{ "bp": { "log": { "train_loss": [ 1.7654977563858032, 0.8444957286834717, 0.4950144814491272, 0.36671135663986204, 0.321284081697464, 0.27993531551361084, 0.27256134262084963, 0.24975784158706665, 0.23994892349243163, 0.24492980494499206, 0.22574045833349227, 0.20097337501049042, 0.1994509120464325, 0.20277229657173157, 0.18468337926864625, 0.18727314873933792, 0.1769370955467224, 0.1838186579465866, 0.17439295463562013, 0.17294140467643737, 0.1822731651544571, 0.17028081703186035, 0.1692028619647026, 0.15768814945220946, 0.14810290710926055, 0.14752176475524903, 0.16309453177452088, 0.15764646480083466, 0.14147279624938966, 0.14498449137210845, 0.1356404733657837, 0.14475175623893738, 0.13740543792247772, 0.13167994917631148, 0.12572967143058777, 0.12563280085921288, 0.11893130984306335, 0.11800628488063812, 0.11565658164024353, 0.11688636230826378, 0.11060135436058044, 0.11006813128590584, 0.1071192905664444, 0.10655531152486801, 0.10557044495344162, 0.10469848154783248, 0.10152105563879013, 0.10145853953361511, 0.09961113617420196, 0.09860005731582641, 0.10467973436117173, 0.09797345906496048, 0.09573235869407654, 0.09314765231609344, 0.09170019273757934, 0.09269226717948914, 0.09341713771820068, 0.09100220992565156, 0.08908436529636383, 0.08798767466545104, 0.08603315978050231, 0.0854144489645958, 0.08496862246394157, 0.08380987513065338, 0.08267026079893113, 0.08210583221912383, 0.08188264560699463, 0.08136292295455932, 0.08069994529485702, 0.08029244214296341, 0.07990814363956451, 0.07976104700565338, 0.07939706645011901, 0.07912448803782463, 0.07889298883974552, 0.07872593634724617, 0.0785790141582489, 0.07847202535867691, 0.0784075082063675, 0.07836773316860199 ], "train_acc": [ 0.4156, 0.7664, 0.8679, 0.9013, 0.8997, 0.9114, 0.9042, 0.9112, 0.9163, 0.9084, 0.9186, 0.9294, 0.9276, 0.9251, 0.9345, 0.9343, 0.9347, 0.9319, 0.9369, 0.9368, 0.9337, 0.9361, 0.9391, 0.9422, 0.9495, 0.9487, 0.9383, 0.9407, 0.952, 0.9466, 0.953, 0.9474, 0.9502, 0.955, 0.9573, 0.9575, 0.9618, 0.9616, 0.9634, 0.9615, 0.9654, 0.9661, 0.9677, 0.9684, 0.9667, 0.9687, 0.9705, 0.9684, 0.9714, 0.9719, 0.9662, 0.9719, 0.9735, 0.9758, 0.9764, 0.9766, 0.9741, 0.9774, 0.9768, 0.9778, 0.9801, 0.9801, 0.9817, 0.9811, 0.9818, 0.9825, 0.9823, 0.9825, 0.9838, 0.9833, 0.9839, 0.9844, 0.9845, 0.9845, 0.9849, 0.9848, 0.9852, 0.9853, 0.9853, 0.9853 ], "test_acc": [ 0.656, 0.838, 0.867, 0.8815, 0.886, 0.8975, 0.9005, 0.895, 0.901, 0.8945, 0.895, 0.9035, 0.9005, 0.901, 0.9045, 0.909, 0.904, 0.898, 0.906, 0.908, 0.9085, 0.912, 0.904, 0.9015, 0.904, 0.9075, 0.912, 0.9105, 0.9135, 0.911, 0.9175, 0.913, 0.913, 0.9165, 0.916, 0.9145, 0.912, 0.9135, 0.9165, 0.919, 0.9185, 0.9205, 0.916, 0.916, 0.9175, 0.9155, 0.9175, 0.9155, 0.9165, 0.9155, 0.913, 0.9145, 0.9165, 0.9165, 0.9185, 0.9195, 0.915, 0.92, 0.922, 0.9225, 