + "lr": 0.0001, + "sup_loss": 0.9307742030863171, + "rf_loss": 0.0001687056355876848, + "total_loss": 0.9309429087219048, + "lyap1_mean": 0.011024532839655876, + "lyap1_max": 0.019189458340406418, + "lyap1_min": -0.001743639586493373, + "lyap_spec_mean": [ + 0.011024530977010727, + 0.012223435565829277, + 0.007096258923411369, + 0.005808907561004162 + ], + "frac_above_star": 0.875 + }, + { + "step": 2344, + "lr": 0.0001, + "sup_loss": 0.8939937746103436, + "rf_loss": 0.00015404779696837068, + "total_loss": 0.8941478224073119, + "lyap1_mean": 0.013499168679118156, + "lyap1_max": 0.02433113381266594, + "lyap1_min": 0.0006791381165385246, + "lyap_spec_mean": [ + 0.013499167747795582, + 0.007784447632730007, + 0.0014910022728145123, + 0.0014205724000930786 + ], + "frac_above_star": 1.0 + }, + { + "step": 2345, + "lr": 0.0001, + "sup_loss": 0.9170638816799884, + "rf_loss": 0.00024699399364180863, + "total_loss": 0.9173108756736302, + "lyap1_mean": -0.0033506639301776886, + "lyap1_max": 0.024882493540644646, + "lyap1_min": -0.023062385618686676, + "lyap_spec_mean": [ + -0.003350663697347045, + -0.0044420561753213406, + -0.011064582504332066, + -0.011383234523236752 + ], + "frac_above_star": 0.375 + }, + { + "step": 2346, + "lr": 0.0001, + "sup_loss": 0.9255684087217128, + "rf_loss": 0.00047108635772019625, + "total_loss": 0.926039495079433, + "lyap1_mean": -0.014849777333438396, + "lyap1_max": 0.0209061112254858, + "lyap1_min": -0.04040379449725151, + "lyap_spec_mean": [ + -0.014849777333438396, + -0.010611453093588352, + -0.013141586445271969, + -0.020116474479436874 + ], + "frac_above_star": 0.25 + }, + { + "step": 2347, + "lr": 0.0001, + "sup_loss": 0.8061595469099367, + "rf_loss": 0.0004898995975963771, + "total_loss": 0.8066494465075331, + "lyap1_mean": -0.0169364083558321, + "lyap1_max": -0.0006126562948338687, + "lyap1_min": -0.03842778503894806, + "lyap_spec_mean": [ + -0.0169364083558321, + -0.014356325380504131, + -0.021783888339996338, + -0.019489847123622894 + ], + "frac_above_star": 0.0 + }, + { + "step": 2348, + "lr": 0.0001, + "sup_loss": 0.8952081928769728, + "rf_loss": 0.0002344823005842045, + "total_loss": 0.895442675177557, + "lyap1_mean": -0.008103808388113976, + "lyap1_max": 0.019622040912508965, + "lyap1_min": -0.023649130016565323, + "lyap_spec_mean": [ + -0.008103808388113976, + -0.011604085564613342, + -0.014208214357495308, + -0.010427040047943592 + ], + "frac_above_star": 0.25 + }, + { + "step": 2349, + "lr": 0.0001, + "sup_loss": 0.799639970785405, + "rf_loss": 0.00016682202112860978, + "total_loss": 0.7998067928065337, + "lyap1_mean": 0.0006091452669352293, + "lyap1_max": 0.01938040368258953, + "lyap1_min": -0.015564076602458954, + "lyap_spec_mean": [ + 0.0006091452669352293, + 0.0016790078952908516, + -0.008249573409557343, + -0.008226143196225166 + ], + "frac_above_star": 0.375 + }, + { + "step": 2350, + "lr": 0.0001, + "sup_loss": 0.9042329572327914, + "rf_loss": 0.0004275756946299225, + "total_loss": 0.9046605329274213, + "lyap1_mean": 0.021871045231819153, + "lyap1_max": 0.074897401034832, + "lyap1_min": -0.0021768014412373304, + "lyap_spec_mean": [ + 0.021871043369174004, + 0.01253934483975172, + 0.008961329236626625, + 0.012276696041226387 + ], + "frac_above_star": 0.875 + }, + { + "step": 2351, + "lr": 0.0001, + "sup_loss": 0.9776432445023426, + "rf_loss": 0.0010082744993269444, + "total_loss": 0.9786515190016696, + "lyap1_mean": 0.032891176640987396, + "lyap1_max": 0.04850480705499649, + "lyap1_min": 0.010694692842662334, + "lyap_spec_mean": [ + 0.032891176640987396, + 0.032322145998477936, + 0.02275276370346546, + 0.011272519826889038 + ], + "frac_above_star": 1.0 + }, + { + "step": 2352, + "lr": 0.0001, + "sup_loss": 0.8958976660927012, + "rf_loss": 0.0005075891967862844, + "total_loss": 0.8964052552894874, + "lyap1_mean": 0.024603553116321564, + "lyap1_max": 0.03816170617938042, + "lyap1_min": 0.008136456832289696, + "lyap_spec_mean": [ + 0.024603551253676414, + 0.02187110111117363, + 0.01619759574532509, + 0.01612277887761593 + ], + "frac_above_star": 1.0 + }, + { + "step": 2353, + "lr": 0.0001, + "sup_loss": 0.9754027490105751, + "rf_loss": 0.0003286393475718796, + "total_loss": 0.975731388358147, + "lyap1_mean": 0.010059740394353867, + "lyap1_max": 0.039390694350004196, + "lyap1_min": -0.011359311640262604, + "lyap_spec_mean": [ + 0.010059740394353867, + 0.014092991128563881, + 0.004732970613986254, + 0.0024877330288290977 + ], + "frac_above_star": 0.625 + }, + { + "step": 2354, + "lr": 0.0001, + "sup_loss": 0.9033690998761132, + "rf_loss": 0.00019574022735469043, + "total_loss": 0.9035648401034679, + "lyap1_mean": -3.4354859963059425e-05, + "lyap1_max": 0.03567814081907272, + "lyap1_min": -0.016171537339687347, + "lyap_spec_mean": [ + -3.4354859963059425e-05, + -0.006867758464068174, + -0.005678275134414434, + -0.003527988214045763 + ], + "frac_above_star": 0.25 + }, + { + "step": 2355, + "lr": 0.0001, + "sup_loss": 0.9524674796750591, + "rf_loss": 0.0006556295556947589, + "total_loss": 0.9531231092307538, + "lyap1_mean": -0.014215021394193172, + "lyap1_max": 0.029305806383490562, + "lyap1_min": -0.03494378924369812, + "lyap_spec_mean": [ + -0.014215022325515747, + -0.013728844001889229, + -0.014238649979233742, + -0.02133023366332054 + ], + "frac_above_star": 0.25 + }, + { + "step": 2356, + "lr": 0.0001, + "sup_loss": 0.9589223693680707, + "rf_loss": 0.0007429263787344098, + "total_loss": 0.9596652957468051, + "lyap1_mean": -0.01920778676867485, + "lyap1_max": -0.0013103348901495337, + "lyap1_min": -0.03820780664682388, + "lyap_spec_mean": [ + -0.01920778676867485, + -0.019892588257789612, + -0.028193630278110504, + -0.031217142939567566 + ], + "frac_above_star": 0.0 + }, + { + "step": 2357, + "lr": 0.0001, + "sup_loss": 0.8980846890702734, + "rf_loss": 0.0013082721270620823, + "total_loss": 0.8993929611973355, + "lyap1_mean": -0.03267756849527359, + "lyap1_max": -0.022772863507270813, + "lyap1_min": -0.04086391255259514, + "lyap_spec_mean": [ + -0.03267756476998329, + -0.031965434551239014, + -0.03362543135881424, + -0.04128655046224594 + ], + "frac_above_star": 0.0 + }, + { + "step": 2358, + "lr": 0.0001, + "sup_loss": 0.9188786084055486, + "rf_loss": 0.0005772782023996115, + "total_loss": 0.9194558866079482, + "lyap1_mean": -0.014395363628864288, + "lyap1_max": 0.0021871421486139297, + "lyap1_min": -0.037944160401821136, + "lyap_spec_mean": [ + -0.014395363628864288, + -0.0185606237500906, + -0.021171320229768753, + -0.024194804951548576 + ], + "frac_above_star": 0.125 + }, + { + "step": 2359, + "lr": 0.0001, + "sup_loss": 0.8645480057452535, + "rf_loss": 0.00017711499822326005, + "total_loss": 0.8647251207434767, + "lyap1_mean": -0.0014213604154065251, + "lyap1_max": 0.011477679014205933, + "lyap1_min": -0.012551667168736458, + "lyap_spec_mean": [ + -0.0014213602989912033, + -0.0071218605153262615, + -0.009524070657789707, + -0.010475251823663712 + ], + "frac_above_star": 0.5 + }, + { + "step": 2360, + "lr": 0.0001, + "sup_loss": 0.9171055189046867, + "rf_loss": 0.00011695212015183643, + "total_loss": 0.9172224710248386, + "lyap1_mean": 0.008478332310914993, + "lyap1_max": 0.024919336661696434, + "lyap1_min": -0.004172523505985737, + "lyap_spec_mean": [ + 0.008478332310914993, + 0.008941150270402431, + -0.0009909109212458134, + 0.00022488227114081383 + ], + "frac_above_star": 0.75 + }, + { + "step": 2361, + "lr": 0.0001, + "sup_loss": 0.9904474861990198, + "rf_loss": 0.00015668912965338677, + "total_loss": 0.9906041753286732, + "lyap1_mean": 0.008726516738533974, + "lyap1_max": 0.01680731773376465, + "lyap1_min": -0.007728285621851683, + "lyap_spec_mean": [ + 0.008726516738533974, + 0.011678354814648628, + 0.008377653546631336, + 0.005941675044596195 + ], + "frac_above_star": 0.875 + }, + { + "step": 2362, + "lr": 0.0001, + "sup_loss": 0.9188216817720334, + "rf_loss": 0.0005045426078140736, + "total_loss": 0.9193262243798475, + "lyap1_mean": 0.020100466907024384, + "lyap1_max": 0.03253742679953575, + "lyap1_min": 0.0018143299967050552, + "lyap_spec_mean": [ + 0.020100465044379234, + 0.012814229354262352, + 0.018831638619303703, + 0.017630601301789284 + ], + "frac_above_star": 1.0 + }, + { + "step": 2363, + "lr": 0.0001, + "sup_loss": 0.9715444160573958, + "rf_loss": 0.0003404931630939245, + "total_loss": 0.9718849092204898, + "lyap1_mean": 0.012047487311065197, + "lyap1_max": 0.02975054644048214, + "lyap1_min": -0.013294721953570843, + "lyap_spec_mean": [ + 0.012047486379742622, + 0.016502581536769867, + 0.006751236971467733, + 0.002504008822143078 + ], + "frac_above_star": 0.625 + }, + { + "step": 2364, + "lr": 0.0001, + "sup_loss": 0.8714690594619183, + "rf_loss": 0.0001381488109473139, + "total_loss": 0.8716072082728656, + "lyap1_mean": 0.009797096252441406, + "lyap1_max": 0.030317846685647964, + "lyap1_min": -0.004360012244433165, + "lyap_spec_mean": [ + 0.009797096252441406, + 0.002731058280915022, + 0.004564939998090267, + 0.000587220536544919 + ], + "frac_above_star": 0.75 + }, + { + "step": 2365, + "lr": 0.0001, + "sup_loss": 0.9064830983221682, + "rf_loss": 0.00029382226057350636, + "total_loss": 0.9067769205827417, + "lyap1_mean": -0.00029886700212955475, + "lyap1_max": 0.03189229220151901, + "lyap1_min": -0.026893235743045807, + "lyap_spec_mean": [ + -0.00029886653646826744, + -0.002510403748601675, + -0.0056863222271203995, + -0.009467491880059242 + ], + "frac_above_star": 0.375 + }, + { + "step": 2366, + "lr": 0.0001, + "sup_loss": 0.8832104089257308, + "rf_loss": 0.00026729286764748394, + "total_loss": 0.8834777017933783, + "lyap1_mean": -0.0018379284301772714, + "lyap1_max": 0.011470302008092403, + "lyap1_min": -0.022382628172636032, + "lyap_spec_mean": [ + -0.001837928663007915, + -0.007280108984559774, + -0.012017372064292431, + -0.015676725655794144 + ], + "frac_above_star": 0.625 + }, + { + "step": 2367, + "lr": 0.0001, + "sup_loss": 0.8979336997354213, + "rf_loss": 0.00022289299522526562, + "total_loss": 0.8981565927306465, + "lyap1_mean": -0.0004279364366084337, + "lyap1_max": 0.03457726165652275, + "lyap1_min": -0.02871265821158886, + "lyap_spec_mean": [ + -0.00042793620377779007, + -0.0016406700015068054, + -0.005784973967820406, + -0.009295888245105743 + ], + "frac_above_star": 0.5 + }, + { + "step": 2368, + "lr": 0.0001, + "sup_loss": 0.892595633493056, + "rf_loss": 0.00017999052943196148, + "total_loss": 0.892775624022488, + "lyap1_mean": 0.0077554513700306416, + "lyap1_max": 0.03389955684542656, + "lyap1_min": -0.011629916727542877, + "lyap_spec_mean": [ + 0.007755451835691929, + 0.00466088205575943, + -0.003378879511728883, + -0.003490682225674391 + ], + "frac_above_star": 0.75 + }, + { + "step": 2369, + "lr": 0.0001, + "sup_loss": 0.9252313069330605, + "rf_loss": 0.00015246449038386345, + "total_loss": 0.9253837714234444, + "lyap1_mean": 2.0597013644874096e-05, + "lyap1_max": 0.017131006345152855, + "lyap1_min": -0.025044184178113937, + "lyap_spec_mean": [ + 2.0596664398908615e-05, + -0.0005330258281901479, + -0.005706786643713713, + -0.004536706022918224 + ], + "frac_above_star": 0.375 + }, + { + "step": 2370, + "lr": 0.0001, + "sup_loss": 0.9039322817938891, + "rf_loss": 0.00040683435508981347, + "total_loss": 0.9043391161489789, + "lyap1_mean": 0.01559832226485014, + "lyap1_max": 0.055381156504154205, + "lyap1_min": -0.012862182222306728, + "lyap_spec_mean": [ + 0.01559832226485014, + 0.01027959119528532, + 0.012350100092589855, + 0.004987651482224464 + ], + "frac_above_star": 0.75 + }, + { + "step": 2371, + "lr": 0.0001, + "sup_loss": 0.8490455611173933, + "rf_loss": 0.000223081762669608, + "total_loss": 0.8492686428800629, + "lyap1_mean": 0.011643202975392342, + "lyap1_max": 0.029837144538760185, + "lyap1_min": -0.0026102475821971893, + "lyap_spec_mean": [ + 0.011643202975392342, + 0.006757648196071386, + 0.0061713214963674545, + 0.004374710842967033 + ], + "frac_above_star": 0.625 + }, + { + "step": 2372, + "lr": 0.0001, + "sup_loss": 0.8837041504064712, + "rf_loss": 0.0001427664392394945, + "total_loss": 0.8838469168457107, + "lyap1_mean": 0.010999592021107674, + "lyap1_max": 0.026878466829657555, + "lyap1_min": -0.003307524137198925, + "lyap_spec_mean": [ + 0.010999592021107674, + 0.008193409070372581, + 0.00347223156131804, + 0.002072228817269206 + ], + "frac_above_star": 0.875 + }, + { + "step": 2373, + "lr": 0.0001, + "sup_loss": 0.8907772827869611, + "rf_loss": 0.0003839941055048257, + "total_loss": 0.8911612768924659, + "lyap1_mean": 0.01804284192621708, + "lyap1_max": 0.029480105265975, + "lyap1_min": -0.013773846440017223, + "lyap_spec_mean": [ + 0.01804284006357193, + 0.015152756124734879, + 0.010893937200307846, + 0.010033657774329185 + ], + "frac_above_star": 0.875 + }, + { + "step": 2374, + "lr": 0.0001, + "sup_loss": 0.9571497248030933, + "rf_loss": 0.00019416128634475172, + "total_loss": 0.9573438860894381, + "lyap1_mean": 0.001819365774281323, + "lyap1_max": 0.03382644057273865, + "lyap1_min": -0.02717294543981552, + "lyap_spec_mean": [ + 0.0018193658906966448, + -0.0023533531930297613, + -0.0014865847770124674, + -0.001413475489243865 + ], + "frac_above_star": 0.375 + }, + { + "step": 2375, + "lr": 0.0001, + "sup_loss": 0.946471256029535, + "rf_loss": 0.0004786976205650717, + "total_loss": 0.9469499536501, + "lyap1_mean": -0.01690138503909111, + "lyap1_max": -0.008585933595895767, + "lyap1_min": -0.03502790629863739, + "lyap_spec_mean": [ + -0.01690138690173626, + -0.019108915701508522, + -0.01768929697573185, + -0.016904227435588837 + ], + "frac_above_star": 0.0 + }, + { + "step": 2376, + "lr": 0.0001, + "sup_loss": 0.9254842366837194, + "rf_loss": 0.0010240282863378525, + "total_loss": 0.9265082649700572, + "lyap1_mean": -0.021082216873764992, + "lyap1_max": 0.005013118032366037, + "lyap1_min": -0.03716554865241051, + "lyap_spec_mean": [ + -0.021082216873764992, + -0.030037228018045425, + -0.03110107034444809, + -0.037508998066186905 + ], + "frac_above_star": 0.125 + }, + { + "step": 2377, + "lr": 0.0001, + "sup_loss": 0.8878138156021367, + "rf_loss": 0.0012478240532800555, + "total_loss": 0.8890616396554167, + "lyap1_mean": -0.03130223974585533, + "lyap1_max": -0.005300083197653294, + "lyap1_min": -0.05334528535604477, + "lyap_spec_mean": [ + -0.03130223974585533, + -0.030938835814595222, + -0.038951605558395386, + -0.03387715294957161 + ], + "frac_above_star": 0.0 + }, + { + "step": 2378, + "lr": 0.0001, + "sup_loss": 0.8732751832083744, + "rf_loss": 0.0006603102665394545, + "total_loss": 0.8739354934749138, + "lyap1_mean": -0.021259775385260582, + "lyap1_max": 0.0003261066449340433, + "lyap1_min": -0.03847154974937439, + "lyap_spec_mean": [ + -0.021259775385260582, + -0.024791255593299866, + -0.017575204372406006, + -0.025081587955355644 + ], + "frac_above_star": 0.125 + }, + { + "step": 2379, + "lr": 0.0001, + "sup_loss": 0.8633745793988556, + "rf_loss": 0.00018068845383822918, + "total_loss": 0.8635552678526939, + "lyap1_mean": -0.00968759972602129, + "lyap1_max": 0.006560667417943478, + "lyap1_min": -0.027155941352248192, + "lyap_spec_mean": [ + -0.00968759972602129, + -0.009440265595912933, + -0.008882027119398117, + -0.010275309905409813 + ], + "frac_above_star": 0.125 + }, + { + "step": 2380, + "lr": 0.0001, + "sup_loss": 0.8224461079071403, + "rf_loss": 0.00020667066564783454, + "total_loss": 0.8226527785727882, + "lyap1_mean": 0.0010963198728859425, + "lyap1_max": 0.03590262681245804, + "lyap1_min": -0.017943426966667175, + "lyap_spec_mean": [ + 0.0010963201057165861, + 0.010577229782938957, + 0.0036598413717001677, + -0.003688259283080697 + ], + "frac_above_star": 0.375 + }, + { + "step": 2381, + "lr": 0.0001, + "sup_loss": 0.9443896791825486, + "rf_loss": 0.0003412629885133356, + "total_loss": 0.9447309421710619, + "lyap1_mean": 0.016207022592425346, + "lyap1_max": 0.031731653958559036, + "lyap1_min": -0.003148459829390049, + "lyap_spec_mean": [ + 0.016207020729780197, + 0.020060773938894272, + 0.009725184179842472, + 0.009909243322908878 + ], + "frac_above_star": 0.875 + }, + { + "step": 2382, + "lr": 0.0001, + "sup_loss": 0.9455873269333483, + "rf_loss": 0.0007515425677411258, + "total_loss": 0.9463388695010895, + "lyap1_mean": 0.020213352516293526, + "lyap1_max": 0.04962139576673508, + "lyap1_min": -0.0005260993493720889, + "lyap_spec_mean": [ + 0.020213352516293526, + 0.023927979171276093, + 0.021663684397935867, + 0.018482133746147156 + ], + "frac_above_star": 0.875 + }, + { + "step": 2383, + "lr": 0.0001, + "sup_loss": 0.932053171604128, + "rf_loss": 0.0004676358657889068, + "total_loss": 0.932520807469917, + "lyap1_mean": 0.019813664257526398, + "lyap1_max": 0.03373095393180847, + "lyap1_min": 0.004178754985332489, + "lyap_spec_mean": [ + 0.019813666120171547, + 0.019637223333120346, + 0.019358770921826363, + 0.015109620057046413 + ], + "frac_above_star": 1.0 + }, + { + "step": 2384, + "lr": 0.0001, + "sup_loss": 0.8095734199536457, + "rf_loss": 0.00046705605927854776, + "total_loss": 0.8100404760129243, + "lyap1_mean": 0.01840909570455551, + "lyap1_max": 0.04151715710759163, + "lyap1_min": -0.0006230527069419622, + "lyap_spec_mean": [ + 0.01840909756720066, + 0.020128194242715836, + 0.014156514778733253, + 0.015097523108124733 + ], + "frac_above_star": 0.875 + }, + { + "step": 2385, + "lr": 0.0001, + "sup_loss": 0.9347588494023875, + "rf_loss": 0.0001927320845425129, + "total_loss": 0.93495158148693, + "lyap1_mean": 0.00231663859449327, + "lyap1_max": 0.018332144245505333, + "lyap1_min": -0.03290995955467224, + "lyap_spec_mean": [ + 0.0023166383616626263, + 0.0037443158216774464, + 0.005718017928302288, + 0.0012371718185022473 + ], + "frac_above_star": 0.625 + }, + { + "step": 2386, + "lr": 0.0001, + "sup_loss": 0.9219485995483176, + "rf_loss": 0.00021641975035890937, + "total_loss": 0.9221650192986766, + "lyap1_mean": -0.0014540876727551222, + "lyap1_max": 0.020149661228060722, + "lyap1_min": -0.021848229691386223, + "lyap_spec_mean": [ + -0.0014540879055857658, + -0.0010961529333144426, + 0.005728895775973797, + 0.0016733957454562187 + ], + "frac_above_star": 0.375 + }, + { + "step": 2387, + "lr": 0.0001, + "sup_loss": 0.9097006038732958, + "rf_loss": 0.0001298264105571434, + "total_loss": 0.9098304302838529, + "lyap1_mean": -0.003078548237681389, + "lyap1_max": 0.014377809129655361, + "lyap1_min": -0.02728969231247902, + "lyap_spec_mean": [ + -0.003078548237681389, + -0.004113891161978245, + -0.0052362531423568726, + -0.008415929041802883 + ], + "frac_above_star": 0.25 + }, + { + "step": 2388, + "lr": 0.0001, + "sup_loss": 0.7440983899453306, + "rf_loss": 0.0002471041225362569, + "total_loss": 0.7443454940678669, + "lyap1_mean": -3.984500654041767e-05, + "lyap1_max": 0.02245892584323883, + "lyap1_min": -0.030619394034147263, + "lyap_spec_mean": [ + -3.984477370977402e-05, + 0.003043857868760824, + -0.004590428434312344, + -0.004421915393322706 + ], + "frac_above_star": 0.5 + }, + { + "step": 2389, + "lr": 0.0001, + "sup_loss": 0.9255434833103383, + "rf_loss": 0.00015133779379539192, + "total_loss": 0.9256948211041337, + "lyap1_mean": 0.00022744899615645409, + "lyap1_max": 0.05047368258237839, + "lyap1_min": -0.02007095329463482, + "lyap_spec_mean": [ + 0.00022744922898709774, + -0.003455385332927108, + -0.00217992439866066, + 0.0009985899087041616 + ], + "frac_above_star": 0.25 + }, + { + "step": 2390, + "lr": 0.0001, + "sup_loss": 0.9125623959898056, + "rf_loss": 7.446434756275266e-05, + "total_loss": 0.9126368603373683, + "lyap1_mean": 0.0023253499530255795, + "lyap1_max": 0.014024576172232628, + "lyap1_min": -0.010836898349225521, + "lyap_spec_mean": [ + 0.0023253504186868668, + 0.003931254148483276, + 0.00336608593352139, + 0.0007829017704352736 + ], + "frac_above_star": 0.625 + }, + { + "step": 2391, + "lr": 0.0001, + "sup_loss": 0.9338158835913584, + "rf_loss": 0.00022557031479664147, + "total_loss": 0.934041453906155, + "lyap1_mean": -0.005313346162438393, + "lyap1_max": 0.023944681510329247, + "lyap1_min": -0.02773430570960045, + "lyap_spec_mean": [ + -0.005313346162438393, + -0.00591854564845562, + -0.005561020225286484, + -0.007240346632897854 + ], + "frac_above_star": 0.375 + }, + { + "step": 2392, + "lr": 0.0001, + "sup_loss": 0.8814557583145577, + "rf_loss": 0.00016698616673238575, + "total_loss": 0.8816227444812901, + "lyap1_mean": 0.0067261941730976105, + "lyap1_max": 0.027529597282409668, + "lyap1_min": -0.016347263008356094, + "lyap_spec_mean": [ + 0.0067261941730976105, + 0.0003345250152051449, + -0.008254972286522388, + -0.000709339277818799 + ], + "frac_above_star": 0.75 + }, + { + "step": 2393, + "lr": 0.0001, + "sup_loss": 0.8863771415246674, + "rf_loss": 0.00017043494153767824, + "total_loss": 0.8865475764662051, + "lyap1_mean": 0.0024638918694108725, + "lyap1_max": 0.022579189389944077, + "lyap1_min": -0.018182240426540375, + "lyap_spec_mean": [ + 0.0024638918694108725, + -0.007774513214826584, + -0.0016867093509063125, + -0.008150147274136543 + ], + "frac_above_star": 0.5 + }, + { + "step": 2394, + "lr": 0.0001, + "sup_loss": 0.9550863001108917, + "rf_loss": 0.00021663587540388107, + "total_loss": 0.9553029359862956, + "lyap1_mean": 0.004014091100543737, + "lyap1_max": 0.020584996789693832, + "lyap1_min": -0.009312627837061882, + "lyap_spec_mean": [ + 0.004014091100543737, + -0.00595645559951663, + -0.00819995068013668, + -0.007873784750699997 + ], + "frac_above_star": 0.5 + }, + { + "step": 2395, + "lr": 0.0001, + "sup_loss": 0.8845423175240182, + "rf_loss": 0.0002549137861933559, + "total_loss": 0.8847972313102116, + "lyap1_mean": -0.007497241720557213, + "lyap1_max": 0.008601450361311436, + "lyap1_min": -0.021064598113298416, + "lyap_spec_mean": [ + -0.007497241720557213, + -0.0064557986333966255, + -0.010549365542829037, + -0.017112424597144127 + ], + "frac_above_star": 0.125 + }, + { + "step": 2396, + "lr": 0.0001, + "sup_loss": 0.8700502383069895, + "rf_loss": 0.00035896871122531593, + "total_loss": 0.8704092070182148, + "lyap1_mean": -0.006659835577011108, + "lyap1_max": 0.024240313097834587, + "lyap1_min": -0.02857976220548153, + "lyap_spec_mean": [ + -0.006659836042672396, + -0.007902894169092178, + -0.013632632791996002, + -0.017236007377505302 + ], + "frac_above_star": 0.25 + }, + { + "step": 2397, + "lr": 0.0001, + "sup_loss": 0.9255157500287858, + "rf_loss": 0.0003098546585533768, + "total_loss": 0.9258256046873392, + "lyap1_mean": -0.01307885441929102, + "lyap1_max": -0.0011621428420767188, + "lyap1_min": -0.022654227912425995, + "lyap_spec_mean": [ + -0.013078853487968445, + -0.014715857803821564, + -0.011321361176669598, + -0.01778409630060196 + ], + "frac_above_star": 0.0 + }, + { + "step": 2398, + "lr": 0.0001, + "sup_loss": 0.9442792570516501, + "rf_loss": 0.0004051705473102629, + "total_loss": 0.9446844275989603, + "lyap1_mean": -0.009610592387616634, + "lyap1_max": 0.016615258529782295, + "lyap1_min": -0.03398871421813965, + "lyap_spec_mean": [ + -0.009610592387616634, + -0.01443606149405241, + -0.018892021849751472, + -0.019187960773706436 + ], + "frac_above_star": 0.25 + }, + { + "step": 2399, + "lr": 0.0001, + "sup_loss": 0.913966934706481, + "rf_loss": 0.00014007976278662682, + "total_loss": 0.9141070144692677, + "lyap1_mean": 0.003028895938768983, + "lyap1_max": 0.01778724230825901, + "lyap1_min": -0.013518117368221283, + "lyap_spec_mean": [ + 0.003028895938768983, + -0.0033648470416665077, + 0.0018555016722530127, + -0.009644273668527603 + ], + "frac_above_star": 0.5 + }, + { + "step": 2400, + "lr": 0.0001, + "sup_loss": 0.9341218874816669, + "rf_loss": 0.00018217082833871245, + "total_loss": 0.9343040583100056, + "lyap1_mean": -0.004002113360911608, + "lyap1_max": 0.012658126652240753, + "lyap1_min": -0.023054856806993484, + "lyap_spec_mean": [ + -0.004002113360911608, + 0.0036379550583660603, + -0.004008506424725056, + -0.0039341324009001255 + ], + "frac_above_star": 0.375 + }, + { + "step": 2401, + "lr": 0.0001, + "sup_loss": 0.9309114641211947, + "rf_loss": 0.00016263779252767563, + "total_loss": 0.9310741019137224, + "lyap1_mean": 0.003760663326829672, + "lyap1_max": 0.01714550331234932, + "lyap1_min": -0.02098991349339485, + "lyap_spec_mean": [ + 0.003760663093999028, + 0.0020581085700541735, + 0.0029500776436179876, + -0.0017890040762722492 + ], + "frac_above_star": 0.625 + }, + { + "step": 2402, + "lr": 0.0001, + "sup_loss": 0.9433720209946602, + "rf_loss": 0.0003641280345618725, + "total_loss": 0.9437361490292221, + "lyap1_mean": 0.012207679450511932, + "lyap1_max": 0.05046270415186882, + "lyap1_min": -0.01275677140802145, + "lyap_spec_mean": [ + 0.012207679450511932, + 0.006819640286266804, + 0.004666841588914394, + 0.004217543639242649 + ], + "frac_above_star": 0.625 + }, + { + "step": 2403, + "lr": 0.0001, + "sup_loss": 0.9582629129211908, + "rf_loss": 0.0002672630944289267, + "total_loss": 0.9585301760156197, + "lyap1_mean": 0.01440682914108038, + "lyap1_max": 0.036486752331256866, + "lyap1_min": -0.007508080452680588, + "lyap_spec_mean": [ + 0.014406830072402954, + 0.012346567586064339, + 0.006865796633064747, + 0.010117223486304283 + ], + "frac_above_star": 0.875 + }, + { + "step": 2404, + "lr": 0.0001, + "sup_loss": 0.9288905895569425, + "rf_loss": 0.00013365817721933126, + "total_loss": 0.9290242477341618, + "lyap1_mean": 0.0011935732327401638, + "lyap1_max": 0.012062739580869675, + "lyap1_min": -0.015180251561105251, + "lyap_spec_mean": [ + 0.001193573116324842, + -0.0006807568715885282, + -0.0005520138656720519, + 0.0019420116441324353 + ], + "frac_above_star": 0.5 + }, + { + "step": 2405, + "lr": 0.0001, + "sup_loss": 0.9128008044142435, + "rf_loss": 0.00042753975139930844, + "total_loss": 0.9132283441656428, + "lyap1_mean": 0.02088799700140953, + "lyap1_max": 0.03285107761621475, + "lyap1_min": -0.0004965242696925998, + "lyap_spec_mean": [ + 0.02088799700140953, + 0.010580470785498619, + 0.019706401973962784, + 0.013189458288252354 + ], + "frac_above_star": 0.875 + }, + { + "step": 2406, + "lr": 0.0001, + "sup_loss": 0.845088327567338, + "rf_loss": 0.00020003356621600688, + "total_loss": 0.845288361133554, + "lyap1_mean": 0.010658909566700459, + "lyap1_max": 0.03889303654432297, + "lyap1_min": -0.008951283060014248, + "lyap_spec_mean": [ + 0.010658909566700459, + 0.005405529867857695, + 0.00681328447535634, + 0.004503694362938404 + ], + "frac_above_star": 0.75 + }, + { + "step": 2407, + "lr": 0.0001, + "sup_loss": 0.8679865516266279, + "rf_loss": 0.00020856072660535574, + "total_loss": 0.8681951123532332, + "lyap1_mean": 0.012703631073236465, + "lyap1_max": 0.03473569080233574, + "lyap1_min": -0.001831292174756527, + "lyap_spec_mean": [ + 0.01270363014191389, + 0.012113956734538078, + 0.0038284575566649437, + 0.0021821949630975723 + ], + "frac_above_star": 0.875 + }, + { + "step": 2408, + "lr": 0.0001, + "sup_loss": 0.9306533513369903, + "rf_loss": 0.00016527491970919073, + "total_loss": 0.9308186262566995, + "lyap1_mean": 0.0024032185319811106, + "lyap1_max": 0.020810816437005997, + "lyap1_min": -0.01794782653450966, + "lyap_spec_mean": [ + 0.002403218299150467, + 0.000725658843293786, + 0.0022916817106306553, + -0.004404428880661726 + ], + "frac_above_star": 0.5 + }, + { + "step": 2409, + "lr": 0.0001, + "sup_loss": 0.9147699200631729, + "rf_loss": 0.00019493061699904501, + "total_loss": 0.914964850680172, + "lyap1_mean": 0.01279098354279995, + "lyap1_max": 0.027588993310928345, + "lyap1_min": -0.007131335325539112, + "lyap_spec_mean": [ + 0.01279098354279995, + 0.0034489426761865616, + 0.006772186141461134, + 0.003571419743821025 + ], + "frac_above_star": 0.75 + }, + { + "step": 2410, + "lr": 0.0001, + "sup_loss": 0.8764052145740496, + "rf_loss": 0.00014795803872402757, + "total_loss": 0.8765531726127737, + "lyap1_mean": -0.0006240155780687928, + "lyap1_max": 0.011244839988648891, + "lyap1_min": -0.007000497542321682, + "lyap_spec_mean": [ + -0.0006240156944841146, + -0.009738082997500896, + -0.004147875122725964, + -0.013535620644688606 + ], + "frac_above_star": 0.375 + }, + { + "step": 2411, + "lr": 0.0001, + "sup_loss": 0.8489599131418568, + "rf_loss": 0.0005777182523161173, + "total_loss": 0.8495376313941729, + "lyap1_mean": -0.020519178360700607, + "lyap1_max": -0.007962686009705067, + "lyap1_min": -0.037472184747457504, + "lyap_spec_mean": [ + -0.020519178360700607, + -0.0174037367105484, + -0.014755004085600376, + -0.030064785853028297 + ], + "frac_above_star": 0.0 + }, + { + "step": 2412, + "lr": 0.0001, + "sup_loss": 0.8480875051391712, + "rf_loss": 0.000810223282314837, + "total_loss": 0.848897728421486, + "lyap1_mean": -0.02535656839609146, + "lyap1_max": -0.014190579764544964, + "lyap1_min": -0.04406687244772911, + "lyap_spec_mean": [ + -0.02535656839609146, + -0.023119939491152763, + -0.025968613103032112, + -0.032901864498853683 + ], + "frac_above_star": 0.0 + }, + { + "step": 2413, + "lr": 0.0001, + "sup_loss": 0.8711264876070851, + "rf_loss": 0.0005920068360865116, + "total_loss": 0.8717184944431716, + "lyap1_mean": -0.02242269739508629, + "lyap1_max": -0.0048005664721131325, + "lyap1_min": -0.03724793344736099, + "lyap_spec_mean": [ + -0.02242269553244114, + -0.016343913972377777, + -0.02456088177859783, + -0.02466163970530033 + ], + "frac_above_star": 0.0 + }, + { + "step": 2414, + "lr": 0.0001, + "sup_loss": 0.927464422451356, + "rf_loss": 0.0004217419191263616, + "total_loss": 0.9278861643704823, + "lyap1_mean": -0.008851621299982071, + "lyap1_max": 0.01465499959886074, + "lyap1_min": -0.027004074305295944, + "lyap_spec_mean": [ + -0.008851620368659496, + -0.013826235197484493, + -0.0157178845256567, + -0.0135822594165802 + ], + "frac_above_star": 0.375 + }, + { + "step": 2415, + "lr": 0.0001, + "sup_loss": 0.948635123152752, + "rf_loss": 8.188215724658221e-05, + "total_loss": 0.9487170053099986, + "lyap1_mean": -0.0012143496423959732, + "lyap1_max": 0.007507927715778351, + "lyap1_min": -0.015321887098252773, + "lyap_spec_mean": [ + -0.0012143498752266169, + -0.002369715366512537, + -0.006518770940601826, + -0.00432066572830081 + ], + "frac_above_star": 0.5 + }, + { + "step": 2416, + "lr": 0.0001, + "sup_loss": 0.8761839184957075, + "rf_loss": 0.00029220644501037896, + "total_loss": 0.8764761249407179, + "lyap1_mean": 0.016732554882764816, + "lyap1_max": 0.03332335874438286, + "lyap1_min": -0.001684190589003265, + "lyap_spec_mean": [ + 0.016732554882764816, + 0.014140104874968529, + 0.007501461077481508, + 0.007734409999102354 + ], + "frac_above_star": 0.875 + }, + { + "step": 2417, + "lr": 0.0001, + "sup_loss": 0.8925620595818722, + "rf_loss": 0.00027981537277810276, + "total_loss": 0.8928418749546503, + "lyap1_mean": 0.013582193292677402, + "lyap1_max": 0.02864188328385353, + "lyap1_min": -0.001357001718133688, + "lyap_spec_mean": [ + 0.013582192361354828, + 0.00927568320184946, + 0.01181344036012888, + 0.014200348407030106 + ], + "frac_above_star": 0.875 + }, + { + "step": 2418, + "lr": 0.0001, + "sup_loss": 0.9332138604375804, + "rf_loss": 0.0005035216454416513, + "total_loss": 0.933717382083022, + "lyap1_mean": 0.01993933692574501, + "lyap1_max": 0.03579864650964737, + "lyap1_min": -0.0023825052194297314, + "lyap_spec_mean": [ + 0.01993933878839016, + 0.01618041843175888, + 0.019045468419790268, + 0.013941621407866478 + ], + "frac_above_star": 0.875 + }, + { + "step": 2419, + "lr": 0.0001, + "sup_loss": 0.9169672067729485, + "rf_loss": 0.000500247348099947, + "total_loss": 0.9174674541210485, + "lyap1_mean": 0.023959333077073097, + "lyap1_max": 0.04731542989611626, + "lyap1_min": 0.0049518197774887085, + "lyap_spec_mean": [ + 0.023959333077073097, + 0.016354292631149292, + 0.019695013761520386, + 0.01971377246081829 + ], + "frac_above_star": 1.0 + }, + { + "step": 2420, + "lr": 0.0001, + "sup_loss": 0.9056262769990852, + "rf_loss": 0.00019280609558336437, + "total_loss": 0.9058190830946685, + "lyap1_mean": 0.014656517654657364, + "lyap1_max": 0.026996277272701263, + "lyap1_min": -0.005291873589158058, + "lyap_spec_mean": [ + 0.01465651672333479, + 0.012913284823298454, + 0.004680969286710024, + 0.009278031066060066 + ], + "frac_above_star": 0.875 + }, + { + "step": 2421, + "lr": 0.0001, + "sup_loss": 0.9431013663452472, + "rf_loss": 0.00011876365169882774, + "total_loss": 0.943220129996946, + "lyap1_mean": 0.0047760335728526115, + "lyap1_max": 0.022769158706068993, + "lyap1_min": -0.00355758098885417, + "lyap_spec_mean": [ + 0.0047760335728526115, + 0.005954171996563673, + 0.001546208979561925, + 0.006453906185925007 + ], + "frac_above_star": 0.625 + }, + { + "step": 2422, + "lr": 0.0001, + "sup_loss": 0.8879611755774031, + "rf_loss": 0.00046850828221067786, + "total_loss": 0.8884296838596137, + "lyap1_mean": -0.012991801835596561, + "lyap1_max": 0.006299314554780722, + "lyap1_min": -0.02428547665476799, + "lyap_spec_mean": [ + -0.012991801835596561, + -0.01582404226064682, + -0.012073874473571777, + -0.023833131417632103 + ], + "frac_above_star": 0.125 + }, + { + "step": 2423, + "lr": 0.0001, + "sup_loss": 0.9308013904842276, + "rf_loss": 0.0004833595594391227, + "total_loss": 0.9312847500436667, + "lyap1_mean": -0.013143882155418396, + "lyap1_max": 0.007523912936449051, + "lyap1_min": -0.025804974138736725, + "lyap_spec_mean": [ + -0.013143882155418396, + -0.017003938555717468, + -0.02284707874059677, + -0.022465046495199203 + ], + "frac_above_star": 0.125 + }, + { + "step": 2424, + "lr": 0.0001, + "sup_loss": 0.8565599187437715, + "rf_loss": 0.00028271129122003913, + "total_loss": 0.8568426300349915, + "lyap1_mean": -0.00503156241029501, + "lyap1_max": 0.020812304690480232, + "lyap1_min": -0.026368876919150352, + "lyap_spec_mean": [ + -0.005031562875956297, + -0.010745221748948097, + -0.010592931881546974, + -0.015944503247737885 + ], + "frac_above_star": 0.375 + }, + { + "step": 2425, + "lr": 0.0001, + "sup_loss": 0.9056426212368862, + "rf_loss": 0.0002549031632952392, + "total_loss": 0.9058975244001815, + "lyap1_mean": -0.010475438088178635, + "lyap1_max": 