0.919, 0.922, 0.919, 0.921, 0.923, 0.9195, 0.9205, 0.921, 0.92, 0.921, 0.921, 0.92, 0.9195, 0.921, 0.9205, 0.92, 0.92, 0.92, 0.92, 0.92 ] }, "diagnostics": { "bp_cosine": [ 0.8569881916046143, 0.8500438928604126 ], "perturbation_rho": [ 0.9999989867210388, 0.9999954700469971 ], "nudging": { "0.001": [ -0.02136343903839588, -0.007668375503271818 ], "0.003": [ -0.05757742375135422, -0.022186852991580963 ], "0.01": [ -0.13159069418907166, -0.06504300236701965 ] } } }, "dfa": { "log": { "train_loss": [ 2.222045899963379, 1.5443243183135986, 0.9165551806926727, 0.6182797731399536, 0.4814643452644348, 0.4080216860771179, 0.3821046540737152, 0.3557525873661041, 0.3617426670074463, 0.3635426070213318, 0.3631010500907898, 0.3817070824146271, 0.3703360957622528, 0.4017043243922293, 0.36939922463893893, 0.3809434096813202, 0.37349798345565793, 0.4216185576438904, 0.37035776710510254, 0.4096152338027954, 0.44324955769777297, 0.37625437016487123, 0.41346786515712736, 0.38239140539169314, 0.43430486598014834, 0.4266927839279175, 0.47304191370010373, 0.42663185768127443, 0.3726616260290146, 0.39664573118686675, 0.4000628391265869, 0.3725332321166992, 0.4474667528867722, 0.3764329075098038, 0.39272863276004794, 0.3961232415050268, 0.35540812203884126, 0.3754589093208313, 0.3967381541252136, 0.37234801816940305, 0.38604524369239807, 0.38428880689144135, 0.3889479875087738, 0.39900728015899656, 0.3657263102054596, 0.3451460936665535, 0.3340610753059387, 0.3457312560558319, 0.3312659737110138, 0.3334344934463501, 0.34277497341632845, 0.3261671709060669, 0.33543690328598025, 0.32464828124046324, 0.327925772857666, 0.31421077461242675, 0.3448867746353149, 0.3114112159252167, 0.31121128454208374, 0.31479848520755765, 0.3050527681350708, 0.3033456075429916, 0.29738776047229765, 0.29894379968643187, 0.2957280710220337, 0.29328098392486573, 0.29249357726573944, 0.2907493370056152, 0.2953320168852806, 0.2873753551006317, 0.2861742950439453, 0.2886102059006691, 0.2845136415481567, 0.2840243721663952, 0.2817679080247879, 0.2821083644628525, 0.2808473236083984, 0.2805542977809906, 0.28007913836240766, 0.2798538848757744 ], "train_acc": [ 0.1881, 0.4863, 0.6985, 0.7856, 0.8266, 0.8435, 0.8497, 0.861, 0.8595, 0.8635, 0.8666, 0.8594, 0.8676, 0.8577, 0.8692, 0.8668, 0.8652, 0.8583, 0.8715, 0.8657, 0.8559, 0.8734, 0.8662, 0.8726, 0.8565, 0.8585, 0.8527, 0.8631, 0.874, 0.8676, 0.8678, 0.8728, 0.8577, 0.8711, 0.8713, 0.8663, 0.8801, 0.8751, 0.8667, 0.8762, 0.8731, 0.8725, 0.8721, 0.8695, 0.8727, 0.8817, 0.8837, 0.8817, 0.886, 0.8858, 0.8819, 0.8876, 0.8819, 0.8835, 0.8853, 0.8891, 0.8824, 0.8891, 0.8926, 0.8861, 0.8912, 0.8907, 0.8944, 0.8937, 0.8928, 0.8946, 0.8933, 0.895, 0.8922, 0.8964, 0.8952, 0.8949, 0.8961, 0.8957, 0.8982, 0.8974, 0.898, 0.8973, 0.8976, 0.8975 ], "test_acc": [ 0.3455, 0.586, 0.718, 0.775, 