0.012612393125891685, + "lyap1_min": -0.04060900956392288, + "lyap_spec_mean": [ + -0.010475438088178635, + -0.0037451493553817272, + -0.009162576869130135, + -0.013279428705573082 + ], + "frac_above_star": 0.25 + }, + { + "step": 2426, + "lr": 0.0001, + "sup_loss": 0.9141117577799839, + "rf_loss": 0.0002965352905448526, + "total_loss": 0.9144082930705287, + "lyap1_mean": 0.008045388385653496, + "lyap1_max": 0.02973060868680477, + "lyap1_min": -0.02036305144429207, + "lyap_spec_mean": [ + 0.008045388385653496, + 0.0033288951963186264, + 0.001954230945557356, + -0.000268499949015677 + ], + "frac_above_star": 0.875 + }, + { + "step": 2427, + "lr": 0.0001, + "sup_loss": 0.951492059107549, + "rf_loss": 0.00021530338563024998, + "total_loss": 0.9517073624931792, + "lyap1_mean": 0.0129859559237957, + "lyap1_max": 0.04171027988195419, + "lyap1_min": -0.0004536820051725954, + "lyap_spec_mean": [ + 0.0129859559237957, + 0.004575784783810377, + 0.005537514574825764, + 0.00039199599996209145 + ], + "frac_above_star": 0.875 + }, + { + "step": 2428, + "lr": 0.0001, + "sup_loss": 0.8463524221212462, + "rf_loss": 0.00040073442505672574, + "total_loss": 0.8467531565463029, + "lyap1_mean": 0.019795594736933708, + "lyap1_max": 0.06950768828392029, + "lyap1_min": -0.0051413122564554214, + "lyap_spec_mean": [ + 0.019795594736933708, + 0.01628793030977249, + 0.013096150942146778, + 0.006178215146064758 + ], + "frac_above_star": 0.75 + }, + { + "step": 2429, + "lr": 0.0001, + "sup_loss": 0.9352646626287033, + "rf_loss": 0.0004641656996682286, + "total_loss": 0.9357288283283716, + "lyap1_mean": 0.019199680536985397, + "lyap1_max": 0.042067743837833405, + "lyap1_min": 0.0009630813729017973, + "lyap_spec_mean": [ + 0.019199680536985397, + 0.01441902108490467, + 0.015704426914453506, + 0.01215396448969841 + ], + "frac_above_star": 1.0 + }, + { + "step": 2430, + "lr": 0.0001, + "sup_loss": 0.9218710133249658, + "rf_loss": 0.0003033396787941456, + "total_loss": 0.9221743530037599, + "lyap1_mean": 0.01930697076022625, + "lyap1_max": 0.02778332494199276, + "lyap1_min": 0.00032972655026242137, + "lyap_spec_mean": [ + 0.0193069726228714, + 0.012710001319646835, + 0.01377408392727375, + 0.011031817644834518 + ], + "frac_above_star": 1.0 + }, + { + "step": 2431, + "lr": 0.0001, + "sup_loss": 0.9168270549486197, + "rf_loss": 0.00025565974647179246, + "total_loss": 0.9170827146950915, + "lyap1_mean": 0.014875585213303566, + "lyap1_max": 0.047206535935401917, + "lyap1_min": -0.0004000061599072069, + "lyap_spec_mean": [ + 0.014875585213303566, + 0.005477525293827057, + 0.009114718064665794, + 0.0017343967920169234 + ], + "frac_above_star": 0.875 + }, + { + "step": 2432, + "lr": 0.0001, + "sup_loss": 0.9324610218380706, + "rf_loss": 0.000178199028596282, + "total_loss": 0.9326392208666668, + "lyap1_mean": -0.00869239866733551, + "lyap1_max": 0.004680377896875143, + "lyap1_min": -0.02206099033355713, + "lyap_spec_mean": [ + -0.008692397736012936, + -0.0017557311803102493, + -0.0073533495888113976, + -0.009335937909781933 + ], + "frac_above_star": 0.25 + }, + { + "step": 2433, + "lr": 0.0001, + "sup_loss": 0.928960892522443, + "rf_loss": 0.0004966782289557159, + "total_loss": 0.9294575707513987, + "lyap1_mean": -0.017426181584596634, + "lyap1_max": 0.01882972940802574, + "lyap1_min": -0.02949969843029976, + "lyap_spec_mean": [ + -0.017426181584596634, + -0.0158712025731802, + -0.019775670021772385, + -0.021054552868008614 + ], + "frac_above_star": 0.125 + }, + { + "step": 2434, + "lr": 0.0001, + "sup_loss": 0.9279173643492733, + "rf_loss": 0.0005666348151862621, + "total_loss": 0.9284839991644596, + "lyap1_mean": -0.023159891366958618, + "lyap1_max": -0.003380582667887211, + "lyap1_min": -0.03636131435632706, + "lyap_spec_mean": [ + -0.023159891366958618, + -0.019054017961025238, + -0.020738020539283752, + -0.022885102778673172 + ], + "frac_above_star": 0.0 + }, + { + "step": 2435, + "lr": 0.0001, + "sup_loss": 0.8224960879747604, + "rf_loss": 0.0004651808994822204, + "total_loss": 0.8229612688742426, + "lyap1_mean": -0.013818837702274323, + "lyap1_max": -0.0013555826153606176, + "lyap1_min": -0.032154105603694916, + "lyap_spec_mean": [ + -0.013818836770951748, + -0.02034762315452099, + -0.017461277544498444, + -0.022649569436907768 + ], + "frac_above_star": 0.0 + }, + { + "step": 2436, + "lr": 0.0001, + "sup_loss": 0.8491444951391215, + "rf_loss": 0.0002264403156004846, + "total_loss": 0.849370935454722, + "lyap1_mean": -0.009216073900461197, + "lyap1_max": 0.007154443301260471, + "lyap1_min": -0.023477140814065933, + "lyap_spec_mean": [ + -0.009216072969138622, + -0.010860678739845753, + -0.010113364085555077, + -0.013657104223966599 + ], + "frac_above_star": 0.125 + }, + { + "step": 2437, + "lr": 0.0001, + "sup_loss": 0.9767799132667409, + "rf_loss": 8.17163527244702e-05, + "total_loss": 0.9768616296194653, + "lyap1_mean": -0.004614385310560465, + "lyap1_max": 0.009261050261557102, + "lyap1_min": -0.01824752241373062, + "lyap_spec_mean": [ + -0.004614385776221752, + -0.0004712672671303153, + -0.006589566823095083, + -0.0003626226680353284 + ], + "frac_above_star": 0.25 + }, + { + "step": 2438, + "lr": 0.0001, + "sup_loss": 0.9143673572960286, + "rf_loss": 0.0001576912763994187, + "total_loss": 0.914525048572428, + "lyap1_mean": 0.01076446007937193, + "lyap1_max": 0.031012123450636864, + "lyap1_min": -0.006047455128282309, + "lyap_spec_mean": [ + 0.010764461010694504, + 0.0043720961548388, + 0.00392394233494997, + 0.0022079383488744497 + ], + "frac_above_star": 0.75 + }, + { + "step": 2439, + "lr": 0.0001, + "sup_loss": 0.896530363854747, + "rf_loss": 0.00022242945851758122, + "total_loss": 0.8967527933132646, + "lyap1_mean": 0.013772783800959587, + "lyap1_max": 0.029545960947871208, + "lyap1_min": -0.006664575543254614, + "lyap_spec_mean": [ + 0.013772783800959587, + 0.014363080263137817, + 0.007022553123533726, + 0.007187285460531712 + ], + "frac_above_star": 0.875 + }, + { + "step": 2440, + "lr": 0.0001, + "sup_loss": 0.9274112711044832, + "rf_loss": 0.0005763601511716843, + "total_loss": 0.9279876312556549, + "lyap1_mean": 0.022710662335157394, + "lyap1_max": 0.042500101029872894, + "lyap1_min": 0.009425664320588112, + "lyap_spec_mean": [ + 0.022710662335157394, + 0.025277510285377502, + 0.014518342912197113, + 0.014535273425281048 + ], + "frac_above_star": 1.0 + }, + { + "step": 2441, + "lr": 0.0001, + "sup_loss": 0.9295357917798244, + "rf_loss": 0.0005662963958457112, + "total_loss": 0.9301020881756701, + "lyap1_mean": 0.018665103241801262, + "lyap1_max": 0.03983098268508911, + "lyap1_min": 0.002854411257430911, + "lyap_spec_mean": [ + 0.018665103241801262, + 0.021070189774036407, + 0.02120163105428219, + 0.020203743129968643 + ], + "frac_above_star": 1.0 + }, + { + "step": 2442, + "lr": 0.0001, + "sup_loss": 0.8650677066181527, + "rf_loss": 0.000265571812633425, + "total_loss": 0.8653332784307861, + "lyap1_mean": 0.0159011110663414, + "lyap1_max": 0.027307994663715363, + "lyap1_min": 0.005190047901123762, + "lyap_spec_mean": [ + 0.01590110920369625, + 0.0177740640938282, + 0.009553860872983932, + 0.008567430078983307 + ], + "frac_above_star": 1.0 + }, + { + "step": 2443, + "lr": 0.0001, + "sup_loss": 0.9734047862450881, + "rf_loss": 0.00023789970146026462, + "total_loss": 0.9736426859465483, + "lyap1_mean": 0.010682028718292713, + "lyap1_max": 0.03675035759806633, + "lyap1_min": -0.017123444005846977, + "lyap_spec_mean": [ + 0.010682030580937862, + 0.006484333425760269, + 0.005846896208822727, + 0.0005654799751937389 + ], + "frac_above_star": 0.75 + }, + { + "step": 2444, + "lr": 0.0001, + "sup_loss": 0.9088774023397433, + "rf_loss": 0.00019528664415702224, + "total_loss": 0.9090726889839004, + "lyap1_mean": 0.0033731365110725164, + "lyap1_max": 0.02306896075606346, + "lyap1_min": -0.010715985670685768, + "lyap_spec_mean": [ + 0.003373136278241873, + -0.0007095337496139109, + 0.010502481833100319, + -0.006420747842639685 + ], + "frac_above_star": 0.625 + }, + { + "step": 2445, + "lr": 0.0001, + "sup_loss": 0.8872804305270499, + "rf_loss": 0.000197046174434945, + "total_loss": 0.8874774767014848, + "lyap1_mean": -0.003940401133149862, + "lyap1_max": 0.006721135228872299, + "lyap1_min": -0.022876042872667313, + "lyap_spec_mean": [ + -0.00394040159881115, + -0.0016584655968472362, + -0.006985969375818968, + -0.010492690838873386 + ], + "frac_above_star": 0.5 + }, + { + "step": 2446, + "lr": 0.0001, + "sup_loss": 0.9473904466475508, + "rf_loss": 0.00036692031426355243, + "total_loss": 0.9477573669618143, + "lyap1_mean": -0.00739471148699522, + "lyap1_max": 0.021618615835905075, + "lyap1_min": -0.0331239253282547, + "lyap_spec_mean": [ + -0.00739471148699522, + -0.011418450623750687, + -0.011442042887210846, + -0.010936429724097252 + ], + "frac_above_star": 0.125 + }, + { + "step": 2447, + "lr": 0.0001, + "sup_loss": 0.9350452080173131, + "rf_loss": 0.00043545934022404253, + "total_loss": 0.9354806673575371, + "lyap1_mean": -0.008770368061959743, + "lyap1_max": 0.007338189985603094, + "lyap1_min": -0.024641482159495354, + "lyap_spec_mean": [ + -0.008770368061959743, + -0.015017347410321236, + -0.02196156606078148, + -0.021981941536068916 + ], + "frac_above_star": 0.25 + }, + { + "step": 2448, + "lr": 0.0001, + "sup_loss": 0.8725684574268624, + "rf_loss": 0.0006376974633894861, + "total_loss": 0.8732061548902519, + "lyap1_mean": -0.015407213009893894, + "lyap1_max": -0.008287064731121063, + "lyap1_min": -0.03068399243056774, + "lyap_spec_mean": [ + -0.01540721207857132, + -0.023274550214409828, + -0.023756949231028557, + -0.030474592000246048 + ], + "frac_above_star": 0.0 + }, + { + "step": 2449, + "lr": 0.0001, + "sup_loss": 0.9329583153831005, + "rf_loss": 0.0006428106571547687, + "total_loss": 0.9336011260402552, + "lyap1_mean": -0.02116786129772663, + "lyap1_max": 0.0030965404585003853, + "lyap1_min": -0.035278744995594025, + "lyap_spec_mean": [ + -0.02116786129772663, + -0.02613603137433529, + -0.024385154247283936, + -0.022214392200112343 + ], + "frac_above_star": 0.125 + }, + { + "step": 2450, + "lr": 0.0001, + "sup_loss": 0.9879066773690875, + "rf_loss": 0.0004211464256513864, + "total_loss": 0.9883278237947389, + "lyap1_mean": -0.01106075569987297, + "lyap1_max": 0.0074939243495464325, + "lyap1_min": -0.02278970181941986, + "lyap_spec_mean": [ + -0.011060753837227821, + -0.02166416123509407, + -0.01923096552491188, + -0.019077003002166748 + ], + "frac_above_star": 0.125 + }, + { + "step": 2451, + "lr": 0.0001, + "sup_loss": 0.8592357809624909, + "rf_loss": 0.00029738867306150496, + "total_loss": 0.8595331696355524, + "lyap1_mean": -0.00846740510314703, + "lyap1_max": 0.010974276810884476, + "lyap1_min": -0.028387103229761124, + "lyap_spec_mean": [ + -0.00846740510314703, + -0.012894364073872566, + -0.013178270310163498, + -0.013830650597810745 + ], + "frac_above_star": 0.375 + }, + { + "step": 2452, + "lr": 0.0001, + "sup_loss": 0.8493607595232899, + "rf_loss": 0.00012473342940211296, + "total_loss": 0.849485492952692, + "lyap1_mean": 0.00277632474899292, + "lyap1_max": 0.01400904729962349, + "lyap1_min": -0.009442211128771305, + "lyap_spec_mean": [ + 0.00277632474899292, + -0.008159097284078598, + -0.0016730553470551968, + -0.007091925013810396 + ], + "frac_above_star": 0.5 + }, + { + "step": 2453, + "lr": 0.0001, + "sup_loss": 0.9363818965731551, + "rf_loss": 0.0003220660728402436, + "total_loss": 0.9367039626459953, + "lyap1_mean": 0.01730082556605339, + "lyap1_max": 0.03413386642932892, + "lyap1_min": 0.0020494505297392607, + "lyap_spec_mean": [ + 0.01730082370340824, + 0.011841737665235996, + 0.010678766295313835, + 0.004840113688260317 + ], + "frac_above_star": 1.0 + }, + { + "step": 2454, + "lr": 0.0001, + "sup_loss": 0.8351970444953924, + "rf_loss": 0.0002680121106095612, + "total_loss": 0.835465056606002, + "lyap1_mean": 0.01632874459028244, + "lyap1_max": 0.027993053197860718, + "lyap1_min": 0.0006179693154990673, + "lyap_spec_mean": [ + 0.01632874459028244, + 0.010391339659690857, + 0.0014682000037282705, + 0.008662560023367405 + ], + "frac_above_star": 1.0 + }, + { + "step": 2455, + "lr": 0.0001, + "sup_loss": 0.8322219168719809, + "rf_loss": 0.0005596795817837119, + "total_loss": 0.8327815964537646, + "lyap1_mean": 0.021057462319731712, + "lyap1_max": 0.04472433030605316, + "lyap1_min": 0.0027297819033265114, + "lyap_spec_mean": [ + 0.021057462319731712, + 0.023327693343162537, + 0.016785278916358948, + 0.020447837188839912 + ], + "frac_above_star": 1.0 + }, + { + "step": 2456, + "lr": 0.0001, + "sup_loss": 0.9314355129470279, + "rf_loss": 0.0008826566045172513, + "total_loss": 0.9323181695515451, + "lyap1_mean": 0.028127167373895645, + "lyap1_max": 0.061735108494758606, + "lyap1_min": 0.01299845427274704, + "lyap_spec_mean": [ + 0.028127169236540794, + 0.020696617662906647, + 0.026783345267176628, + 0.023261532187461853 + ], + "frac_above_star": 1.0 + }, + { + "step": 2457, + "lr": 0.0001, + "sup_loss": 0.9431912140684257, + "rf_loss": 0.00042834028135985136, + "total_loss": 0.9436195543497855, + "lyap1_mean": 0.02429792657494545, + "lyap1_max": 0.051050301641225815, + "lyap1_min": 0.007920799776911736, + "lyap_spec_mean": [ + 0.02429792657494545, + 0.017221376299858093, + 0.016037607565522194, + 0.018215255811810493 + ], + "frac_above_star": 1.0 + }, + { + "step": 2458, + "lr": 0.0001, + "sup_loss": 0.9383408310368081, + "rf_loss": 0.00023299353779293597, + "total_loss": 0.938573824574601, + "lyap1_mean": 0.010029306635260582, + "lyap1_max": 0.04341976344585419, + "lyap1_min": -0.01720907725393772, + "lyap_spec_mean": [ + 0.010029307566583157, + 0.009073431603610516, + 0.006912650540471077, + 0.006756970193237066 + ], + "frac_above_star": 0.75 + }, + { + "step": 2459, + "lr": 0.0001, + "sup_loss": 0.9282938411156416, + "rf_loss": 0.00029717377037741244, + "total_loss": 0.928591014886019, + "lyap1_mean": 0.009252122603356838, + "lyap1_max": 0.033049892634153366, + "lyap1_min": -0.02277810499072075, + "lyap_spec_mean": [ + 0.009252121672034264, + 0.006536786910146475, + 0.0022596740163862705, + 0.006284554488956928 + ], + "frac_above_star": 0.75 + }, + { + "step": 2460, + "lr": 0.0001, + "sup_loss": 0.9308430584155872, + "rf_loss": 0.0005016069626435637, + "total_loss": 0.9313446653782308, + "lyap1_mean": -0.017157461494207382, + "lyap1_max": 0.004326265305280685, + "lyap1_min": -0.029193051159381866, + "lyap_spec_mean": [ + -0.017157461494207382, + -0.015290670096874237, + -0.023881420493125916, + -0.0180119089782238 + ], + "frac_above_star": 0.125 + }, + { + "step": 2461, + "lr": 0.0001, + "sup_loss": 0.8740498641643397, + "rf_loss": 0.001009446568787098, + "total_loss": 0.8750593107331268, + "lyap1_mean": -0.02108415961265564, + "lyap1_max": -0.0025414160918444395, + "lyap1_min": -0.041151974350214005, + "lyap_spec_mean": [ + -0.02108415775001049, + -0.029976196587085724, + -0.03466452285647392, + -0.031766921281814575 + ], + "frac_above_star": 0.0 + }, + { + "step": 2462, + "lr": 0.0001, + "sup_loss": 0.9654286697181966, + "rf_loss": 0.0006330952164717019, + "total_loss": 0.9660617649346683, + "lyap1_mean": -0.014671875163912773, + "lyap1_max": 0.024185553193092346, + "lyap1_min": -0.03836095333099365, + "lyap_spec_mean": [ + -0.014671875163912773, + -0.018819253891706467, + -0.02426074631512165, + -0.02477106638252735 + ], + "frac_above_star": 0.125 + }, + { + "step": 2463, + "lr": 0.0001, + "sup_loss": 0.8181405293452522, + "rf_loss": 0.0003696430940181017, + "total_loss": 0.8185101724392703, + "lyap1_mean": -0.01754000410437584, + "lyap1_max": 0.0003115401486866176, + "lyap1_min": -0.03187180310487747, + "lyap_spec_mean": [ + -0.01754000410437584, + -0.014440346509218216, + -0.016373660415410995, + -0.016963303089141846 + ], + "frac_above_star": 0.125 + }, + { + "step": 2464, + "lr": 0.0001, + "sup_loss": 0.9324822063077632, + "rf_loss": 0.00012295859050936997, + "total_loss": 0.9326051648982726, + "lyap1_mean": -0.0025215446949005127, + "lyap1_max": 0.008952033706009388, + "lyap1_min": -0.008668179623782635, + "lyap_spec_mean": [ + -0.0025215446949005127, + -0.007509797345846891, + -0.0055902255699038506, + -0.004374011419713497 + ], + "frac_above_star": 0.25 + }, + { + "step": 2465, + "lr": 0.0001, + "sup_loss": 0.8862449668741419, + "rf_loss": 0.0002832296013366431, + "total_loss": 0.8865281964754785, + "lyap1_mean": 0.010700967162847519, + "lyap1_max": 0.03078201413154602, + "lyap1_min": -0.006524943746626377, + "lyap_spec_mean": [ + 0.010700967162847519, + 0.012340452522039413, + 0.008127332665026188, + 0.007662929128855467 + ], + "frac_above_star": 0.625 + }, + { + "step": 2466, + "lr": 0.0001, + "sup_loss": 0.9208444260151462, + "rf_loss": 0.00040704169077798724, + "total_loss": 0.9212514677059241, + "lyap1_mean": 0.018269646912813187, + "lyap1_max": 0.047558825463056564, + "lyap1_min": 0.0021434149239212275, + "lyap_spec_mean": [ + 0.018269646912813187, + 0.01672971434891224, + 0.014026989229023457, + 0.014798523858189583 + ], + "frac_above_star": 1.0 + }, + { + "step": 2467, + "lr": 0.0001, + "sup_loss": 0.8644757151196527, + "rf_loss": 0.00029905338305979967, + "total_loss": 0.8647747685027125, + "lyap1_mean": 0.012934057042002678, + "lyap1_max": 0.04024923965334892, + "lyap1_min": -0.0014218476135283709, + "lyap_spec_mean": [ + 0.012934058904647827, + 0.010139482095837593, + 0.013973277062177658, + 0.0105866938829422 + ], + "frac_above_star": 0.875 + }, + { + "step": 2468, + "lr": 0.0001, + "sup_loss": 0.9299849304336851, + "rf_loss": 0.0002389972796663642, + "total_loss": 0.9302239277133515, + "lyap1_mean": 0.005576741881668568, + "lyap1_max": 0.02157372236251831, + "lyap1_min": -0.016386965289711952, + "lyap_spec_mean": [ + 0.005576741881668568, + 0.009315920993685722, + -0.0016749703790992498, + 0.001305778743699193 + ], + "frac_above_star": 0.625 + }, + { + "step": 2469, + "lr": 0.0001, + "sup_loss": 0.8578509090408872, + "rf_loss": 0.00022438977612182498, + "total_loss": 0.8580752988170091, + "lyap1_mean": 0.008694726973772049, + "lyap1_max": 0.03459496423602104, + "lyap1_min": -0.009387237019836903, + "lyap_spec_mean": [ + 0.008694726973772049, + -3.573938738554716e-05, + 0.001224817824549973, + -0.0073973024263978004 + ], + "frac_above_star": 0.625 + }, + { + "step": 2470, + "lr": 0.0001, + "sup_loss": 0.9191643470713362, + "rf_loss": 0.00042344260145910084, + "total_loss": 0.9195877896727953, + "lyap1_mean": -0.010857079178094864, + "lyap1_max": 0.0076163215562701225, + "lyap1_min": -0.027712110430002213, + "lyap_spec_mean": [ + -0.01085707824677229, + -0.017735177651047707, + -0.01996324397623539, + -0.019073914736509323 + ], + "frac_above_star": 0.375 + }, + { + "step": 2471, + "lr": 0.0001, + "sup_loss": 0.9281124800814373, + "rf_loss": 0.0007015670416876674, + "total_loss": 0.928814047123125, + "lyap1_mean": -0.02421780303120613, + "lyap1_max": -0.005283267702907324, + "lyap1_min": -0.04009980708360672, + "lyap_spec_mean": [ + -0.024217801168560982, + -0.021922234445810318, + -0.022161608561873436, + -0.02576514519751072 + ], + "frac_above_star": 0.0 + }, + { + "step": 2472, + "lr": 0.0001, + "sup_loss": 0.9619291449118921, + "rf_loss": 0.0007407946977764368, + "total_loss": 0.9626699396096685, + "lyap1_mean": -0.019463256001472473, + "lyap1_max": 0.012759021483361721, + "lyap1_min": -0.04034212604165077, + "lyap_spec_mean": [ + -0.019463256001472473, + -0.023007426410913467, + -0.026619967073202133, + -0.028115255758166313 + ], + "frac_above_star": 0.125 + }, + { + "step": 2473, + "lr": 0.0001, + "sup_loss": 0.9095414527254524, + "rf_loss": 0.0002583691384643316, + "total_loss": 0.9097998218639167, + "lyap1_mean": -0.009749227203428745, + "lyap1_max": 0.00737038254737854, + "lyap1_min": -0.02364516071975231, + "lyap_spec_mean": [ + -0.00974922813475132, + -0.009115218184888363, + -0.01503685675561428, + -0.013589026406407356 + ], + "frac_above_star": 0.125 + }, + { + "step": 2474, + "lr": 0.0001, + "sup_loss": 0.9410028149278358, + "rf_loss": 0.00023001717636361718, + "total_loss": 0.9412328321041994, + "lyap1_mean": 0.011859772726893425, + "lyap1_max": 0.046343978494405746, + "lyap1_min": -0.011773951351642609, + "lyap_spec_mean": [ + 0.011859772726893425, + 0.006820899434387684, + 0.0014089851174503565, + 0.0007456825114786625 + ], + "frac_above_star": 0.75 + }, + { + "step": 2475, + "lr": 0.0001, + "sup_loss": 0.877621587685132, + "rf_loss": 0.0002538015251047909, + "total_loss": 0.8778753892102368, + "lyap1_mean": 0.018548885360360146, + "lyap1_max": 0.049409545958042145, + "lyap1_min": 0.0031074786093086004, + "lyap_spec_mean": [ + 0.018548885360360146, + 0.008713738061487675, + 0.011217275634407997, + 0.0052010370418429375 + ], + "frac_above_star": 1.0 + }, + { + "step": 2476, + "lr": 0.0001, + "sup_loss": 0.8750015006746867, + "rf_loss": 0.0006200422067195177, + "total_loss": 0.8756215428814063, + "lyap1_mean": 0.024650348350405693, + "lyap1_max": 0.0564524345099926, + "lyap1_min": 0.008552875369787216, + "lyap_spec_mean": [ + 0.024650348350405693, + 0.022154193371534348, + 0.01860717125236988, + 0.01946067065000534 + ], + "frac_above_star": 1.0 + }, + { + "step": 2477, + "lr": 0.0001, + "sup_loss": 0.935849710959542, + "rf_loss": 0.0006768843741156161, + "total_loss": 0.9365265953336576, + "lyap1_mean": 0.027186276391148567, + "lyap1_max": 0.04485496133565903, + "lyap1_min": 0.007882846519351006, + "lyap_spec_mean": [ + 0.027186276391148567, + 0.02183769829571247, + 0.018670203164219856, + 0.017361564561724663 + ], + "frac_above_star": 1.0 + }, + { + "step": 2478, + "lr": 0.0001, + "sup_loss": 0.9790183266482282, + "rf_loss": 0.0005383953684940934, + "total_loss": 0.9795567220167223, + "lyap1_mean": 0.024457145482301712, + "lyap1_max": 0.044597476720809937, + "lyap1_min": 0.0018688116688281298, + "lyap_spec_mean": [ + 0.024457145482301712, + 0.020254485309123993, + 0.019555775448679924, + 0.017521630972623825 + ], + "frac_above_star": 1.0 + }, + { + "step": 2479, + "lr": 0.0001, + "sup_loss": 0.9341528861334477, + "rf_loss": 0.00018788891611620784, + "total_loss": 0.9343407750495639, + "lyap1_mean": 0.012003272771835327, + "lyap1_max": 0.025211185216903687, + "lyap1_min": -0.010364961810410023, + "lyap_spec_mean": [ + 0.012003272771835327, + 0.010435322299599648, + 0.007083652541041374, + -0.0022224297281354666 + ], + "frac_above_star": 0.875 + }, + { + "step": 2480, + "lr": 0.0001, + "sup_loss": 0.859237912797255, + "rf_loss": 0.00019638653611764312, + "total_loss": 0.8594342993333727, + "lyap1_mean": 0.00769050233066082, + "lyap1_max": 0.020776543766260147, + "lyap1_min": -0.012243622913956642, + "lyap_spec_mean": [ + 0.00769050233066082, + 0.003814707277342677, + 0.00217176740989089, + -0.0015411749482154846 + ], + "frac_above_star": 0.75 + }, + { + "step": 2481, + "lr": 0.0001, + "sup_loss": 0.8967754592512628, + "rf_loss": 0.00025202150573022664, + "total_loss": 0.897027480756993, + "lyap1_mean": -0.0062048789113759995, + "lyap1_max": 0.021744398400187492, + "lyap1_min": -0.019829031080007553, + "lyap_spec_mean": [ + -0.006204879377037287, + -0.006255283486098051, + -0.011642242781817913, + -0.009654643014073372 + ], + "frac_above_star": 0.25 + }, + { + "step": 2482, + "lr": 0.0001, + "sup_loss": 0.887777117055884, + "rf_loss": 0.0003240611986257136, + "total_loss": 0.8881011782545097, + "lyap1_mean": -0.010480035096406937, + "lyap1_max": 0.003295661648735404, + "lyap1_min": -0.03052659146487713, + "lyap_spec_mean": [ + -0.010480035096406937, + -0.01696108654141426, + -0.013976378366351128, + -0.018243171274662018 + ], + "frac_above_star": 0.125 + }, + { + "step": 2483, + "lr": 0.0001, + "sup_loss": 0.8551269682696191, + "rf_loss": 0.0003049700753763318, + "total_loss": 0.8554319383449954, + "lyap1_mean": -0.009700609371066093, + "lyap1_max": 0.012200228869915009, + "lyap1_min": -0.020085684955120087, + "lyap_spec_mean": [ + -0.009700609371066093, + -0.014295395463705063, + -0.016212649643421173, + -0.012261399999260902 + ], + "frac_above_star": 0.125 + }, + { + "step": 2484, + "lr": 0.0001, + "sup_loss": 0.8302630106730271, + "rf_loss": 0.00018233335867989808, + "total_loss": 0.830445344031707, + "lyap1_mean": -0.0128131452947855, + "lyap1_max": 0.0007456433959305286, + "lyap1_min": -0.031590014696121216, + "lyap_spec_mean": [ + -0.012813144363462925, + -0.004201779142022133, + -0.00713704526424408, + -0.010979714803397655 + ], + "frac_above_star": 0.125 + }, + { + "step": 2485, + "lr": 0.0001, + "sup_loss": 0.8669262137966481, + "rf_loss": 0.00020711732213385403, + "total_loss": 0.867133331118782, + "lyap1_mean": -0.0002795858308672905, + "lyap1_max": 0.022646039724349976, + "lyap1_min": -0.02027859166264534, + "lyap_spec_mean": [ + -0.00027958600549027324, + -0.005411961115896702, + -0.008705738931894302, + -0.005755461752414703 + ], + "frac_above_star": 0.5 + }, + { + "step": 2486, + "lr": 0.0001, + "sup_loss": 0.8992937722718735, + "rf_loss": 0.0002693685528356582, + "total_loss": 0.8995631408247091, + "lyap1_mean": 0.014179187826812267, + "lyap1_max": 0.05061222240328789, + "lyap1_min": -0.006313600577414036, + "lyap_spec_mean": [ + 0.014179188758134842, + 0.0068481843918561935, + 0.005876528099179268, + 0.003197023645043373 + ], + "frac_above_star": 0.75 + }, + { + "step": 2487, + "lr": 0.0001, + "sup_loss": 0.9314380367447869, + "rf_loss": 0.00020437283092178404, + "total_loss": 0.9316424095757087, + "lyap1_mean": 0.007159511558711529, + "lyap1_max": 0.026646852493286133, + "lyap1_min": -0.013915630988776684, + "lyap_spec_mean": [ + 0.007159511558711529, + 0.004302600864320993, + 0.005635426379740238, + -0.003129369579255581 + ], + "frac_above_star": 0.625 + }, + { + "step": 2488, + "lr": 0.0001, + "sup_loss": 0.8850348282406253, + "rf_loss": 0.00022726337192580104, + "total_loss": 0.8852620916125511, + "lyap1_mean": 0.005516878329217434, + "lyap1_max": 0.03371014446020126, + "lyap1_min": -0.009752864018082619, + "lyap_spec_mean": [ + 0.005516877863556147, + 0.0026352470740675926, + -0.0032626367174088955, + -0.010511181317269802 + ], + "frac_above_star": 0.375 + }, + { + "step": 2489, + "lr": 0.0001, + "sup_loss": 0.9127914281943277, + "rf_loss": 0.00010669062612578273, + "total_loss": 0.9128981188204535, + "lyap1_mean": 0.005730519536882639, + "lyap1_max": 0.022478966042399406, + "lyap1_min": -0.01249927282333374, + "lyap_spec_mean": [ + 0.005730519071221352, + 0.0002912792842835188, + 0.0032636739779263735, + -0.003979414235800505 + ], + "frac_above_star": 0.5 + }, + { + "step": 2490, + "lr": 0.0001, + "sup_loss": 0.9335085577845211, + "rf_loss": 0.0002837486972566694, + "total_loss": 0.9337923064817778, + "lyap1_mean": -0.0005231187678873539, + "lyap1_max": 0.025943439453840256, + "lyap1_min": -0.020218390971422195, + "lyap_spec_mean": [ + -0.0005231190007179976, + -0.007903383113443851, + -0.00772399827837944, + -0.011521503329277039 + ], + "frac_above_star": 0.5 + }, + { + "step": 2491, + "lr": 0.0001, + "sup_loss": 0.8848334724019529, + "rf_loss": 0.00028353644302114844, + "total_loss": 0.885117008844974, + "lyap1_mean": -0.009796317666769028, + "lyap1_max": 0.0057688020169734955, + "lyap1_min": -0.03571143373847008, + "lyap_spec_mean": [ + -0.009796317666769028, + -0.009834923781454563, + -0.01695396564900875, + -0.015223739668726921 + ], + "frac_above_star": 0.125 + }, + { + "step": 2492, + "lr": 0.0001, + "sup_loss": 0.9059741726337633, + "rf_loss": 0.00022107083350419998, + "total_loss": 0.9061952434672675, + "lyap1_mean": -0.011677136644721031, + "lyap1_max": 0.008149916306138039, + "lyap1_min": -0.02767251990735531, + "lyap_spec_mean": [ + -0.011677135713398457, + -0.00727474270388484, + -0.010204585269093513, + -0.00988542940467596 + ], + "frac_above_star": 0.125 + }, + { + "step": 2493, + "lr": 0.0001, + "sup_loss": 0.8724266577609198, + "rf_loss": 0.0002082121791318059, + "total_loss": 0.8726348699400516, + "lyap1_mean": 0.0011044060811400414, + "lyap1_max": 0.016107212752103806, + "lyap1_min": -0.02464800700545311, + "lyap_spec_mean": [ + 0.001104406313970685, + -0.0018770250026136637, + -0.011349298059940338, + -0.00834789127111435 + ], + "frac_above_star": 0.625 + }, + { + "step": 2494, + "lr": 0.0001, + "sup_loss": 0.8936832914000571, + "rf_loss": 0.00013294894597493112, + "total_loss": 0.893816240346032, + "lyap1_mean": 0.002572985365986824, + "lyap1_max": 0.020722340792417526, + "lyap1_min": -0.016493093222379684, + "lyap_spec_mean": [ + 0.0025729858316481113, + -0.0030825284775346518, + 0.0020043174736201763, + -0.004152653738856316 + ], + "frac_above_star": 0.625 + }, + { + "step": 2495, + "lr": 0.0001, + "sup_loss": 0.8794707798326444, + "rf_loss": 0.00015380801050923765, + "total_loss": 0.8796245878431537, + "lyap1_mean": 0.006036456674337387, + "lyap1_max": 0.026883721351623535, + "lyap1_min": -0.009348329156637192, + "lyap_spec_mean": [ + 0.006036456674337387, + 0.007941363379359245, + 0.005342257674783468, + 0.0005106809549033642 + ], + "frac_above_star": 0.875 + }, + { + "step": 2496, + "lr": 0.0001, + "sup_loss": 0.8177111151761993, + "rf_loss": 0.00044917958439327776, + "total_loss": 0.8181602947605926, + "lyap1_mean": 0.018430572003126144, + "lyap1_max": 0.03800405561923981, + "lyap1_min": 0.0048836031928658485, + "lyap_spec_mean": [ + 0.018430572003126144, + 0.015484422445297241, + 0.020080791786313057, + 0.015616236254572868 + ], + "frac_above_star": 1.0 + }, + { + "step": 2497, + "lr": 0.0001, + "sup_loss": 0.983815297980595, + "rf_loss": 0.0008818914066068828, + "total_loss": 0.9846971893872019, + "lyap1_mean": 0.029581578448414803, + "lyap1_max": 0.04904050752520561, + "lyap1_min": 0.00714687816798687, + "lyap_spec_mean": [ + 0.029581578448414803, + 0.027931828051805496, + 0.02526438608765602, + 0.019725950434803963 + ], + "frac_above_star": 1.0 + }, + { + "step": 2498, + "lr": 0.0001, + "sup_loss": 0.9351561254930328, + "rf_loss": 0.0005649278173223138, + "total_loss": 0.9357210533103552, + "lyap1_mean": 0.026195155456662178, + "lyap1_max": 0.044234149158000946, + "lyap1_min": 0.015301777049899101, + "lyap_spec_mean": [ + 0.026195157319307327, + 0.014001689851284027, + 0.02045898139476776, + 0.021248720586299896 + ], + "frac_above_star": 1.0 + }, + { + "step": 2499, + "lr": 0.0001, + "sup_loss": 0.9271494392918062, + "rf_loss": 0.00030292136943899095, + "total_loss": 0.9274523606612451, + "lyap1_mean": 0.021125297993421555, + "lyap1_max": 0.041782766580581665, + "lyap1_min": 0.005479553714394569, + "lyap_spec_mean": [ + 0.021125297993421555, + 0.009674918837845325, + 0.012514866888523102, + 0.007682478986680508 + ], + "frac_above_star": 1.0 + }, + { + "step": 2500, + "lr": 0.0001, + "sup_loss": 0.8228480837368347, + "rf_loss": 0.00012279843213036656, + "total_loss": 0.8229708821689651, + "lyap1_mean": 0.004006471484899521, + "lyap1_max": 0.022660478949546814, + "lyap1_min": -0.011668539606034756, + "lyap_spec_mean": [ + 0.004006471484899521, + -0.002760002389550209, + -0.009404981508851051, + -0.008550101891160011 + ], + "frac_above_star": 0.75 + }, + { + "step": 2501, + "lr": 0.0001, + "sup_loss": 0.9283039040846737, + "rf_loss": 0.00039196468424052, + "total_loss": 0.9286958687689142, + "lyap1_mean": -0.011763828806579113, + "lyap1_max": 0.013741648755967617, + "lyap1_min": -0.035993024706840515, + "lyap_spec_mean": [ + -0.011763827875256538, + -0.012481890618801117, + -0.014331717975437641, + -0.01740056648850441 + ], + "frac_above_star": 0.25 + }, + { + "step": 2502, + "lr": 0.0001, + "sup_loss": 0.9391844794520829, + "rf_loss": 0.0007172644836828113, + "total_loss": 0.9399017439357658, + "lyap1_mean": -0.02127925679087639, + "lyap1_max": -0.0011825039982795715, + "lyap1_min": -0.0374639518558979, + "lyap_spec_mean": [ + -0.02127925679087639, + -0.02386186644434929, + -0.023072822019457817, + -0.028796479105949402 + ], + "frac_above_star": 0.0 + }, + { + "step": 2503, + "lr": 0.0001, + "sup_loss": 0.899476692282505, + "rf_loss": 0.0005525283049792051, + "total_loss": 0.9000292205874842, + "lyap1_mean": -0.013474168255925179, + "lyap1_max": 0.019740018993616104, + "lyap1_min": -0.041485004127025604, + "lyap_spec_mean": [ + -0.013474168255925179, + -0.013340076431632042, + -0.018747607246041298, + -0.024119660258293152 + ], + "frac_above_star": 0.125 + }, + { + "step": 2504, + "lr": 0.0001, + "sup_loss": 0.9067343696725503, + "rf_loss": 0.0004965143743902445, + "total_loss": 0.9072308840469405, + "lyap1_mean": -0.017116157338023186, + "lyap1_max": 0.0017007691785693169, + "lyap1_min": -0.033585190773010254, + "lyap_spec_mean": [ + -0.017116157338023186, + -0.018304552882909775, + -0.019156504422426224, + -0.014806730672717094 + ], + "frac_above_star": 0.25 + }, + { + "step": 2505, + "lr": 0.0001, + "sup_loss": 0.8913423896349781, + "rf_loss": 0.0001368556695524603, + "total_loss": 0.8914792453045306, + "lyap1_mean": -0.006800975650548935, + "lyap1_max": 0.0023070287425071, + "lyap1_min": -0.01896684803068638, + "lyap_spec_mean": [ + -0.006800975650548935, + -0.0037798157427459955, + -0.003748013637959957, + -0.009156460873782635 + ], + "frac_above_star": 0.375 + }, + { + "step": 2506, + "lr": 0.0001, + "sup_loss": 0.8447808712533715, + "rf_loss": 0.0002109403139911592, + "total_loss": 0.8449918115673627, + "lyap1_mean": 0.013623079285025597, + "lyap1_max": 0.0311712846159935, + "lyap1_min": -0.009734928607940674, + "lyap_spec_mean": [ + 0.013623079285025597, + 0.007885661907494068, + 0.006623784080147743, + 0.0005940138944424689 + ], + "frac_above_star": 0.75 + }, + { + "step": 2507, + "lr": 0.0001, + "sup_loss": 0.9983277712276679, + "rf_loss": 0.0005318125477060676, + "total_loss": 0.998859583775374, + "lyap1_mean": 0.025950295850634575, + "lyap1_max": 0.04275937005877495, + "lyap1_min": -0.0019313734956085682, + "lyap_spec_mean": [ + 0.025950295850634575, + 0.013547683134675026, + 0.011659812182188034, + 0.021844105795025826 + ], + "frac_above_star": 0.875 + }, + { + "step": 2508, + "lr": 0.0001, + "sup_loss": 0.9649268468563068, + "rf_loss": 0.000762712792493403, + "total_loss": 0.9656895596488002, + "lyap1_mean": 0.025245944038033485, + "lyap1_max": 0.04514991492033005, + "lyap1_min": 0.0034906973596662283, + "lyap_spec_mean": [ + 0.025245944038033485, + 0.02467183768749237, + 0.02205466851592064, + 0.02093922346830368 + ], + "frac_above_star": 1.0 + }, + { + "step": 2509, + "lr": 0.0001, + "sup_loss": 0.967502424912333, + "rf_loss": 0.000836764695122838, + "total_loss": 0.9683391896074558, + "lyap1_mean": 0.029827602207660675, + "lyap1_max": 0.05686346814036369, + "lyap1_min": 0.006639022380113602, + "lyap_spec_mean": [ + 0.029827600345015526, + 0.026630472391843796, + 0.023413505405187607, + 0.022062873467803 + ], + "frac_above_star": 1.0 + }, + { + "step": 2510, + "lr": 0.0001, + "sup_loss": 0.8941607496129, + "rf_loss": 0.0003307068254798651, + "total_loss": 0.8944914564383799, + "lyap1_mean": 0.013234788551926613, + "lyap1_max": 0.03399573266506195, + "lyap1_min": 0.0003789197653532028, + "lyap_spec_mean": [ + 0.013234788551926613, + 0.015453731641173363, + 0.015365310944616795, + 0.009336571209132671 + ], + "frac_above_star": 1.0 + }, + { + "step": 2511, + "lr": 0.0001, + "sup_loss": 0.8573583191513174, + "rf_loss": 0.000197670393390581, + "total_loss": 0.857555989544708, + "lyap1_mean": 0.0054807947017252445, + "lyap1_max": 0.027191713452339172, + "lyap1_min": -0.02234562300145626, + "lyap_spec_mean": [ + 0.0054807947017252445, + -0.0014782731886953115, + 0.005396243184804916, + -0.00017120054690167308 + ], + "frac_above_star": 0.75 + }, + { + "step": 2512, + "lr": 0.0001, + "sup_loss": 0.9074481189671706, + "rf_loss": 0.00012246269034221768, + "total_loss": 0.9075705816575128, + "lyap1_mean": 7.419032044708729e-06, + "lyap1_max": 0.01650841534137726, + "lyap1_min": -0.018672369420528412, + "lyap_spec_mean": [ + 7.419148460030556e-06, + -0.004527579061686993, + -0.0029840159695595503, + -0.0037293601781129837 + ], + "frac_above_star": 0.5 + }, + { + "step": 2513, + "lr": 0.0001, + "sup_loss": 0.918689558216829, + "rf_loss": 0.00031533639412373304, + "total_loss": 0.9190048946109527, + "lyap1_mean": -0.014247236773371696, + "lyap1_max": 0.0014483127743005753, + "lyap1_min": -0.026261676102876663, + "lyap_spec_mean": [ + -0.014247237704694271, + -0.014402387663722038, + -0.014122694730758667, + -0.021536873653531075 + ], + "frac_above_star": 0.125 + }, + { + "step": 2514, + "lr": 0.0001, + "sup_loss": 0.7913353149398435, + "rf_loss": 0.000570672913454473, + "total_loss": 0.791905987853298, + "lyap1_mean": -0.015557166188955307, + "lyap1_max": 0.0018097516149282455, + "lyap1_min": -0.044647328555583954, + "lyap_spec_mean": [ + -0.015557166188955307, + -0.015581892803311348, + -0.01725498028099537, + -0.025013843551278114 + ], + "frac_above_star": 0.125 + }, + { + "step": 2515, + "lr": 0.0001, + "sup_loss": 0.9576716591075717, + "rf_loss": 0.0004551101301331073, + "total_loss": 0.9581267692377048, + "lyap1_mean": -0.01272470410913229, + "lyap1_max": 0.0050795781426131725, + "lyap1_min": -0.02855895832180977, + "lyap_spec_mean": [ + -0.01272470410913229, + -0.022191926836967468, + -0.01724420301616192, + -0.016402943059802055 + ], + "frac_above_star": 0.125 + }, + { + "step": 2516, + "lr": 0.0001, + "sup_loss": 0.9392597178074169, + "rf_loss": 0.00046343315625563264, + "total_loss": 0.9397231509636725, + "lyap1_mean": -0.01453874260187149, + "lyap1_max": 0.007358503993600607, + "lyap1_min": -0.025153815746307373, + "lyap_spec_mean": [ + -0.01453874260187149, + -0.01702370122075081, + -0.017963241785764694, + -0.023176182061433792 + ], + "frac_above_star": 0.125 + }, + { + "step": 2517, + "lr": 0.0001, + "sup_loss": 0.9031421057660538, + "rf_loss": 0.00024263173690997064, + "total_loss": 0.9033847375029638, + "lyap1_mean": -0.0016918765613809228, + "lyap1_max": 0.013908418826758862, + "lyap1_min": -0.02515195868909359, + "lyap_spec_mean": [ + -0.0016918765613809228, + -0.01052225474268198, + -0.010032901540398598, + -0.014310523867607117 + ], + "frac_above_star": 0.375 + }, + { + "step": 2518, + "lr": 0.0001, + "sup_loss": 0.8639381587031556, + "rf_loss": 0.0001438124745618552, + "total_loss": 0.8640819711777175, + "lyap1_mean": 0.0007552386960014701, + "lyap1_max": 0.020883068442344666, + "lyap1_min": -0.0038432106375694275, + "lyap_spec_mean": [ + 0.0007552386377938092, + 0.0023599870037287474, + 0.00024208740796893835, + -0.0055251456797122955 + ], + "frac_above_star": 0.125 + }, + { + "step": 2519, + "lr": 0.0001, + "sup_loss": 0.8952965199630607, + "rf_loss": 0.00024457494146190584, + "total_loss": 0.8955410949045226, + "lyap1_mean": 0.007397654931992292, + "lyap1_max": 0.027785276994109154, + "lyap1_min": -0.002996352966874838, + "lyap_spec_mean": [ + 0.007397654466331005, + 0.01204922329634428, + 0.015607897192239761, + 0.005820150952786207 + ], + "frac_above_star": 0.75 + }, + { + "step": 2520, + "lr": 0.0001, + "sup_loss": 0.8973241950859286, + "rf_loss": 0.0002671331458259374, + "total_loss": 0.8975913282317546, + "lyap1_mean": 0.017404580488801003, + "lyap1_max": 0.03185653313994408, + "lyap1_min": 0.006530653685331345, + "lyap_spec_mean": [ + 0.017404580488801003, + 0.013203173875808716, + 0.01118440181016922, + 0.01038566417992115 + ], + "frac_above_star": 1.0 + }, + { + "step": 2521, + "lr": 0.0001, + "sup_loss": 0.9566556555067811, + "rf_loss": 0.00023273099213838577, + "total_loss": 0.9568883864989195, + "lyap1_mean": 0.01293803472071886, + "lyap1_max": 0.04378001019358635, + "lyap1_min": -0.005403819959610701, + "lyap_spec_mean": [ + 0.01293803472071886, + 0.011766752228140831, + 0.00843165535479784, + 0.012946913950145245 + ], + "frac_above_star": 0.75 + }, + { + "step": 2522, + "lr": 0.0001, + "sup_loss": 0.93163294352349, + "rf_loss": 0.000453007232863456, + "total_loss": 0.9320859507563535, + "lyap1_mean": 0.019566932693123817, + "lyap1_max": 0.0389636754989624, + "lyap1_min": -0.0060598282143473625, + "lyap_spec_mean": [ + 0.019566932693123817, + 0.01923372782766819, + 0.011082303710281849, + 0.003524430561810732 + ], + "frac_above_star": 0.875 + }, + { + "step": 2523, + "lr": 0.0001, + "sup_loss": 0.9393500649976609, + "rf_loss": 0.00017378697521053255, + "total_loss": 0.9395238519728715, + "lyap1_mean": 0.004300696309655905, + "lyap1_max": 0.03394027799367905, + "lyap1_min": -0.01193784736096859, + "lyap_spec_mean": [ + 0.004300696309655905, + 0.006655693519860506, + 0.014365287497639656, + 0.0009189316770061851 + ], + "frac_above_star": 0.625 + }, + { + "step": 2524, + "lr": 0.0001, + "sup_loss": 0.9216343564359515, + "rf_loss": 0.00015418783004861325, + "total_loss": 0.9217885442660001, + "lyap1_mean": 0.007741933688521385, + "lyap1_max": 0.02718489244580269, + "lyap1_min": -0.01241297647356987, + "lyap_spec_mean": [ + 0.007741933688521385, + 0.0015574503922834992, + -0.0033683551009744406, + -0.001519923098385334 + ], + "frac_above_star": 0.75 + }, + { + "step": 2525, + "lr": 0.0001, + "sup_loss": 0.917134824790213, + "rf_loss": 0.0002111602807417512, + "total_loss": 0.9173459850709548, + "lyap1_mean": -0.0057854861952364445, + "lyap1_max": 0.01007196493446827, + "lyap1_min": -0.01645880937576294, + "lyap_spec_mean": [ + -0.005785486660897732, + -0.006651520263403654, + -0.012220035307109356, + -0.009873357601463795 + ], + "frac_above_star": 0.25 + }, + { + "step": 2526, + "lr": 0.0001, + "sup_loss": 0.8558794514316449, + "rf_loss": 0.0005376537446863949, + "total_loss": 0.8564171051763313, + "lyap1_mean": -0.011712614446878433, + "lyap1_max": 0.0022602372337132692, + "lyap1_min": -0.027969395741820335, + "lyap_spec_mean": [ + -0.011712613515555859, + -0.017503857612609863, + -0.02249252423644066, + -0.02344602718949318 + ], + "frac_above_star": 0.125 + }, + { + "step": 2527, + "lr": 0.0001, + "sup_loss": 0.8811970552717066, + "rf_loss": 0.0001731671509332955, + "total_loss": 0.8813702224226398, + "lyap1_mean": -0.0032581384293735027, + "lyap1_max": 0.024836856871843338, + "lyap1_min": -0.026096466928720474, + "lyap_spec_mean": [ + -0.0032581384293735027, + -0.006601952947676182, + -0.007766914553940296, + -0.009526625275611877 + ], + "frac_above_star": 0.375 + }, + { + "step": 2528, + "lr": 0.0001, + "sup_loss": 0.9470979445505416, + "rf_loss": 0.00022938897018320858, + "total_loss": 0.9473273335207248, + "lyap1_mean": -0.009301136247813702, + "lyap1_max": 0.02016657404601574, + "lyap1_min": -0.021084947511553764, + "lyap_spec_mean": [ + -0.009301136247813702, + -0.007332318462431431, + -0.007823492400348186, + -0.014109106734395027 + ], + "frac_above_star": 0.125 + }, + { + "step": 2529, + "lr": 0.0001, + "sup_loss": 0.827692488555137, + "rf_loss": 0.00012773626076523215, + "total_loss": 0.8278202248159022, + "lyap1_mean": -0.004464727360755205, + "lyap1_max": 0.003658787813037634, + "lyap1_min": -0.011512044817209244, + "lyap_spec_mean": [ + -0.004464726895093918, + -0.006304147653281689, + -0.007525002583861351, + -0.003160061314702034 + ], + "frac_above_star": 0.25 + }, + { + "step": 2530, + "lr": 0.0001, + "sup_loss": 0.9211518771847381, + "rf_loss": 0.0001325095072388649, + "total_loss": 0.921284386691977, + "lyap1_mean": 0.007785683963447809, + "lyap1_max": 0.03378715366125107, + "lyap1_min": -0.006446518935263157, + "lyap_spec_mean": [ + 0.007785683963447809, + 0.002191846026107669, + -0.00035078777000308037, + -0.0062158480286598206 + ], + "frac_above_star": 0.625 + }, + { + "step": 2531, + "lr": 0.0001, + "sup_loss": 0.9287121062474833, + "rf_loss": 0.00010472543362993747, + "total_loss": 0.9288168316811133, + "lyap1_mean": 0.006737310439348221, + "lyap1_max": 0.024455010890960693, + "lyap1_min": -0.009413285180926323, + "lyap_spec_mean": [ + 0.006737310439348221, + 0.005748391151428223, + 0.002557225525379181, + 0.00019146129488945007 + ], + "frac_above_star": 0.625 + }, + { + "step": 2532, + "lr": 0.0001, + "sup_loss": 0.8671988285728421, + "rf_loss": 0.00014538313553202897, + "total_loss": 0.8673442117083742, + "lyap1_mean": 0.009192174300551414, + "lyap1_max": 0.03228020295500755, + "lyap1_min": 0.00011384844401618466, + "lyap_spec_mean": [ + 0.009192175231873989, + 0.005417447537183762, + 0.0025321543216705322, + -0.0021620795596390963 + ], + "frac_above_star": 1.0 + }, + { + "step": 2533, + "lr": 0.0001, + "sup_loss": 0.9694392430452192, + "rf_loss": 0.00020185942412354052, + "total_loss": 0.9696411024693428, + "lyap1_mean": -0.0023779873736202717, + "lyap1_max": 0.0262698195874691, + "lyap1_min": -0.022760353982448578, + "lyap_spec_mean": [ + -0.002377987140789628, + 0.002041771076619625, + -0.003934833686798811, + -0.004429295659065247 + ], + "frac_above_star": 0.375 + }, + { + "step": 2534, + "lr": 0.0001, + "sup_loss": 0.869163221823958, + "rf_loss": 0.00021474096865858883, + "total_loss": 0.8693779627926166, + "lyap1_mean": 0.007921572774648666, + "lyap1_max": 0.04520268365740776, + "lyap1_min": -0.007526475004851818, + "lyap_spec_mean": [ + 0.007921572774648666, + 0.0070075299590826035, + 0.0008385084220208228, + 0.001637792680412531 + ], + "frac_above_star": 0.5 + }, + { + "step": 2535, + "lr": 0.0001, + "sup_loss": 0.9003605815939905, + "rf_loss": 0.0001185758228530176, + "total_loss": 0.9004791574168435, + "lyap1_mean": 0.002424810081720352, + "lyap1_max": 0.027073366567492485, + "lyap1_min": -0.012148527428507805, + "lyap_spec_mean": [ + 0.002424810081720352, + 0.0006551564438268542, + -0.0002088064793497324, + 0.0006396305980160832 + ], + "frac_above_star": 0.5 + }, + { + "step": 2536, + "lr": 0.0001, + "sup_loss": 0.9159183274065635, + "rf_loss": 0.000147582235513255, + "total_loss": 0.9160659096420768, + "lyap1_mean": 0.0009342995472252369, + "lyap1_max": 0.03435570001602173, + "lyap1_min": -0.01688699796795845, + "lyap_spec_mean": [ + 0.0009343000128865242, + 0.005079528782516718, + 0.0005158162675797939, + 0.0008425270207226276 + ], + "frac_above_star": 0.5 + }, + { + "step": 2537, + "lr": 0.0001, + "sup_loss": 0.9029426622741235, + "rf_loss": 0.00011430865561123937, + "total_loss": 0.9030569709297347, + "lyap1_mean": 0.0009216938633471727, + "lyap1_max": 0.011831793934106827, + "lyap1_min": -0.014071806333959103, + "lyap_spec_mean": [ + 0.0009216938633471727, + -0.00039212359115481377, + 0.0021942262537777424, + -0.0013430229155346751 + ], + "frac_above_star": 0.625 + }, + { + "step": 2538, + "lr": 0.0001, + "sup_loss": 0.8259415422530029, + "rf_loss": 0.0001641676644794643, + "total_loss": 0.8261057099174823, + "lyap1_mean": -0.00058307487051934, + "lyap1_max": 0.011284890584647655, + "lyap1_min": -0.016402099281549454, + "lyap_spec_mean": [ + -0.0005830747541040182, + -0.0019176090136170387, + 0.007696702145040035, + -0.002540756016969681 + ], + "frac_above_star": 0.75 + }, + { + "step": 2539, + "lr": 0.0001, + "sup_loss": 0.9147877586454225, + "rf_loss": 0.0001820214674808085, + "total_loss": 0.9149697801129033, + "lyap1_mean": 0.0061848652549088, + "lyap1_max": 0.02590709552168846, + "lyap1_min": -0.018368754535913467, + "lyap_spec_mean": [ + 0.0061848652549088, + 0.004373890347778797, + 0.005384184420108795, + -0.001724014524370432 + ], + "frac_above_star": 0.75 + }, + { + "step": 2540, + "lr": 0.0001, + "sup_loss": 0.9231352557752133, + "rf_loss": 0.00010419638419989496, + "total_loss": 0.9232394521594132, + "lyap1_mean": -0.0014174922835081816, + "lyap1_max": 0.012132714502513409, + "lyap1_min": -0.01198381558060646, + "lyap_spec_mean": [ + -0.001417491934262216, + -0.005954412743449211, + -0.005430764984339476, + -0.008645462803542614 + ], + "frac_above_star": 0.25 + }, + { + "step": 2541, + "lr": 0.0001, + "sup_loss": 0.8854301177868482, + "rf_loss": 0.00017513439524918795, + "total_loss": 0.8856052521820974, + "lyap1_mean": 0.0036211442202329636, + "lyap1_max": 0.02643274888396263, + "lyap1_min": -0.011444184929132462, + "lyap_spec_mean": [ + 0.0036211442202329636, + 0.0003921708557754755, + -0.0016819091979414225, + -0.00538309570401907 + ], + "frac_above_star": 0.5 + }, + { + "step": 2542, + "lr": 0.0001, + "sup_loss": 0.9231225100319157, + "rf_loss": 0.0003151166019961238, + "total_loss": 0.9234376266339118, + "lyap1_mean": -0.01209624856710434, + "lyap1_max": 0.021535536274313927, + "lyap1_min": -0.028364889323711395, + "lyap_spec_mean": [ + -0.01209624856710434, + -0.010915262624621391, + -0.009138000197708607, + -0.014221995137631893 + ], + "frac_above_star": 0.25 + }, + { + "step": 2543, + "lr": 0.0001, + "sup_loss": 0.9264149916327105, + "rf_loss": 0.0003289314918220043, + "total_loss": 0.9267439231245325, + "lyap1_mean": -0.010948002338409424, + "lyap1_max": 0.013599351048469543, + "lyap1_min": -0.02760147675871849, + "lyap_spec_mean": [ + -0.010948002338409424, + -0.01360263116657734, + -0.013662567362189293, + -0.013791048899292946 + ], + "frac_above_star": 0.25 + }, + { + "step": 2544, + "lr": 0.0001, + "sup_loss": 0.8929281607209534, + "rf_loss": 0.00014740228652954102, + "total_loss": 0.8930755630074829, + "lyap1_mean": 0.002614984754472971, + "lyap1_max": 0.027372851967811584, + "lyap1_min": -0.009994182735681534, + "lyap_spec_mean": [ + 0.002614984754472971, + -0.006912818644195795, + -0.008070343174040318, + -0.011469611898064613 + ], + "frac_above_star": 0.5 + }, + { + "step": 2545, + "lr": 0.0001, + "sup_loss": 0.9352228741824953, + "rf_loss": 0.00011225062189623713, + "total_loss": 0.9353351248043915, + "lyap1_mean": -0.0027301309164613485, + "lyap1_max": 0.01101300772279501, + "lyap1_min": -0.015267299488186836, + "lyap_spec_mean": [ + -0.0027301309164613485, + -0.004968666005879641, + -0.0024794726632535458, + -0.008593155071139336 + ], + "frac_above_star": 0.25 + }, + { + "step": 2546, + "lr": 0.0001, + "sup_loss": 0.8863550397541737, + "rf_loss": 0.00022414315026253462, + "total_loss": 0.8865791829044363, + "lyap1_mean": 0.0009467268828302622, + "lyap1_max": 0.02396983467042446, + "lyap1_min": -0.019295737147331238, + "lyap_spec_mean": [ + 0.0009467271156609058, + -0.0025084768421947956, + -0.005747350864112377, + -0.0051031229086220264 + ], + "frac_above_star": 0.625 + }, + { + "step": 2547, + "lr": 0.0001, + "sup_loss": 0.8877513397864211, + "rf_loss": 0.0001294798421440646, + "total_loss": 0.8878808196285651, + "lyap1_mean": 0.011787431314587593, + "lyap1_max": 0.01921260915696621, + "lyap1_min": -0.001254765666089952, + "lyap_spec_mean": [ + 0.011787432245910168, + 0.00623780582100153, + 0.0063388715498149395, + -0.00037662655813619494 + ], + "frac_above_star": 0.875 + }, + { + "step": 2548, + "lr": 0.0001, + "sup_loss": 0.9460973818670108, + "rf_loss": 0.0001382496557198465, + "total_loss": 0.9462356315227306, + "lyap1_mean": 0.011668574064970016, + "lyap1_max": 0.02502315305173397, + "lyap1_min": -0.0002755102177616209, + "lyap_spec_mean": [ + 0.011668574064970016, + 0.0050751203671097755, + 0.005195788573473692, + 0.002311492105945945 + ], + "frac_above_star": 0.875 + }, + { + "step": 2549, + "lr": 0.0001, + "sup_loss": 0.8684999281316487, + "rf_loss": 0.0003954014100600034, + "total_loss": 0.8688953295417087, + "lyap1_mean": 0.02115684375166893, + "lyap1_max": 0.030849894508719444, + "lyap1_min": 0.0064087784849107265, + "lyap_spec_mean": [ + 0.02115684375166893, + 0.01452250499278307, + 0.013607697561383247, + 0.015522509813308716 + ], + "frac_above_star": 1.0 + }, + { + "step": 2550, + "lr": 0.0001, + "sup_loss": 0.9278931929870368, + "rf_loss": 0.00017014145851135254, + "total_loss": 0.9280633344455481, + "lyap1_mean": 0.00849677249789238, + "lyap1_max": 0.03484587371349335, + "lyap1_min": -0.013127542100846767, + "lyap_spec_mean": [ + 0.00849677249789238, + 0.0005156139377504587, + 0.001629308913834393, + 0.0018678688211366534 + ], + "frac_above_star": 0.625 + }, + { + "step": 2551, + "lr": 0.0001, + "sup_loss": 0.9504241162564206, + "rf_loss": 9.14037082111463e-05, + "total_loss": 0.9505155199646318, + "lyap1_mean": -0.004635663703083992, + "lyap1_max": 0.01068808138370514, + "lyap1_min": -0.017095763236284256, + "lyap_spec_mean": [ + -0.004635663703083992, + -0.0030947886407375336, + -0.001444969093427062, + -0.006874024868011475 + ], + "frac_above_star": 0.25 + }, + { + "step": 2552, + "lr": 0.0001, + "sup_loss": 0.8780199806408707, + "rf_loss": 0.000284437119262293, + "total_loss": 0.878304417760133, + "lyap1_mean": -0.00901721976697445, + "lyap1_max": 0.0172383151948452, + "lyap1_min": -0.023238535970449448, + "lyap_spec_mean": [ + -0.009017220698297024, + -0.00613162387162447, + -0.00938581582158804, + -0.009082946926355362 + ], + "frac_above_star": 0.25 + }, + { + "step": 2553, + "lr": 0.0001, + "sup_loss": 0.9240909625976638, + "rf_loss": 0.00013914270675741136, + "total_loss": 0.9242301053044212, + "lyap1_mean": -0.00397380068898201, + "lyap1_max": 0.024222996085882187, + "lyap1_min": -0.016849080100655556, + "lyap_spec_mean": [ + -0.00397380068898201, + -0.011801996268332005, + -0.004604639485478401, + -0.002751084975898266 + ], + "frac_above_star": 0.25 + }, + { + "step": 2554, + "lr": 0.0001, + "sup_loss": 0.8839223024676091, + "rf_loss": 0.00030060973949730396, + "total_loss": 0.8842229122071064, + "lyap1_mean": -0.01207591313868761, + "lyap1_max": 0.010096804238855839, + "lyap1_min": -0.03602836653590202, + "lyap_spec_mean": [ + -0.012075914070010185, + -0.010628899559378624, + -0.010734384879469872, + -0.016854265704751015 + ], + "frac_above_star": 0.25 + }, + { + "step": 2555, + "lr": 0.0001, + "sup_loss": 0.9314548140560052, + "rf_loss": 0.00012120635801693425, + "total_loss": 0.9315760204140221, + "lyap1_mean": -0.0005446472205221653, + "lyap1_max": 0.008541028015315533, + "lyap1_min": -0.010840757749974728, + "lyap_spec_mean": [ + -0.0005446472205221653, + -0.0035469108261168003, + -0.005161000415682793, + -0.008769643492996693 + ], + "frac_above_star": 0.5 + }, + { + "step": 2556, + "lr": 0.0001, + "sup_loss": 0.8418755900627971, + "rf_loss": 0.0002032160118687898, + "total_loss": 0.8420788060746659, + "lyap1_mean": 0.0062403809279203415, + "lyap1_max": 0.023966673761606216, + "lyap1_min": -0.011038852855563164, + "lyap_spec_mean": [ + 0.0062403809279203415, + 0.0036490673664957285, + -0.001600621035322547, + -0.006524308584630489 + ], + "frac_above_star": 0.75 + }, + { + "step": 2557, + "lr": 0.0001, + "sup_loss": 0.9355868415190957, + "rf_loss": 0.00016000281902961433, + "total_loss": 0.9357468443381253, + "lyap1_mean": 0.0018469898495823145, + "lyap1_max": 0.0105817299336195, + "lyap1_min": -0.008690886199474335, + "lyap_spec_mean": [ + 0.0018469896167516708, + 0.003459324361756444, + -0.0016116669867187738, + -0.0023916843347251415 + ], + "frac_above_star": 0.625 + }, + { + "step": 2558, + "lr": 0.0001, + "sup_loss": 0.9355591901891485, + "rf_loss": 0.00015368657477665693, + "total_loss": 0.9357128767639251, + "lyap1_mean": 0.003713390789926052, + "lyap1_max": 0.02602284774184227, + "lyap1_min": -0.011256106197834015, + "lyap_spec_mean": [ + 0.0037133910227566957, + 0.004044557921588421, + -0.0009637132752686739, + 0.001159134553745389 + ], + "frac_above_star": 0.625 + }, + { + "step": 2559, + "lr": 0.0001, + "sup_loss": 0.7930823766098669, + "rf_loss": 0.00021616576123051345, + "total_loss": 0.7932985423710974, + "lyap1_mean": 0.012385128065943718, + "lyap1_max": 0.032250478863716125, + "lyap1_min": 0.0022275857627391815, + "lyap_spec_mean": [ + 0.012385128065943718, + 0.002591237425804138, + -0.001139021827839315, + -0.0063980636186897755 + ], + "frac_above_star": 1.0 + }, + { + "step": 2560, + "lr": 0.0001, + "sup_loss": 0.9219112762561659, + "rf_loss": 0.00032508248114027083, + "total_loss": 0.9222363587373061, + "lyap1_mean": 0.01969541609287262, + "lyap1_max": 0.03307146579027176, + "lyap1_min": -0.0005363818490877748, + "lyap_spec_mean": [ + 0.01969541609287262, + 0.011206098832190037, + 0.012697003781795502, + 0.012962337583303452 + ], + "frac_above_star": 0.875 + }, + { + "step": 2561, + "lr": 0.0001, + "sup_loss": 0.9392619936263593, + "rf_loss": 0.00028554716845974326, + "total_loss": 0.9395475407948191, + "lyap1_mean": 0.011817669495940208, + "lyap1_max": 0.024422919377684593, + "lyap1_min": -0.002407597377896309, + "lyap_spec_mean": [ + 0.011817669495940208, + 0.01810085028409958, + 0.011275963857769966, + 0.01040456723421812 + ], + "frac_above_star": 0.875 + }, + { + "step": 2562, + "lr": 0.0001, + "sup_loss": 0.9548581659978488, + "rf_loss": 0.00021551188547164202, + "total_loss": 0.9550736778833204, + "lyap1_mean": 0.004812545143067837, + "lyap1_max": 0.029817549511790276, + "lyap1_min": -0.013970739208161831, + "lyap_spec_mean": [ + 0.0048125446774065495, + 0.0024056106340140104, + 0.006471617147326469, + -0.002187870442867279 + ], + "frac_above_star": 0.625 + }, + { + "step": 2563, + "lr": 0.0001, + "sup_loss": 0.9385093967308633, + "rf_loss": 0.00024391006445512176, + "total_loss": 0.9387533067953184, + "lyap1_mean": 0.0132916159927845, + "lyap1_max": 0.04763677716255188, + "lyap1_min": -0.012903066352009773, + "lyap_spec_mean": [ + 0.0132916159927845, + -0.00028367992490530014, + -0.004995651077479124, + -0.000552306417375803 + ], + "frac_above_star": 0.75 + }, + { + "step": 2564, + "lr": 0.0001, + "sup_loss": 0.8533262631490992, + "rf_loss": 0.0001692596124485135, + "total_loss": 0.8534955227615477, + "lyap1_mean": -0.005376590881496668, + "lyap1_max": 0.014263354241847992, + "lyap1_min": -0.015613405033946037, + "lyap_spec_mean": [ + -0.005376591347157955, + -0.007814706303179264, + -0.010297514498233795, + -0.012819215655326843 + ], + "frac_above_star": 0.25 + }, + { + "step": 2565, + "lr": 0.0001, + "sup_loss": 0.8821771296873593, + "rf_loss": 0.00016094406601041555, + "total_loss": 0.8823380737533697, + "lyap1_mean": -0.006957995239645243, + "lyap1_max": 0.008064735680818558, + "lyap1_min": -0.023969408124685287, + "lyap_spec_mean": [ + -0.006957995239645243, + -0.008197927847504616, + -0.007995283231139183, + -0.012390057556331158 + ], + "frac_above_star": 0.375 + }, + { + "step": 2566, + "lr": 0.0001, + "sup_loss": 0.8941093597394946, + "rf_loss": 0.00024287414271384478, + "total_loss": 0.8943522338822084, + "lyap1_mean": -0.003320558462291956, + "lyap1_max": 0.02550516650080681, + "lyap1_min": -0.023158524185419083, + "lyap_spec_mean": [ + -0.003320558462291956, + -0.007415529806166887, + -0.006294612772762775, + -0.007087137550115585 + ], + "frac_above_star": 0.375 + }, + { + "step": 2567, + "lr": 0.0001, + "sup_loss": 0.9177100769280967, + "rf_loss": 0.00011970226478297263, + "total_loss": 0.9178297791928797, + "lyap1_mean": -0.0026053842157125473, + "lyap1_max": 0.010845808312296867, + "lyap1_min": -0.013217408210039139, + "lyap_spec_mean": [ + -0.0026053842157125473, + 0.002449100837111473, + -0.004643986467272043, + -0.006586703471839428 + ], + "frac_above_star": 0.375 + }, + { + "step": 2568, + "lr": 0.0001, + "sup_loss": 0.9680610745125903, + "rf_loss": 0.00011669472587527707, + "total_loss": 0.9681777692384655, + "lyap1_mean": 0.00968813244253397, + "lyap1_max": 0.021615877747535706, + "lyap1_min": -0.0034177813213318586, + "lyap_spec_mean": [ + 0.00968813244253397, + 0.0012873648665845394, + -0.00016883970238268375, + 0.0034904517233371735 + ], + "frac_above_star": 0.875 + }, + { + "step": 2569, + "lr": 0.0001, + "sup_loss": 0.9142950399056164, + "rf_loss": 0.00017238769214600325, + "total_loss": 0.9144674275977625, + "lyap1_mean": 0.009365538135170937, + "lyap1_max": 0.027684327214956284, + "lyap1_min": -0.008647757582366467, + "lyap_spec_mean": [ + 0.009365539066493511, + 0.002044674940407276, + 0.002782039809972048, + -0.0032269819639623165 + ], + "frac_above_star": 0.75 + }, + { + "step": 2570, + "lr": 0.0001, + "sup_loss": 0.9260554717339959, + "rf_loss": 0.00034111112472601235, + "total_loss": 0.926396582858722, + "lyap1_mean": -0.009139509871602058, + "lyap1_max": 0.008064791560173035, + "lyap1_min": -0.03284554183483124, + "lyap_spec_mean": [ + -0.009139509871602058, + -0.013616645708680153, + -0.017750034108757973, + -0.015868118032813072 + ], + "frac_above_star": 0.375 + }, + { + "step": 2571, + "lr": 0.0001, + "sup_loss": 0.9103478364022649, + "rf_loss": 0.00015946973871905357, + "total_loss": 0.910507306140984, + "lyap1_mean": -0.0026177442632615566, + "lyap1_max": 0.011501825414597988, + "lyap1_min": -0.019810635596513748, + "lyap_spec_mean": [ + -0.0026177442632615566, + -0.0025352579541504383, + -0.005500445142388344, + -0.009464973583817482 + ], + "frac_above_star": 0.625 + }, + { + "step": 2572, + "lr": 0.0001, + "sup_loss": 0.9282022005295866, + "rf_loss": 0.00011067542800446972, + "total_loss": 0.928312875957591, + "lyap1_mean": -0.0052545517683029175, + "lyap1_max": 0.01023043692111969, + "lyap1_min": -0.024444958195090294, + "lyap_spec_mean": [ + -0.0052545517683029175, + -0.0031517588067799807, + -0.0050546592101454735, + -0.005285984370857477 + ], + "frac_above_star": 0.25 + }, + { + "step": 2573, + "lr": 0.0001, + "sup_loss": 0.918635495778462, + "rf_loss": 7.70534243201837e-05, + "total_loss": 0.9187125492027822, + "lyap1_mean": -0.0007404021453112364, + "lyap1_max": 0.010976358316838741, + "lyap1_min": -0.011822724714875221, + "lyap_spec_mean": [ + -0.0007404021453112364, + -0.0010433229617774487, + -0.004061073064804077, + 0.00023024179972708225 + ], + "frac_above_star": 0.375 + }, + { + "step": 2574, + "lr": 0.0001, + "sup_loss": 0.9094412377746016, + "rf_loss": 0.00020794571901205927, + "total_loss": 0.9096491834936137, + "lyap1_mean": 0.010248932987451553, + "lyap1_max": 0.03029993176460266, + "lyap1_min": -0.022195495665073395, + "lyap_spec_mean": [ + 0.010248933918774128, + 0.005358833819627762, + 0.003398153930902481, + 0.0026097926311194897 + ], + "frac_above_star": 0.75 + }, + { + "step": 2575, + "lr": 0.0001, + "sup_loss": 0.8809204344323106, + "rf_loss": 0.000374219031073153, + "total_loss": 0.8812946534633838, + "lyap1_mean": 0.01862311363220215, + "lyap1_max": 0.052648793905973434, + "lyap1_min": -0.006342184729874134, + "lyap_spec_mean": [ + 0.01862311363220215, + 0.012029323726892471, + 0.014401630498468876, + 0.0035306429490447044 + ], + "frac_above_star": 0.875 + }, + { + "step": 2576, + "lr": 0.0001, + "sup_loss": 0.9436118923739479, + "rf_loss": 0.0003312779008410871, + "total_loss": 0.943943170274789, + "lyap1_mean": 0.012207216583192348, + "lyap1_max": 0.038540519773960114, + "lyap1_min": -0.007728082127869129, + "lyap_spec_mean": [ + 0.012207217514514923, + 0.012600475922226906, + 0.013571632094681263, + 0.006624838337302208 + ], + "frac_above_star": 0.875 + }, + { + "step": 2577, + "lr": 0.0001, + "sup_loss": 0.9337430214664899, + "rf_loss": 0.00013949508138466626, + "total_loss": 0.9338825165478746, + "lyap1_mean": 0.010949492454528809, + "lyap1_max": 0.027275172993540764, + "lyap1_min": -0.002245790557935834, + "lyap_spec_mean": [ + 0.010949492454528809, + 0.007875404320657253, + 0.003538896795362234, + 0.00439680740237236 + ], + "frac_above_star": 0.875 + }, + { + "step": 2578, + "lr": 0.0001, + "sup_loss": 0.8356914217605277, + "rf_loss": 9.371464693685994e-05, + "total_loss": 0.8357851364074645, + "lyap1_mean": -0.003743445035070181, + "lyap1_max": 0.014439990743994713, + "lyap1_min": -0.021962173283100128, + "lyap_spec_mean": [ + -0.0037434452679008245, + -0.003607542021200061, + 0.0026252681855112314, + -0.004015758633613586 + ], + "frac_above_star": 0.375 + }, + { + "step": 2579, + "lr": 0.0001, + "sup_loss": 0.8851632001563355, + "rf_loss": 0.00020114361541345716, + "total_loss": 0.885364343771749, + "lyap1_mean": -0.002304899273440242, + "lyap1_max": 0.01185733824968338, + "lyap1_min": -0.010700675658881664, + "lyap_spec_mean": [ + -0.0023048995062708855, + -0.008534982800483704, + -0.00331345247104764, + -0.0068853446282446384 + ], + "frac_above_star": 0.375 + }, + { + "step": 2580, + "lr": 0.0001, + "sup_loss": 0.9057119996017933, + "rf_loss": 0.00014617241686210036, + "total_loss": 0.9058581720186554, + "lyap1_mean": 0.0012887213379144669, + "lyap1_max": 0.02328481338918209, + "lyap1_min": -0.014658037573099136, + "lyap_spec_mean": [ + 0.001288721221499145, + -0.00689569441601634, + -0.011140605434775352, + -0.009619807824492455 + ], + "frac_above_star": 0.625 + }, + { + "step": 2581, + "lr": 0.0001, + "sup_loss": 0.817024966753328, + "rf_loss": 0.0001992383477045223, + "total_loss": 0.8172242051010326, + "lyap1_mean": 0.002637956291437149, + "lyap1_max": 0.022011075168848038, + "lyap1_min": -0.022045953199267387, + "lyap_spec_mean": [ + 0.0026379560586065054, + 0.0010595566127449274, + -0.002223644405603409, + -0.0011268096277490258 + ], + "frac_above_star": 0.5 + }, + { + "step": 2582, + "lr": 0.0001, + "sup_loss": 0.9209266047595941, + "rf_loss": 0.00030179068562574685, + "total_loss": 0.9212283954452198, + "lyap1_mean": 0.006229837890714407, + "lyap1_max": 0.05128704756498337, + "lyap1_min": -0.016050152480602264, + "lyap_spec_mean": [ + 0.006229837890714407, + -0.002509833313524723, + -0.003070848062634468, + -0.0034479040186852217 + ], + "frac_above_star": 0.375 + }, + { + "step": 2583, + "lr": 0.0001, + "sup_loss": 0.9052359103943146, + "rf_loss": 9.633487206883729e-05, + "total_loss": 0.9053322452663835, + "lyap1_mean": -0.001496214303188026, + "lyap1_max": 0.012099879793822765, + "lyap1_min": -0.01265285350382328, + "lyap_spec_mean": [ + -0.0014962141867727041, + -0.0007312038796953857, + -0.004003355745226145, + -0.0052450671792030334 + ], + "frac_above_star": 0.375 + }, + { + "step": 2584, + "lr": 0.0001, + "sup_loss": 0.9103866895458018, + "rf_loss": 0.00018887632177211344, + "total_loss": 0.9105755658675739, + "lyap1_mean": 0.008057907223701477, + "lyap1_max": 0.02763957343995571, + "lyap1_min": -0.0250756423920393, + "lyap_spec_mean": [ + 0.008057907223701477, + 0.0013631194597110152, + 0.0008692422416061163, + -0.004590502008795738 + ], + "frac_above_star": 0.75 + }, + { + "step": 2585, + "lr": 0.0001, + "sup_loss": 0.8953900199731887, + "rf_loss": 0.00021238737099338323, + "total_loss": 0.8956024073441821, + "lyap1_mean": -0.0027589541859924793, + "lyap1_max": 0.009129287675023079, + "lyap1_min": -0.01268098782747984, + "lyap_spec_mean": [ + -0.0027589539531618357, + -0.005860133562237024, + -0.00430537573993206, + -0.008664559572935104 + ], + "frac_above_star": 0.25 + }, + { + "step": 2586, + "lr": 0.0001, + "sup_loss": 0.9005173754006016, + "rf_loss": 0.00018889360944740474, + "total_loss": 0.900706269010049, + "lyap1_mean": -0.003240333404392004, + "lyap1_max": 0.02283799648284912, + "lyap1_min": -0.02430560067296028, + "lyap_spec_mean": [ + -0.0032403336372226477, + -0.004746760241687298, + -0.005502372048795223, + -0.01546475850045681 + ], + "frac_above_star": 0.25 + }, + { + "step": 2587, + "lr": 0.0001, + "sup_loss": 0.881588925260339, + "rf_loss": 0.00016964490350801498, + "total_loss": 0.8817585701638471, + "lyap1_mean": 0.0004775852430611849, + "lyap1_max": 0.022556856274604797, + "lyap1_min": -0.01211234088987112, + "lyap_spec_mean": [ + 0.0004775852430611849, + -0.003149175550788641, + -0.0005897278897464275, + -0.0050797900184988976 + ], + "frac_above_star": 0.25 + }, + { + "step": 2588, + "lr": 0.0001, + "sup_loss": 0.9400352101407735, + "rf_loss": 0.00011583523883018643, + "total_loss": 0.9401510453796037, + "lyap1_mean": -0.0048858351074159145, + "lyap1_max": 0.008645011112093925, + "lyap1_min": -0.020298581570386887, + "lyap_spec_mean": [ + -0.004885834641754627, + -0.009216727688908577, + -0.004449902102351189, + -0.004063806496560574 + ], + "frac_above_star": 0.25 + }, + { + "step": 2589, + "lr": 0.0001, + "sup_loss": 0.8844578482310231, + "rf_loss": 6.256299093365669e-05, + "total_loss": 0.8845204112219568, + "lyap1_mean": 0.001334700151346624, + "lyap1_max": 0.01267965417355299, + "lyap1_min": -0.00916636735200882, + "lyap_spec_mean": [ + 0.0013347003841772676, + 0.002701654564589262, + -0.0015563733177259564, + -0.00582642387598753 + ], + "frac_above_star": 0.625 + }, + { + "step": 2590, + "lr": 0.0001, + "sup_loss": 0.9381330830396847, + "rf_loss": 0.00022161801462061703, + "total_loss": 