0.8005, 0.8085, 0.831, 0.832, 0.8335, 0.8355, 0.8275, 0.8195, 0.8265, 0.837, 0.8305, 0.8365, 0.8095, 0.8405, 0.8095, 0.8065, 0.8115, 0.826, 0.816, 0.8145, 0.822, 0.8205, 0.799, 0.837, 0.814, 0.8285, 0.8325, 0.826, 0.813, 0.824, 0.8335, 0.827, 0.8205, 0.8235, 0.817, 0.8355, 0.823, 0.802, 0.8055, 0.832, 0.8375, 0.85, 0.8365, 0.834, 0.8335, 0.8435, 0.8335, 0.8365, 0.838, 0.833, 0.832, 0.824, 0.833, 0.854, 0.8455, 0.8455, 0.852, 0.8435, 0.848, 0.848, 0.8525, 0.8485, 0.851, 0.8535, 0.853, 0.848, 0.852, 0.849, 0.8485, 0.8525, 0.8525, 0.8525, 0.8555, 0.852, 0.8525, 0.853 ] }, "diagnostics": { "bp_cosine": [ 0.05345926433801651, 0.1220134049654007 ], "perturbation_rho": [ 0.09254007041454315, 0.03279075771570206 ], "nudging": { "0.001": [ -0.0014900758396834135, -0.00040765886660665274 ], "0.003": [ -0.0044248285703361034, -0.0012199780903756618 ], "0.01": [ -0.0142319705337286, -0.004036533646285534 ] } } }, "state_bridge": { "log": { "train_loss": [ 2.035307823371887, 1.0818795654296876, 0.5848175754547119, 0.4178084654331207, 0.36943293256759646, 0.36182685775756834, 0.36377423672676085, 0.3638772452354431, 0.36289256069660186, 0.35803506598472595, 0.3521030779838562, 0.36004641103744506, 0.3508536817073822, 0.3523506750106811, 0.37145801367759707, 0.35224308915138247, 0.35803700803518296, 0.35305213971138, 0.3651015239715576, 0.3836041011810303, 0.3781185965538025, 0.38939061965942384, 0.42120680956840517, 0.40723042488098143, 0.4526292643547058, 0.40323816947937013, 0.415028613948822, 0.41594237394332884, 0.40914614896774293, 0.40614798660278323, 0.39321772956848144, 0.38597395792007444, 0.4012366283416748, 0.39515967016220094, 0.3989246150016785, 0.40142448501586914, 0.37222539920806885, 0.3748494933605194, 0.38571743087768556, 0.3823385854721069, 0.3849996451854706, 0.37309266843795774, 0.3707266288280487, 0.3709278034210205, 0.37044406490325926, 0.3628380756378174, 0.36986831691265104, 0.35957499681711197, 0.3573640037059784, 0.37129577651023865, 0.35399168338775633, 0.3636847696185112, 0.35051158096790314, 0.3494784439086914, 0.3490269979476929, 0.34427729971408844, 0.34917515044212344, 0.34596708917617797, 0.3457959949493408, 0.3382417812347412, 0.3398675190448761, 0.33830025720596313, 0.3366756670475006, 0.3361509337425232, 0.3335879071235657, 0.3334713472366333, 0.3317858941078186, 0.33048621253967286, 0.33019430565834046, 0.3285010213851929, 0.32787752251625063, 0.32666881173849105, 0.32629875988960266, 0.3255439553260803, 0.3254732527732849, 0.3248609799385071, 0.32443962535858156, 0.3241093095779419, 0.32383085441589354, 0.32369576120376586 ], "train_acc": [ 0.2759, 0.6504, 0.8027, 0.8556, 0.8617, 0.8633, 0.8603, 0.8608, 0.8597, 0.8664, 0.8637, 0.8641, 0.8664, 0.8655, 0.86, 0.8672, 0.869, 0.8672, 0.8576, 0.8559, 0.859, 0.8534, 0.8441, 0.8506, 0.8305, 0.8495, 0.8446, 0.8438, 0.8428, 0.8449, 0.8507, 0.8543, 0.8483, 0.8496, 0.8506, 0.8483, 0.862, 0.8558, 0.8543, 0.8589, 0.8602, 0.8607, 0.8587, 0.8633, 0.8606, 0.8659, 0.8625, 0.8659, 0.8671, 0.8616, 0.8693, 0.8661, 0.8696, 0.8722, 0.8714, 0.8728, 0.8713, 0.8736, 0.8725, 0.875, 0.8738, 0.8752, 0.8753, 0.874, 0.8781, 0.8763, 0.8786, 0.8772, 0.878, 0.8784, 0.879, 0.8797, 0.8798, 0.8799, 0.8798, 0.8801, 0.8797, 0.8801, 0.8813, 0.8813 ], "test_acc": [ 0.503, 0.72, 0.7965, 0.826, 0.8265, 0.8335, 0.8295, 0.8315, 0.8315, 0.8335, 0.823, 0.823, 0.831, 0.826, 0.8215, 0.8205, 0.828, 0.8215, 0.814, 0.8145, 0.817, 0.812, 0.806, 0.788, 0.8175, 0.8145, 0.808, 0.793, 0.8065, 0.7955, 0.807, 0.812, 0.816, 0.8215, 0.8125, 0.8175, 0.821, 0.803, 0.8285, 0.8265, 0.83, 0.8215, 0.824, 0.8185, 0.83, 0.834, 0.832, 0.837, 0.8375, 0.8295, 0.829, 0.82, 0.825, 0.831, 0.8365, 0.8315, 0.8395, 0.834, 0.83, 0.831, 0.841, 0.839, 0.831, 0.838, 0.8335, 0.835, 0.8365, 0.831, 0.8385, 0.832, 0.835, 0.8365, 0.8335, 0.8325, 0.8335, 0.836, 0.8345, 0.834, 0.834, 0.834 ], "state_pred_error": [ 0.7997600481987, 0.3437161437034607, 0.2014044310092926, 0.16714438018798827, 0.15179780702590942, 0.13224747791290284, 0.11098563377857208, 0.0916959712266922, 0.07569896295070648, 0.061903948831558225, 0.05011345111131668, 0.04207257339954376, 0.0351084869146347, 0.030359905037283898, 0.026254229775071143, 0.02318112598657608, 0.021127575582265853, 0.018682509154081345, 0.017222601471841334, 0.016082065165042878, 0.014975263381004333, 0.014202502882480622, 0.014144844499230385, 0.01311485079973936, 0.012837442517280579, 0.012465586432814597, 0.012172201824188232, 0.01132886090874672, 0.011098468725383281, 0.010547183714807033, 0.009977656623721123, 0.009493274948000908, 0.009209013964235782, 0.008924346220493316, 0.008761503490805626, 0.00834588114619255, 0.008196133199334144, 0.008180657398700714, 0.007771395539492369, 0.007566665153205395, 0.007358304584771395, 0.007139906688034534, 0.007039350777864456, 0.007165508459508419, 0.006619077945500612, 0.006377335331588983, 0.0062913012474775315, 0.006098052710294724, 0.006248931968957185, 0.005887588227540255, 0.005769434168934822, 0.005733849746733904, 0.005528700548410415, 0.005712412436306476, 0.005568497113138437, 0.005270802947878838, 0.005042337468266487, 0.0052765426017344, 0.004908596959710122, 0.005113466054946184, 0.004858688966929913, 0.004781623714789748, 0.004587523357570171, 0.004601859824359417, 0.004504906559363008, 0.0047202605225145815, 0.004451583327353001, 0.004443144879117608, 0.004247794686257839, 0.004191487204283476, 0.004164984770864248, 0.004182276912778616, 0.00406104885712266, 0.004042744146287441, 0.004139866654574871, 0.003951248052343726, 0.003766103806346655, 0.0038973809622228146, 0.004124714520573616, 0.003765122526139021 ] }, "diagnostics": { "bp_cosine": [ 