0.9383547010543053, + "lyap1_mean": 0.015112420544028282, + "lyap1_max": 0.03135671466588974, + "lyap1_min": -0.001775710261426866, + "lyap_spec_mean": [ + 0.015112420544028282, + 0.008460002951323986, + 0.013591400347650051, + -0.004309417679905891 + ], + "frac_above_star": 0.875 + }, + { + "step": 2591, + "lr": 0.0001, + "sup_loss": 0.8901042008749969, + "rf_loss": 0.00024663525982759893, + "total_loss": 0.8903508361348245, + "lyap1_mean": 0.012658743187785149, + "lyap1_max": 0.03594040498137474, + "lyap1_min": -0.01731751300394535, + "lyap_spec_mean": [ + 0.012658743187785149, + 0.011743335984647274, + 0.0075975991785526276, + 0.0013156048953533173 + ], + "frac_above_star": 0.875 + }, + { + "step": 2592, + "lr": 0.0001, + "sup_loss": 0.904229844771449, + "rf_loss": 0.0001642265124246478, + "total_loss": 0.9043940712838736, + "lyap1_mean": 0.008520296774804592, + "lyap1_max": 0.03588704392313957, + "lyap1_min": -0.007918544113636017, + "lyap_spec_mean": [ + 0.008520296774804592, + 0.006193496752530336, + 0.005833570845425129, + -0.0005677937879227102 + ], + "frac_above_star": 0.75 + }, + { + "step": 2593, + "lr": 0.0001, + "sup_loss": 0.8653083475592112, + "rf_loss": 0.00019354105461388826, + "total_loss": 0.865501888613825, + "lyap1_mean": 0.009695076383650303, + "lyap1_max": 0.028532927855849266, + "lyap1_min": -0.004002721980214119, + "lyap_spec_mean": [ + 0.009695076383650303, + 0.004265635274350643, + 0.007069381885230541, + 0.002768381033092737 + ], + "frac_above_star": 0.75 + }, + { + "step": 2594, + "lr": 0.0001, + "sup_loss": 0.9632687896772278, + "rf_loss": 0.00017618208948988467, + "total_loss": 0.9634449717667177, + "lyap1_mean": 0.006559866480529308, + "lyap1_max": 0.023501090705394745, + "lyap1_min": -0.01689065247774124, + "lyap_spec_mean": [ + 0.006559866480529308, + 0.002365238033235073, + 0.0022587431594729424, + -0.0026958223897963762 + ], + "frac_above_star": 0.75 + }, + { + "step": 2595, + "lr": 0.0001, + "sup_loss": 0.8929175602692835, + "rf_loss": 7.348554936470464e-05, + "total_loss": 0.8929910458186482, + "lyap1_mean": -0.003336980240419507, + "lyap1_max": 0.024340517818927765, + "lyap1_min": -0.011793972924351692, + "lyap_spec_mean": [ + -0.003336980240419507, + -0.0040302397683262825, + -0.0013596420176327229, + -0.003280488308519125 + ], + "frac_above_star": 0.25 + }, + { + "step": 2596, + "lr": 0.0001, + "sup_loss": 0.8973517821310604, + "rf_loss": 9.554385906085372e-05, + "total_loss": 0.8974473259901212, + "lyap1_mean": -0.003226995700970292, + "lyap1_max": 0.02014397270977497, + "lyap1_min": -0.022997230291366577, + "lyap_spec_mean": [ + -0.0032269954681396484, + -0.0008314918959513307, + -0.004141699988394976, + -0.003657790832221508 + ], + "frac_above_star": 0.25 + }, + { + "step": 2597, + "lr": 0.0001, + "sup_loss": 0.8187479367844345, + "rf_loss": 0.00016483246872667223, + "total_loss": 0.8189127692531611, + "lyap1_mean": -0.004435686394572258, + "lyap1_max": 0.010492014698684216, + "lyap1_min": -0.01581348478794098, + "lyap_spec_mean": [ + -0.004435686394572258, + -0.0071961842477321625, + -0.0019391177920624614, + -0.005583401303738356 + ], + "frac_above_star": 0.25 + }, + { + "step": 2598, + "lr": 0.0001, + "sup_loss": 0.925034229761361, + "rf_loss": 0.00015971064567565918, + "total_loss": 0.9251939404070366, + "lyap1_mean": 0.0010264923330396414, + "lyap1_max": 0.03373916447162628, + "lyap1_min": -0.02155020460486412, + "lyap_spec_mean": [ + 0.0010264921002089977, + -0.006942036561667919, + -0.010842897929251194, + -0.006295419298112392 + ], + "frac_above_star": 0.375 + }, + { + "step": 2599, + "lr": 0.0001, + "sup_loss": 0.8461491480094554, + "rf_loss": 0.0001718532294034958, + "total_loss": 0.8463210012388589, + "lyap1_mean": -0.003778496291488409, + "lyap1_max": 0.02110537514090538, + "lyap1_min": -0.01895204745233059, + "lyap_spec_mean": [ + -0.003778496291488409, + -0.010361828841269016, + -0.009688194841146469, + -0.011842620559036732 + ], + "frac_above_star": 0.25 + }, + { + "step": 2600, + "lr": 0.0001, + "sup_loss": 0.9106077997731964, + "rf_loss": 0.0001280097640119493, + "total_loss": 0.9107358095372083, + "lyap1_mean": -0.005686148535460234, + "lyap1_max": 0.012616357766091824, + "lyap1_min": -0.020633384585380554, + "lyap_spec_mean": [ + -0.005686149001121521, + -0.00548224151134491, + -0.007000049110502005, + -0.007783557288348675 + ], + "frac_above_star": 0.375 + }, + { + "step": 2601, + "lr": 0.0001, + "sup_loss": 0.9084700336332807, + "rf_loss": 0.00014586281031370163, + "total_loss": 0.9086158964435944, + "lyap1_mean": 0.007719746325165033, + "lyap1_max": 0.022813720628619194, + "lyap1_min": -0.00545646995306015, + "lyap_spec_mean": [ + 0.007719746790826321, + -0.003387939650565386, + -0.004598048981279135, + -0.0012604594230651855 + ], + "frac_above_star": 0.5 + }, + { + "step": 2602, + "lr": 0.0001, + "sup_loss": 0.8976670523316336, + "rf_loss": 0.00016397502622567117, + "total_loss": 0.8978310273578592, + "lyap1_mean": 0.01193326897919178, + "lyap1_max": 0.02622518315911293, + "lyap1_min": -0.005792177747935057, + "lyap_spec_mean": [ + 0.01193326897919178, + 0.0002756475005298853, + -0.0020191268995404243, + 0.001493175164796412 + ], + "frac_above_star": 0.75 + }, + { + "step": 2603, + "lr": 0.0001, + "sup_loss": 0.8409377735552774, + "rf_loss": 0.00024204530927818269, + "total_loss": 0.8411798188645556, + "lyap1_mean": 0.004742142744362354, + "lyap1_max": 0.031002383679151535, + "lyap1_min": -0.017639391124248505, + "lyap_spec_mean": [ + 0.004742142744362354, + 0.0013708199840039015, + 0.003341732546687126, + 0.0012858129339292645 + ], + "frac_above_star": 0.625 + }, + { + "step": 2604, + "lr": 0.0001, + "sup_loss": 0.884766791981461, + "rf_loss": 0.00016425229841843247, + "total_loss": 0.8849310442798795, + "lyap1_mean": 0.00030271708965301514, + "lyap1_max": 0.019463010132312775, + "lyap1_min": -0.019204190000891685, + "lyap_spec_mean": [ + 0.00030271708965301514, + -0.003415015060454607, + 0.0056817433796823025, + -0.0032508482690900564 + ], + "frac_above_star": 0.5 + }, + { + "step": 2605, + "lr": 0.0001, + "sup_loss": 0.919519811411561, + "rf_loss": 9.477695857640356e-05, + "total_loss": 0.9196145883701374, + "lyap1_mean": 0.006675603799521923, + "lyap1_max": 0.01871698535978794, + "lyap1_min": -0.0009423142182640731, + "lyap_spec_mean": [ + 0.006675603799521923, + -0.00022483430802822113, + -0.001349019119516015, + -0.0015106231439858675 + ], + "frac_above_star": 0.75 + }, + { + "step": 2606, + "lr": 0.0001, + "sup_loss": 0.8974908581067746, + "rf_loss": 0.0002705025835894048, + "total_loss": 0.897761360690364, + "lyap1_mean": 0.0014479835517704487, + "lyap1_max": 0.031400736421346664, + "lyap1_min": -0.0205954909324646, + "lyap_spec_mean": [ + 0.0014479839010164142, + 0.0016768176574259996, + -0.0016162460669875145, + -0.005180496722459793 + ], + "frac_above_star": 0.5 + }, + { + "step": 2607, + "lr": 0.0001, + "sup_loss": 0.9142215018246012, + "rf_loss": 0.00019386698841117322, + "total_loss": 0.9144153688130123, + "lyap1_mean": -0.0066306255757808685, + "lyap1_max": 0.011524898931384087, + "lyap1_min": -0.02102593146264553, + "lyap_spec_mean": [ + -0.006630625110119581, + -0.003597631584852934, + -0.00661937240511179, + -0.014444511383771896 + ], + "frac_above_star": 0.25 + }, + { + "step": 2608, + "lr": 0.0001, + "sup_loss": 0.8828550041467863, + "rf_loss": 0.00021988479420542717, + "total_loss": 0.8830748889409917, + "lyap1_mean": -0.004215392749756575, + "lyap1_max": 0.034288644790649414, + "lyap1_min": -0.029597003012895584, + "lyap_spec_mean": [ + -0.004215393215417862, + -0.006383012980222702, + -0.012123501859605312, + -0.010811680927872658 + ], + "frac_above_star": 0.25 + }, + { + "step": 2609, + "lr": 0.0001, + "sup_loss": 0.9385538573473595, + "rf_loss": 0.000314364762743935, + "total_loss": 0.9388682221101035, + "lyap1_mean": -0.008227063342928886, + "lyap1_max": 0.01765103079378605, + "lyap1_min": -0.02913704328238964, + "lyap_spec_mean": [ + -0.008227063342928886, + -0.0034669009037315845, + -0.016275402158498764, + -0.013097183778882027 + ], + "frac_above_star": 0.25 + }, + { + "step": 2610, + "lr": 0.0001, + "sup_loss": 0.8949363170031813, + "rf_loss": 0.0003777894889935851, + "total_loss": 0.8953141064921749, + "lyap1_mean": 0.0037294565699994564, + "lyap1_max": 0.028014671057462692, + "lyap1_min": -0.02111928164958954, + "lyap_spec_mean": [ + 0.0037294563371688128, + 0.007727471645921469, + 0.00040008011274039745, + -0.0008454248309135437 + ], + "frac_above_star": 0.625 + }, + { + "step": 2611, + "lr": 0.0001, + "sup_loss": 0.8764243094879911, + "rf_loss": 0.00020441366359591484, + "total_loss": 0.876628723151587, + "lyap1_mean": 0.012045401148498058, + "lyap1_max": 0.024158257991075516, + "lyap1_min": 0.0027688704431056976, + "lyap_spec_mean": [ + 0.012045402079820633, + 0.009295625612139702, + 0.008434413932263851, + 0.00701152952387929 + ], + "frac_above_star": 1.0 + }, + { + "step": 2612, + "lr": 0.0001, + "sup_loss": 0.9035488224347727, + "rf_loss": 0.0002485735167283565, + "total_loss": 0.9037973959515011, + "lyap1_mean": 0.015073117800056934, + "lyap1_max": 0.048137545585632324, + "lyap1_min": -0.007076799403876066, + "lyap_spec_mean": [ + 0.015073117800056934, + 0.0010187486186623573, + 0.0028181516099721193, + 0.0037205053959041834 + ], + "frac_above_star": 0.75 + }, + { + "step": 2613, + "lr": 0.0001, + "sup_loss": 0.867031917271517, + "rf_loss": 0.00021907922928221524, + "total_loss": 0.8672509965007992, + "lyap1_mean": 0.01719922199845314, + "lyap1_max": 0.028496872633695602, + "lyap1_min": 0.0026289322413504124, + "lyap_spec_mean": [ + 0.01719922199845314, + 0.009488043375313282, + 0.004413411486893892, + 0.009399143047630787 + ], + "frac_above_star": 1.0 + }, + { + "step": 2614, + "lr": 0.0001, + "sup_loss": 0.9812723961101922, + "rf_loss": 0.00016134860925376415, + "total_loss": 0.981433744719446, + "lyap1_mean": 0.002296886406838894, + "lyap1_max": 0.024680905044078827, + "lyap1_min": -0.020804179832339287, + "lyap_spec_mean": [ + 0.002296886406838894, + 0.00716989953070879, + 0.003707327414304018, + 0.0015207354445010424 + ], + "frac_above_star": 0.5 + }, + { + "step": 2615, + "lr": 0.0001, + "sup_loss": 0.9358023491881432, + "rf_loss": 0.00024387524172198027, + "total_loss": 0.9360462244298652, + "lyap1_mean": 0.009711009450256824, + "lyap1_max": 0.03860851377248764, + "lyap1_min": -0.013639475218951702, + "lyap_spec_mean": [ + 0.009711009450256824, + 0.006209251936525106, + 0.0032407164108008146, + -0.0003834618255496025 + ], + "frac_above_star": 0.625 + }, + { + "step": 2616, + "lr": 0.0001, + "sup_loss": 0.9188373766944656, + "rf_loss": 0.00017934379866346717, + "total_loss": 0.9190167204931291, + "lyap1_mean": -0.0026915096677839756, + "lyap1_max": 0.012086267583072186, + "lyap1_min": -0.017602698877453804, + "lyap_spec_mean": [ + -0.0026915096677839756, + -0.0029278933070600033, + -0.005257495678961277, + -0.006153156980872154 + ], + "frac_above_star": 0.375 + }, + { + "step": 2617, + "lr": 0.0001, + "sup_loss": 0.9422542474923066, + "rf_loss": 0.00017661020683590323, + "total_loss": 0.9424308576991425, + "lyap1_mean": -0.006872955709695816, + "lyap1_max": 0.011049723252654076, + "lyap1_min": -0.026453932747244835, + "lyap_spec_mean": [ + -0.006872955709695816, + -0.0067696040496230125, + -0.008173909038305283, + -0.010795141570270061 + ], + "frac_above_star": 0.25 + }, + { + "step": 2618, + "lr": 0.0001, + "sup_loss": 0.9169513064841158, + "rf_loss": 0.0004024655790999532, + "total_loss": 0.9173537720632158, + "lyap1_mean": -0.01775612123310566, + "lyap1_max": -0.0014458729419857264, + "lyap1_min": -0.039078839123249054, + "lyap_spec_mean": [ + -0.01775612123310566, + -0.015588939189910889, + -0.018636228516697884, + -0.014854482375085354 + ], + "frac_above_star": 0.0 + }, + { + "step": 2619, + "lr": 0.0001, + "sup_loss": 0.8614782208860691, + "rf_loss": 0.00019555361359380186, + "total_loss": 0.8616737744996629, + "lyap1_mean": -0.002516167936846614, + "lyap1_max": 0.010634387843310833, + "lyap1_min": -0.015668630599975586, + "lyap_spec_mean": [ + -0.002516167936846614, + -0.0024063163436949253, + -0.013896672055125237, + -0.010371789336204529 + ], + "frac_above_star": 0.5 + }, + { + "step": 2620, + "lr": 0.0001, + "sup_loss": 0.8581116352556726, + "rf_loss": 0.00018890545470640063, + "total_loss": 0.858300540710379, + "lyap1_mean": -0.002080555073916912, + "lyap1_max": 0.025035426020622253, + "lyap1_min": -0.017553359270095825, + "lyap_spec_mean": [ + -0.0020805553067475557, + -0.0071847159415483475, + -0.006729437503963709, + -0.00881674699485302 + ], + "frac_above_star": 0.25 + }, + { + "step": 2621, + "lr": 0.0001, + "sup_loss": 0.8473393200250616, + "rf_loss": 0.00012867862824350595, + "total_loss": 0.8474679986533051, + "lyap1_mean": -0.0009681833325885236, + "lyap1_max": 0.02128005586564541, + "lyap1_min": -0.013504480943083763, + "lyap_spec_mean": [ + -0.0009681832743808627, + -0.0006905919872224331, + -0.0012228654231876135, + -0.012353125959634781 + ], + "frac_above_star": 0.375 + }, + { + "step": 2622, + "lr": 0.0001, + "sup_loss": 0.944542261514338, + "rf_loss": 0.0003129226970486343, + "total_loss": 0.9448551842113866, + "lyap1_mean": 0.00846119038760662, + "lyap1_max": 0.03413986414670944, + "lyap1_min": -0.01412993110716343, + "lyap_spec_mean": [ + 0.00846119038760662, + 0.00013150647282600403, + 0.0008079209364950657, + -0.0032205558381974697 + ], + "frac_above_star": 0.625 + }, + { + "step": 2623, + "lr": 0.0001, + "sup_loss": 0.9319968567018543, + "rf_loss": 0.00028530837153084576, + "total_loss": 0.9322821650733851, + "lyap1_mean": 0.016547847539186478, + "lyap1_max": 0.02724611572921276, + "lyap1_min": 0.005375127773731947, + "lyap_spec_mean": [ + 0.016547847539186478, + 0.011433172039687634, + 0.01225154846906662, + 0.010089706629514694 + ], + "frac_above_star": 1.0 + }, + { + "step": 2624, + "lr": 0.0001, + "sup_loss": 0.8783408124967149, + "rf_loss": 0.000139396550366655, + "total_loss": 0.8784802090470816, + "lyap1_mean": 0.007638647221028805, + "lyap1_max": 0.0237562358379364, + "lyap1_min": -0.005422364454716444, + "lyap_spec_mean": [ + 0.007638647221028805, + 0.009835625067353249, + 0.0036642616614699364, + -0.0020645800977945328 + ], + "frac_above_star": 0.75 + }, + { + "step": 2625, + "lr": 0.0001, + "sup_loss": 0.9025130116013397, + "rf_loss": 0.0001821933255996555, + "total_loss": 0.9026952049269393, + "lyap1_mean": 0.010425153188407421, + "lyap1_max": 0.035703182220458984, + "lyap1_min": -0.006387840025126934, + "lyap_spec_mean": [ + 0.010425153188407421, + 0.004923528991639614, + 0.002948921173810959, + 0.0018609263934195042 + ], + "frac_above_star": 0.5 + }, + { + "step": 2626, + "lr": 0.0001, + "sup_loss": 0.8848049709788414, + "rf_loss": 7.120336522348225e-05, + "total_loss": 0.8848761743440648, + "lyap1_mean": 0.0027552798856049776, + "lyap1_max": 0.007991377264261246, + "lyap1_min": -0.001359302899800241, + "lyap_spec_mean": [ + 0.0027552798856049776, + 0.003345342120155692, + 0.006424866616725922, + 0.0002864791895262897 + ], + "frac_above_star": 0.75 + }, + { + "step": 2627, + "lr": 0.0001, + "sup_loss": 0.8979399822768952, + "rf_loss": 0.00022010557586327195, + "total_loss": 0.8981600878527585, + "lyap1_mean": 0.011642606928944588, + "lyap1_max": 0.026220766827464104, + "lyap1_min": -0.0006731680477969348, + "lyap_spec_mean": [ + 0.011642606928944588, + 0.010774374008178711, + 0.01397089846432209, + 0.005398483946919441 + ], + "frac_above_star": 0.875 + }, + { + "step": 2628, + "lr": 0.0001, + "sup_loss": 0.921621127790368, + "rf_loss": 0.0001249995402758941, + "total_loss": 0.9217461273306439, + "lyap1_mean": 0.007252847775816917, + "lyap1_max": 0.025990283116698265, + "lyap1_min": -0.007107289507985115, + "lyap_spec_mean": [ + 0.007252848241478205, + 0.009093081578612328, + 0.0069061871618032455, + 0.001822765450924635 + ], + "frac_above_star": 0.75 + }, + { + "step": 2629, + "lr": 0.0001, + "sup_loss": 0.9018841665478107, + "rf_loss": 8.948269532993436e-05, + "total_loss": 0.9019736492431406, + "lyap1_mean": 0.006720810662955046, + "lyap1_max": 0.01910119317471981, + "lyap1_min": -0.0028265072032809258, + "lyap_spec_mean": [ + 0.006720810662955046, + 0.0037463654298335314, + -0.0011253225384280086, + -0.001374332350678742 + ], + "frac_above_star": 0.875 + }, + { + "step": 2630, + "lr": 0.0001, + "sup_loss": 0.90161168885096, + "rf_loss": 0.00014784882660023868, + "total_loss": 0.9017595376775602, + "lyap1_mean": -0.004109149798750877, + "lyap1_max": 0.014451825991272926, + "lyap1_min": -0.02560592070221901, + "lyap_spec_mean": [ + -0.004109150264412165, + -0.0044142454862594604, + -0.003480988321825862, + -0.007057735696434975 + ], + "frac_above_star": 0.375 + }, + { + "step": 2631, + "lr": 0.0001, + "sup_loss": 0.8835962159158098, + "rf_loss": 0.00026222161250188947, + "total_loss": 0.8838584375283117, + "lyap1_mean": -0.010346528142690659, + "lyap1_max": 0.001202785293571651, + "lyap1_min": -0.034415461122989655, + "lyap_spec_mean": [ + -0.010346528142690659, + -0.006383463740348816, + -0.011928235180675983, + -0.017944052815437317 + ], + "frac_above_star": 0.375 + }, + { + "step": 2632, + "lr": 0.0001, + "sup_loss": 0.9125391554444616, + "rf_loss": 0.0003259119694121182, + "total_loss": 0.9128650674138737, + "lyap1_mean": -0.015222429297864437, + "lyap1_max": -0.004167942330241203, + "lyap1_min": -0.025297431275248528, + "lyap_spec_mean": [ + -0.015222429297864437, + -0.018627017736434937, + -0.014549355953931808, + -0.018878545612096786 + ], + "frac_above_star": 0.0 + }, + { + "step": 2633, + "lr": 0.0001, + "sup_loss": 0.8727688064750034, + "rf_loss": 0.00021175887377467006, + "total_loss": 0.8729805653487781, + "lyap1_mean": -0.00017762184143066406, + "lyap1_max": 0.02454044483602047, + "lyap1_min": -0.017728405073285103, + "lyap_spec_mean": [ + -0.00017762125935405493, + -0.002573121804744005, + -0.010481059551239014, + -0.01318338979035616 + ], + "frac_above_star": 0.5 + }, + { + "step": 2634, + "lr": 0.0001, + "sup_loss": 0.882728420398936, + "rf_loss": 0.00010908352123806253, + "total_loss": 0.882837503920174, + "lyap1_mean": -0.005397278815507889, + "lyap1_max": 0.009632270783185959, + "lyap1_min": -0.01814396120607853, + "lyap_spec_mean": [ + -0.005397278815507889, + -0.005998602136969566, + -0.00659392261877656, + -0.005364222452044487 + ], + "frac_above_star": 0.375 + }, + { + "step": 2635, + "lr": 0.0001, + "sup_loss": 0.9508597346499301, + "rf_loss": 0.00011075823567807674, + "total_loss": 0.9509704928856082, + "lyap1_mean": 0.005451083183288574, + "lyap1_max": 0.03088783286511898, + "lyap1_min": -0.010111739858984947, + "lyap_spec_mean": [ + 0.005451083183288574, + -0.003312593325972557, + -0.006051427219063044, + -0.001665800460614264 + ], + "frac_above_star": 0.625 + }, + { + "step": 2636, + "lr": 0.0001, + "sup_loss": 0.8717242073389404, + "rf_loss": 0.00010807880607899278, + "total_loss": 0.8718322861450194, + "lyap1_mean": -0.0016481729689985514, + "lyap1_max": 0.022165991365909576, + "lyap1_min": -0.014172720722854137, + "lyap_spec_mean": [ + -0.001648173201829195, + 0.009941342286765575, + 0.0019193239277228713, + -0.0039395359344780445 + ], + "frac_above_star": 0.375 + }, + { + "step": 2637, + "lr": 0.0001, + "sup_loss": 0.9032671812324237, + "rf_loss": 0.00010571171878837049, + "total_loss": 0.903372892951212, + "lyap1_mean": 0.0027249865233898163, + "lyap1_max": 0.019527245312929153, + "lyap1_min": -0.019915129989385605, + "lyap_spec_mean": [ + 0.0027249862905591726, + 0.0037358151748776436, + 0.002034792210906744, + 0.001128288684412837 + ], + "frac_above_star": 0.625 + }, + { + "step": 2638, + "lr": 0.0001, + "sup_loss": 0.8922265475095099, + "rf_loss": 0.0002536808606237173, + "total_loss": 0.8924802283701336, + "lyap1_mean": 0.009138830006122589, + "lyap1_max": 0.03596511483192444, + "lyap1_min": -0.013299371115863323, + "lyap_spec_mean": [ + 0.009138830006122589, + 0.0030884358566254377, + 0.003115481697022915, + 0.006752591580152512 + ], + "frac_above_star": 0.5 + }, + { + "step": 2639, + "lr": 0.0001, + "sup_loss": 0.902242481238496, + "rf_loss": 0.00014759533223696053, + "total_loss": 0.902390076570733, + "lyap1_mean": 0.007348434999585152, + "lyap1_max": 0.028064390644431114, + "lyap1_min": -0.018755586817860603, + "lyap_spec_mean": [ + 0.007348435465246439, + 0.005452034994959831, + 0.0021501360461115837, + 0.0011476920917630196 + ], + "frac_above_star": 0.75 + }, + { + "step": 2640, + "lr": 0.0001, + "sup_loss": 0.937854598647639, + "rf_loss": 0.00012445595348253846, + "total_loss": 0.9379790546011215, + "lyap1_mean": 0.0042585572227835655, + "lyap1_max": 0.013653000816702843, + "lyap1_min": -0.0031371142249554396, + "lyap_spec_mean": [ + 0.0042585572227835655, + 0.0022972540464252234, + -0.0011749695986509323, + -0.0011626968625932932 + ], + "frac_above_star": 0.5 + }, + { + "step": 2641, + "lr": 0.0001, + "sup_loss": 0.8842581753499263, + "rf_loss": 0.00025971673312596977, + "total_loss": 0.8845178920830523, + "lyap1_mean": -0.009176020510494709, + "lyap1_max": 0.005314219743013382, + "lyap1_min": -0.024694617837667465, + "lyap_spec_mean": [ + -0.009176021441817284, + -0.009643281809985638, + -0.01073024794459343, + -0.008870042860507965 + ], + "frac_above_star": 0.25 + }, + { + "step": 2642, + "lr": 0.0001, + "sup_loss": 0.9072600037509743, + "rf_loss": 0.00042063224827870727, + "total_loss": 0.907680635999253, + "lyap1_mean": -0.013815419748425484, + "lyap1_max": -0.0017977029783651233, + "lyap1_min": -0.03318580240011215, + "lyap_spec_mean": [ + -0.013815419748425484, + -0.018187345936894417, + -0.015108142048120499, + -0.022720912471413612 + ], + "frac_above_star": 0.0 + }, + { + "step": 2643, + "lr": 0.0001, + "sup_loss": 0.8867490299735097, + "rf_loss": 0.00023590360069647431, + "total_loss": 0.8869849335742062, + "lyap1_mean": -0.00772109953686595, + "lyap1_max": 0.013904138468205929, + "lyap1_min": -0.024612782523036003, + "lyap_spec_mean": [ + -0.007721099071204662, + -0.01221500150859356, + -0.005575104616582394, + -0.013090836815536022 + ], + "frac_above_star": 0.25 + }, + { + "step": 2644, + "lr": 0.0001, + "sup_loss": 0.9091242588827713, + "rf_loss": 0.0002950661873910576, + "total_loss": 0.9094193250701623, + "lyap1_mean": -0.011370443738996983, + "lyap1_max": 0.0025047876406461, + "lyap1_min": -0.029367193579673767, + "lyap_spec_mean": [ + -0.011370443738996983, + -0.017598655074834824, + -0.01238709781318903, + -0.01562555320560932 + ], + "frac_above_star": 0.125 + }, + { + "step": 2645, + "lr": 0.0001, + "sup_loss": 0.879480250465944, + "rf_loss": 0.00012687074195127934, + "total_loss": 0.8796071212078953, + "lyap1_mean": 0.0005873057525604963, + "lyap1_max": 0.028213195502758026, + "lyap1_min": -0.020041732117533684, + "lyap_spec_mean": [ + 0.0005873056361451745, + -3.8602156564593315e-05, + 0.0014580036513507366, + -0.00792958028614521 + ], + "frac_above_star": 0.375 + }, + { + "step": 2646, + "lr": 0.0001, + "sup_loss": 0.8873272367908087, + "rf_loss": 8.136419637594372e-05, + "total_loss": 0.8874086009871847, + "lyap1_mean": -0.000994994305074215, + "lyap1_max": 0.012729369103908539, + "lyap1_min": -0.013425860553979874, + "lyap_spec_mean": [ + -0.000994994305074215, + -4.0866900235414505e-05, + 0.0002979547716677189, + 0.001699813874438405 + ], + "frac_above_star": 0.625 + }, + { + "step": 2647, + "lr": 0.0001, + "sup_loss": 0.8978863225480013, + "rf_loss": 0.00014841993106529117, + "total_loss": 0.8980347424790666, + "lyap1_mean": 0.008067694492638111, + "lyap1_max": 0.01641025021672249, + "lyap1_min": -0.004521788563579321, + "lyap_spec_mean": [ + 0.008067694492638111, + 0.010053349658846855, + 0.007620000280439854, + -0.003398158121854067 + ], + "frac_above_star": 0.75 + }, + { + "step": 2648, + "lr": 0.0001, + "sup_loss": 0.8529174634818065, + "rf_loss": 0.00040393712697550654, + "total_loss": 0.853321400608782, + "lyap1_mean": 0.02263227291405201, + "lyap1_max": 0.04144543409347534, + "lyap1_min": -0.008833249099552631, + "lyap_spec_mean": [ + 0.02263227105140686, + 0.012871602550148964, + 0.009909745305776596, + 0.012573955580592155 + ], + "frac_above_star": 0.875 + }, + { + "step": 2649, + "lr": 0.0001, + "sup_loss": 0.8542602260142129, + "rf_loss": 0.0003493642434477806, + "total_loss": 0.8546095902576607, + "lyap1_mean": 0.02124311961233616, + "lyap1_max": 0.046271681785583496, + "lyap1_min": -0.0003557964810170233, + "lyap_spec_mean": [ + 0.02124311961233616, + 0.017311634495854378, + 0.011698299087584019, + 0.008326750248670578 + ], + "frac_above_star": 0.875 + }, + { + "step": 2650, + "lr": 0.0001, + "sup_loss": 0.9512427318078234, + "rf_loss": 0.0002847589203156531, + "total_loss": 0.951527490728139, + "lyap1_mean": 0.015256164595484734, + "lyap1_max": 0.031085774302482605, + "lyap1_min": -0.00586691265925765, + "lyap_spec_mean": [ + 0.015256164595484734, + 0.016090283170342445, + 0.012730234302580357, + 0.013178743422031403 + ], + "frac_above_star": 0.875 + }, + { + "step": 2651, + "lr": 0.0001, + "sup_loss": 0.9114538701224346, + "rf_loss": 0.00015447827172465622, + "total_loss": 0.9116083483941593, + "lyap1_mean": 0.011817780323326588, + "lyap1_max": 0.02973903715610504, + "lyap1_min": 0.002559896558523178, + "lyap_spec_mean": [ + 0.011817779392004013, + 0.0033727390691637993, + 0.0005708098178729415, + 0.006378651596605778 + ], + "frac_above_star": 1.0 + }, + { + "step": 2652, + "lr": 0.0001, + "sup_loss": 0.8111321639173691, + "rf_loss": 0.00018499864381738007, + "total_loss": 0.8113171625611865, + "lyap1_mean": -0.004102918319404125, + "lyap1_max": 0.014773140661418438, + "lyap1_min": -0.028043273836374283, + "lyap_spec_mean": [ + -0.004102918319404125, + -0.006375856231898069, + -0.00926888920366764, + -0.007071135099977255 + ], + "frac_above_star": 0.25 + }, + { + "step": 2653, + "lr": 0.0001, + "sup_loss": 0.9286004025648821, + "rf_loss": 0.0003059593145735562, + "total_loss": 0.9289063618794556, + "lyap1_mean": -0.00819710735231638, + "lyap1_max": 0.01603648066520691, + "lyap1_min": -0.022847119718790054, + "lyap_spec_mean": [ + -0.008197108283638954, + -0.007794802077114582, + -0.014539121650159359, + -0.020236726850271225 + ], + "frac_above_star": 0.125 + }, + { + "step": 2654, + "lr": 0.0001, + "sup_loss": 0.9452257957401363, + "rf_loss": 0.0005905097350478172, + "total_loss": 0.9458163054751841, + "lyap1_mean": -0.018617164343595505, + "lyap1_max": -0.007629760541021824, + "lyap1_min": -0.032176241278648376, + "lyap_spec_mean": [ + -0.018617164343595505, + -0.02642676793038845, + -0.019866107031702995, + -0.022224195301532745 + ], + "frac_above_star": 0.0 + }, + { + "step": 2655, + "lr": 0.0001, + "sup_loss": 0.9243318575878215, + "rf_loss": 0.00035512371687218547, + "total_loss": 0.9246869813046937, + "lyap1_mean": -0.003692544996738434, + "lyap1_max": 0.012934833765029907, + "lyap1_min": -0.01926255226135254, + "lyap_spec_mean": [ + -0.003692544996738434, + -0.00669439323246479, + -0.021296069025993347, + -0.01406929548829794 + ], + "frac_above_star": 0.375 + }, + { + "step": 2656, + "lr": 0.0001, + "sup_loss": 0.8626918157641025, + "rf_loss": 0.00021685753017663956, + "total_loss": 0.8629086732942791, + "lyap1_mean": 0.00416313111782074, + "lyap1_max": 0.03305589407682419, + "lyap1_min": -0.02255376987159252, + "lyap_spec_mean": [ + 0.00416313111782074, + -0.0012876753462478518, + -0.0016378883738070726, + -0.010689262300729752 + ], + "frac_above_star": 0.625 + }, + { + "step": 2657, + "lr": 0.0001, + "sup_loss": 0.9397379940216785, + "rf_loss": 0.0002293032011948526, + "total_loss": 0.9399672972228733, + "lyap1_mean": 0.0014655133709311485, + "lyap1_max": 0.020684005692601204, + "lyap1_min": -0.022129345685243607, + "lyap_spec_mean": [ + 0.0014655132545158267, + -0.009066778235137463, + -0.009456212632358074, + -0.0073627750389277935 + ], + "frac_above_star": 0.625 + }, + { + "step": 2658, + "lr": 0.0001, + "sup_loss": 0.9130367442631648, + "rf_loss": 0.00014331626880448312, + "total_loss": 0.9131800605319693, + "lyap1_mean": 0.0028121531940996647, + "lyap1_max": 0.025340845808386803, + "lyap1_min": -0.015535320155322552, + "lyap_spec_mean": [ + 0.0028121531940996647, + -0.0016309653874486685, + 0.0022746543399989605, + 0.000709212850779295 + ], + "frac_above_star": 0.625 + }, + { + "step": 2659, + "lr": 0.0001, + "sup_loss": 0.8996224173060374, + "rf_loss": 9.746124851517379e-05, + "total_loss": 0.8997198785545526, + "lyap1_mean": 0.004284928552806377, + "lyap1_max": 0.029486950486898422, + "lyap1_min": -0.013063713908195496, + "lyap_spec_mean": [ + 0.004284929018467665, + 0.004810909740626812, + -0.004407509695738554, + 0.0007672928040847182 + ], + "frac_above_star": 0.625 + }, + { + "step": 2660, + "lr": 0.0001, + "sup_loss": 0.8905782903492765, + "rf_loss": 7.845138316042721e-05, + "total_loss": 0.8906567417324369, + "lyap1_mean": 0.0006431430228985846, + "lyap1_max": 0.009558549150824547, + "lyap1_min": -0.005952522158622742, + "lyap_spec_mean": [ + 0.0006431431393139064, + 0.004233168438076973, + -0.00020434986799955368, + 0.0005742807406932116 + ], + "frac_above_star": 0.375 + }, + { + "step": 2661, + "lr": 0.0001, + "sup_loss": 0.9497776279261564, + "rf_loss": 8.760605123825371e-05, + "total_loss": 0.9498652339773946, + "lyap1_mean": 0.003581227036193013, + "lyap1_max": 0.020461611449718475, + "lyap1_min": -0.006475489120930433, + "lyap_spec_mean": [ + 0.003581226570531726, + 0.0012730082962661982, + 0.007410137914121151, + -0.004045950714498758 + ], + "frac_above_star": 0.5 + }, + { + "step": 2662, + "lr": 0.0001, + "sup_loss": 0.907927583348321, + "rf_loss": 0.00018417452520225197, + "total_loss": 0.9081117578735233, + "lyap1_mean": 0.013367928564548492, + "lyap1_max": 0.03240839019417763, + "lyap1_min": -0.018815413117408752, + "lyap_spec_mean": [ + 0.013367929495871067, + 0.00924290344119072, + 0.004325076937675476, + 0.005771114490926266 + ], + "frac_above_star": 0.875 + }, + { + "step": 2663, + "lr": 0.0001, + "sup_loss": 0.8915043285053045, + "rf_loss": 0.00023105237050913274, + "total_loss": 0.8917353808758136, + "lyap1_mean": 0.012281283736228943, + "lyap1_max": 0.03881843015551567, + "lyap1_min": -0.002313838340342045, + "lyap_spec_mean": [ + 0.012281283736228943, + 0.005188402254134417, + 0.003469675313681364, + 0.004820663947612047 + ], + "frac_above_star": 0.75 + }, + { + "step": 2664, + "lr": 0.0001, + "sup_loss": 0.9177124200759318, + "rf_loss": 0.0002776394539978355, + "total_loss": 0.9179900595299296, + "lyap1_mean": 0.009109989739954472, + "lyap1_max": 0.03977207839488983, + "lyap1_min": -0.020401451736688614, + "lyap_spec_mean": [ + 0.009109989739954472, + 0.004859857261180878, + -0.0006461923476308584, + -0.002414254005998373 + ], + "frac_above_star": 0.75 + }, + { + "step": 2665, + "lr": 0.0001, + "sup_loss": 0.8868863811029759, + "rf_loss": 0.00018087163334712386, + "total_loss": 0.887067252736323, + "lyap1_mean": -0.004432874731719494, + "lyap1_max": 0.015712833032011986, + "lyap1_min": -0.02186661772429943, + "lyap_spec_mean": [ + -0.0044328756630420685, + -0.010796946473419666, + -0.010144200176000595, + -0.013310988433659077 + ], + "frac_above_star": 0.375 + }, + { + "step": 2666, + "lr": 0.0001, + "sup_loss": 0.8977460764787916, + "rf_loss": 0.00019383782637305558, + "total_loss": 0.8979399143051646, + "lyap1_mean": -0.0023628254421055317, + "lyap1_max": 0.01949218660593033, + "lyap1_min": -0.012952721677720547, + "lyap_spec_mean": [ + -0.0023628254421055317, + -0.004343728069216013, + -0.011870087124407291, + -0.008033494465053082 + ], + "frac_above_star": 0.25 + }, + { + "step": 2667, + "lr": 0.0001, + "sup_loss": 0.8970759640615908, + "rf_loss": 0.00013044054503552616, + "total_loss": 0.8972064046066264, + "lyap1_mean": -0.0018039550632238388, + "lyap1_max": 0.01887837052345276, + "lyap1_min": -0.021175362169742584, + "lyap_spec_mean": [ + -0.0018039548303931952, + -0.007927045226097107, + -0.005155016668140888, + -0.011197969317436218 + ], + "frac_above_star": 0.5 + }, + { + "step": 2668, + "lr": 0.0001, + "sup_loss": 0.9104249633111409, + "rf_loss": 9.596889140084386e-05, + "total_loss": 0.9105209322025417, + "lyap1_mean": 0.0030099444556981325, + "lyap1_max": 0.012188589200377464, + "lyap1_min": -0.010631196200847626, + "lyap_spec_mean": [ + 0.0030099444556981325, + -0.0028792291413992643, + 0.00033911445643752813, + -0.004555598367005587 + ], + "frac_above_star": 0.75 + }, + { + "step": 2669, + "lr": 0.0001, + "sup_loss": 0.8527533099090597, + "rf_loss": 0.00019790460646618158, + "total_loss": 0.8529512145155259, + "lyap1_mean": 0.015634993091225624, + "lyap1_max": 0.026119530200958252, + "lyap1_min": -0.0011837955098599195, + "lyap_spec_mean": [ + 0.015634994953870773, + 0.006581100169569254, + 0.008134515024721622, + 0.0051782759837806225 + ], + "frac_above_star": 0.75 + }, + { + "step": 2670, + "lr": 0.0001, + "sup_loss": 0.9511367995611365, + "rf_loss": 0.00024507567286491394, + "total_loss": 0.9513818752340014, + "lyap1_mean": 0.011958640068769455, + "lyap1_max": 0.03256319463253021, + "lyap1_min": -0.009722933173179626, + "lyap_spec_mean": [ + 0.01195863913744688, + 0.01121772825717926, + 0.01132162380963564, + 0.009874291718006134 + ], + "frac_above_star": 0.875 + }, + { + "step": 2671, + "lr": 0.0001, + "sup_loss": 0.7749002652608855, + "rf_loss": 0.0003686853451654315, + "total_loss": 0.7752689506060509, + "lyap1_mean": 0.011201613582670689, + "lyap1_max": 0.046127550303936005, + "lyap1_min": -0.03061668388545513, + "lyap_spec_mean": [ + 0.011201614513993263, + 0.0051330262795090675, + 0.001678637694567442, + -0.007666934281587601 + ], + "frac_above_star": 0.75 + }, + { + "step": 2672, + "lr": 0.0001, + "sup_loss": 0.8947307595068358, + "rf_loss": 0.00034700860851444304, + "total_loss": 0.8950777681153502, + "lyap1_mean": 0.0054190377704799175, + "lyap1_max": 0.0661931186914444, + "lyap1_min": -0.02462930977344513, + "lyap_spec_mean": [ + 0.00541903730481863, + -0.00820094533264637, + -0.0052301897667348385, + -0.012798220850527287 + ], + "frac_above_star": 0.5 + }, + { + "step": 2673, + "lr": 0.0001, + "sup_loss": 0.8486448570413893, + "rf_loss": 0.00012359119136817753, + "total_loss": 0.8487684482327574, + "lyap1_mean": -0.0018732298631221056, + "lyap1_max": 0.018554480746388435, + "lyap1_min": -0.013432525098323822, + "lyap_spec_mean": [ + -0.0018732299795374274, + -0.001718987012282014, + -0.005038934294134378, + -0.004729271866381168 + ], + "frac_above_star": 0.5 + }, + { + "step": 2674, + "lr": 0.0001, + "sup_loss": 0.9049523541998373, + "rf_loss": 0.00042735470924526453, + "total_loss": 0.9053797089090826, + "lyap1_mean": -0.019073542207479477, + "lyap1_max": -0.0016764787724241614, + "lyap1_min": -0.04459717124700546, + "lyap_spec_mean": [ + -0.019073542207479477, + -0.011827599257230759, + -0.02330261468887329, + -0.01707392930984497 + ], + "frac_above_star": 0.0 + }, + { + "step": 2675, + "lr": 0.0001, + "sup_loss": 0.8680407743820024, + "rf_loss": 0.00020862900419160724, + "total_loss": 0.868249403386194, + "lyap1_mean": -0.0015863494481891394, + "lyap1_max": 0.013979053124785423, + "lyap1_min": -0.015454716049134731, + "lyap_spec_mean": [ + -0.0015863494481891394, + -0.006524320226162672, + -0.010653662495315075, + -0.015672916546463966 + ], + "frac_above_star": 0.5 + }, + { + "step": 2676, + "lr": 0.0001, + "sup_loss": 0.881480358174634, + "rf_loss": 0.00047412372077815235, + "total_loss": 0.8819544818954121, + "lyap1_mean": -0.015152809210121632, + "lyap1_max": -0.001595883397385478, + "lyap1_min": -0.029140960425138474, + "lyap_spec_mean": [ + -0.015152808278799057, + -0.018849162384867668, + -0.015735892578959465, + -0.02369702234864235 + ], + "frac_above_star": 0.0 + }, + { + "step": 2677, + "lr": 0.0001, + "sup_loss": 0.8244188172847963, + "rf_loss": 0.00021585324429906905, + "total_loss": 0.8246346705290953, + "lyap1_mean": -0.007111807353794575, + "lyap1_max": 0.013529988937079906, + "lyap1_min": -0.02375541441142559, + "lyap_spec_mean": [ + -0.007111807353794575, + -0.010625224560499191, + -0.008149107918143272, + -0.011377123184502125 + ], + "frac_above_star": 0.25 + }, + { + "step": 2678, + "lr": 0.0001, + "sup_loss": 0.9129818766383703, + "rf_loss": 0.00019674301438499242, + "total_loss": 0.9131786196527553, + "lyap1_mean": 0.0036237435415387154, + "lyap1_max": 0.023214485496282578, + "lyap1_min": -0.01685851626098156, + "lyap_spec_mean": [ + 0.0036237435415387154, + 0.003862905316054821, + -0.0027608892414718866, + -0.006706102751195431 + ], + "frac_above_star": 0.75 + }, + { + "step": 2679, + "lr": 0.0001, + "sup_loss": 0.9097221186750656, + "rf_loss": 0.0002031759067904204, + "total_loss": 0.909925294581856, + "lyap1_mean": 0.005739649757742882, + "lyap1_max": 0.02494872733950615, + "lyap1_min": -0.016954073682427406, + "lyap_spec_mean": [ + 0.005739649757742882, + 0.004065829794853926, + 0.0009291328024119139, + -0.002676420845091343 + ], + "frac_above_star": 0.75 + }, + { + "step": 2680, + "lr": 0.0001, + "sup_loss": 0.8130835209675346, + "rf_loss": 0.00044643337605521083, + "total_loss": 0.8135299543435898, + "lyap1_mean": 0.018222270533442497, + "lyap1_max": 0.04800938069820404, + "lyap1_min": -0.008464437909424305, + "lyap_spec_mean": [ + 0.018222272396087646, + 0.016285184770822525, + 0.015257391147315502, + 0.010160952806472778 + ], + "frac_above_star": 0.75 + }, + { + "step": 2681, + "lr": 0.0001, + "sup_loss": 0.9302553169970478, + "rf_loss": 0.0004463469085749239, + "total_loss": 0.9307016639056227, + "lyap1_mean": 0.028133759275078773, + "lyap1_max": 0.04526270925998688, + "lyap1_min": -0.0006928946822881699, + "lyap_spec_mean": [ + 0.028133757412433624, + 0.015309732407331467, + 0.015348381362855434, + 0.014139632694423199 + ], + "frac_above_star": 0.875 + }, + { + "step": 2682, + "lr": 0.0001, + "sup_loss": 0.9775503002232304, + "rf_loss": 0.0006535777356475592, + "total_loss": 0.978203877958878, + "lyap1_mean": 0.023769143968820572, + "lyap1_max": 0.038178496062755585, + "lyap1_min": 0.01399366557598114, + "lyap_spec_mean": [ + 0.02376914583146572, + 0.021924473345279694, + 0.016109688207507133, + 0.024950966238975525 + ], + "frac_above_star": 1.0 + }, + { + "step": 2683, + "lr": 0.0001, + "sup_loss": 0.9217206214353949, + "rf_loss": 0.00034203199902549386, + "total_loss": 0.9220626534344204, + "lyap1_mean": 0.011869827285408974, + "lyap1_max": 0.04381490498781204, + "lyap1_min": -0.014712347649037838, + "lyap_spec_mean": [ + 0.011869827285408974, + 0.016552945598959923, + 0.008477414026856422, + 0.012684053741395473 + ], + "frac_above_star": 0.75 + }, + { + "step": 2684, + "lr": 0.0001, + "sup_loss": 0.9036642656050755, + "rf_loss": 0.00032922098762355745, + "total_loss": 0.9039934865926991, + "lyap1_mean": 0.02128446102142334, + "lyap1_max": 0.04315279424190521, + "lyap1_min": 0.005075907334685326, + "lyap_spec_mean": [ + 0.02128446102142334, + 0.01264442503452301, + 0.011778016574680805, + 0.013379265554249287 + ], + "frac_above_star": 1.0 + }, + { + "step": 2685, + "lr": 0.0001, + "sup_loss": 0.80005603879708, + "rf_loss": 0.0004442618228495121, + "total_loss": 0.8005003006199295, + "lyap1_mean": 0.023899778723716736, + "lyap1_max": 0.06557980179786682, + "lyap1_min": -0.013594284653663635, + "lyap_spec_mean": [ + 0.023899778723716736, + 0.009283019229769707, + 0.009406520053744316, + 0.01409091055393219 + ], + "frac_above_star": 0.875 + }, + { + "step": 2686, + "lr": 0.0001, + "sup_loss": 0.9166793345805687, + "rf_loss": 0.00020809489069506526, + "total_loss": 0.9168874294712638, + "lyap1_mean": -0.00853635836392641, + "lyap1_max": 0.006127848289906979, + "lyap1_min": -0.024724271148443222, + "lyap_spec_mean": [ + -0.00853635836392641, + -0.004903395194560289, + -0.013041668571531773, + -0.007615755312144756 + ], + "frac_above_star": 0.125 + }, + { + "step": 2687, + "lr": 0.0001, + "sup_loss": 0.89859274360307, + "rf_loss": 0.0002058853569906205, + "total_loss": 0.8987986289600606, + "lyap1_mean": -0.008442969992756844, + "lyap1_max": 0.004675750620663166, + "lyap1_min": -0.020038843154907227, + "lyap_spec_mean": [ + -0.008442969992756844, + -0.012024139985442162, + -0.013039231300354004, + -0.008848320692777634 + ], + "frac_above_star": 0.25 + }, + { + "step": 2688, + "lr": 0.0001, + "sup_loss": 0.9324602354454655, + "rf_loss": 0.0008018516818992794, + "total_loss": 0.9332620871273648, + "lyap1_mean": -0.02550581470131874, + "lyap1_max": -0.006967803463339806, + "lyap1_min": -0.041731756180524826, + "lyap_spec_mean": [ + -0.02550581470131874, + -0.02657575160264969, + -0.026933904737234116, + -0.024056607857346535 + ], + "frac_above_star": 0.0 + }, + { + "step": 2689, + "lr": 0.0001, + "sup_loss": 0.8341542597668654, + "rf_loss": 0.0007211510674096644, + "total_loss": 0.8348754108342751, + "lyap1_mean": -0.019282346591353416, + "lyap1_max": 0.006953609175980091, + "lyap1_min": -0.03619866073131561, + "lyap_spec_mean": [ + -0.019282346591353416, + -0.021174712106585503, + -0.02515866979956627, + -0.0262121744453907 + ], + "frac_above_star": 0.125 + }, + { + "step": 2690, + "lr": 0.0001, + "sup_loss": 0.9215925426228371, + "rf_loss": 0.0005612660315819085, + "total_loss": 0.922153808654419, + "lyap1_mean": -0.014527457766234875, + "lyap1_max": 0.005995756946504116, + "lyap1_min": -0.03883719816803932, + "lyap_spec_mean": [ + -0.014527457766234875, + -0.02013223245739937, + -0.019301697611808777, + -0.0230749249458313 + ], + "frac_above_star": 0.25 + }, + { + "step": 2691, + "lr": 0.0001, + "sup_loss": 0.8450132132350515, + "rf_loss": 0.0005981286522001028, + "total_loss": 0.8456113418872516, + "lyap1_mean": -0.01764843799173832, + "lyap1_max": 0.0014967608731240034, + "lyap1_min": -0.048135172575712204, + "lyap_spec_mean": [ + -0.01764843799173832, + -0.018583564087748528, + -0.014313243329524994, + -0.024699591100215912 + ], + "frac_above_star": 0.125 + }, + { + "step": 2692, + "lr": 0.0001, + "sup_loss": 0.8557544366939225, + "rf_loss": 0.00038609057082794607, + "total_loss": 0.8561405272647504, + "lyap1_mean": -0.012573111802339554, + "lyap1_max": 0.011473240330815315, + "lyap1_min": -0.02871280536055565, + "lyap_spec_mean": [ + -0.01257311087101698, + -0.012947840616106987, + -0.017572909593582153, + -0.014084597118198872 + ], + "frac_above_star": 0.125 + }, + { + "step": 2693, + "lr": 0.0001, + "sup_loss": 0.8705510314927907, + "rf_loss": 0.0002194014232372865, + "total_loss": 0.870770432916028, + "lyap1_mean": -0.0016749394126236439, + "lyap1_max": 0.022454705089330673, + "lyap1_min": -0.025481631979346275, + "lyap_spec_mean": [ + -0.0016749396454542875, + -0.004464451223611832, + -0.009270532056689262, + -0.006709817331284285 + ], + "frac_above_star": 0.375 + }, + { + "step": 2694, + "lr": 0.0001, + "sup_loss": 0.8878646180326583, + "rf_loss": 0.0001762672618497163, + "total_loss": 0.888040885294508, + "lyap1_mean": -0.002880498766899109, + "lyap1_max": 0.018875379115343094, + "lyap1_min": -0.022822830826044083, + "lyap_spec_mean": [ + -0.002880498766899109, + 0.0057348934933543205, + -0.0005712662823498249, + -0.013741882517933846 + ], + "frac_above_star": 0.375 + }, + { + "step": 2695, + "lr": 0.0001, + "sup_loss": 0.8056846617713889, + "rf_loss": 0.00023033047909848392, + "total_loss": 0.8059149922504873, + "lyap1_mean": 0.0146254301071167, + "lyap1_max": 0.03373672813177109, + "lyap1_min": -0.00964287668466568, + "lyap_spec_mean": [ + 0.0146254301071167, + 0.01385582610964775, + 0.008147464133799076, + 0.008091933093965054 + ], + "frac_above_star": 0.875 + }, + { + "step": 2696, + "lr": 0.0001, + "sup_loss": 0.9188425271405992, + "rf_loss": 0.00079597212607041, + "total_loss": 0.9196384992666696, + "lyap1_mean": 0.025235574692487717, + "lyap1_max": 0.051897745579481125, + "lyap1_min": -0.01214980985969305, + "lyap_spec_mean": [ + 0.025235574692487717, + 0.02005639672279358, + 0.01939420774579048, + 0.01762654446065426 + ], + "frac_above_star": 0.75 + }, + { + "step": 2697, + "lr": 0.0001, + "sup_loss": 0.9168400744943183, + "rf_loss": 0.00043822446605190635, + "total_loss": 0.9172782989603702, + "lyap1_mean": 0.024433352053165436, + "lyap1_max": 0.05107827112078667, + "lyap1_min": 0.0056717367842793465, + "lyap_spec_mean": [ + 0.024433352053165436, + 0.012786700390279293, + 0.012460542842745781, + 0.013476181775331497 + ], + "frac_above_star": 1.0 + }, + { + "step": 2698, + "lr": 0.0001, + "sup_loss": 0.9183750484345261, + "rf_loss": 0.00012296129716560245, + "total_loss": 0.9184980097316917, + "lyap1_mean": 0.006312559358775616, + "lyap1_max": 0.02389366552233696, + "lyap1_min": -0.0071426923386752605, + "lyap_spec_mean": [ + 0.006312559358775616, + 0.003363229800015688, + -0.00046771811321377754, + -0.0061674099415540695 + ], + "frac_above_star": 0.625 + }, + { + "step": 2699, + "lr": 0.0001, + "sup_loss": 0.8466800787729442, + "rf_loss": 0.00013024869258515537, + "total_loss": 0.8468103274655293, + "lyap1_mean": 0.0003921561874449253, + "lyap1_max": 0.014397292397916317, + "lyap1_min": -0.012801683507859707, + "lyap_spec_mean": [ + 0.0003921562456525862, + -7.687020115554333e-05, + -0.00341176800429821, + 0.0007497144397348166 + ], + "frac_above_star": 0.5 + }, + { + "step": 2700, + "lr": 0.0001, + "sup_loss": 0.8976047872652941, + "rf_loss": 0.0003303020494058728, + "total_loss": 0.8979350893147, + "lyap1_mean": -0.006807256024330854, + "lyap1_max": 0.029514005407691002, + "lyap1_min": -0.03324360027909279, + "lyap_spec_mean": [ + -0.006807256489992142, + -0.005221372935920954, + -0.005851295776665211, + -0.011566504836082458 + ], + "frac_above_star": 0.25 + }, + { + "step": 2701, + "lr": 0.0001, + "sup_loss": 0.9450535140488456, + "rf_loss": 0.0002763079828582704, + "total_loss": 0.9453298220317039, + "lyap1_mean": -0.01272689551115036, + "lyap1_max": 0.005222567822784185, + "lyap1_min": -0.03033016435801983, + "lyap_spec_mean": [ + -0.012726894579827785, + -0.014199323952198029, + -0.012917198240756989, + -0.016283812001347542 + ], + "frac_above_star": 0.125 + }, + { + "step": 2702, + "lr": 0.0001, + "sup_loss": 0.8735212761520892, + "rf_loss": 0.00021259477944113314, + "total_loss": 0.8737338709315303, + "lyap1_mean": -0.0068357945419847965, + "lyap1_max": 0.005840065889060497, + "lyap1_min": -0.023080937564373016, + "lyap_spec_mean": [ + -0.006835794076323509, + -0.010554599575698376, + -0.008197752758860588, + -0.01348680816590786 + ], + "frac_above_star": 0.25 + }, + { + "step": 2703, + "lr": 0.0001, + "sup_loss": 0.9257944784913473, + "rf_loss": 0.00027199520263820887, + "total_loss": 0.9260664736939855, + "lyap1_mean": -0.0036688477266579866, + "lyap1_max": 0.0172420721501112, + "lyap1_min": -0.01913384161889553, + "lyap_spec_mean": [ + -0.0036688477266579866, + -0.012254072353243828, + -0.013477891683578491, + -0.013002622872591019 + ], + "frac_above_star": 0.375 + }, + { + "step": 2704, + "lr": 0.0001, + "sup_loss": 0.8314244950229854, + "rf_loss": 0.0005255048745311797, + "total_loss": 0.8319499998975166, + "lyap1_mean": -0.016671068966388702, + "lyap1_max": 0.007707217708230019, + "lyap1_min": -0.05605165287852287, + "lyap_spec_mean": [ + -0.016671068966388702, + -0.017120851203799248, + -0.013211468234658241, + -0.019798602908849716 + ], + "frac_above_star": 0.125 + }, + { + "step": 2705, + "lr": 0.0001, + "sup_loss": 0.9358756698806118, + "rf_loss": 0.00014822723460383713, + "total_loss": 0.9360238971152156, + "lyap1_mean": -0.006635280791670084, + "lyap1_max": 0.004331990610808134, + "lyap1_min": -0.019527126103639603, + "lyap_spec_mean": [ + -0.006635281257331371, + -0.0031703843269497156, + -0.009394973516464233, + -0.007167324423789978 + ], + "frac_above_star": 0.375 + }, + { + "step": 2706, + "lr": 0.0001, + "sup_loss": 0.9550916643238698, + "rf_loss": 0.00022947817342355847, + "total_loss": 0.9553211424972934, + "lyap1_mean": 0.009807301685214043, + "lyap1_max": 0.03270260617136955, + "lyap1_min": -0.012621613219380379, + "lyap_spec_mean": [ + 0.009807302616536617, + 0.00974011979997158, + 0.005380352959036827, + 0.00307477917522192 + ], + "frac_above_star": 0.875 + }, + { + "step": 2707, + "lr": 0.0001, + "sup_loss": 0.8857226786235461, + "rf_loss": 0.00031099695479497313, + "total_loss": 0.8860336755783411, + "lyap1_mean": 0.01799977570772171, + "lyap1_max": 0.05154476314783096, + "lyap1_min": 4.8901187255978584e-05, + "lyap_spec_mean": [ + 0.01799977570772171, + 0.014020632952451706, + 0.012070759199559689, + 0.006219848059117794 + ], + "frac_above_star": 1.0 + }, + { + "step": 2708, + "lr": 0.0001, + "sup_loss": 0.792411674327533, + "rf_loss": 0.0004732601228170097, + "total_loss": 0.79288493445035, + "lyap1_mean": 0.022182095795869827, + "lyap1_max": 0.04432695358991623, + "lyap1_min": 0.011278371326625347, + "lyap_spec_mean": [ + 0.022182095795869827, + 0.01768142357468605, + 0.01574467495083809, + 0.016102006658911705 + ], + "frac_above_star": 1.0 + }, + { + "step": 2709, + "lr": 0.0001, + "sup_loss": 0.9187984622199049, + "rf_loss": 0.00035730740637518466, + "total_loss": 0.9191557696262801, + "lyap1_mean": 0.012608370743691921, + "lyap1_max": 0.02732463926076889, + "lyap1_min": -0.004680418409407139, + "lyap_spec_mean": [ + 0.012608370743691921, + 0.019983256235718727, + 0.020025357604026794, + 0.007869533263146877 + ], + "frac_above_star": 0.875 + }, + { + "step": 2710, + "lr": 0.0001, + "sup_loss": 0.8980233385453285, + "rf_loss": 0.00019683473510667682, + "total_loss": 0.8982201732804351, + "lyap1_mean": 0.014465011656284332, + "lyap1_max": 0.03186311200261116, + "lyap1_min": -0.003469645045697689, + "lyap_spec_mean": [ + 0.014465011656284332, + 0.003755193203687668, + 0.00567972008138895, + 0.004724379163235426 + ], + "frac_above_star": 0.75 + }, + { + "step": 2711, + "lr": 0.0001, + "sup_loss": 0.8627399887350959, + "rf_loss": 0.00019996246555820107, + "total_loss": 0.8629399512006541, + "lyap1_mean": 0.009868351742625237, + "lyap1_max": 0.030658457428216934, + "lyap1_min": -0.0042459918186068535, + "lyap_spec_mean": [ + 0.009868351742625237, + 0.005908543709665537, + 0.006380896549671888, + 0.011439718306064606 + ], + "frac_above_star": 0.75 + }, + { + "step": 2712, + "lr": 0.0001, + "sup_loss": 0.8523407950583571, + "rf_loss": 0.00016525134560652077, + "total_loss": 0.8525060464039637, + "lyap1_mean": -0.0005730384727939963, + "lyap1_max": 0.010975422337651253, + "lyap1_min": -0.010935216210782528, + "lyap_spec_mean": [ + -0.0005730383563786745, + -0.0046130032278597355, + 1.1750031262636185e-05, + -0.008560901507735252 + ], + "frac_above_star": 0.5 + }, + { + "step": 2713, + "lr": 0.0001, + "sup_loss": 0.9213740253862477, + "rf_loss": 0.0001458391488995403, + "total_loss": 0.9215198645351472, + "lyap1_mean": -0.004461090080440044, + "lyap1_max": 0.008230003528296947, + "lyap1_min": -0.022723449394106865, + "lyap_spec_mean": [ + -0.004461090080440044, + -0.003648395650088787, + -0.004640776198357344, + -0.00483214296400547 + ], + "frac_above_star": 0.375 + }, + { + "step": 2714, + "lr": 0.0001, + "sup_loss": 0.8567928619140478, + "rf_loss": 0.0003714286140166223, + "total_loss": 0.8571642905280644, + "lyap1_mean": -0.015405240468680859, + "lyap1_max": -0.0028133965097367764, + "lyap1_min": -0.02764878049492836, + "lyap_spec_mean": [ + -0.015405241400003433, + -0.002565127331763506, + -0.015567280352115631, + -0.014467945322394371 + ], + "frac_above_star": 0.0 + }, + { + "step": 2715, + "lr": 0.0001, + "sup_loss": 0.9471921770387014, + "rf_loss": 0.0008255072170868516, + "total_loss": 0.9480176842557883, + "lyap1_mean": -0.01971251890063286, + "lyap1_max": -1.5195148989732843e-05, + "lyap1_min": -0.034256402403116226, + "lyap_spec_mean": [ + -0.01971251703798771, + -0.02994740754365921, + -0.025034721940755844, + -0.027582775801420212 + ], + "frac_above_star": 0.0 + }, + { + "step": 2716, + "lr": 0.0001, + "sup_loss": 0.8487090702930087, + "rf_loss": 0.0011964167933911085, + "total_loss": 0.8499054870863998, + "lyap1_mean": -0.028933748602867126, + "lyap1_max": -0.00849878415465355, + "lyap1_min": -0.040242988616228104, + "lyap_spec_mean": [ + -0.028933748602867126, + -0.0313277430832386, + -0.03947417810559273, + -0.029918868094682693 + ], + "frac_above_star": 0.0 + }, + { + "step": 2717, + "lr": 0.0001, + "sup_loss": 0.7622124972090234, + "rf_loss": 0.000938938173931092, + "total_loss": 0.7631514353829545, + "lyap1_mean": -0.028266463428735733, + "lyap1_max": -0.012804018333554268, + "lyap1_min": -0.03835431486368179, + "lyap_spec_mean": [ + -0.028266463428735733, + -0.027497615665197372, + -0.027218397706747055, + -0.03289423882961273 + ], + "frac_above_star": 0.0 + }, + { + "step": 2718, + "lr": 0.0001, + "sup_loss": 0.8204995687469965, + "rf_loss": 0.0005380032234825194, + "total_loss": 0.821037571970479, + "lyap1_mean": -0.01630276069045067, + "lyap1_max": 0.0019115712493658066, + "lyap1_min": -0.03107358142733574, + "lyap_spec_mean": [ + -0.01630276069045067, + -0.01237490214407444, + -0.023591473698616028, + -0.023575743660330772 + ], + "frac_above_star": 0.125 + }, + { + "step": 2719, + "lr": 0.0001, + "sup_loss": 0.9162914359481918, + "rf_loss": 0.0004603844427037984, + "total_loss": 0.9167518203908956, + "lyap1_mean": -0.00969275739043951, + "lyap1_max": 0.016544219106435776, + "lyap1_min": -0.03139176964759827, + "lyap_spec_mean": [ + -0.009692758321762085, + -0.011895740404725075, + -0.016285669058561325, + -0.0217200368642807 + ], + "frac_above_star": 0.125 + }, + { + "step": 2720, + "lr": 0.0001, + "sup_loss": 0.9004345822267272, + "rf_loss": 0.00015303323743864894, + "total_loss": 0.9005876154641659, + "lyap1_mean": -0.0006561181508004665, + "lyap1_max": 0.01630309782922268, + "lyap1_min": -0.026352133601903915, + "lyap_spec_mean": [ + -0.0006561180343851447, + -0.0012473808601498604, + -0.004342309199273586, + -0.005455738864839077 + ], + "frac_above_star": 0.5 + }, + { + "step": 2721, + "lr": 0.0001, + "sup_loss": 0.8953308947816433, + "rf_loss": 0.00020153250079602003, + "total_loss": 0.8955324272824393, + "lyap1_mean": 0.014807232655584812, + "lyap1_max": 0.03676784411072731, + "lyap1_min": -0.005833712872117758, + "lyap_spec_mean": [ + 0.014807231724262238, + 0.003071018261834979, + -0.0019594456534832716, + -0.0036907526664435863 + ], + "frac_above_star": 0.75 + }, + { + "step": 2722, + "lr": 0.0001, + "sup_loss": 0.9315770595178235, + "rf_loss": 0.00018284816178493202, + "total_loss": 0.9317599076796085, + "lyap1_mean": -0.0005487301386892796, + "lyap1_max": 0.03568167984485626, + "lyap1_min": -0.018315676599740982, + "lyap_spec_mean": [ + -0.0005487300222739577, + 0.0015810690820217133, + 0.0012972797267138958, + 0.004170882515609264 + ], + "frac_above_star": 0.25 + }, + { + "step": 2723, + "lr": 0.0001, + "sup_loss": 0.920698337581116, + "rf_loss": 0.00017137799295596778, + "total_loss": 0.9208697155740719, + "lyap1_mean": 0.006328599061816931, + "lyap1_max": 0.04440997540950775, + "lyap1_min": -0.01837613247334957, + "lyap_spec_mean": [ + 0.006328599061816931, + 0.001464314293116331, + 0.005141940433532, + -0.003958358895033598 + ], + "frac_above_star": 0.375 + }, + { + "step": 2724, + "lr": 0.0001, + "sup_loss": 0.9074797136352182, + "rf_loss": 0.00012242580123711377, + "total_loss": 0.9076021394364553, + "lyap1_mean": -0.0020045845303684473, + "lyap1_max": 0.013844984583556652, + "lyap1_min": -0.02130698412656784, + "lyap_spec_mean": [ + -0.002004584763199091, + -0.003007966559380293, + -0.005150593817234039, + -0.0072486973367631435 + ], + "frac_above_star": 0.375 + }, + { + "step": 2725, + "lr": 0.0001, + "sup_loss": 0.9015001591903242, + "rf_loss": 0.0002064134896500036, + "total_loss": 0.9017065726799742, + "lyap1_mean": 0.003359400201588869, + "lyap1_max": 0.017643462866544724, + "lyap1_min": -0.009924981743097305, + "lyap_spec_mean": [ + 0.0033594004344195127, + 0.006879284977912903, + 0.002155724912881851, + -0.00030939083080738783 + ], + "frac_above_star": 0.625 + }, + { + "step": 2726, + "lr": 0.0001, + "sup_loss": 0.9078754307986624, + "rf_loss": 0.00011979175178566948, + "total_loss": 0.9079952225504481, + "lyap1_mean": 0.0007598748779855669, + "lyap1_max": 0.015018611215054989, + "lyap1_min": -0.008619369007647038, + "lyap_spec_mean": [ + 0.0007598748197779059, + 0.0036660470068454742, + 0.0013429042883217335, + -0.004269739612936974 + ], + "frac_above_star": 0.5 + }, + { + "step": 2727, + "lr": 0.0001, + "sup_loss": 0.9095599075592162, + "rf_loss": 9.981725452234969e-05, + "total_loss": 0.9096597248137386, + "lyap1_mean": 0.0032731813844293356, + "lyap1_max": 0.026152541860938072, + "lyap1_min": -0.014629030600190163, + "lyap_spec_mean": [ + 0.0032731816172599792, + -0.0032950304448604584, + -0.0007954540778882802, + 0.0005195303820073605 + ], + "frac_above_star": 0.5 + }, + { + "step": 2728, + "lr": 0.0001, + "sup_loss": 0.9281885336834259, + "rf_loss": 9.123431664193049e-05, + "total_loss": 0.9282797680000678, + "lyap1_mean": 0.00700727105140686, + "lyap1_max": 0.016311055049300194, + "lyap1_min": 0.0008707488887012005, + "lyap_spec_mean": [ + 0.00700727105140686, + 0.003392997896298766, + 0.005956804845482111, + 0.0027176435105502605 + ], + "frac_above_star": 1.0 + }, + { + "step": 2729, + "lr": 0.0001, + "sup_loss": 0.9135609017437705, + "rf_loss": 6.772877532057464e-05, + "total_loss": 0.913628630519091, + "lyap1_mean": 0.002778157824650407, + "lyap1_max": 0.012175905518233776, + "lyap1_min": -0.012998375110328197, + "lyap_spec_mean": [ + 0.002778157824650407, + 0.003075655549764633, + 0.0070138778537511826, + 0.0006477467250078917 + ], + "frac_above_star": 0.625 + }, + { + "step": 2730, + "lr": 0.0001, + "sup_loss": 0.7832920205029827, + "rf_loss": 0.0002449912135489285, + "total_loss": 0.7835370117165317, + "lyap1_mean": 0.013060223311185837, + "lyap1_max": 0.03430455923080444, + "lyap1_min": -0.0005445728311315179, + "lyap_spec_mean": [ + 0.013060223311185837, + 0.010417178273200989, + 0.011099015362560749, + 0.0010221272241324186 + ], + "frac_above_star": 0.875 + }, + { + "step": 2731, + "lr": 0.0001, + "sup_loss": 0.9194256277558646, + "rf_loss": 0.0001493411255069077, + "total_loss": 0.9195749688813715, + "lyap1_mean": 0.004856092855334282, + "lyap1_max": 0.027106909081339836, + "lyap1_min": -0.016878686845302582, + "lyap_spec_mean": [ + 0.004856092855334282, + 0.006870802957564592, + 0.006222260184586048, + 0.003054295899346471 + ], + "frac_above_star": 0.625 + }, + { + "step": 2732, + "lr": 0.0001, + "sup_loss": 0.8923494676308663, + "rf_loss": 0.00015161071496549994, + "total_loss": 0.8925010783458318, + "lyap1_mean": -0.0011785561218857765, + "lyap1_max": 0.022030949592590332, + "lyap1_min": -0.024408742785453796, + "lyap_spec_mean": [ + -0.0011785560054704547, + 0.0017913482151925564, + -0.011651450768113136, + -0.007863800041377544 + ], + "frac_above_star": 0.25 + }, + { + "step": 2733, + "lr": 0.0001, + "sup_loss": 0.8182848024430507, + "rf_loss": 0.0002318721089977771, + "total_loss": 0.8185166745520485, + "lyap1_mean": -0.000961885554715991, + "lyap1_max": 0.00891244038939476, + "lyap1_min": -0.012384582310914993, + "lyap_spec_mean": [ + -0.0009618857875466347, + -0.010693194344639778, + -0.011617408134043217, + -0.011546566151082516 + ], + "frac_above_star": 0.625 + }, + { + "step": 2734, + "lr": 0.0001, + "sup_loss": 0.9249703531334414, + "rf_loss": 0.00032902322709560394, + "total_loss": 0.925299376360537, + "lyap1_mean": -0.008089663460850716, + "lyap1_max": -0.0013465916272252798, + "lyap1_min": -0.018537001684308052, + "lyap_spec_mean": [ + -0.008089663460850716, + -0.012735805474221706, + -0.0179152749478817, + -0.02010403759777546 + ], + "frac_above_star": 0.0 + }, + { + "step": 2735, + "lr": 0.0001, + "sup_loss": 0.8932142315574536, + "rf_loss": 0.0004976952914148569, + "total_loss": 0.8937119268488685, + "lyap1_mean": -0.01122650783509016, + "lyap1_max": 0.016706040129065514, + "lyap1_min": -0.02473943680524826, + "lyap_spec_mean": [ + -0.011226506903767586, + -0.01769968308508396, + -0.017589693889021873, + -0.02329571172595024 + ], + "frac_above_star": 0.125 + }, + { + "step": 2736, + "lr": 0.0001, + "sup_loss": 0.8012763040043679, + "rf_loss": 0.00032819004263728857, + "total_loss": 0.8016044940470052, + "lyap1_mean": -0.010036320425570011, + "lyap1_max": 0.023297905921936035, + "lyap1_min": -0.027427008375525475, + "lyap_spec_mean": [ + -0.010036320425570011, + -0.008520873263478279, + -0.01479837391525507, + -0.022272469475865364 + ], + "frac_above_star": 0.125 + }, + { + "step": 2737, + "lr": 0.0001, + "sup_loss": 0.8943062616808382, + "rf_loss": 0.00013316379045136273, + "total_loss": 0.8944394254712895, + "lyap1_mean": 0.0018604821525514126, + "lyap1_max": 0.02073015086352825, + "lyap1_min": -0.018693730235099792, + "lyap_spec_mean": [ + 0.0018604826182126999, + -0.002101695630699396, + -0.0044297510758042336, + -0.006861456669867039 + ], + "frac_above_star": 0.625 + }, + { + "step": 2738, + "lr": 0.0001, + "sup_loss": 0.869503029747476, + "rf_loss": 0.00016727995534893125, + "total_loss": 0.8696703097028249, + "lyap1_mean": 0.005765113513916731, + "lyap1_max": 0.021748408675193787, + "lyap1_min": -0.0022978512570261955, + "lyap_spec_mean": [ + 0.005765113513916731, + 0.004754423163831234, + -0.0008928662282414734, + -0.0016527557745575905 + ], + "frac_above_star": 0.75 + }, + { + "step": 2739, + "lr": 0.0001, + "sup_loss": 0.868059402092926, + "rf_loss": 0.0004192349733784795, + "total_loss": 0.8684786370663045, + "lyap1_mean": 0.018907666206359863, + "lyap1_max": 0.0505891889333725, + "lyap1_min": -0.0026899015065282583, + "lyap_spec_mean": [ + 0.018907666206359863, + 0.016054367646574974, + 0.011958541348576546, + 0.014310671016573906 + ], + "frac_above_star": 0.875 + }, + { + "step": 2740, + "lr": 0.0001, + "sup_loss": 0.8939056588891324, + "rf_loss": 0.0008687121444381773, + "total_loss": 0.8947743710335706, + "lyap1_mean": 0.030959488824009895, + "lyap1_max": 0.0632103979587555, + "lyap1_min": 0.007445759605616331, + "lyap_spec_mean": [ + 0.030959486961364746, + 0.02499930001795292, + 0.022185716778039932, + 0.022428706288337708 + ], + "frac_above_star": 1.0 + }, + { + "step": 2741, + "lr": 0.0001, + "sup_loss": 0.9039030091043396, + "rf_loss": 0.000673936097882688, + "total_loss": 0.9045769452022223, + "lyap1_mean": 0.02956576645374298, + "lyap1_max": 0.05493380129337311, + "lyap1_min": 0.017000555992126465, + "lyap_spec_mean": [ + 0.02956576831638813, + 0.020135750994086266, + 0.019644636660814285, + 0.021314425393939018 + ], + "frac_above_star": 1.0 + }, + { + "step": 2742, + "lr": 0.0001, + "sup_loss": 0.9181689943034521, + "rf_loss": 0.0008613617392256856, + "total_loss": 0.9190303560426778, + "lyap1_mean": 0.025808021426200867, + "lyap1_max": 0.05596339330077171, + "lyap1_min": 1.314437668042956e-05, + "lyap_spec_mean": [ + 0.025808021426200867, + 0.02367347851395607, + 0.02281014434993267, + 0.02390621416270733 + ], + "frac_above_star": 1.0 + }, + { + "step": 2743, + "lr": 0.0001, + "sup_loss": 0.9483006069776937, + "rf_loss": 0.00019053150026593357, + "total_loss": 0.9484911384779596, + "lyap1_mean": 0.012066755443811417, + "lyap1_max": 0.028495684266090393, + "lyap1_min": -0.008120476268231869, + "lyap_spec_mean": [ + 0.012066755443811417, + 0.007438350934535265, + 0.002333433600142598, + 0.004079021513462067 + ], + "frac_above_star": 0.75 + }, + { + "step": 2744, + "lr": 0.0001, + "sup_loss": 0.837189824396251, + "rf_loss": 0.00028573742019943893, + "total_loss": 0.8374755618164504, + "lyap1_mean": 0.010120142251253128, + "lyap1_max": 0.04357326775789261, + "lyap1_min": -0.019517894834280014, + "lyap_spec_mean": [ + 0.010120141319930553, + 0.006994499824941158, + -0.0012462721206247807, + -0.008591306395828724 + ], + "frac_above_star": 0.75 + }, + { + "step": 2745, + "lr": 0.0001, + "sup_loss": 0.8881690747928537, + "rf_loss": 0.00021245726384222507, + "total_loss": 0.8883815320566959, + "lyap1_mean": -0.0014289100654423237, + "lyap1_max": 0.02081434242427349, + "lyap1_min": -0.0224689319729805, + "lyap_spec_mean": [ + -0.0014289095997810364, + 0.0014075969811528921, + -0.002637359546497464, + -0.012460065074265003 + ], + "frac_above_star": 0.375 + }, + { + "step": 2746, + "lr": 0.0001, + "sup_loss": 0.8781635082486331, + "rf_loss": 0.0004522480594459921, + "total_loss": 0.8786157563080791, + "lyap1_mean": -0.013055597431957722, + "lyap1_max": 0.005372257903218269, + "lyap1_min": -0.03429204970598221, + "lyap_spec_mean": [ + -0.013055596500635147, + -0.01567520946264267, + -0.022606048732995987, + -0.019845280796289444 + ], + "frac_above_star": 0.125 + }, + { + "step": 2747, + "lr": 0.0001, + "sup_loss": 0.8642796503020754, + "rf_loss": 0.0005230295937508345, + "total_loss": 0.8648026798958263, + "lyap1_mean": -0.022101085633039474, + "lyap1_max": -0.008931178599596024, + "lyap1_min": -0.036161959171295166, + "lyap_spec_mean": [ + -0.022101085633039474, + -0.01625467650592327, + -0.017888614907860756, + -0.018768059089779854 + ], + "frac_above_star": 0.0 + }, + { + "step": 2748, + "lr": 0.0001, + "sup_loss": 0.9099002436446029, + "rf_loss": 0.0002987900224979967, + "total_loss": 0.9101990336671009, + "lyap1_mean": -0.008055517449975014, + "lyap1_max": 0.0018916381523013115, + "lyap1_min": -0.0188844483345747, + "lyap_spec_mean": [ + -0.008055517449975014, + -0.004950119182467461, + -0.016033446416258812, + -0.012020307593047619 + ], + "frac_above_star": 0.25 + }, + { + "step": 2749, + "lr": 0.0001, + "sup_loss": 0.9507184075676423, + "rf_loss": 0.00016968254931271076, + "total_loss": 0.950888090116955, + "lyap1_mean": -0.005802398547530174, + "lyap1_max": 0.012794701382517815, + "lyap1_min": -0.02282608114182949, + "lyap_spec_mean": [ + -0.005802398081868887, + -0.0034612726885825396, + -0.00667231809347868, + -0.010552371852099895 + ], + "frac_above_star": 0.375 + }, + { + "step": 2750, + "lr": 0.0001, + "sup_loss": 0.9027497483657161, + "rf_loss": 0.00016448846145067364, + "total_loss": 0.9029142368271668, + "lyap1_mean": -0.0037081565242260695, + "lyap1_max": 0.010381175205111504, + "lyap1_min": -0.010028664022684097, + "lyap_spec_mean": [ + -0.003708156291395426, + -0.004039500840008259, + -0.005130868870764971, + -0.009362267330288887 + ], + "frac_above_star": 0.25 + }, + { + "step": 2751, + "lr": 0.0001, + "sup_loss": 0.9602448972036467, + "rf_loss": 0.00011894069757545367, + "total_loss": 0.9603638379012222, + "lyap1_mean": -0.005805670283734798, + "lyap1_max": 0.014214958064258099, + "lyap1_min": -0.023693934082984924, + "lyap_spec_mean": [ + -0.005805669818073511, + 0.00023555639199912548, + -0.00396864116191864, + -0.005413944832980633 + ], + "frac_above_star": 0.25 + }, + { + "step": 2752, + "lr": 0.0001, + "sup_loss": 0.8966400005503623, + "rf_loss": 0.00022962814546190202, + "total_loss": 0.8968696286958242, + "lyap1_mean": 0.002902599051594734, + "lyap1_max": 0.018134351819753647, + "lyap1_min": -0.01826048642396927, + "lyap_spec_mean": [ + 0.002902599051594734, + 0.0024265984538942575, + 0.00199179002083838, + 0.0014626947231590748 + ], + "frac_above_star": 0.625 + }, + { + "step": 2753, + "lr": 0.0001, + "sup_loss": 0.8580807410507648, + "rf_loss": 0.00015959481243044138, + "total_loss": 0.8582403358631953, + "lyap1_mean": -0.0025259715039283037, + "lyap1_max": 0.008842600509524345, + "lyap1_min": -0.0189492367208004, + "lyap_spec_mean": [ + -0.00252597127109766, + 0.0008051544427871704, + -0.0007242562714964151, + -0.003987271338701248 + ], + "frac_above_star": 0.5 + }, + { + "step": 2754, + "lr": 0.0001, + "sup_loss": 0.9103965758466865, + "rf_loss": 0.0001444089284632355, + "total_loss": 0.9105409847751498, + "lyap1_mean": 0.004808433353900909, + "lyap1_max": 0.023471152409911156, + "lyap1_min": -0.013895034790039062, + "lyap_spec_mean": [ + 0.004808433353900909, + -0.004153496120125055, + -0.007244608830660582, + -0.008236123248934746 + ], + "frac_above_star": 0.5 + }, + { + "step": 2755, + "lr": 0.0001, + "sup_loss": 0.8846464227227201, + "rf_loss": 0.0001299398427363485, + "total_loss": 0.8847763625654564, + "lyap1_mean": 0.0015212483704090118, + "lyap1_max": 0.021290961652994156, + "lyap1_min": -0.01963060349225998, + "lyap_spec_mean": [ + 0.0015212483704090118, + 0.009870965965092182, + 0.004324785899370909, + -0.002098015509545803 + ], + "frac_above_star": 0.5 + }, + { + "step": 2756, + "lr": 0.0001, + "sup_loss": 0.9567938934599726, + "rf_loss": 0.000142139513627626, + "total_loss": 0.9569360329736002, + "lyap1_mean": 0.001440594089217484, + "lyap1_max": 0.016840025782585144, + "lyap1_min": -0.01565733551979065, + "lyap_spec_mean": [ + 0.0014405939728021622, + -0.001957101747393608, + -0.006541791372001171, + -0.009542709216475487 + ], + "frac_above_star": 0.375 + }, + { + "step": 2757, + "lr": 0.0001, + "sup_loss": 0.9407675784501603, + "rf_loss": 0.0001978814252652228, + "total_loss": 0.9409654598754256, + "lyap1_mean": -0.014392856508493423, + "lyap1_max": 0.0003310423344373703, + "lyap1_min": -0.029002344235777855, + "lyap_spec_mean": [ + -0.014392856508493423, + -0.0068136537447571754, + -0.00897756777703762, + -0.00593264726921916 + ], + "frac_above_star": 0.125 + }, + { + "step": 2758, + "lr": 0.0001, + "sup_loss": 0.893092327326451, + "rf_loss": 0.0001899041817523539, + "total_loss": 0.8932822315082034, + "lyap1_mean": -0.0032462398521602154, + "lyap1_max": 0.017013531178236008, + "lyap1_min": -0.020675504580140114, + "lyap_spec_mean": [ + -0.0032462398521602154, + -0.008000911213457584, + -0.005767935886979103, + -0.014446171000599861 + ], + "frac_above_star": 0.375 + }, + { + "step": 2759, + "lr": 0.0001, + "sup_loss": 0.9036051034994983, + "rf_loss": 0.0003543889324646443, + "total_loss": 0.9039594924319629, + "lyap1_mean": -0.011206865310668945, + "lyap1_max": 0.013582874089479446, + "lyap1_min": -0.04537896066904068, + "lyap_spec_mean": [ + -0.011206865310668945, + -0.009651271626353264, + -0.010030691511929035, + -0.015282945707440376 + ], + "frac_above_star": 0.25 + }, + { + "step": 2760, + "lr": 0.0001, + "sup_loss": 0.9034545189013365, + "rf_loss": 0.0001535337360110134, + "total_loss": 0.9036080526373476, + "lyap1_mean": 0.0017111269989982247, + "lyap1_max": 0.016908995807170868, + "lyap1_min": -0.01792469248175621, + "lyap_spec_mean": [ + 0.001711126766167581, + -0.005993199069052935, + -0.00692353630438447, + -0.011455763131380081 + ], + "frac_above_star": 0.625 + }, + { + "step": 2761, + "lr": 0.0001, + "sup_loss": 0.9171577017998622, + "rf_loss": 0.0001874131557997316, + "total_loss": 0.917345114955662, + "lyap1_mean": 0.005377158056944609, + "lyap1_max": 0.03773773834109306, + "lyap1_min": -0.007748875766992569, + "lyap_spec_mean": [ + 0.005377157591283321, + 0.005298519507050514, + 0.0005795345641672611, + 0.01274082250893116 + ], + "frac_above_star": 0.5 + }, + { + "step": 2762, + "lr": 0.0001, + "sup_loss": 0.9015176731497168, + "rf_loss": 0.0003082239127252251, + "total_loss": 0.901825897062442, + "lyap1_mean": 0.01351667195558548, + "lyap1_max": 0.03911704942584038, + "lyap1_min": 0.0034662000834941864, + "lyap_spec_mean": [ + 0.01351667195558548, + 0.009421738795936108, + 0.011930657550692558, + 0.009119267575442791 + ], + "frac_above_star": 1.0 + }, + { + "step": 2763, + "lr": 0.0001, + "sup_loss": 0.930721180094158, + "rf_loss": 0.0004984718980267644, + "total_loss": 0.9312196519921848, + "lyap1_mean": 0.01729121431708336, + "lyap1_max": 0.07670532166957855, + "lyap1_min": -0.01997308060526848, + "lyap_spec_mean": [ + 0.01729121431708336, + 0.014277900569140911, + 0.007884368300437927, + 0.00866302102804184 + ], + "frac_above_star": 0.875 + }, + { + "step": 2764, + "lr": 0.0001, + "sup_loss": 0.8903283090734707, + "rf_loss": 0.00037890419480390847, + "total_loss": 0.8907072132682746, + "lyap1_mean": 0.0179283544421196, + "lyap1_max": 0.05267760157585144, + "lyap1_min": 0.005557584576308727, + "lyap_spec_mean": [ + 0.017928356304764748, + 0.009089486673474312, + 0.01128446590155363, + 0.012417000718414783 + ], + "frac_above_star": 1.0 + }, + { + "step": 2765, + "lr": 0.0001, + "sup_loss": 0.9265814252422464, + "rf_loss": 0.00010390839452156797, + "total_loss": 0.926685333636768, + "lyap1_mean": 0.00876028835773468, + "lyap1_max": 0.02678104117512703, + "lyap1_min": -0.010422652587294579, + "lyap_spec_mean": [ + 0.008760287426412106, + 0.0019060650374740362, + 0.006677201017737389, + 0.0031027221120893955 + ], + "frac_above_star": 0.75 + }, + { + "step": 2766, + "lr": 0.0001, + "sup_loss": 0.8992899324579495, + "rf_loss": 0.00018257996998727322, + "total_loss": 0.8994725124279368, + "lyap1_mean": 0.010581295937299728, + "lyap1_max": 0.027919620275497437, + "lyap1_min": -0.0021971871610730886, + "lyap_spec_mean": [ + 0.010581296868622303, + 0.009551309049129486, + 0.0035781378392130136, + -0.0012498144060373306 + ], + "frac_above_star": 0.875 + }, + { + "step": 2767, + "lr": 0.0001, + "sup_loss": 0.8457298523942134, + "rf_loss": 0.00016162979591172189, + "total_loss": 0.8458914821901251, + "lyap1_mean": 0.006055740639567375, + "lyap1_max": 0.021972104907035828, + "lyap1_min": -0.01597810909152031, + "lyap_spec_mean": [ + 0.006055740639567375, + -0.001591756590642035, + -0.0018790815956890583, + -0.004750572610646486 + ], + "frac_above_star": 0.75 + }, + { + "step": 2768, + "lr": 0.0001, + "sup_loss": 0.847574717953647, + "rf_loss": 0.00022168344003148377, + "total_loss": 0.8477964013936785, + "lyap1_mean": 0.0023071630857884884, + "lyap1_max": 0.024746552109718323, + "lyap1_min": -0.024420306086540222, + "lyap_spec_mean": [ + 0.002307162620127201, + 0.000582368578761816, + -0.006738343276083469, + -0.003280828706920147 + ], + "frac_above_star": 0.5 + }, + { + "step": 2769, + "lr": 0.0001, + "sup_loss": 0.9069391421086785, + "rf_loss": 0.0002535200328566134, + "total_loss": 0.9071926621415352, + "lyap1_mean": -0.0043068090453743935, + "lyap1_max": 0.020446274429559708, + "lyap1_min": -0.023600280284881592, + "lyap_spec_mean": [ + -0.0043068090453743935, + -0.0070163412019610405, + -0.005455392878502607, + -0.004153386689722538 + ], + "frac_above_star": 0.375 + }, + { + "step": 2770, + "lr": 0.0001, + "sup_loss": 0.8851518467102668, + "rf_loss": 0.0003755199140869081, + "total_loss": 0.8855273666243537, + "lyap1_mean": -0.010246970690786839, + "lyap1_max": 0.018448228016495705, + "lyap1_min": -0.029333917424082756, + "lyap_spec_mean": [ + -0.010246971622109413, + -0.015470168553292751, + -0.015273451805114746, + -0.014177408069372177 + ], + "frac_above_star": 0.25 + }, + { + "step": 2771, + "lr": 0.0001, + "sup_loss": 0.831337586213548, + "rf_loss": 0.00025085877859964967, + "total_loss": 0.8315884449921477, + "lyap1_mean": -0.006997471675276756, + "lyap1_max": 0.018403692170977592, + "lyap1_min": -0.025455361232161522, + "lyap_spec_mean": [ + -0.006997471675276756, + -0.008882516995072365, + -0.01629096269607544, + -0.015630850568413734 + ], + "frac_above_star": 0.25 + }, + { + "step": 2772, + "lr": 0.0001, + "sup_loss": 0.8839407446138384, + "rf_loss": 0.0003581796190701425, + "total_loss": 0.8842989242329086, + "lyap1_mean": -0.011977281421422958, + "lyap1_max": 0.00784260407090187, + "lyap1_min": -0.02780872955918312, + "lyap_spec_mean": [ + -0.011977280490100384, + -0.014227807521820068, + -0.011642297729849815, + -0.01728777587413788 + ], + "frac_above_star": 0.25 + }, + { + "step": 2773, + "lr": 0.0001, + "sup_loss": 0.86379281679294, + "rf_loss": 0.00039524066960439086, + "total_loss": 0.8641880574625443, + "lyap1_mean": -0.010990524664521217, + "lyap1_max": 0.0002469861356075853, + "lyap1_min": -0.028966626152396202, + "lyap_spec_mean": [ + -0.010990523733198643, + -0.017247337847948074, + -0.01720244809985161, + -0.01367415115237236 + ], + "frac_above_star": 0.125 + }, + { + "step": 2774, + "lr": 0.0001, + "sup_loss": 0.8463570615145459, + "rf_loss": 0.0004459846531972289, + "total_loss": 0.8468030461677432, + "lyap1_mean": -0.016977811232209206, + "lyap1_max": 0.00968890730291605, + "lyap1_min": -0.04141354560852051, + "lyap_spec_mean": [ + -0.016977811232209206, + -0.01948179304599762, + -0.018406987190246582, + -0.01950836554169655 + ], + "frac_above_star": 0.125 + }, + { + "step": 2775, + "lr": 0.0001, + "sup_loss": 0.8716990763304052, + "rf_loss": 0.00031382445013150573, + "total_loss": 0.8720129007805367, + "lyap1_mean": -0.008361654356122017, + "lyap1_max": 0.005998974200338125, + "lyap1_min": -0.023003365844488144, + "lyap_spec_mean": [ + -0.008361654356122017, + -0.01593005657196045, + -0.0024789362214505672, + -0.013942092657089233 + ], + "frac_above_star": 0.25 + }, + { + "step": 2776, + "lr": 0.0001, + "sup_loss": 0.88631814195378, + "rf_loss": 0.00014829117571935058, + "total_loss": 0.8864664331294994, + "lyap1_mean": -0.002040585270151496, + "lyap1_max": 0.01242772489786148, + "lyap1_min": -0.019839292392134666, + "lyap_spec_mean": [ + -0.002040585270151496, + -0.0037359423004090786, + -0.003526347456499934, + -0.003404212649911642 + ], + "frac_above_star": 0.5 + }, + { + "step": 2777, + "lr": 0.0001, + "sup_loss": 0.8773863476877796, + "rf_loss": 6.194470915943384e-05, + "total_loss": 0.877448292396939, + "lyap1_mean": 0.0022296803072094917, + "lyap1_max": 0.014754551462829113, + "lyap1_min": -0.007052627857774496, + "lyap_spec_mean": [ + 0.0022296803072094917, + 0.001326346187852323, + 0.0005832999595440924, + 0.005210559815168381 + ], + "frac_above_star": 0.625 + }, + { + "step": 2778, + "lr": 0.0001, + "sup_loss": 0.908389249638744, + "rf_loss": 0.0002756882458925247, + "total_loss": 0.9086649378846365, + "lyap1_mean": 0.015661440789699554, + "lyap1_max": 0.0361095629632473, + "lyap1_min": -0.003942286595702171, + "lyap_spec_mean": [ + 0.015661440789699554, + 0.009126020595431328, + 0.008028891868889332, + 0.0051467325538396835 + ], + "frac_above_star": 0.875 + }, + { + "step": 2779, + "lr": 0.0001, + "sup_loss": 0.8890449274546621, + "rf_loss": 0.00034307403257116675, + "total_loss": 0.8893880014872333, + "lyap1_mean": 0.01724392920732498, + "lyap1_max": 0.03850354999303818, + "lyap1_min": 0.004384123720228672, + "lyap_spec_mean": [ + 0.01724392920732498, + 0.02295735478401184, + 0.00935293734073639, + 0.009868632070720196 + ], + "frac_above_star": 1.0 + }, + { + "step": 2780, + "lr": 0.0001, + "sup_loss": 0.8656890231053153, + "rf_loss": 0.0002018513041548431, + "total_loss": 0.8658908744094701, + "lyap1_mean": 0.014724845066666603, + "lyap1_max": 0.032613929361104965, + "lyap1_min": -0.010662212036550045, + "lyap_spec_mean": [ + 0.014724845066666603, + 0.007894872687757015, + 0.008082724176347256, + 0.009780416265130043 + ], + "frac_above_star": 0.875 + }, + { + "step": 2781, + "lr": 0.0001, + "sup_loss": 0.875877682374488, + "rf_loss": 0.00023840974608901888, + "total_loss": 0.8761160921205771, + "lyap1_mean": 0.013819228857755661, + "lyap1_max": 0.028984002768993378, + "lyap1_min": 0.007277835160493851, + "lyap_spec_mean": [ + 0.013819229789078236, + 0.006172104738652706, + 0.01058637723326683, + 0.01213943213224411 + ], + "frac_above_star": 1.0 + }, + { + "step": 2782, + "lr": 0.0001, + "sup_loss": 0.8886146376995339, + "rf_loss": 0.0006484088371507823, + "total_loss": 0.8892630465366846, + "lyap1_mean": 0.02479913830757141, + "lyap1_max": 0.04944540187716484, + "lyap1_min": -0.005785799585282803, + "lyap_spec_mean": [ + 0.02479913830757141, + 0.025925414636731148, + 0.01908532716333866, + 0.01475333608686924 + ], + "frac_above_star": 0.875 + }, + { + "step": 2783, + "lr": 0.0001, + "sup_loss": 0.891528941441157, + "rf_loss": 0.0003284431586507708, + "total_loss": 0.8918573845998078, + "lyap1_mean": 0.019857902079820633, + "lyap1_max": 0.03525424003601074, + "lyap1_min": 0.0004012065473943949, + "lyap_spec_mean": [ + 0.019857902079820633, + 0.010198693722486496, + 0.007551619783043861, + 0.007123359013348818 + ], + "frac_above_star": 1.0 + }, + { + "step": 2784, + "lr": 0.0001, + "sup_loss": 0.8829199847405139, + "rf_loss": 0.0003759911342058331, + "total_loss": 0.8832959758747198, + "lyap1_mean": 0.017797205597162247, + "lyap1_max": 0.03953589126467705, + "lyap1_min": 0.0026975502260029316, + "lyap_spec_mean": [ + 0.017797205597162247, + 0.01838522031903267, + 0.013524781912565231, + 0.007232293952256441 + ], + "frac_above_star": 1.0 + }, + { + "step": 2785, + "lr": 0.0001, + "sup_loss": 0.8771899545867458, + "rf_loss": 0.00013662375567946583, + "total_loss": 0.8773265783424252, + "lyap1_mean": 0.007867880165576935, + "lyap1_max": 0.017852768301963806, + "lyap1_min": -0.007491815369576216, + "lyap_spec_mean": [ + 0.00786788109689951, + -0.004055902361869812, + 0.0006222255760803819, + -0.0030985581688582897 + ], + "frac_above_star": 0.75 + }, + { + "step": 2786, + "lr": 0.0001, + "sup_loss": 0.9144078316755425, + "rf_loss": 0.00043244019616395235, + "total_loss": 0.9148402718717065, + "lyap1_mean": -0.012072071433067322, + "lyap1_max": 0.009014390408992767, + "lyap1_min": -0.025688787922263145, + "lyap_spec_mean": [ + -0.012072071433067322, + -0.015582844614982605, + -0.01761971227824688, + -0.021184546872973442 + ], + "frac_above_star": 0.125 + }, + { + "step": 2787, + "lr": 0.0001, + "sup_loss": 0.9244305376580135, + "rf_loss": 0.0005630279192700982, + "total_loss": 0.9249935655772836, + "lyap1_mean": -0.020997244864702225, + "lyap1_max": 0.008484728634357452, + "lyap1_min": -0.03432746231555939, + "lyap_spec_mean": [ + -0.020997244864702225, + -0.019542280584573746, + -0.01612219214439392, + -0.02374422922730446 + ], + "frac_above_star": 0.125 + }, + { + "step": 2788, + "lr": 0.0001, + "sup_loss": 0.8627249527925591, + "rf_loss": 0.00046728673623874784, + "total_loss": 0.8631922395287979, + "lyap1_mean": -0.014390372671186924, + "lyap1_max": 0.0006084255874156952, + "lyap1_min": -0.03006688877940178, + "lyap_spec_mean": [ + -0.014390373602509499, + -0.017827901989221573, + -0.020556677132844925, + -0.02084445208311081 + ], + "frac_above_star": 0.125 + }, + { + "step": 2789, + "lr": 0.0001, + "sup_loss": 0.8873356486917023, + "rf_loss": 0.0007276487885974348, + "total_loss": 0.8880632974802998, + "lyap1_mean": -0.015881579369306564, + "lyap1_max": 0.0053680529817938805, + "lyap1_min": -0.05292588099837303, + "lyap_spec_mean": [ + -0.015881579369306564, + -0.022731458768248558, + -0.02468693070113659, + -0.025451716035604477 + ], + "frac_above_star": 0.125 + }, + { + "step": 2790, + "lr": 0.0001, + "sup_loss": 0.8486223989316116, + "rf_loss": 0.0001976588973775506, + "total_loss": 0.8488200578289892, + "lyap1_mean": -0.0006821223068982363, + "lyap1_max": 0.03592129051685333, + "lyap1_min": -0.018739847466349602, + "lyap_spec_mean": [ + -0.0006821230053901672, + -0.005293822847306728, + -0.006369962356984615, + -0.010841665789484978 + ], + "frac_above_star": 0.375 + }, + { + "step": 2791, + "lr": 0.0001, + "sup_loss": 0.8839552542269579, + "rf_loss": 0.0001526855194242671, + "total_loss": 0.8841079397463821, + "lyap1_mean": 0.0034031153190881014, + "lyap1_max": 0.014376716688275337, + "lyap1_min": -0.00972726009786129, + "lyap_spec_mean": [ + 0.0034031150862574577, + 0.002898270497098565, + -0.005555321462452412, + 3.905699122697115e-05 + ], + "frac_above_star": 0.75 + }, + { + "step": 2792, + "lr": 0.0001, + "sup_loss": 0.8843564166268367, + "rf_loss": 0.00033285279641859233, + "total_loss": 0.8846892694232553, + "lyap1_mean": 0.018731359392404556, + "lyap1_max": 0.025747641921043396, + "lyap1_min": -0.0003354980144649744, + "lyap_spec_mean": [ + 0.018731359392404556, + 0.013425487093627453, + 0.014294324442744255, + 0.012560021132230759 + ], + "frac_above_star": 0.875 + }, + { + "step": 2793, + "lr": 0.0001, + "sup_loss": 0.9448855195443883, + "rf_loss": 0.0002690127876121551, + "total_loss": 0.9451545323320004, + "lyap1_mean": 0.013096250593662262, + "lyap1_max": 0.03985588997602463, + "lyap1_min": -0.0076705701649188995, + "lyap_spec_mean": [ + 0.013096250593662262, + 0.014622971415519714, + 0.011642543599009514, + 0.006408059503883123 + ], + "frac_above_star": 0.75 + }, + { + "step": 2794, + "lr": 0.0001, + "sup_loss": 0.861288700857083, + "rf_loss": 0.00028746621683239937, + "total_loss": 0.8615761670739154, + "lyap1_mean": 0.016803860664367676, + "lyap1_max": 0.0347493477165699, + "lyap1_min": 0.0063829063437879086, + "lyap_spec_mean": [ + 0.016803860664367676, + 0.010443918406963348, + 0.01123705692589283, + 0.010700933635234833 + ], + "frac_above_star": 1.0 + }, + { + "step": 2795, + "lr": 0.0001, + "sup_loss": 0.8409445740576311, + "rf_loss": 0.00014775081945117563, + "total_loss": 0.8410923248770823, + "lyap1_mean": 0.00884079746901989, + "lyap1_max": 0.026618940755724907, + "lyap1_min": -0.007490217685699463, + "lyap_spec_mean": [ + 0.00884079746901989, + 0.0075558992102742195, + 0.0062472159042954445, + 0.0016954309539869428 + ], + "frac_above_star": 0.875 + }, + { + "step": 2796, + "lr": 0.0001, + "sup_loss": 0.8988836249502185, + "rf_loss": 6.713738548569381e-05, + "total_loss": 0.8989507623357041, + "lyap1_mean": 0.0006445742910727859, + "lyap1_max": 0.023825615644454956, + "lyap1_min": -0.013951376080513, + "lyap_spec_mean": [ + 0.0006445746403187513, + -0.0022301001008599997, + -0.0010119028156623244, + -0.0014308638637885451 + ], + "frac_above_star": 0.375 + }, + { + "step": 2797, + "lr": 0.0001, + "sup_loss": 0.888782142286034, + "rf_loss": 0.00010905019007623196, + "total_loss": 0.8888911924761103, + "lyap1_mean": 0.0012666666880249977, + "lyap1_max": 0.0158450435847044, + "lyap1_min": -0.014282803982496262, + "lyap_spec_mean": [ + 0.0012666666880249977, + -0.0011332608992233872, + -0.004424631595611572, + -0.005355495028197765 + ], + "frac_above_star": 0.5 + }, + { + "step": 2798, + "lr": 0.0001, + "sup_loss": 0.8462912856653553, + "rf_loss": 0.00025455851573497057, + "total_loss": 0.8465458441810902, + "lyap1_mean": -0.007864008657634258, + "lyap1_max": 0.00833398848772049, + "lyap1_min": -0.02555958554148674, + "lyap_spec_mean": [ + -0.007864008657634258, + -0.007091114297509193, + -0.01377352699637413, + -0.012021347880363464 + ], + "frac_above_star": 0.25 + }, + { + "step": 2799, + "lr": 0.0001, + "sup_loss": 0.9146192513247341, + "rf_loss": 0.00013547991693485528, + "total_loss": 0.914754731241669, + "lyap1_mean": 0.0036398833617568016, + "lyap1_max": 0.026685474440455437, + "lyap1_min": -0.02068965509533882, + "lyap_spec_mean": [ + 0.003639883128926158, + 0.001034891582094133, + 0.0012220393400639296, + -0.009159095585346222 + ], + "frac_above_star": 0.75 + }, + { + "step": 2800, + "lr": 0.0001, + "sup_loss": 0.8720231812931462, + "rf_loss": 0.0001842640631366521, + "total_loss": 0.8722074453562828, + "lyap1_mean": -0.0028382251039147377, + "lyap1_max": 0.01577570289373398, + "lyap1_min": -0.020557012408971786, + "lyap_spec_mean": [ + -0.0028382251039147377, + -0.008863463997840881, + -0.006516905501484871, + -0.011639697477221489 + ], + "frac_above_star": 0.375 + }, + { + "step": 2801, + "lr": 0.0001, + "sup_loss": 0.8688910638057483, + "rf_loss": 0.00013850349932909012, + "total_loss": 0.8690295673050774, + "lyap1_mean": 0.0017958323005586863, + "lyap1_max": 0.027511674910783768, + "lyap1_min": -0.014174479991197586, + "lyap_spec_mean": [ + 0.0017958323005586863, + -0.006296372972428799, + -0.0010921810753643513, + -0.005049789324402809 + ], + "frac_above_star": 0.625 + }, + { + "step": 2802, + "lr": 0.0001, + "sup_loss": 0.9626400835440485, + "rf_loss": 0.00017071467300411314, + "total_loss": 0.9628107982170526, + "lyap1_mean": 0.00020568363834172487, + "lyap1_max": 0.019627084955573082, + "lyap1_min": -0.02084210142493248, + "lyap_spec_mean": [ + 0.0002056834928225726, + -0.001678942353464663, + 0.002840161556378007, + -0.003490725066512823 + ], + "frac_above_star": 0.5 + }, + { + "step": 2803, + "lr": 0.0001, + "sup_loss": 0.9106969899493389, + "rf_loss": 0.0002189787192037329, + "total_loss": 0.9109159686685426, + "lyap1_mean": -0.005241475533694029, + "lyap1_max": 0.009108987636864185, + "lyap1_min": -0.020199336111545563, + "lyap_spec_mean": [ + -0.0052414750680327415, + -0.0003993187565356493, + -0.007754935417324305, + -0.01052168756723404 + ], + "frac_above_star": 0.375 + }, + { + "step": 2804, + "lr": 0.0001, + "sup_loss": 0.8965575836001218, + "rf_loss": 0.00022447385708801448, + "total_loss": 0.8967820574572098, + "lyap1_mean": -0.013855242170393467, + "lyap1_max": -0.005467171780765057, + "lyap1_min": -0.021800216287374496, + "lyap_spec_mean": [ + -0.013855241239070892, + -0.010119323618710041, + -0.013796267099678516, + -0.012272944673895836 + ], + "frac_above_star": 0.0 + }, + { + "step": 2805, + "lr": 0.0001, + "sup_loss": 0.9088098669463687, + "rf_loss": 0.0001608387246960774, + "total_loss": 0.9089707056710647, + "lyap1_mean": 0.00042951066279783845, + "lyap1_max": 0.033055540174245834, + "lyap1_min": -0.0349448099732399, + "lyap_spec_mean": [ + 0.0004295104881748557, + 0.0007019282784312963, + 0.0019421933684498072, + -0.0062038651667535305 + ], + "frac_above_star": 0.5 + }, + { + "step": 2806, + "lr": 0.0001, + "sup_loss": 0.9085763466949877, + "rf_loss": 0.00022831454407423735, + "total_loss": 0.9088046612390619, + "lyap1_mean": -0.006671822629868984, + "lyap1_max": 0.01121084950864315, + "lyap1_min": -0.026836639270186424, + "lyap_spec_mean": [ + -0.006671822629868984, + -0.00808209739625454, + -0.010253172367811203, + -0.011416677385568619 + ], + "frac_above_star": 0.375 + }, + { + "step": 2807, + "lr": 0.0001, + "sup_loss": 0.8794304160266094, + "rf_loss": 0.00013366993516683578, + "total_loss": 0.8795640859617763, + "lyap1_mean": 0.0018565634964033961, + "lyap1_max": 0.011631414294242859, + "lyap1_min": -0.011699060909450054, + "lyap_spec_mean": [ + 0.0018565637292340398, + 0.0038461985532194376, + -0.0050465939566493034, + -5.24730421602726e-05 + ], + "frac_above_star": 0.625 + }, + { + "step": 2808, + "lr": 0.0001, + "sup_loss": 0.952850810683038, + "rf_loss": 9.89401014521718e-05, + "total_loss": 0.9529497507844902, + "lyap1_mean": 0.0027050175704061985, + "lyap1_max": 0.015794141218066216, + "lyap1_min": -0.013537803664803505, + "lyap_spec_mean": [ + 0.002705017104744911, + 0.004162891302257776, + 0.0056197806261479855, + -0.0011285814689472318 + ], + "frac_above_star": 0.75 + }, + { + "step": 2809, + "lr": 0.0001, + "sup_loss": 0.922347215976746, + "rf_loss": 0.00027273333398625255, + "total_loss": 0.9226199493107322, + "lyap1_mean": 0.01709701120853424, + "lyap1_max": 0.0364360436797142, + "lyap1_min": 0.004497476853430271, + "lyap_spec_mean": [ + 0.01709700934588909, + 0.007069265004247427, + 0.0076537178829312325, + 0.012419653125107288 + ], + "frac_above_star": 1.0 + }, + { + "step": 2810, + "lr": 0.0001, + "sup_loss": 0.7603270568692834, + "rf_loss": 0.00033231062116101384, + "total_loss": 0.7606593674904444, + "lyap1_mean": 0.01447299774736166, + "lyap1_max": 0.04385541006922722, + "lyap1_min": -0.01987551525235176, + "lyap_spec_mean": [ + 0.014472998678684235, + 0.013647750951349735, + 0.006632160395383835, + 0.006509747356176376 + ], + "frac_above_star": 0.875 + }, + { + "step": 2811, + "lr": 0.0001, + "sup_loss": 0.9102777555945102, + "rf_loss": 0.0002579065039753914, + "total_loss": 0.9105356620984856, + "lyap1_mean": 0.01282835565507412, + "lyap1_max": 0.025312267243862152, + "lyap1_min": 0.0002862789551727474, + "lyap_spec_mean": [ + 0.01282835565507412, + 0.012287736870348454, + 0.011995079927146435, + 0.011408497579395771 + ], + "frac_above_star": 1.0 + }, + { + "step": 2812, + "lr": 0.0001, + "sup_loss": 0.8992904275314731, + "rf_loss": 0.00041680672438815236, + "total_loss": 0.8997072342558613, + "lyap1_mean": 0.02012290060520172, + "lyap1_max": 0.056387390941381454, + "lyap1_min": -0.0019097297918051481, + "lyap_spec_mean": [ + 0.02012290060520172, + 0.016287101432681084, + 0.014346896670758724, + 0.006537952460348606 + ], + "frac_above_star": 0.875 + }, + { + "step": 2813, + "lr": 0.0001, + "sup_loss": 0.9017142876192688, + "rf_loss": 0.00015633837028872222, + "total_loss": 0.9018706259895575, + "lyap1_mean": 0.01033511757850647, + "lyap1_max": 0.02886267378926277, + "lyap1_min": -0.0013577123172581196, + "lyap_spec_mean": [ + 0.01033511757850647, + 0.006317677907645702, + 0.007160747889429331, + 0.002403711900115013 + ], + "frac_above_star": 0.875 + }, + { + "step": 2814, + "lr": 0.0001, + "sup_loss": 0.8947523882442932, + "rf_loss": 0.00014003642718307674, + "total_loss": 0.8948924246714762, + "lyap1_mean": 0.000597151112742722, + "lyap1_max": 0.022661827504634857, + "lyap1_min": -0.020355982705950737, + "lyap_spec_mean": [ + 0.0005971509963274002, + 0.004209558479487896, + -0.002350269351154566, + -0.006917816586792469 + ], + "frac_above_star": 0.625 + }, + { + "step": 2815, + "lr": 0.0001, + "sup_loss": 0.8938241414327256, + "rf_loss": 0.00020099850371479988, + "total_loss": 0.8940251399364404, + "lyap1_mean": -0.003270501736551523, + "lyap1_max": 0.014820492826402187, + "lyap1_min": -0.01971358060836792, + "lyap_spec_mean": [ + -0.003270501270890236, + -0.009557096287608147, + -0.008179844357073307, + -0.010601956397294998 + ], + "frac_above_star": 0.375 + }, + { + "step": 2816, + "lr": 0.0001, + "sup_loss": 0.8504247579760008, + "rf_loss": 0.00023395160678774118, + "total_loss": 0.8506587095827886, + "lyap1_mean": -0.0032622073777019978, + "lyap1_max": 0.014501425437629223, + "lyap1_min": -0.014454953372478485, + "lyap_spec_mean": [ + -0.003262207843363285, + -0.006663771346211433, + -0.006448113359510899, + -0.01325218752026558 + ], + "frac_above_star": 0.375 + }, + { + "step": 2817, + "lr": 0.0001, + "sup_loss": 0.7787831078317333, + "rf_loss": 0.00020919910457450897, + "total_loss": 0.7789923069363078, + "lyap1_mean": 0.00325370067730546, + "lyap1_max": 0.032509759068489075, + "lyap1_min": -0.020383886992931366, + "lyap_spec_mean": [ + 0.00325370067730546, + -0.006645691115409136, + -0.0001464621163904667, + -0.003935463260859251 + ], + "frac_above_star": 0.375 + }, + { + "step": 2818, + "lr": 0.0001, + "sup_loss": 0.8712166715808698, + "rf_loss": 0.00015761269605718553, + "total_loss": 0.871374284276927, + "lyap1_mean": -0.00022923224605619907, + "lyap1_max": 0.01176867913454771, + "lyap1_min": -0.013756075873970985, + "lyap_spec_mean": [ + -0.00022923212964087725, + -0.00940407533198595, + -0.00448878388851881, + -0.01243707537651062 + ], + "frac_above_star": 0.5 + }, + { + "step": 2819, + "lr": 0.0001, + "sup_loss": 1.2948655452929443, + "rf_loss": 0.00013484107330441475, + "total_loss": 1.2950003863662487, + "lyap1_mean": 0.008281038142740726, + "lyap1_max": 0.026725154370069504, + "lyap1_min": -0.011313071474432945, + "lyap_spec_mean": [ + 0.008281039074063301, + 0.002745445352047682, + 0.0005797410849481821, + -0.002418174874037504 + ], + "frac_above_star": 0.875 + }, + { + "step": 2820, + "lr": 0.0001, + "sup_loss": 0.8606918678424987, + "rf_loss": 0.00028971853316761553, + "total_loss": 0.8609815863756664, + "lyap1_mean": 0.001012173481285572, + "lyap1_max": 0.028796792030334473, + "lyap1_min": -0.02205258421599865, + "lyap_spec_mean": [ + 0.0010121738305315375, + -0.0006303302943706512, + -0.007821468636393547, + -0.012529205530881882 + ], + "frac_above_star": 0.625 + }, + { + "step": 2821, + "lr": 0.0001, + "sup_loss": 0.8955288371659513, + "rf_loss": 0.00019652649643830955, + "total_loss": 0.8957253636623896, + "lyap1_mean": -0.003226364031434059, + "lyap1_max": 0.023436561226844788, + "lyap1_min": -0.026937251910567284, + "lyap_spec_mean": [ + -0.003226364031434059, + -0.001161067746579647, + -0.007052045315504074, + -0.012368688359856606 + ], + "frac_above_star": 0.25 + }, + { + "step": 2822, + "lr": 0.0001, + "sup_loss": 0.8717121034953883, + "rf_loss": 0.0007255516247823834, + "total_loss": 0.8724376551201707, + "lyap1_mean": -0.02460268884897232, + "lyap1_max": -0.01678520068526268, + "lyap1_min": -0.03760313242673874, + "lyap_spec_mean": [ + -0.02460268884897232, + -0.02250850945711136, + -0.029313240200281143, + -0.024243593215942383 + ], + "frac_above_star": 0.0 + }, + { + "step": 2823, + "lr": 0.0001, + "sup_loss": 0.8877725393120377, + "rf_loss": 0.0013289159396663308, + "total_loss": 0.889101455251704, + "lyap1_mean": -0.028090937063097954, + "lyap1_max": 0.008547055535018444, + "lyap1_min": -0.04745664447546005, + "lyap_spec_mean": [ + -0.028090937063097954, + -0.037022724747657776, + -0.03485334664583206, + -0.035925447940826416 + ], + "frac_above_star": 0.125 + }, + { + "step": 2824, + "lr": 0.0001, + "sup_loss": 0.8872247223763243, + "rf_loss": 0.0011324812658131123, + "total_loss": 0.8883572036421374, + "lyap1_mean": -0.023216355592012405, + "lyap1_max": 0.02205638587474823, + "lyap1_min": -0.03888429328799248, + "lyap_spec_mean": [ + -0.023216355592012405, + -0.034122809767723083, + -0.03389137610793114, + -0.031178144738078117 + ], + "frac_above_star": 0.125 + }, + { + "step": 2825, + "lr": 0.0001, + "sup_loss": 0.8836028642793676, + "rf_loss": 0.000834468868561089, + "total_loss": 0.8844373331479287, + "lyap1_mean": -0.02259061112999916, + "lyap1_max": -0.006197426468133926, + "lyap1_min": -0.02941252663731575, + "lyap_spec_mean": [ + -0.02259061299264431, + -0.027787450700998306, + -0.027263864874839783, + -0.03237660974264145 + ], + "frac_above_star": 0.0 + }, + { + "step": 2826, + "lr": 0.0001, + "sup_loss": 0.9042890543900448, + "rf_loss": 0.0002586731861811131, + "total_loss": 0.9045477275762259, + "lyap1_mean": -0.005936529953032732, + "lyap1_max": 0.018440935760736465, + "lyap1_min": -0.026309480890631676, + "lyap_spec_mean": [ + -0.005936529953032732, + -0.008203422650694847, + -0.006212941370904446, + -0.010878737084567547 + ], + "frac_above_star": 0.375 + }, + { + "step": 2827, + "lr": 0.0001, + "sup_loss": 0.8610798525399441, + "rf_loss": 0.0003050662635359913, + "total_loss": 0.8613849188034801, + "lyap1_mean": 0.012152076698839664, + "lyap1_max": 0.04171356186270714, + "lyap1_min": -0.023494845256209373, + "lyap_spec_mean": [ + 0.012152076698839664, + 0.009344234131276608, + 0.010828954167664051, + 0.008549168705940247 + ], + "frac_above_star": 0.75 + }, + { + "step": 2828, + "lr": 0.0001, + "sup_loss": 0.9339496656216143, + "rf_loss": 0.0005302365170791745, + "total_loss": 0.9344799021386935, + "lyap1_mean": 0.025750506669282913, + "lyap1_max": 0.047268759459257126, + "lyap1_min": 0.00462706945836544, + "lyap_spec_mean": [ + 0.025750508531928062, + 0.020761476829648018, + 0.020685072988271713, + 0.009269148111343384 + ], + "frac_above_star": 1.0 + }, + { + "step": 2829, + "lr": 0.0001, + "sup_loss": 0.93476881627678, + "rf_loss": 0.0011486804578453302, + "total_loss": 0.9359174967346253, + "lyap1_mean": 0.0348488911986351, + "lyap1_max": 0.05250728130340576, + "lyap1_min": 0.013455185107886791, + "lyap_spec_mean": [ + 0.0348488911986351, + 0.03759980946779251, + 0.029538515955209732, + 0.02707749977707863 + ], + "frac_above_star": 1.0 + }, + { + "step": 2830, + "lr": 0.0001, + "sup_loss": 0.8982500598962516, + "rf_loss": 0.0010468887630850077, + "total_loss": 0.8992969486593366, + "lyap1_mean": 0.03387436643242836, + "lyap1_max": 0.080965057015419, + "lyap1_min": 0.010937642306089401, + "lyap_spec_mean": [ + 0.03387436643242836, + 0.03005239926278591, + 0.02524275705218315, + 0.021406542509794235 + ], + "frac_above_star": 1.0 + }, + { + "step": 2831, + "lr": 0.0001, + "sup_loss": 0.9323044083804178, + "rf_loss": 0.0008018272928893566, + "total_loss": 0.9331062356733072, + "lyap1_mean": 0.029944662004709244, + "lyap1_max": 0.056000810116529465, + "lyap1_min": 0.017772715538740158, + "lyap_spec_mean": [ + 0.029944662004709244, + 0.024615757167339325, + 0.021434560418128967, + 0.024548787623643875 + ], + "frac_above_star": 1.0 + }, + { + "step": 2832, + "lr": 0.0001, + "sup_loss": 0.8500220953734753, + "rf_loss": 0.00028565057436935604, + "total_loss": 0.8503077459478446, + "lyap1_mean": 0.014310432597994804, + "lyap1_max": 0.03645797073841095, + "lyap1_min": -0.0021291212178766727, + "lyap_spec_mean": [ + 0.014310434460639954, + 0.01280567143112421, + 0.00538191432133317, + 0.001483841915614903 + ], + "frac_above_star": 0.875 + }, + { + "step": 2833, + "lr": 0.0001, + "sup_loss": 0.7473496576961366, + "rf_loss": 0.00013108912389725447, + "total_loss": 0.7474807468200338, + "lyap1_mean": -0.0015615378506481647, + "lyap1_max": 0.0057373130694031715, + "lyap1_min": -0.01372802909463644, + "lyap_spec_mean": [ + -0.001561537734232843, + -0.002918458543717861, + -0.005570123437792063, + -0.007655825931578875 + ], + "frac_above_star": 0.375 + }, + { + "step": 2834, + "lr": 0.0001, + "sup_loss": 0.9085991422705734, + "rf_loss": 0.000676352356094867, + "total_loss": 0.9092754946266682, + "lyap1_mean": -0.01754450425505638, + "lyap1_max": 0.012141834944486618, + "lyap1_min": -0.02541707456111908, + "lyap_spec_mean": [ + -0.01754450425505638, + -0.02031135931611061, + -0.029431648552417755, + -0.02729540877044201 + ], + "frac_above_star": 0.125 + }, + { + "step": 2835, + "lr": 0.0001, + "sup_loss": 0.9298631530052446, + "rf_loss": 0.0005878055817447603, + "total_loss": 0.9304509585869893, + "lyap1_mean": -0.015329193323850632, + "lyap1_max": 0.009929344058036804, + "lyap1_min": -0.03599764406681061, + "lyap_spec_mean": [ + -0.015329193323850632, + -0.019956108182668686, + -0.014956897124648094, + -0.027286294847726822 + ], + "frac_above_star": 0.25 + }, + { + "step": 2836, + "lr": 0.0001, + "sup_loss": 0.9103854561560721, + "rf_loss": 0.0004021399072371423, + "total_loss": 0.9107875960633093, + "lyap1_mean": -0.008736541494727135, + "lyap1_max": 0.007282536011189222, + "lyap1_min": -0.0225001759827137, + "lyap_spec_mean": [ + -0.00873654242604971, + -0.01776926778256893, + -0.019275862723588943, + -0.02031872048974037 + ], + "frac_above_star": 0.25 + }, + { + "step": 2837, + "lr": 0.0001, + "sup_loss": 0.8297525449263639, + "rf_loss": 0.0005547713954001665, + "total_loss": 0.830307316321764, + "lyap1_mean": -0.01651936024427414, + "lyap1_max": 