0.9177796840667725, 0.47225815057754517 ], "perturbation_rho": [ 0.7912815809249878, 0.3786163330078125 ], "nudging": { "0.001": [ -0.02343657612800598, -0.0025146803818643093 ], "0.003": [ -0.06697157770395279, -0.0075065759010612965 ], "0.01": [ -0.187799870967865, -0.02459421567618847 ] }, "state_pred_error_per_layer": [ 654.3871459960938, 278.6759338378906 ] } }, "credit_bridge": { "log": { "train_loss": [ 2.2231978775024412, 1.5435144302368164, 0.9255192138671875, 0.6231668456077576, 0.47682934741973876, 0.41253710989952086, 0.38058802461624147, 0.3612384679555893, 0.3502673017501831, 0.3541757307052612, 0.36556007900238036, 0.3836657918453217, 0.3598676048755646, 0.3682255392074585, 0.3784599184989929, 0.4032455762863159, 0.3752034682035446, 0.395582155418396, 0.42088637284040453, 0.4353969056129456, 0.49382096910476686, 0.46568728313446045, 0.4780210087776184, 0.5099774327039719, 0.5591948669433594, 0.5902343495845794, 0.6529199718952179, 0.6656437032699585, 0.667899845123291, 0.7424959661483764, 0.796056184387207, 0.814354309463501, 0.8498922292709351, 0.9181127500534058, 0.8227109302520752, 0.8799352335929871, 0.9216915922164917, 0.9162841287612915, 0.961645627784729, 0.934480671787262, 0.9278618555068969, 0.9472960815429687, 0.977372176361084, 0.9279924439430237, 0.931221773815155, 0.9409424783706665, 0.9645380886077881, 0.9430541513442993, 0.9649716537475586, 0.9659242866516113, 0.9619326337814331, 0.9567905778884888, 0.9783849853515625, 1.0015579802513122, 1.00494115524292, 1.0035569537639617, 1.0050078544616698, 1.0123552949905394, 1.01352340259552, 1.039237533378601, 1.035588917160034, 1.032976812839508, 1.0407879976272583, 1.0397173221588134, 1.0423907831192016, 1.0491719779968263, 1.0476377964019776, 1.0432713088989258, 1.0447245557785034, 1.0415431062698364, 1.0402565887451172, 1.0366182415008545, 1.0374339856147765, 1.034851577758789, 1.034139908027649, 1.03353916721344, 1.0329146126270294, 1.0321089252471924, 1.031716856765747, 1.0315448204040527 ], "train_acc": [ 0.1876, 0.4894, 0.6908, 0.7843, 0.8259, 0.842, 0.8522, 0.8611, 0.865, 0.8667, 0.8621, 0.8616, 0.8682, 0.8684, 0.8649, 0.8589, 0.8678, 0.8687, 0.8575, 0.8564, 0.8445, 0.8433, 0.847, 0.8404, 0.8242, 0.8214, 0.8033, 0.7973, 0.7998, 0.7819, 0.7709, 0.759, 0.7496, 0.7381, 0.7503, 0.7337, 0.7231, 0.7248, 0.7162, 0.7119, 0.7086, 0.704, 0.6929, 0.6995, 0.6953, 0.689, 0.6838, 0.6914, 0.682, 0.6818, 0.6811, 0.678, 0.6733, 0.6705, 0.6659, 0.6704, 0.6677, 0.664, 0.6659, 0.6563, 0.6611, 0.6626, 0.659, 0.6568, 0.6604, 0.6565, 0.6579, 0.6618, 0.6593, 0.6605, 0.6601, 0.6607, 0.6624, 0.6624, 0.6629, 0.6634, 0.6626, 0.663, 0.6627, 0.6634 ], "test_acc": [ 0.336, 0.581, 0.72, 0.7835, 0.8075, 0.8185, 0.8225, 0.8195, 0.827, 0.8205, 0.824, 0.8235, 0.8285, 0.818, 0.8225, 0.831, 0.8015, 0.8365, 0.8205, 0.765, 0.8095, 