0.025652319192886353, + "lyap1_min": -0.039893265813589096, + "lyap_spec_mean": [ + -0.01651936210691929, + -0.018269691616296768, + -0.01723390445113182, + -0.02284367009997368 + ], + "frac_above_star": 0.125 + }, + { + "step": 2838, + "lr": 0.0001, + "sup_loss": 0.9392066815712639, + "rf_loss": 0.00038346723886206746, + "total_loss": 0.9395901488101259, + "lyap1_mean": -0.009217360988259315, + "lyap1_max": 0.014575531706213951, + "lyap1_min": -0.028726965188980103, + "lyap_spec_mean": [ + -0.009217360988259315, + -0.003810663241893053, + -0.015394913032650948, + -0.015783162787556648 + ], + "frac_above_star": 0.375 + }, + { + "step": 2839, + "lr": 0.0001, + "sup_loss": 0.9615455923494771, + "rf_loss": 0.0002715799491852522, + "total_loss": 0.9618171722986624, + "lyap1_mean": -0.005239426624029875, + "lyap1_max": 0.017237253487110138, + "lyap1_min": -0.02518911473453045, + "lyap_spec_mean": [ + -0.0052394261583685875, + -0.007081571035087109, + -0.014460109174251556, + -0.014614148065447807 + ], + "frac_above_star": 0.375 + }, + { + "step": 2840, + "lr": 0.0001, + "sup_loss": 0.8705386328372737, + "rf_loss": 0.0003462506865616888, + "total_loss": 0.8708848835238354, + "lyap1_mean": 0.0034828083589673042, + "lyap1_max": 0.04524774104356766, + "lyap1_min": -0.016878873109817505, + "lyap_spec_mean": [ + 0.003482808591797948, + -0.006971370428800583, + -0.011229919269680977, + -0.008734852075576782 + ], + "frac_above_star": 0.5 + }, + { + "step": 2841, + "lr": 0.0001, + "sup_loss": 0.9021160244427383, + "rf_loss": 0.000183580195880495, + "total_loss": 0.9022996046386188, + "lyap1_mean": 0.00914999283850193, + "lyap1_max": 0.025477904826402664, + "lyap1_min": -0.007111113052815199, + "lyap_spec_mean": [ + 0.00914999283850193, + 0.0019171824678778648, + -0.005815485492348671, + 0.002994460752233863 + ], + "frac_above_star": 0.875 + }, + { + "step": 2842, + "lr": 0.0001, + "sup_loss": 0.8879734478965495, + "rf_loss": 0.0001841583871282637, + "total_loss": 0.8881576062836778, + "lyap1_mean": 0.004790007136762142, + "lyap1_max": 0.028316333889961243, + "lyap1_min": -0.013035277836024761, + "lyap_spec_mean": [ + 0.004790007136762142, + 0.00841505452990532, + 0.00391424959525466, + -0.0012191389687359333 + ], + "frac_above_star": 0.625 + }, + { + "step": 2843, + "lr": 0.0001, + "sup_loss": 0.8704513133909423, + "rf_loss": 0.00021011102944612503, + "total_loss": 0.8706614244203884, + "lyap1_mean": 0.015094885602593422, + "lyap1_max": 0.03408946096897125, + "lyap1_min": -0.010830453597009182, + "lyap_spec_mean": [ + 0.015094884671270847, + 0.007269685156643391, + 0.011304860934615135, + -0.001582976197823882 + ], + "frac_above_star": 0.875 + }, + { + "step": 2844, + "lr": 0.0001, + "sup_loss": 0.9220090401046354, + "rf_loss": 0.0005483829299919307, + "total_loss": 0.9225574230346273, + "lyap1_mean": 0.019512418657541275, + "lyap1_max": 0.05066610127687454, + "lyap1_min": 0.0036472249776124954, + "lyap_spec_mean": [ + 0.019512418657541275, + 0.021416710689663887, + 0.0176582969725132, + 0.01237450446933508 + ], + "frac_above_star": 1.0 + }, + { + "step": 2845, + "lr": 0.0001, + "sup_loss": 0.9591061812179233, + "rf_loss": 0.0003949801321141422, + "total_loss": 0.9595011613500375, + "lyap1_mean": 0.020568180829286575, + "lyap1_max": 0.035903140902519226, + "lyap1_min": 0.0071982769295573235, + "lyap_spec_mean": [ + 0.020568180829286575, + 0.0138408113270998, + 0.01103141624480486, + 0.017267942428588867 + ], + "frac_above_star": 1.0 + }, + { + "step": 2846, + "lr": 0.0001, + "sup_loss": 0.955177979747946, + "rf_loss": 0.00022972849546931684, + "total_loss": 0.9554077082434154, + "lyap1_mean": 0.015218295156955719, + "lyap1_max": 0.027225395664572716, + "lyap1_min": 0.00742846867069602, + "lyap_spec_mean": [ + 0.015218296088278294, + 0.011523249559104443, + 0.010197969153523445, + 0.0075659435242414474 + ], + "frac_above_star": 1.0 + }, + { + "step": 2847, + "lr": 0.0001, + "sup_loss": 0.9247841696022919, + "rf_loss": 0.00016920993220992386, + "total_loss": 0.9249533795345019, + "lyap1_mean": 0.002078776713460684, + "lyap1_max": 0.019645940512418747, + "lyap1_min": -0.025679145008325577, + "lyap_spec_mean": [ + 0.00207877648063004, + -0.004105696454644203, + -0.000443172175437212, + -0.004623073618859053 + ], + "frac_above_star": 0.625 + }, + { + "step": 2848, + "lr": 0.0001, + "sup_loss": 0.8306418886328232, + "rf_loss": 0.00027062720619142056, + "total_loss": 0.8309125158390146, + "lyap1_mean": -0.004553170409053564, + "lyap1_max": 0.01732257753610611, + "lyap1_min": -0.030176963657140732, + "lyap_spec_mean": [ + -0.004553170409053564, + -0.0028240170795470476, + -0.010813453234732151, + -0.013931476511061192 + ], + "frac_above_star": 0.5 + }, + { + "step": 2849, + "lr": 0.0001, + "sup_loss": 0.8987576647468012, + "rf_loss": 0.00032405671663582325, + "total_loss": 0.899081721463437, + "lyap1_mean": -0.008522875607013702, + "lyap1_max": 0.00503908284008503, + "lyap1_min": -0.03503170609474182, + "lyap_spec_mean": [ + -0.008522874675691128, + -0.013633400201797485, + -0.014943936839699745, + -0.02059735171496868 + ], + "frac_above_star": 0.375 + }, + { + "step": 2850, + "lr": 0.0001, + "sup_loss": 0.9021733500037177, + "rf_loss": 0.0006318278610706329, + "total_loss": 0.9028051778647883, + "lyap1_mean": -0.014154890552163124, + "lyap1_max": 0.01663661003112793, + "lyap1_min": -0.044074371457099915, + "lyap_spec_mean": [ + -0.01415488962084055, + -0.02235707826912403, + -0.0206768698990345, + -0.025932885706424713 + ], + "frac_above_star": 0.25 + }, + { + "step": 2851, + "lr": 0.0001, + "sup_loss": 0.8865770559418811, + "rf_loss": 0.00031558063346892595, + "total_loss": 0.88689263657535, + "lyap1_mean": -0.014488881453871727, + "lyap1_max": -0.0017010753508657217, + "lyap1_min": -0.027705494314432144, + "lyap_spec_mean": [ + -0.014488882385194302, + -0.011822303757071495, + -0.01476895809173584, + -0.017358429729938507 + ], + "frac_above_star": 0.0 + }, + { + "step": 2852, + "lr": 0.0001, + "sup_loss": 0.8723061682300971, + "rf_loss": 0.000296201731543988, + "total_loss": 0.8726023699616411, + "lyap1_mean": 0.008742942474782467, + "lyap1_max": 0.04819626361131668, + "lyap1_min": -0.02575308084487915, + "lyap_spec_mean": [ + 0.008742942474782467, + -0.005224479828029871, + -0.0015940399607643485, + -0.0073774587363004684 + ], + "frac_above_star": 0.75 + }, + { + "step": 2853, + "lr": 0.0001, + "sup_loss": 0.8670367376022576, + "rf_loss": 0.00017447935533709824, + "total_loss": 0.8672112169575947, + "lyap1_mean": 0.0030627171508967876, + "lyap1_max": 0.02558177337050438, + "lyap1_min": -0.01696620136499405, + "lyap_spec_mean": [ + 0.0030627171508967876, + 0.0016339888097718358, + 0.0006474526599049568, + -0.007013934198766947 + ], + "frac_above_star": 0.5 + }, + { + "step": 2854, + "lr": 0.0001, + "sup_loss": 0.855298832067515, + "rf_loss": 0.00011512378841871396, + "total_loss": 0.8554139558559337, + "lyap1_mean": -0.0035815255250781775, + "lyap1_max": 0.0033785707782953978, + "lyap1_min": -0.014874751679599285, + "lyap_spec_mean": [ + -0.003581525757908821, + -0.0010538703063502908, + -0.0056587206199765205, + -0.008849451318383217 + ], + "frac_above_star": 0.375 + }, + { + "step": 2855, + "lr": 0.0001, + "sup_loss": 0.9501245460006197, + "rf_loss": 0.0003587793908081949, + "total_loss": 0.9504833253914279, + "lyap1_mean": 0.013674149289727211, + "lyap1_max": 0.04609942436218262, + "lyap1_min": -0.008185826241970062, + "lyap_spec_mean": [ + 0.013674148358404636, + 0.01969768851995468, + 0.01101656537503004, + -0.0023061276879161596 + ], + "frac_above_star": 0.75 + }, + { + "step": 2856, + "lr": 0.0001, + "sup_loss": 0.8846825167911566, + "rf_loss": 0.0001543484249850735, + "total_loss": 0.8848368652161417, + "lyap1_mean": 0.00202919146977365, + "lyap1_max": 0.022125152871012688, + "lyap1_min": -0.010057792998850346, + "lyap_spec_mean": [ + 0.00202919146977365, + 0.006756899878382683, + -0.0023401621729135513, + 0.0009398452239111066 + ], + "frac_above_star": 0.625 + }, + { + "step": 2857, + "lr": 0.0001, + "sup_loss": 0.8375150057531278, + "rf_loss": 0.0001948879798874259, + "total_loss": 0.8377098937330152, + "lyap1_mean": 0.003951893653720617, + "lyap1_max": 0.01896306499838829, + "lyap1_min": -0.013373969122767448, + "lyap_spec_mean": [ + 0.00395189318805933, + 0.006900290958583355, + -0.0023487675935029984, + -0.006135069765150547 + ], + "frac_above_star": 0.5 + }, + { + "step": 2858, + "lr": 0.0001, + "sup_loss": 0.9121829132205904, + "rf_loss": 0.00023493423941545188, + "total_loss": 0.9124178474600059, + "lyap1_mean": 0.004923059605062008, + "lyap1_max": 0.033914387226104736, + "lyap1_min": -0.013635378330945969, + "lyap_spec_mean": [ + 0.004923060070723295, + 0.005189680494368076, + 0.0002280905027873814, + -0.000577195780351758 + ], + "frac_above_star": 0.625 + }, + { + "step": 2859, + "lr": 0.0001, + "sup_loss": 0.8803582653562548, + "rf_loss": 0.00016889644030015916, + "total_loss": 0.880527161796555, + "lyap1_mean": 0.00466528395190835, + "lyap1_max": 0.029593711718916893, + "lyap1_min": -0.012849114835262299, + "lyap_spec_mean": [ + 0.004665284417569637, + -0.0030152974650263786, + -0.0014078899985179305, + -0.010258849710226059 + ], + "frac_above_star": 0.5 + }, + { + "step": 2860, + "lr": 0.0001, + "sup_loss": 0.8605073351423098, + "rf_loss": 0.00016897189198061824, + "total_loss": 0.8606763070342904, + "lyap1_mean": 0.005061793606728315, + "lyap1_max": 0.024527177214622498, + "lyap1_min": -0.019743798300623894, + "lyap_spec_mean": [ + 0.005061794072389603, + 0.008935090154409409, + -0.0019794348627328873, + -0.008920598775148392 + ], + "frac_above_star": 0.625 + }, + { + "step": 2861, + "lr": 0.0001, + "sup_loss": 0.8839590130412435, + "rf_loss": 0.0002705045626498759, + "total_loss": 0.8842295176038933, + "lyap1_mean": 0.008977819234132767, + "lyap1_max": 0.041140541434288025, + "lyap1_min": -0.016770681366324425, + "lyap_spec_mean": [ + 0.008977819234132767, + 0.0008013611077331007, + 0.004328689072281122, + 0.0007456548046320677 + ], + "frac_above_star": 0.75 + }, + { + "step": 2862, + "lr": 0.0001, + "sup_loss": 0.8974125849376778, + "rf_loss": 0.000164802186191082, + "total_loss": 0.8975773871238689, + "lyap1_mean": 0.012621471658349037, + "lyap1_max": 0.029610078781843185, + "lyap1_min": 0.002083762316033244, + "lyap_spec_mean": [ + 0.012621471658349037, + 0.00925770029425621, + 0.008123018778860569, + 0.004792763851583004 + ], + "frac_above_star": 1.0 + }, + { + "step": 2863, + "lr": 0.0001, + "sup_loss": 0.8760353983349043, + "rf_loss": 0.00037535146111622453, + "total_loss": 0.8764107497960205, + "lyap1_mean": 0.018680181354284286, + "lyap1_max": 0.04892010614275932, + "lyap1_min": -0.01432478241622448, + "lyap_spec_mean": [ + 0.018680181354284286, + 0.011371172964572906, + 0.005744929891079664, + 0.0019454474095255136 + ], + "frac_above_star": 0.75 + }, + { + "step": 2864, + "lr": 0.0001, + "sup_loss": 0.8500636132698971, + "rf_loss": 0.00038423738442361355, + "total_loss": 0.8504478506543207, + "lyap1_mean": 0.018712494522333145, + "lyap1_max": 0.041800595819950104, + "lyap1_min": 0.006204381585121155, + "lyap_spec_mean": [ + 0.018712494522333145, + 0.018824264407157898, + 0.006310040131211281, + 0.004041488282382488 + ], + "frac_above_star": 1.0 + }, + { + "step": 2865, + "lr": 0.0001, + "sup_loss": 0.8557228907214885, + "rf_loss": 0.00023465044796466827, + "total_loss": 0.8559575411694532, + "lyap1_mean": 0.014347387477755547, + "lyap1_max": 0.02757578156888485, + "lyap1_min": -0.006231234408915043, + "lyap_spec_mean": [ + 0.014347387477755547, + 0.010950608178973198, + 0.011526906862854958, + 0.006984437815845013 + ], + "frac_above_star": 0.875 + }, + { + "step": 2866, + "lr": 0.0001, + "sup_loss": 0.8034760413990603, + "rf_loss": 0.00023177574621513486, + "total_loss": 0.8037078171452754, + "lyap1_mean": 0.0008781134383752942, + "lyap1_max": 0.020739272236824036, + "lyap1_min": -0.016717657446861267, + "lyap_spec_mean": [ + 0.0008781133219599724, + -0.001838739961385727, + 0.0010892804712057114, + 0.00062535610049963 + ], + "frac_above_star": 0.5 + }, + { + "step": 2867, + "lr": 0.0001, + "sup_loss": 0.8796185039651816, + "rf_loss": 0.0001217606695718132, + "total_loss": 0.8797402646347534, + "lyap1_mean": 0.00562629010528326, + "lyap1_max": 0.02594316005706787, + "lyap1_min": -0.008788926526904106, + "lyap_spec_mean": [ + 0.005626290570944548, + 0.0013018446043133736, + 0.004079001024365425, + -0.00674964115023613 + ], + "frac_above_star": 0.625 + }, + { + "step": 2868, + "lr": 0.0001, + "sup_loss": 0.8544067865718706, + "rf_loss": 9.622477227821946e-05, + "total_loss": 0.8545030113441489, + "lyap1_mean": 0.0018842127174139023, + "lyap1_max": 0.015353169292211533, + "lyap1_min": -0.020589131861925125, + "lyap_spec_mean": [ + 0.0018842126009985805, + -0.0029198285192251205, + -0.003388573881238699, + 0.0012506627244874835 + ], + "frac_above_star": 0.625 + }, + { + "step": 2869, + "lr": 0.0001, + "sup_loss": 0.8718245960927121, + "rf_loss": 0.00022716171224601567, + "total_loss": 0.8720517578049581, + "lyap1_mean": 0.002247455297037959, + "lyap1_max": 0.022091496735811234, + "lyap1_min": -0.018940839916467667, + "lyap_spec_mean": [ + 0.0022474550642073154, + -0.009589999914169312, + -0.012621580623090267, + -0.015735439956188202 + ], + "frac_above_star": 0.375 + }, + { + "step": 2870, + "lr": 0.0001, + "sup_loss": 0.8663578417981139, + "rf_loss": 0.0005864151753485203, + "total_loss": 0.8669442569734624, + "lyap1_mean": -0.01277579739689827, + "lyap1_max": 0.003944189287722111, + "lyap1_min": -0.031895432621240616, + "lyap_spec_mean": [ + -0.01277579739689827, + -0.018107008188962936, + -0.018123310059309006, + -0.025243215262889862 + ], + "frac_above_star": 0.25 + }, + { + "step": 2871, + "lr": 0.0001, + "sup_loss": 0.8478029307878397, + "rf_loss": 0.0006920505547896028, + "total_loss": 0.8484949813426294, + "lyap1_mean": -0.015504973009228706, + "lyap1_max": 0.010211946442723274, + "lyap1_min": -0.03526287525892258, + "lyap_spec_mean": [ + -0.015504973009228706, + -0.02114601992070675, + -0.026163652539253235, + -0.029767807573080063 + ], + "frac_above_star": 0.125 + }, + { + "step": 2872, + "lr": 0.0001, + "sup_loss": 0.8452456864472718, + "rf_loss": 0.0008564928430132568, + "total_loss": 0.8461021792902851, + "lyap1_mean": -0.02499481663107872, + "lyap1_max": -0.006762189324945211, + "lyap1_min": -0.046112798154354095, + "lyap_spec_mean": [ + -0.02499481663107872, + -0.024878907948732376, + -0.02862885221838951, + -0.027177629992365837 + ], + "frac_above_star": 0.0 + }, + { + "step": 2873, + "lr": 0.0001, + "sup_loss": 0.9111928067632928, + "rf_loss": 0.0006633952725678682, + "total_loss": 0.9118562020358607, + "lyap1_mean": -0.021574193611741066, + "lyap1_max": 0.01574670523405075, + "lyap1_min": -0.03600757569074631, + "lyap_spec_mean": [ + -0.021574191749095917, + -0.018278155475854874, + -0.02367366850376129, + -0.023690154775977135 + ], + "frac_above_star": 0.125 + }, + { + "step": 2874, + "lr": 0.0001, + "sup_loss": 0.8836548403917432, + "rf_loss": 0.0003555198200047016, + "total_loss": 0.884010360211748, + "lyap1_mean": -0.007799873594194651, + "lyap1_max": 0.007542188744992018, + "lyap1_min": -0.021378103643655777, + "lyap_spec_mean": [ + -0.007799874059855938, + -0.015323501080274582, + -0.01670699566602707, + -0.020397845655679703 + ], + "frac_above_star": 0.25 + }, + { + "step": 2875, + "lr": 0.0001, + "sup_loss": 0.889672816011148, + "rf_loss": 0.00019878227612935007, + "total_loss": 0.8898715982872774, + "lyap1_mean": -0.0028621014207601547, + "lyap1_max": 0.017743585631251335, + "lyap1_min": -0.013402815908193588, + "lyap_spec_mean": [ + -0.002862101187929511, + -0.006674676202237606, + -0.013258234597742558, + -0.009250208735466003 + ], + "frac_above_star": 0.25 + }, + { + "step": 2876, + "lr": 0.0001, + "sup_loss": 0.9067031667700434, + "rf_loss": 0.0001719171996228397, + "total_loss": 0.9068750839696662, + "lyap1_mean": 0.000230361707508564, + "lyap1_max": 0.019773228093981743, + "lyap1_min": -0.016648318618535995, + "lyap_spec_mean": [ + 0.000230361707508564, + -0.0005749978590756655, + -0.00018660537898540497, + -0.006230288650840521 + ], + "frac_above_star": 0.375 + }, + { + "step": 2877, + "lr": 0.0001, + "sup_loss": 0.8831190149700735, + "rf_loss": 0.00021028621995355934, + "total_loss": 0.8833293011900271, + "lyap1_mean": 0.013631334528326988, + "lyap1_max": 0.03673744201660156, + "lyap1_min": 0.0005682660266757011, + "lyap_spec_mean": [ + 0.013631334528326988, + 0.013945356011390686, + 0.004871804267168045, + 0.0017753178253769875 + ], + "frac_above_star": 1.0 + }, + { + "step": 2878, + "lr": 0.0001, + "sup_loss": 0.8917133047121385, + "rf_loss": 0.0005035551730543375, + "total_loss": 0.8922168598851928, + "lyap1_mean": 0.02113107219338417, + "lyap1_max": 0.036679740995168686, + "lyap1_min": -0.0012554371496662498, + "lyap_spec_mean": [ + 0.02113107405602932, + 0.01913467049598694, + 0.017596524208784103, + 0.015306070446968079 + ], + "frac_above_star": 0.875 + }, + { + "step": 2879, + "lr": 0.0001, + "sup_loss": 0.9274007820586236, + "rf_loss": 0.00044350765529088676, + "total_loss": 0.9278442897139145, + "lyap1_mean": 0.0139668770134449, + "lyap1_max": 0.04249417409300804, + "lyap1_min": -0.003456302685663104, + "lyap_spec_mean": [ + 0.013966877944767475, + 0.01187186874449253, + 0.010531995445489883, + 0.006955988705158234 + ], + "frac_above_star": 0.75 + }, + { + "step": 2880, + "lr": 0.0001, + "sup_loss": 0.8447014025457915, + "rf_loss": 0.0002285652153659612, + "total_loss": 0.8449299677611575, + "lyap1_mean": 0.011251064017415047, + "lyap1_max": 0.023257888853549957, + "lyap1_min": 0.0019292397191748023, + "lyap_spec_mean": [ + 0.011251063086092472, + 0.017375558614730835, + 0.012435829266905785, + 0.006871003191918135 + ], + "frac_above_star": 1.0 + }, + { + "step": 2881, + "lr": 0.0001, + "sup_loss": 0.7724897390447719, + "rf_loss": 0.00026151048950850964, + "total_loss": 0.7727512495342804, + "lyap1_mean": 0.01316557265818119, + "lyap1_max": 0.028454050421714783, + "lyap1_min": -0.003437098814174533, + "lyap_spec_mean": [ + 0.013165573589503765, + 0.014516802504658699, + -0.002002584282308817, + 0.00038461899384856224 + ], + "frac_above_star": 0.875 + }, + { + "step": 2882, + "lr": 0.0001, + "sup_loss": 0.8486555071205392, + "rf_loss": 0.00024883815785869956, + "total_loss": 0.8489043452783979, + "lyap1_mean": 0.007671934552490711, + "lyap1_max": 0.025129955261945724, + "lyap1_min": -0.009945174679160118, + "lyap_spec_mean": [ + 0.0076719350181519985, + -0.003981634043157101, + -0.004331650212407112, + 0.006261685863137245 + ], + "frac_above_star": 0.625 + }, + { + "step": 2883, + "lr": 0.0001, + "sup_loss": 0.899220764490826, + "rf_loss": 0.00018200221529696137, + "total_loss": 0.899402766706123, + "lyap1_mean": 0.0015197873581200838, + "lyap1_max": 0.02459823153913021, + "lyap1_min": -0.00862924661487341, + "lyap_spec_mean": [ + 0.0015197874745354056, + -0.000967792235314846, + 0.00903817918151617, + -0.005372501444071531 + ], + "frac_above_star": 0.5 + }, + { + "step": 2884, + "lr": 0.0001, + "sup_loss": 0.8866067633522747, + "rf_loss": 0.00015895329124759883, + "total_loss": 0.8867657166435223, + "lyap1_mean": 0.002363166306167841, + "lyap1_max": 0.026379164308309555, + "lyap1_min": -0.013604841195046902, + "lyap_spec_mean": [ + 0.0023631667718291283, + -0.0007912080036476254, + -0.005611995700746775, + -0.005126966163516045 + ], + "frac_above_star": 0.5 + }, + { + "step": 2885, + "lr": 0.0001, + "sup_loss": 0.9081902950781809, + "rf_loss": 0.00024156570725608617, + "total_loss": 0.908431860785437, + "lyap1_mean": 0.007946358993649483, + "lyap1_max": 0.04945552349090576, + "lyap1_min": -0.023670442402362823, + "lyap_spec_mean": [ + 0.007946358993649483, + 0.007638728246092796, + 0.0008898277883417904, + 0.0010740411235019565 + ], + "frac_above_star": 0.625 + }, + { + "step": 2886, + "lr": 0.0001, + "sup_loss": 0.9255221329991972, + "rf_loss": 0.00012421171413734555, + "total_loss": 0.9256463447133345, + "lyap1_mean": -0.0016354474937543273, + "lyap1_max": 0.02118772082030773, + "lyap1_min": -0.02214846760034561, + "lyap_spec_mean": [ + -0.0016354476101696491, + -0.000827072886750102, + 0.0017059119418263435, + -0.004340076819062233 + ], + "frac_above_star": 0.375 + }, + { + "step": 2887, + "lr": 0.0001, + "sup_loss": 0.8922042330411895, + "rf_loss": 0.00010832502448465675, + "total_loss": 0.8923125580656741, + "lyap1_mean": -0.003138668369501829, + "lyap1_max": 0.00880356878042221, + "lyap1_min": -0.022637341171503067, + "lyap_spec_mean": [ + -0.003138668369501829, + -0.006003088317811489, + -0.004912367556244135, + -0.008807583712041378 + ], + "frac_above_star": 0.375 + }, + { + "step": 2888, + "lr": 0.0001, + "sup_loss": 0.6868898107087786, + "rf_loss": 0.00021130155073478818, + "total_loss": 0.6871011122595134, + "lyap1_mean": 0.008409494534134865, + "lyap1_max": 0.028095243498682976, + "lyap1_min": -0.005497319158166647, + "lyap_spec_mean": [ + 0.008409494534134865, + 0.005939364433288574, + 0.0044271438382565975, + -0.00014553067740052938 + ], + "frac_above_star": 0.75 + }, + { + "step": 2889, + "lr": 0.0001, + "sup_loss": 0.9430508775512861, + "rf_loss": 0.00011738020111806691, + "total_loss": 0.9431682577524042, + "lyap1_mean": 0.0064947353675961494, + "lyap1_max": 0.014444693922996521, + "lyap1_min": -0.007323600351810455, + "lyap_spec_mean": [ + 0.0064947353675961494, + 0.005596207454800606, + 0.007407655473798513, + 0.004373840056359768 + ], + "frac_above_star": 0.875 + }, + { + "step": 2890, + "lr": 0.0001, + "sup_loss": 0.8773613122478046, + "rf_loss": 0.00026237271958962083, + "total_loss": 0.8776236849673942, + "lyap1_mean": 0.016785986721515656, + "lyap1_max": 0.02410401962697506, + "lyap1_min": 0.0039465054869651794, + "lyap_spec_mean": [ + 0.016785986721515656, + 0.010654319077730179, + 0.011204158887267113, + 0.008502364158630371 + ], + "frac_above_star": 1.0 + }, + { + "step": 2891, + "lr": 0.0001, + "sup_loss": 0.803234866112955, + "rf_loss": 0.0003192551084794104, + "total_loss": 0.8035541212214344, + "lyap1_mean": 0.018388301134109497, + "lyap1_max": 0.035108279436826706, + "lyap1_min": -0.004711364395916462, + "lyap_spec_mean": [ + 0.018388301134109497, + 0.007574721239507198, + 0.007892357185482979, + 0.004905726760625839 + ], + "frac_above_star": 0.75 + }, + { + "step": 2892, + "lr": 0.0001, + "sup_loss": 0.9184376031587875, + "rf_loss": 0.00020591935026459396, + "total_loss": 0.9186435225090521, + "lyap1_mean": 0.006542457267642021, + "lyap1_max": 0.020547261461615562, + "lyap1_min": -0.016650930047035217, + "lyap_spec_mean": [ + 0.006542457267642021, + 0.0051549929194152355, + 0.010115565732121468, + 0.0012945998460054398 + ], + "frac_above_star": 0.75 + }, + { + "step": 2893, + "lr": 0.0001, + "sup_loss": 0.8264727290817451, + "rf_loss": 0.00014614526298828423, + "total_loss": 0.8266188743447334, + "lyap1_mean": 0.00809585489332676, + "lyap1_max": 0.022128120064735413, + "lyap1_min": -0.007129730191081762, + "lyap_spec_mean": [ + 0.00809585489332676, + 0.002957396674901247, + 0.000695672701112926, + -0.0030025173909962177 + ], + "frac_above_star": 0.75 + }, + { + "step": 2894, + "lr": 0.0001, + "sup_loss": 0.9065568964732699, + "rf_loss": 0.0002714550355449319, + "total_loss": 0.9068283515088148, + "lyap1_mean": 0.0019923746585845947, + "lyap1_max": 0.03668375313282013, + "lyap1_min": -0.022151168435811996, + "lyap_spec_mean": [ + 0.001992374425753951, + -0.0068576522171497345, + -0.005199439357966185, + -0.00848863273859024 + ], + "frac_above_star": 0.25 + }, + { + "step": 2895, + "lr": 0.0001, + "sup_loss": 0.8668658150286179, + "rf_loss": 0.00034702051198109984, + "total_loss": 0.867212835540599, + "lyap1_mean": -0.014803051017224789, + "lyap1_max": 0.0024417019449174404, + "lyap1_min": -0.029554015025496483, + "lyap_spec_mean": [ + -0.014803050085902214, + -0.019753756001591682, + -0.010051129385828972, + -0.018444685265421867 + ], + "frac_above_star": 0.125 + }, + { + "step": 2896, + "lr": 0.0001, + "sup_loss": 0.9084416864534468, + "rf_loss": 0.0007613345514982939, + "total_loss": 0.9092030210049451, + "lyap1_mean": -0.025411760434508324, + "lyap1_max": 0.0016365082701668143, + "lyap1_min": -0.03943941742181778, + "lyap_spec_mean": [ + -0.025411758571863174, + -0.018101194873452187, + -0.025920622050762177, + -0.028705185279250145 + ], + "frac_above_star": 0.125 + }, + { + "step": 2897, + "lr": 0.0001, + "sup_loss": 0.9637180833050679, + "rf_loss": 0.0003795033262576908, + "total_loss": 0.9640975866313256, + "lyap1_mean": -0.013469433411955833, + "lyap1_max": 0.005366801284253597, + "lyap1_min": -0.025071728974580765, + "lyap_spec_mean": [ + -0.013469433411955833, + -0.018506459891796112, + -0.017721213400363922, + -0.01923692412674427 + ], + "frac_above_star": 0.25 + }, + { + "step": 2898, + "lr": 0.0001, + "sup_loss": 0.8277628787892265, + "rf_loss": 0.0001280080177821219, + "total_loss": 0.8278908868070086, + "lyap1_mean": 0.007262063678354025, + "lyap1_max": 0.029299801215529442, + "lyap1_min": -0.005760728381574154, + "lyap_spec_mean": [ + 0.007262064144015312, + 0.0011534441728144884, + -0.0031050890684127808, + -0.001931056845933199 + ], + "frac_above_star": 0.625 + }, + { + "step": 2899, + "lr": 0.0001, + "sup_loss": 0.87146574761085, + "rf_loss": 0.0001405012735631317, + "total_loss": 0.8716062488844132, + "lyap1_mean": 0.004452517721801996, + "lyap1_max": 0.016518283635377884, + "lyap1_min": -0.0027919781859964132, + "lyap_spec_mean": [ + 0.0044525181874632835, + -0.003294407855719328, + -0.0029821463394910097, + -0.0019381586462259293 + ], + "frac_above_star": 0.875 + }, + { + "step": 2900, + "lr": 0.0001, + "sup_loss": 0.9131601399640077, + "rf_loss": 0.0001579633535584435, + "total_loss": 0.9133181033175661, + "lyap1_mean": 0.006187352817505598, + "lyap1_max": 0.016453489661216736, + "lyap1_min": -0.005338824354112148, + "lyap_spec_mean": [ + 0.006187353283166885, + 0.009990334510803223, + 0.0014986689202487469, + -0.0031932999845594168 + ], + "frac_above_star": 0.75 + }, + { + "step": 2901, + "lr": 0.0001, + "sup_loss": 0.8925452282714067, + "rf_loss": 0.00013366078201215714, + "total_loss": 0.8926788890534189, + "lyap1_mean": 0.007457567844539881, + "lyap1_max": 0.033491071313619614, + "lyap1_min": -0.008005308918654919, + "lyap_spec_mean": [ + 0.0074575673788785934, + 0.00496995123103261, + 0.004272583872079849, + -0.0024927647318691015 + ], + "frac_above_star": 0.75 + }, + { + "step": 2902, + "lr": 0.0001, + "sup_loss": 0.963865395760425, + "rf_loss": 0.00030391186010092497, + "total_loss": 0.9641693076205259, + "lyap1_mean": 0.009478679858148098, + "lyap1_max": 0.023676112294197083, + "lyap1_min": -0.00994236022233963, + "lyap_spec_mean": [ + 0.009478679858148098, + 0.017924899235367775, + 0.007878844626247883, + 0.005806281231343746 + ], + "frac_above_star": 0.75 + }, + { + "step": 2903, + "lr": 0.0001, + "sup_loss": 0.8668086644697856, + "rf_loss": 0.00012201096978969872, + "total_loss": 0.8669306754395752, + "lyap1_mean": 0.004110428970307112, + "lyap1_max": 0.011202211491763592, + "lyap1_min": -0.006387731991708279, + "lyap_spec_mean": [ + 0.004110429435968399, + 0.0014302035560831428, + -0.00024472689256072044, + -0.003711410565301776 + ], + "frac_above_star": 0.625 + }, + { + "step": 2904, + "lr": 0.0001, + "sup_loss": 0.8455162041279928, + "rf_loss": 0.000170519866514951, + "total_loss": 0.8456867239945077, + "lyap1_mean": 0.00923506822437048, + "lyap1_max": 0.027444321662187576, + "lyap1_min": -0.0009622219949960709, + "lyap_spec_mean": [ + 0.00923506822437048, + 0.006805118173360825, + 0.0050693112425506115, + 0.0016458196332678199 + ], + "frac_above_star": 0.75 + }, + { + "step": 2905, + "lr": 0.0001, + "sup_loss": 0.859061892316048, + "rf_loss": 0.0003374904626980424, + "total_loss": 0.8593993827787461, + "lyap1_mean": 0.019869377836585045, + "lyap1_max": 0.05078502744436264, + "lyap1_min": -0.0012655796017497778, + "lyap_spec_mean": [ + 0.019869377836585045, + 0.007907485589385033, + 0.005134762264788151, + 0.00935013685375452 + ], + "frac_above_star": 0.875 + }, + { + "step": 2906, + "lr": 0.0001, + "sup_loss": 0.8348388007805231, + "rf_loss": 0.00015374808572232723, + "total_loss": 0.8349925488662454, + "lyap1_mean": 0.0011254908749833703, + "lyap1_max": 0.031607985496520996, + "lyap1_min": -0.01840827241539955, + "lyap_spec_mean": [ + 0.0011254914570599794, + 0.0069182757288217545, + 0.0024307025596499443, + -0.0034147591795772314 + ], + "frac_above_star": 0.5 + }, + { + "step": 2907, + "lr": 0.0001, + "sup_loss": 0.9245537927672818, + "rf_loss": 0.00022236094810068607, + "total_loss": 0.9247761537153825, + "lyap1_mean": -0.006270634010434151, + "lyap1_max": 0.01611059159040451, + "lyap1_min": -0.023685913532972336, + "lyap_spec_mean": [ + -0.006270634476095438, + -0.006430939771234989, + -0.006059532985091209, + -0.0021972188260406256 + ], + "frac_above_star": 0.25 + }, + { + "step": 2908, + "lr": 0.0001, + "sup_loss": 0.8957824151997662, + "rf_loss": 0.00024855206720530987, + "total_loss": 0.8960309672669715, + "lyap1_mean": -0.008575649000704288, + "lyap1_max": 0.006920522078871727, + "lyap1_min": -0.017989765852689743, + "lyap_spec_mean": [ + -0.008575649000704288, + -0.011583221144974232, + -0.013527635484933853, + -0.01380233559757471 + ], + "frac_above_star": 0.125 + }, + { + "step": 2909, + "lr": 0.0001, + "sup_loss": 0.8789620026271598, + "rf_loss": 0.00028567001572810113, + "total_loss": 0.879247672642888, + "lyap1_mean": -0.007138407789170742, + "lyap1_max": 0.020311735570430756, + "lyap1_min": -0.020465893670916557, + "lyap_spec_mean": [ + -0.007138407789170742, + -0.00954459048807621, + -0.007717974949628115, + -0.02030913159251213 + ], + "frac_above_star": 0.25 + }, + { + "step": 2910, + "lr": 0.0001, + "sup_loss": 0.8747514450728396, + "rf_loss": 0.00021872096112929285, + "total_loss": 0.8749701660339689, + "lyap1_mean": 0.000511540099978447, + "lyap1_max": 0.032948046922683716, + "lyap1_min": -0.023890014737844467, + "lyap_spec_mean": [ + 0.0005115398671478033, + -0.001804920146241784, + -0.007465238682925701, + -0.008000718429684639 + ], + "frac_above_star": 0.375 + }, + { + "step": 2911, + "lr": 0.0001, + "sup_loss": 0.8961444859328974, + "rf_loss": 0.00021950546943116933, + "total_loss": 0.8963639914023286, + "lyap1_mean": 0.009864816442131996, + "lyap1_max": 0.03030482307076454, + "lyap1_min": -0.01948099210858345, + "lyap_spec_mean": [ + 0.009864816442131996, + 0.009809672832489014, + 0.006802628748118877, + 0.005278227850794792 + ], + "frac_above_star": 0.625 + }, + { + "step": 2912, + "lr": 0.0001, + "sup_loss": 0.824003068094611, + "rf_loss": 0.00035799527540802956, + "total_loss": 0.824361063370019, + "lyap1_mean": 0.010555896908044815, + "lyap1_max": 0.020777713507413864, + "lyap1_min": -0.012437660247087479, + "lyap_spec_mean": [ + 0.010555896908044815, + 0.01973433792591095, + 0.011688794940710068, + 0.008296243846416473 + ], + "frac_above_star": 0.875 + }, + { + "step": 2913, + "lr": 0.0001, + "sup_loss": 0.839441109166025, + "rf_loss": 0.00012452012742869556, + "total_loss": 0.8395656292934537, + "lyap1_mean": 0.0014571179635822773, + "lyap1_max": 0.0178263820707798, + "lyap1_min": -0.014397753402590752, + "lyap_spec_mean": [ + 0.001457118196412921, + -0.002158540301024914, + 0.0043608201667666435, + -0.0009227331611327827 + ], + "frac_above_star": 0.375 + }, + { + "step": 2914, + "lr": 0.0001, + "sup_loss": 0.903242229441344, + "rf_loss": 0.00020006165141239762, + "total_loss": 0.9034422910927564, + "lyap1_mean": 0.010061732493340969, + "lyap1_max": 0.03095635399222374, + "lyap1_min": -0.0061539760790765285, + "lyap_spec_mean": [ + 0.010061733424663544, + 0.0042192889377474785, + 0.009045434184372425, + 0.0017075445502996445 + ], + "frac_above_star": 0.75 + }, + { + "step": 2915, + "lr": 0.0001, + "sup_loss": 0.9123306947196151, + "rf_loss": 0.0001118483196478337, + "total_loss": 0.912442543039263, + "lyap1_mean": 0.00012694904580712318, + "lyap1_max": 0.012114587239921093, + "lyap1_min": -0.018163491040468216, + "lyap_spec_mean": [ + 0.00012694904580712318, + 0.0031026171054691076, + -0.004074691794812679, + -0.0015191237907856703 + ], + "frac_above_star": 0.5 + }, + { + "step": 2916, + "lr": 0.0001, + "sup_loss": 0.8615785195898966, + "rf_loss": 0.00017983565339818597, + "total_loss": 0.8617583552432948, + "lyap1_mean": -0.007276168093085289, + "lyap1_max": 0.007595195434987545, + "lyap1_min": -0.017862625420093536, + "lyap_spec_mean": [ + -0.007276168093085289, + -0.002978082513436675, + -0.0123886838555336, + -0.009959990158677101 + ], + "frac_above_star": 0.375 + }, + { + "step": 2917, + "lr": 0.0001, + "sup_loss": 0.8526088496534888, + "rf_loss": 6.258293433347717e-05, + "total_loss": 0.8526714325878223, + "lyap1_mean": -0.005039148963987827, + "lyap1_max": 0.0031960937194526196, + "lyap1_min": -0.015248123556375504, + "lyap_spec_mean": [ + -0.005039148963987827, + -0.0005018734373152256, + -0.0035939228255301714, + -0.00033618591260164976 + ], + "frac_above_star": 0.375 + }, + { + "step": 2918, + "lr": 0.0001, + "sup_loss": 0.7961401768666226, + "rf_loss": 0.00017364011728204787, + "total_loss": 0.7963138169839047, + "lyap1_mean": -0.0014176297700032592, + "lyap1_max": 0.02078934945166111, + "lyap1_min": -0.018088161945343018, + "lyap_spec_mean": [ + -0.0014176296535879374, + -0.0010244115255773067, + -0.0055820937268435955, + -0.005122270435094833 + ], + "frac_above_star": 0.375 + }, + { + "step": 2919, + "lr": 0.0001, + "sup_loss": 0.8827533198189307, + "rf_loss": 0.00024295860202983022, + "total_loss": 0.8829962784209605, + "lyap1_mean": 0.010842560790479183, + "lyap1_max": 0.024691354483366013, + "lyap1_min": -0.009338976815342903, + "lyap_spec_mean": [ + 0.010842560790479183, + 0.0030430639162659645, + -0.003174432087689638, + -0.0012598276371136308 + ], + "frac_above_star": 0.875 + }, + { + "step": 2920, + "lr": 0.0001, + "sup_loss": 0.8925468960477174, + "rf_loss": 9.664351091487333e-05, + "total_loss": 0.8926435395586323, + "lyap1_mean": 0.0065808603540062904, + "lyap1_max": 0.015276363119482994, + "lyap1_min": -0.006790834479033947, + "lyap_spec_mean": [ + 0.006580860819667578, + 0.001017189584672451, + 0.0017534082289785147, + 0.0023085963912308216 + ], + "frac_above_star": 0.75 + }, + { + "step": 2921, + "lr": 0.0001, + "sup_loss": 0.8546675736357119, + "rf_loss": 0.0001845825754571706, + "total_loss": 0.8548521562111691, + "lyap1_mean": 0.003996478393673897, + "lyap1_max": 0.030078580603003502, + "lyap1_min": -0.012180570513010025, + "lyap_spec_mean": [ + 0.003996478859335184, + -0.00565424095839262, + 0.004184799734503031, + -0.0013672609347850084 + ], + "frac_above_star": 0.5 + }, + { + "step": 2922, + "lr": 0.0001, + "sup_loss": 0.8662957838374786, + "rf_loss": 0.00026728882221505046, + "total_loss": 0.8665630726596937, + "lyap1_mean": 0.00914910901337862, + "lyap1_max": 0.042101338505744934, + "lyap1_min": -0.018625909462571144, + "lyap_spec_mean": [ + 0.009149108082056046, + 0.001009122235700488, + -0.0025021967012435198, + -0.0038087964057922363 + ], + "frac_above_star": 0.75 + }, + { + "step": 2923, + "lr": 0.0001, + "sup_loss": 0.8454790308344062, + "rf_loss": 0.000281784450635314, + "total_loss": 0.8457608152850415, + "lyap1_mean": -0.0011753991711884737, + "lyap1_max": 0.01858462393283844, + "lyap1_min": -0.015818577259778976, + "lyap_spec_mean": [ + -0.0011753990547731519, + 0.005684666335582733, + -0.0004298583953641355, + -0.005092751234769821 + ], + "frac_above_star": 0.375 + }, + { + "step": 2924, + "lr": 0.0001, + "sup_loss": 0.8027644326935155, + "rf_loss": 0.0001797921140678227, + "total_loss": 0.8029442248075833, + "lyap1_mean": 0.007858921773731709, + "lyap1_max": 0.041723161935806274, + "lyap1_min": -0.007347531616687775, + "lyap_spec_mean": [ + 0.007858922705054283, + 0.006245907861739397, + -0.0013767457567155361, + 0.004973578732460737 + ], + "frac_above_star": 0.625 + }, + { + "step": 2925, + "lr": 0.0001, + "sup_loss": 0.881883032517029, + "rf_loss": 0.0001879274204839021, + "total_loss": 0.8820709599375129, + "lyap1_mean": 0.013204449787735939, + "lyap1_max": 0.019213613122701645, + "lyap1_min": 0.003985004033893347, + "lyap_spec_mean": [ + 0.013204449787735939, + 0.007513015531003475, + 0.004415577743202448, + 0.008251544088125229 + ], + "frac_above_star": 1.0 + }, + { + "step": 2926, + "lr": 0.0001, + "sup_loss": 0.8935233960132041, + "rf_loss": 0.00017454722546972334, + "total_loss": 0.8936979432386738, + "lyap1_mean": 0.004987765569239855, + "lyap1_max": 0.01729639433324337, + "lyap1_min": -0.01828836090862751, + "lyap_spec_mean": [ + 0.004987765569239855, + 0.005535516422241926, + 0.00012933032121509314, + 0.0041745551861822605 + ], + "frac_above_star": 0.75 + }, + { + "step": 2927, + "lr": 0.0001, + "sup_loss": 0.9364531330183848, + "rf_loss": 0.0001683370501268655, + "total_loss": 0.9366214700685117, + "lyap1_mean": 0.0004387553781270981, + "lyap1_max": 0.012729087844491005, + "lyap1_min": -0.01635384000837803, + "lyap_spec_mean": [ + 0.00043875514529645443, + -0.0024769131559878588, + -0.007761697750538588, + -0.00937112607061863 + ], + "frac_above_star": 0.625 + }, + { + "step": 2928, + "lr": 0.0001, + "sup_loss": 0.8667742860968847, + "rf_loss": 0.00011854819604195654, + "total_loss": 0.8668928342929266, + "lyap1_mean": -0.0026523959822952747, + "lyap1_max": 0.012183747254312038, + "lyap1_min": -0.01658492535352707, + "lyap_spec_mean": [ + -0.0026523955166339874, + 0.0009410988423041999, + -0.0022416147403419018, + -0.008143497630953789 + ], + "frac_above_star": 0.375 + }, + { + "step": 2929, + "lr": 0.0001, + "sup_loss": 0.7846544097616674, + "rf_loss": 0.000305812107399106, + "total_loss": 0.7849602218690666, + "lyap1_mean": -0.009535988792777061, + "lyap1_max": 0.007285848259925842, + "lyap1_min": -0.02980649471282959, + "lyap_spec_mean": [ + -0.009535988792777061, + -0.009912855923175812, + -0.014956008642911911, + -0.016982071101665497 + ], + "frac_above_star": 0.25 + }, + { + "step": 2930, + "lr": 0.0001, + "sup_loss": 0.8548770530768675, + "rf_loss": 0.0002765802782960236, + "total_loss": 0.8551536333551635, + "lyap1_mean": -0.002321571344509721, + "lyap1_max": 0.01920773833990097, + "lyap1_min": -0.03093925677239895, + "lyap_spec_mean": [ + -0.002321571111679077, + -0.013104034587740898, + -0.001701842062175274, + -0.007867769338190556 + ], + "frac_above_star": 0.5 + }, + { + "step": 2931, + "lr": 0.0001, + "sup_loss": 0.8668471629643887, + "rf_loss": 0.00020671328820753843, + "total_loss": 0.8670538762525962, + "lyap1_mean": -0.001336373621597886, + "lyap1_max": 0.027492668479681015, + "lyap1_min": -0.028952984139323235, + "lyap_spec_mean": [ + -0.0013363738544285297, + -0.003204233944416046, + -0.0058810049667954445, + -0.01067771203815937 + ], + "frac_above_star": 0.375 + }, + { + "step": 2932, + "lr": 0.0001, + "sup_loss": 0.890753281813619, + "rf_loss": 0.00017005408881232142, + "total_loss": 0.8909233359024313, + "lyap1_mean": -0.0016607604920864105, + "lyap1_max": 0.019078262150287628, + "lyap1_min": -0.019425246864557266, + "lyap_spec_mean": [ + -0.0016607603756710887, + -0.005218504928052425, + -0.008242011070251465, + -0.008292150683701038 + ], + "frac_above_star": 0.5 + }, + { + "step": 2933, + "lr": 0.0001, + "sup_loss": 0.8456473549076938, + "rf_loss": 0.0002725239028222859, + "total_loss": 0.8459198788105161, + "lyap1_mean": 0.003222959116101265, + "lyap1_max": 0.03510070592164993, + "lyap1_min": -0.02421720325946808, + "lyap_spec_mean": [ + 0.003222959116101265, + 0.0052247135899960995, + -0.002624668413773179, + -0.006509775295853615 + ], + "frac_above_star": 0.625 + }, + { + "step": 2934, + "lr": 0.0001, + "sup_loss": 0.9360480138071205, + "rf_loss": 0.0002915262884926051, + "total_loss": 0.9363395400956132, + "lyap1_mean": 0.0003867899067699909, + "lyap1_max": 0.013845759443938732, + "lyap1_min": -0.022750206291675568, + "lyap_spec_mean": [ + 0.0003867899067699909, + -0.017452169209718704, + -0.009201191365718842, + -0.010677771642804146 + ], + "frac_above_star": 0.625 + }, + { + "step": 2935, + "lr": 0.0001, + "sup_loss": 0.9045109213387347, + "rf_loss": 0.00033740763319656253, + "total_loss": 0.9048483289719312, + "lyap1_mean": -0.012926537543535233, + "lyap1_max": 0.0009508691728115082, + "lyap1_min": -0.025016002357006073, + "lyap_spec_mean": [ + -0.012926536612212658, + -0.015943093225359917, + -0.017022481188178062, + -0.019121801480650902 + ], + "frac_above_star": 0.125 + }, + { + "step": 2936, + "lr": 0.0001, + "sup_loss": 0.8851061310418328, + "rf_loss": 0.000584720924962312, + "total_loss": 0.8856908519667951, + "lyap1_mean": -0.02584720589220524, + "lyap1_max": -0.014957688748836517, + "lyap1_min": -0.03806416317820549, + "lyap_spec_mean": [ + -0.025847207754850388, + -0.015935152769088745, + -0.021213704720139503, + -0.023372270166873932 + ], + "frac_above_star": 0.0 + }, + { + "step": 2937, + "lr": 0.0001, + "sup_loss": 0.9169523318601297, + "rf_loss": 0.0002708703395910561, + "total_loss": 0.9172232021997208, + "lyap1_mean": -0.0024663531221449375, + "lyap1_max": 0.022759882733225822, + "lyap1_min": -0.020741088315844536, + "lyap_spec_mean": [ + -0.00246635265648365, + -0.01083950512111187, + -0.010988209396600723, + -0.011593831703066826 + ], + "frac_above_star": 0.375 + }, + { + "step": 2938, + "lr": 0.0001, + "sup_loss": 0.9153406439205807, + "rf_loss": 0.0002627794165164232, + "total_loss": 0.9156034233370971, + "lyap1_mean": 0.00957193411886692, + "lyap1_max": 0.035980574786663055, + "lyap1_min": -0.010796080343425274, + "lyap_spec_mean": [ + 0.00957193411886692, + 0.004905428737401962, + 0.0012458108831197023, + -0.0013391515240073204 + ], + "frac_above_star": 0.625 + }, + { + "step": 2939, + "lr": 0.0001, + "sup_loss": 0.7743991668870217, + "rf_loss": 0.00019731362408492714, + "total_loss": 0.7745964805111066, + "lyap1_mean": 0.006471584085375071, + "lyap1_max": 0.024585021659731865, + "lyap1_min": -0.0024653065484017134, + "lyap_spec_mean": [ + 0.006471583619713783, + 0.01113415602594614, + -0.00014966586604714394, + 0.006599728949368 + ], + "frac_above_star": 0.875 + }, + { + "step": 2940, + "lr": 0.0001, + "sup_loss": 0.8247168749135965, + "rf_loss": 0.00025722681311890483, + "total_loss": 0.8249741017267154, + "lyap1_mean": 0.008265096694231033, + "lyap1_max": 0.03728274255990982, + "lyap1_min": -0.007443734910339117, + "lyap_spec_mean": [ + 0.008265095762908459, + 0.015179737471044064, + 0.004995542578399181, + 0.0016847141087055206 + ], + "frac_above_star": 0.625 + }, + { + "step": 2941, + "lr": 0.0001, + "sup_loss": 0.9120899511774431, + "rf_loss": 0.0009480779990553856, + "total_loss": 0.9130380291764985, + "lyap1_mean": 0.031237754970788956, + "lyap1_max": 0.07495279610157013, + "lyap1_min": 0.00991081539541483, + "lyap_spec_mean": [ + 0.031237754970788956, + 0.02056105062365532, + 0.024479147046804428, + 0.022467587143182755 + ], + "frac_above_star": 1.0 + }, + { + "step": 2942, + "lr": 0.0001, + "sup_loss": 0.8602762764285629, + "rf_loss": 0.0004151684115640819, + "total_loss": 0.8606914448401269, + "lyap1_mean": 0.02324632741510868, + "lyap1_max": 0.04249780625104904, + "lyap1_min": 0.015564198605716228, + "lyap_spec_mean": [ + 0.02324632741510868, + 0.017039988189935684, + 0.01447252370417118, + 0.01668788678944111 + ], + "frac_above_star": 1.0 + }, + { + "step": 2943, + "lr": 0.0001, + "sup_loss": 0.9068904445259758, + "rf_loss": 0.0006155289011076093, + "total_loss": 0.9075059734270834, + "lyap1_mean": 0.0267478097230196, + "lyap1_max": 0.05453170835971832, + "lyap1_min": 0.011659442447125912, + "lyap_spec_mean": [ + 0.0267478097230196, + 0.020496245473623276, + 0.017980854958295822, + 0.02213822305202484 + ], + "frac_above_star": 1.0 + }, + { + "step": 2944, + "lr": 0.0001, + "sup_loss": 1.0798700863106956, + "rf_loss": 0.00022451575205195695, + "total_loss": 1.0800946020627475, + "lyap1_mean": 0.007757467217743397, + "lyap1_max": 0.022944314405322075, + "lyap1_min": -0.005358153022825718, + "lyap_spec_mean": [ + 0.0077574667520821095, + 0.01218274887651205, + 0.002110481960698962, + -0.0019494174048304558 + ], + "frac_above_star": 0.875 + }, + { + "step": 2945, + "lr": 0.0001, + "sup_loss": 0.9258558692372845, + "rf_loss": 0.00015357777010649443, + "total_loss": 0.926009447007391, + "lyap1_mean": 0.003625794081017375, + "lyap1_max": 0.02447207272052765, + "lyap1_min": -0.011944803409278393, + "lyap_spec_mean": [ + 0.0036257938481867313, + 0.00395431462675333, + 0.00018074922263622284, + 0.0015565638896077871 + ], + "frac_above_star": 0.625 + }, + { + "step": 2946, + "lr": 0.0001, + "sup_loss": 0.9613370506666802, + "rf_loss": 0.00015992645057849586, + "total_loss": 0.9614969771172587, + "lyap1_mean": -0.002928690519183874, + "lyap1_max": 0.015344412997364998, + "lyap1_min": -0.02224593423306942, + "lyap_spec_mean": [ + -0.002928690053522587, + -0.0012592487037181854, + -0.0033047471661120653, + -0.006930867210030556 + ], + "frac_above_star": 0.5 + }, + { + "step": 2947, + "lr": 0.0001, + "sup_loss": 0.8896320590575295, + "rf_loss": 0.00044824881479144096, + "total_loss": 0.890080307872321, + "lyap1_mean": -0.008830305188894272, + "lyap1_max": 0.02112651988863945, + "lyap1_min": -0.028318386524915695, + "lyap_spec_mean": [ + -0.008830305188894272, + -0.012639325112104416, + -0.009795412421226501, + -0.018301770091056824 + ], + "frac_above_star": 0.25 + }, + { + "step": 2948, + "lr": 0.0001, + "sup_loss": 0.9228118990412456, + "rf_loss": 0.0006508639780804515, + "total_loss": 0.9234627630193261, + "lyap1_mean": -0.014983296394348145, + "lyap1_max": 0.015724526718258858, + "lyap1_min": -0.0388626828789711, + "lyap_spec_mean": [ + -0.01498329732567072, + -0.0240105539560318, + -0.023112840950489044, + -0.023604072630405426 + ], + "frac_above_star": 0.25 + }, + { + "step": 2949, + "lr": 0.0001, + "sup_loss": 0.917374242067621, + "rf_loss": 0.0006486519705504179, + "total_loss": 0.9180228940381714, + "lyap1_mean": -0.024206284433603287, + "lyap1_max": -0.015518544241786003, + "lyap1_min": -0.03470800817012787, + "lyap_spec_mean": [ + -0.024206286296248436, + -0.020885353907942772, + -0.027328213676810265, + -0.02306210994720459 + ], + "frac_above_star": 0.0 + }, + { + "step": 2950, + "lr": 0.0001, + "sup_loss": 0.8815937119768209, + "rf_loss": 0.0005427172873169184, + "total_loss": 0.8821364292641378, + "lyap1_mean": -0.014492182992398739, + "lyap1_max": 0.00323590449988842, + "lyap1_min": -0.03430654853582382, + "lyap_spec_mean": [ + -0.014492182992398739, + -0.012933380901813507, + -0.02028489299118519, + -0.022593028843402863 + ], + "frac_above_star": 0.25 + }, + { + "step": 2951, + "lr": 0.0001, + "sup_loss": 0.9120062185797215, + "rf_loss": 0.0005317275645211339, + "total_loss": 0.9125379461442427, + "lyap1_mean": -0.01541475486010313, + "lyap1_max": 0.020040281116962433, + "lyap1_min": -0.032008007168769836, + "lyap_spec_mean": [ + -0.015414753928780556, + -0.017669493332505226, + -0.017248786985874176, + -0.024918340146541595 + ], + "frac_above_star": 0.25 + }, + { + "step": 2952, + "lr": 0.0001, + "sup_loss": 0.9122698005721701, + "rf_loss": 0.0002862972905859351, + "total_loss": 0.912556097862756, + "lyap1_mean": -0.01065865345299244, + "lyap1_max": 0.009783602319657803, + "lyap1_min": -0.02707836404442787, + "lyap_spec_mean": [ + -0.01065865345299244, + -0.011941432021558285, + -0.010868492536246777, + -0.011638309806585312 + ], + "frac_above_star": 0.375 + }, + { + "step": 2953, + "lr": 0.0001, + "sup_loss": 0.9106662690234738, + "rf_loss": 0.0003215824253857136, + "total_loss": 0.9109878514488595, + "lyap1_mean": -0.01233535073697567, + "lyap1_max": 0.01739109680056572, + "lyap1_min": -0.02968120202422142, + "lyap_spec_mean": [ + -0.01233535073697567, + -0.0017001319210976362, + -0.006271020509302616, + 0.001601409399881959 + ], + "frac_above_star": 0.375 + }, + { + "step": 2954, + "lr": 0.0001, + "sup_loss": 0.9053101237598733, + "rf_loss": 0.0003336996305733919, + "total_loss": 0.9056438233904467, + "lyap1_mean": 0.00973106361925602, + "lyap1_max": 0.029423493891954422, + "lyap1_min": -0.006773361936211586, + "lyap_spec_mean": [ + 0.00973106361925602, + 0.00878942385315895, + 0.0029263971373438835, + 0.009747137315571308 + ], + "frac_above_star": 0.625 + }, + { + "step": 2955, + "lr": 0.0001, + "sup_loss": 0.9530474532755737, + "rf_loss": 0.0003927705984096974, + "total_loss": 0.9534402238739834, + "lyap1_mean": 0.016174858435988426, + "lyap1_max": 0.04927247762680054, + "lyap1_min": -0.004744370002299547, + "lyap_spec_mean": [ + 0.016174858435988426, + 0.0059117889031767845, + 0.022689148783683777, + 0.013806824572384357 + ], + "frac_above_star": 0.875 + }, + { + "step": 2956, + "lr": 0.0001, + "sup_loss": 0.9276233055330452, + "rf_loss": 0.0005430449964478612, + "total_loss": 0.928166350529493, + "lyap1_mean": 0.025208422914147377, + "lyap1_max": 0.045096613466739655, + "lyap1_min": -0.005774411838501692, + "lyap_spec_mean": [ + 0.025208422914147377, + 0.01574627496302128, + 0.017744604498147964, + 0.009548882953822613 + ], + "frac_above_star": 0.875 + }, + { + "step": 2957, + "lr": 0.0001, + "sup_loss": 0.9078610042946037, + "rf_loss": 0.00048086210153996944, + "total_loss": 0.9083418663961437, + "lyap1_mean": 0.02323075570166111, + "lyap1_max": 0.05168130248785019, + "lyap1_min": -0.006250293459743261, + "lyap_spec_mean": [ + 0.02323075570166111, + 0.013022104278206825, + 0.0159001387655735, + 0.014303432777523994 + ], + "frac_above_star": 0.875 + }, + { + "step": 2958, + "lr": 0.0001, + "sup_loss": 0.8831636101478716, + "rf_loss": 8.822133531793952e-05, + "total_loss": 0.8832518314831895, + "lyap1_mean": 0.0022819300647825003, + "lyap1_max": 0.021058883517980576, + "lyap1_min": -0.00824431050568819, + "lyap_spec_mean": [ + 0.0022819298319518566, + -0.0034466779325157404, + 0.0024788181763142347, + -0.003900559153407812 + ], + "frac_above_star": 0.625 + }, + { + "step": 2959, + "lr": 0.0001, + "sup_loss": 0.8719731827624393, + "rf_loss": 0.00015248474664986134, + "total_loss": 0.8721256675090892, + "lyap1_mean": 0.004736921284347773, + "lyap1_max": 0.02248605713248253, + "lyap1_min": -0.022978447377681732, + "lyap_spec_mean": [ + 0.004736920818686485, + 0.004406079184263945, + -0.0003658547066152096, + 0.001921004382893443 + ], + "frac_above_star": 0.75 + }, + { + "step": 2960, + "lr": 0.0001, + "sup_loss": 0.8902594702010622, + "rf_loss": 0.0003273112524766475, + "total_loss": 0.8905867814535389, + "lyap1_mean": 0.0009631272405385971, + "lyap1_max": 0.0265316404402256, + "lyap1_min": -0.029494792222976685, + "lyap_spec_mean": [ + 0.0009631272405385971, + -0.004104643128812313, + -0.011316405609250069, + -0.017220601439476013 + ], + "frac_above_star": 0.5 + }, + { + "step": 2961, + "lr": 0.0001, + "sup_loss": 0.9081589380148178, + "rf_loss": 0.00029149209149181843, + "total_loss": 0.9084504301063097, + "lyap1_mean": 0.0063177794218063354, + "lyap1_max": 0.04132062941789627, + "lyap1_min": -0.011878518387675285, + "lyap_spec_mean": [ + 0.006317779887467623, + -0.009011585265398026, + -0.015418114140629768, + -0.012120607309043407 + ], + "frac_above_star": 0.5 + }, + { + "step": 2962, + "lr": 0.0001, + "sup_loss": 0.8753321676433334, + "rf_loss": 0.0005712350830435753, + "total_loss": 0.875903402726377, + "lyap1_mean": -0.017900455743074417, + "lyap1_max": 0.019402101635932922, + "lyap1_min": -0.03919965401291847, + "lyap_spec_mean": [ + -0.017900455743074417, + -0.015834636986255646, + -0.015748148784041405, + -0.023333769291639328 + ], + "frac_above_star": 0.125 + }, + { + "step": 2963, + "lr": 0.0001, + "sup_loss": 0.9107735088716167, + "rf_loss": 0.00039174483390524983, + "total_loss": 0.9111652537055219, + "lyap1_mean": -0.004727343562990427, + "lyap1_max": 0.013799074105918407, + "lyap1_min": -0.02642202004790306, + "lyap_spec_mean": [ + -0.004727343562990427, + -0.01611141487956047, + -0.012535607442259789, + -0.01956542581319809 + ], + "frac_above_star": 0.375 + }, + { + "step": 2964, + "lr": 0.0001, + "sup_loss": 0.9182529403327684, + "rf_loss": 0.00044316030107438564, + "total_loss": 0.9186961006338428, + "lyap1_mean": -0.014070199802517891, + "lyap1_max": 0.0074500422924757, + "lyap1_min": -0.02717459946870804, + "lyap_spec_mean": [ + -0.014070199802517891, + -0.01683659851551056, + -0.016370801255106926, + -0.02147933468222618 + ], + "frac_above_star": 0.125 + }, + { + "step": 2965, + "lr": 0.0001, + "sup_loss": 0.8814155240059561, + "rf_loss": 0.00028818720602430403, + "total_loss": 0.8817037112119804, + "lyap1_mean": -0.005493559874594212, + "lyap1_max": 0.015040477737784386, + "lyap1_min": -0.03156145662069321, + "lyap_spec_mean": [ + -0.005493559874594212, + -0.004869974218308926, + -0.012018213048577309, + -0.011180272325873375 + ], + "frac_above_star": 0.375 + }, + { + "step": 2966, + "lr": 0.0001, + "sup_loss": 0.8276575713872606, + "rf_loss": 0.00014204545004758984, + "total_loss": 0.8277996168373082, + "lyap1_mean": -0.000484193442389369, + "lyap1_max": 0.01484320592135191, + "lyap1_min": -0.017632780596613884, + "lyap_spec_mean": [ + -0.000484193442389369, + -0.001440298743546009, + -0.007777045946568251, + -0.005884626414626837 + ], + "frac_above_star": 0.5 + }, + { + "step": 2967, + "lr": 0.0001, + "sup_loss": 0.8493285799756508, + "rf_loss": 0.00015306226850952953, + "total_loss": 0.8494816422441603, + "lyap1_mean": 0.007216284051537514, + "lyap1_max": 0.02728077583014965, + "lyap1_min": -0.008249333128333092, + "lyap_spec_mean": [ + 0.007216283585876226, + 0.0001944436226040125, + -0.0007506076944991946, + 0.0009917357238009572 + ], + "frac_above_star": 0.75 + }, + { + "step": 2968, + "lr": 0.0001, + "sup_loss": 0.9089230832115386, + "rf_loss": 0.0006081894971430302, + "total_loss": 0.9095312727086816, + "lyap1_mean": 0.019026145339012146, + "lyap1_max": 0.04931694269180298, + "lyap1_min": -0.0015691537410020828, + "lyap_spec_mean": [ + 0.019026145339012146, + 0.021114259958267212, + 0.015322376042604446, + 0.010380001738667488 + ], + "frac_above_star": 0.75 + }, + { + "step": 2969, + "lr": 0.0001, + "sup_loss": 0.9354677793468364, + "rf_loss": 0.0003792374627664685, + "total_loss": 0.9358470168096029, + "lyap1_mean": 0.015320094302296638, + "lyap1_max": 0.03686897084116936, + "lyap1_min": -0.014359068125486374, + "lyap_spec_mean": [ + 0.015320093370974064, + 0.01790018193423748, + 0.01743200235068798, + 0.010648287832736969 + ], + "frac_above_star": 0.875 + }, + { + "step": 2970, + "lr": 0.0001, + "sup_loss": 0.8234748661632292, + "rf_loss": 0.0006448029889725149, + "total_loss": 0.8241196691522017, + "lyap1_mean": 0.03136065974831581, + "lyap1_max": 0.047554753720760345, + "lyap1_min": 0.018139641731977463, + "lyap_spec_mean": [ + 0.03136065974831581, + 0.019897975027561188, + 0.016231315210461617, + 0.02322927489876747 + ], + "frac_above_star": 1.0 + }, + { + "step": 2971, + "lr": 0.0001, + "sup_loss": 0.8820777164309903, + "rf_loss": 0.00028203328838571906, + "total_loss": 0.882359749719376, + "lyap1_mean": 0.011994932778179646, + "lyap1_max": 0.024394577369093895, + "lyap1_min": 0.0019531151046976447, + "lyap_spec_mean": [ + 0.011994931846857071, + 0.01342991553246975, + 0.013223395682871342, + 0.00937254261225462 + ], + "frac_above_star": 1.0 + }, + { + "step": 2972, + "lr": 0.0001, + "sup_loss": 0.9253766635258229, + "rf_loss": 0.00024894828675314784, + "total_loss": 0.9256256118125761, + "lyap1_mean": 0.008882379159331322, + "lyap1_max": 0.03386782109737396, + "lyap1_min": -0.001617206260561943, + "lyap_spec_mean": [ + 0.008882379159331322, + 0.008760771714150906, + 0.0011743218638002872, + 0.0015703912358731031 + ], + "frac_above_star": 0.625 + }, + { + "step": 2973, + "lr": 0.0001, + "sup_loss": 0.8042892326887155, + "rf_loss": 0.00035178239340893924, + "total_loss": 0.8046410150821245, + "lyap1_mean": -0.005659988150000572, + "lyap1_max": 0.01827889494597912, + "lyap1_min": -0.025323376059532166, + "lyap_spec_mean": [ + -0.005659988150000572, + -0.014222593046724796, + -0.007195909041911364, + -0.016022326424717903 + ], + "frac_above_star": 0.5 + }, + { + "step": 2974, + "lr": 0.0001, + "sup_loss": 0.8065522951952175, + "rf_loss": 0.00019469860126264393, + "total_loss": 0.8067469937964802, + "lyap1_mean": -0.005045697093009949, + "lyap1_max": 0.011184999719262123, + "lyap1_min": -0.02043149247765541, + "lyap_spec_mean": [ + -0.005045697558671236, + -0.0012531945249065757, + -0.006656115874648094, + -0.006142719183117151 + ], + "frac_above_star": 0.375 + }, + { + "step": 2975, + "lr": 0.0001, + "sup_loss": 0.8541420273154172, + "rf_loss": 0.00033119728323072195, + "total_loss": 0.8544732245986479, + "lyap1_mean": -0.0020680315792560577, + "lyap1_max": 0.018656037747859955, + "lyap1_min": -0.028998591005802155, + "lyap_spec_mean": [ + -0.0020680315792560577, + -0.008092419244349003, + -0.009925547987222672, + -0.015417584218084812 + ], + "frac_above_star": 0.5 + }, + { + "step": 2976, + "lr": 0.0001, + "sup_loss": 0.8348125297936156, + "rf_loss": 0.0001972721511265263, + "total_loss": 0.8350098019447422, + "lyap1_mean": -0.003765670582652092, + "lyap1_max": 0.009827269241213799, + "lyap1_min": -0.016930649057030678, + "lyap_spec_mean": [ + -0.0037656703498214483, + -0.0025143916718661785, + -0.00793331116437912, + -0.009304272942245007 + ], + "frac_above_star": 0.375 + }, + { + "step": 2977, + "lr": 0.0001, + "sup_loss": 0.8453786167079996, + "rf_loss": 0.00017033735639415681, + "total_loss": 0.8455489540643938, + "lyap1_mean": -0.00031257886439561844, + "lyap1_max": 0.016157595440745354, + "lyap1_min": -0.012350949458777905, + "lyap_spec_mean": [ + -0.00031257898081094027, + -0.008803494274616241, + -0.009221007116138935, + -0.01033750083297491 + ], + "frac_above_star": 0.375 + }, + { + "step": 2978, + "lr": 0.0001, + "sup_loss": 0.9411156096956406, + "rf_loss": 0.00015465225442312658, + "total_loss": 0.9412702619500637, + "lyap1_mean": 0.0037693774793297052, + "lyap1_max": 0.030070707201957703, + "lyap1_min": -0.01782858744263649, + "lyap_spec_mean": [ + 0.0037693772464990616, + 0.0038029695861041546, + 0.003786289133131504, + 0.003984559793025255 + ], + "frac_above_star": 0.625 + }, + { + "step": 2979, + "lr": 0.0001, + "sup_loss": 0.958295251374501, + "rf_loss": 0.00021818240929860622, + "total_loss": 0.9585134337837996, + "lyap1_mean": -0.005823556333780289, + "lyap1_max": 0.015960080549120903, + "lyap1_min": -0.02796056866645813, + "lyap_spec_mean": [ + -0.005823557265102863, + -0.014410091564059258, + -0.003924897871911526, + -0.010882744565606117 + ], + "frac_above_star": 0.375 + }, + { + "step": 2980, + "lr": 0.0001, + "sup_loss": 0.8872007026371004, + "rf_loss": 0.0001739769650157541, + "total_loss": 0.8873746796021161, + "lyap1_mean": 0.003582695499062538, + "lyap1_max": 0.033328961580991745, + "lyap1_min": -0.016283348202705383, + "lyap_spec_mean": [ + 0.003582695499062538, + -0.006600436754524708, + -0.002336148638278246, + -0.005106947384774685 + ], + "frac_above_star": 0.5 + }, + { + "step": 2981, + "lr": 0.0001, + "sup_loss": 0.9348507873380663, + "rf_loss": 0.00028803927125409245, + "total_loss": 0.9351388266093204, + "lyap1_mean": 0.00859522819519043, + "lyap1_max": 0.037482358515262604, + "lyap1_min": -0.012491702102124691, + "lyap_spec_mean": [ + 0.00859522819519043, + -0.005626819562166929, + -0.007732659578323364, + -0.011364387348294258 + ], + "frac_above_star": 0.625 + }, + { + "step": 2982, + "lr": 0.0001, + "sup_loss": 0.8399688408241354, + "rf_loss": 0.00037279626121744514, + "total_loss": 0.8403416370853528, + "lyap1_mean": -0.010266438126564026, + "lyap1_max": 0.0026560944970697165, + "lyap1_min": -0.019864661619067192, + "lyap_spec_mean": [ + -0.010266437195241451, + -0.020375680178403854, + -0.019264845177531242, + -0.016776297241449356 + ], + "frac_above_star": 0.25 + }, + { + "step": 2983, + "lr": 0.0001, + "sup_loss": 0.8808496420539322, + "rf_loss": 0.000323071755701676, + "total_loss": 0.8811727138096339, + "lyap1_mean": -0.007111627608537674, + "lyap1_max": 0.01651240512728691, + "lyap1_min": -0.031507812440395355, + "lyap_spec_mean": [ + -0.007111627142876387, + -0.015076848678290844, + -0.01323615200817585, + -0.015263833105564117 + ], + "frac_above_star": 0.25 + }, + { + "step": 2984, + "lr": 0.0001, + "sup_loss": 0.8397090190961412, + "rf_loss": 0.0002585919282864779, + "total_loss": 0.8399676110244276, + "lyap1_mean": -0.011381308548152447, + "lyap1_max": 0.007020178250968456, + "lyap1_min": -0.030992647632956505, + "lyap_spec_mean": [ + -0.011381307616829872, + -0.007974362000823021, + -0.006404108367860317, + -0.007855911739170551 + ], + "frac_above_star": 0.375 + }, + { + "step": 2985, + "lr": 0.0001, + "sup_loss": 0.7460093530385522, + "rf_loss": 0.00021347669826354831, + "total_loss": 0.7462228297368158, + "lyap1_mean": -0.001852946006692946, + "lyap1_max": 0.008188663050532341, + "lyap1_min": -0.016665905714035034, + "lyap_spec_mean": [ + -0.0018529461231082678, + 0.003893697401508689, + -0.00795090850442648, + -0.010375344194471836 + ], + "frac_above_star": 0.5 + }, + { + "step": 2986, + "lr": 0.0001, + "sup_loss": 0.9075882038194524, + "rf_loss": 0.00013304731692187488, + "total_loss": 0.9077212511363743, + "lyap1_mean": 0.0023895506747066975, + "lyap1_max": 0.03386919945478439, + "lyap1_min": -0.018336281180381775, + "lyap_spec_mean": [ + 0.0023895506747066975, + 0.0025509598199278116, + 0.0011241994798183441, + 0.002346883062273264 + ], + "frac_above_star": 0.625 + }, + { + "step": 2987, + "lr": 0.0001, + "sup_loss": 0.8387974080147498, + "rf_loss": 0.0003211479925084859, + "total_loss": 0.8391185560072583, + "lyap1_mean": 0.01738833077251911, + "lyap1_max": 0.04850822314620018, + "lyap1_min": -0.009846212342381477, + "lyap_spec_mean": [ + 0.01738833077251911, + 0.005533528979867697, + 0.007782868575304747, + 0.004225695505738258 + ], + "frac_above_star": 0.75 + }, + { + "step": 2988, + "lr": 0.0001, + "sup_loss": 0.8865977907085347, + "rf_loss": 0.00033023100695572793, + "total_loss": 0.8869280217154905, + "lyap1_mean": 0.008217787370085716, + "lyap1_max": 0.02485339343547821, + "lyap1_min": -0.007746927440166473, + "lyap_spec_mean": [ + 0.008217787370085716, + 0.015186578035354614, + 0.019961396232247353, + 0.009084348566830158 + ], + "frac_above_star": 0.625 + }, + { + "step": 2989, + "lr": 0.0001, + "sup_loss": 0.882883313499734, + "rf_loss": 0.0005776414764113724, + "total_loss": 0.8834609549761454, + "lyap1_mean": 0.022206269204616547, + "lyap1_max": 0.04277594015002251, + "lyap1_min": 0.008228804916143417, + "lyap_spec_mean": [ + 0.022206267341971397, + 0.021877093240618706, + 0.020718228071928024, + 0.01820513606071472 + ], + "frac_above_star": 1.0 + }, + { + "step": 2990, + "lr": 0.0001, + "sup_loss": 0.9311031880201777, + "rf_loss": 0.0004045689420308918, + "total_loss": 0.9315077569622086, + "lyap1_mean": 0.015228668227791786, + "lyap1_max": 0.05711216852068901, + "lyap1_min": -0.01403280533850193, + "lyap_spec_mean": [ + 0.015228670090436935, + 0.01161022949963808, + 0.006562449038028717, + 0.010754979215562344 + ], + "frac_above_star": 0.75 + }, + { + "step": 2991, + "lr": 0.0001, + "sup_loss": 0.8274801969025581, + "rf_loss": 0.00011894688941538334, + "total_loss": 0.8275991437919735, + "lyap1_mean": 0.0033739167265594006, + "lyap1_max": 0.02808697521686554, + "lyap1_min": -0.013641398400068283, + "lyap_spec_mean": [ + 0.003373916493728757, + 0.008166574873030186, + 0.0076620434410870075, + -0.004334398079663515 + ], + "frac_above_star": 0.625 + }, + { + "step": 2992, + "lr": 0.0001, + "sup_loss": 0.8829383969376896, + "rf_loss": 0.00015623003127984703, + "total_loss": 0.8830946269689695, + "lyap1_mean": -0.0027675554156303406, + "lyap1_max": 0.012467967346310616, + "lyap1_min": -0.02311638742685318, + "lyap_spec_mean": [ + -0.0027675556484609842, + -0.008930917829275131, + -0.0070409998297691345, + -0.007988881319761276 + ], + "frac_above_star": 0.5 + }, + { + "step": 2993, + "lr": 0.0001, + "sup_loss": 0.8952130744846134, + "rf_loss": 0.0005853730835951865, + "total_loss": 0.8957984475682086, + "lyap1_mean": -0.017378799617290497, + "lyap1_max": 0.005105646792799234, + "lyap1_min": -0.03957362473011017, + "lyap_spec_mean": [ + -0.017378797754645348, + -0.009320929646492004, + -0.025503812357783318, + -0.026399854570627213 + ], + "frac_above_star": 0.125 + }, + { + "step": 2994, + "lr": 0.0001, + "sup_loss": 0.9536855193520412, + "rf_loss": 0.0007630846230313182, + "total_loss": 0.9544486039750725, + "lyap1_mean": -0.02012496255338192, + "lyap1_max": -0.009752621874213219, + "lyap1_min": -0.03820699825882912, + "lyap_spec_mean": [ + -0.02012496255338192, + -0.02631833776831627, + -0.025545530021190643, + -0.030456040054559708 + ], + "frac_above_star": 0.0 + }, + { + "step": 2995, + "lr": 0.0001, + "sup_loss": 0.9063424583600206, + "rf_loss": 0.0006771428161300719, + "total_loss": 0.9070196011761507, + "lyap1_mean": -0.015576096251606941, + "lyap1_max": 0.012007849290966988, + "lyap1_min": -0.04678056761622429, + "lyap_spec_mean": [ + -0.015576096251606941, + -0.018971910700201988, + -0.026249965652823448, + -0.02812867984175682 + ], + "frac_above_star": 0.125 + }, + { + "step": 2996, + "lr": 0.0001, + "sup_loss": 0.8497380493556919, + "rf_loss": 0.00045752531150355935, + "total_loss": 0.8501955746671954, + "lyap1_mean": -0.012764250859618187, + "lyap1_max": 0.0163193941116333, + "lyap1_min": -0.033232297748327255, + "lyap_spec_mean": [ + -0.012764250859618187, + -0.01845293492078781, + -0.015512986108660698, + -0.017363468185067177 + ], + "frac_above_star": 0.125 + }, + { + "step": 2997, + "lr": 0.0001, + "sup_loss": 0.691490252741902, + "rf_loss": 0.00023413269082084298, + "total_loss": 0.6917243854327229, + "lyap1_mean": -0.0017265727510675788, + "lyap1_max": 0.015418266877532005, + "lyap1_min": -0.030345957726240158, + "lyap_spec_mean": [ + -0.0017265728674829006, + -0.0015627958346158266, + -0.007473280653357506, + -0.0070620267651975155 + ], + "frac_above_star": 0.5 + }, + { + "step": 2998, + "lr": 0.0001, + "sup_loss": 0.8780909400118994, + "rf_loss": 0.00029430974973365664, + "total_loss": 0.878385249761633, + "lyap1_mean": 0.010929456911981106, + "lyap1_max": 0.02133265696465969, + "lyap1_min": -0.011007722467184067, + "lyap_spec_mean": [ + 0.010929456911981106, + 0.015455087646842003, + 0.012629196047782898, + 0.00486219534650445 + ], + "frac_above_star": 0.875 + }, + { + "step": 2999, + "lr": 0.0001, + "sup_loss": 0.8539460808878312, + "rf_loss": 0.0007491951109841466, + "total_loss": 0.8546952759988153, + "lyap1_mean": 0.02870755083858967, + "lyap1_max": 0.039101507514715195, + "lyap1_min": 0.011127442121505737, + "lyap_spec_mean": [ + 0.02870754897594452, + 0.021663064137101173, + 0.019908905029296875, + 0.020318269729614258 + ], + "frac_above_star": 1.0 + } + ], + "evals": [ + { + "step": 0, + "acc": 0.0, + "tok_acc": 0.08429783950617284 + }, + { + "step": 300, + "acc": 0.0, + "tok_acc": 0.43195408950617287 + }, + { + "step": 600, + "acc": 0.0, + "tok_acc": 0.4534866898148148 + }, + { + "step": 900, + "acc": 0.0, + "tok_acc": 0.4680989583333333 + }, + { + "step": 1200, + "acc": 0.0, + "tok_acc": 0.48196373456790126 + }, + { + "step": 1500, + "acc": 0.0, + "tok_acc": 0.5113570601851852 + }, + { + "step": 1800, + "acc": 0.0, + "tok_acc": 0.5347945601851852 + }, + { + "step": 2100, + "acc": 0.0, + "tok_acc": 0.58203125 + }, + { + "step": 2400, + "acc": 0.0, + "tok_acc": 0.603515625 + }, + { + "step": 2700, + "acc": 0.0, + "tok_acc": 0.6142216435185185 + }, + { + "step": 3000, + "acc": 0.001953125, + "tok_acc": 0.6174286265432098 + } + ], + "final_acc": 0.001953125, + "final_tok_acc": 0.6174286265432098 +}
\ No newline at end of file |