0.8035, 0.7985, 0.774, 0.77, 0.7605, 0.738, 0.75, 0.739, 0.731, 0.7145, 0.7115, 0.6835, 0.703, 0.701, 0.6735, 0.6755, 0.656, 0.6585, 0.6815, 0.68, 0.6655, 0.6795, 0.6795, 0.675, 0.665, 0.665, 0.659, 0.6605, 0.657, 0.662, 0.652, 0.648, 0.648, 0.646, 0.6455, 0.6495, 0.6455, 0.646, 0.6435, 0.639, 0.6315, 0.6405, 0.635, 0.644, 0.6405, 0.637, 0.6265, 0.6335, 0.6385, 0.6355, 0.631, 0.637, 0.635, 0.6395, 0.6365, 0.639, 0.6365, 0.638, 0.638 ], "value_loss": [ 2.876306781387329, 0.7856723394393921, 0.5928473916530609, 0.5013651826143265, 0.44722279748916627, 0.4374195610523224, 0.4381609722137451, 0.46451272745132444, 0.5010983292698861, 0.49245802602767946, 0.5388860324859619, 0.6111842860221863, 0.5615375234603882, 0.5658212431192398, 0.6179779888391495, 0.6809112598419189, 0.6433888878822327, 0.6772890575408935, 0.7352884284079075, 0.8157524694442749, 0.9909413330078125, 0.9366963150024414, 0.9510981642961502, 1.048841558933258, 1.154732922744751, 1.2454240258216858, 1.4217876974105834, 1.3324861633300782, 1.383902477169037, 1.4895198330879211, 1.6056639788627625, 1.427614409351349, 1.3538882410049438, 1.411731699848175, 1.1238839833259582, 1.2100854367256164, 1.214574584853649, 1.0777985618591308, 1.1443535018444062, 1.0253696113348008, 0.919029998588562, 0.8878245719909668, 0.9744467445373535, 0.824526634979248, 0.8014205926895142, 0.7634805387496948, 0.7902832801818848, 0.7393046459197998, 0.7831286626815795, 0.758888035583496, 0.719997971534729, 0.7418651414871216, 0.7080020462989807, 0.8019536107063293, 0.7214265657424926, 0.7120814613819122, 0.717910733795166, 0.7196631093978881, 0.7238030241012573, 0.7440049339294433, 0.7167224275588989, 0.6929942185401916, 0.7202660966396331, 0.6883848846435547, 0.698680549621582, 0.7095868293762208, 0.6795802874088287, 0.663805854511261, 0.6624986004829406, 0.6704760707855225, 0.6755891981124877, 0.7603735716819763, 0.648806884264946, 0.6449895093441009, 0.6462680356025696, 0.6254746982574463, 0.6235096879005432, 0.6025638544082642, 0.6216146362304688, 0.6248516966819763 ], "term_loss": [ 1.639870400428772, 0.3507210045337677, 0.34477140822410585, 0.29710007433891295, 0.2601790674209595, 0.25600365054607394, 0.25877483711242677, 0.29236667512655257, 0.3331691867649555, 0.3240827446460724, 0.36899902091026304, 0.4347284555196762, 0.3967565870523453, 0.39815111773014067, 0.4507559413194656, 0.5020932229995727, 0.4743917005300522, 0.5037893265724183, 0.5480789810597897, 0.6277814621925354, 0.7829725056648255, 0.7233813446044922, 0.7467594781458378, 0.8260618205308914, 0.9186455319404602, 1.0031881261825562, 1.1540955222129823, 1.0660843635559083, 1.1143094442605972, 1.2018714171886444, 1.3037795733451842, 1.1133485041618347, 1.0332393661499024, 1.0753915726184844, 0.8136546610355377, 0.8798294746398926, 0.8744119406983256, 0.7455172416687011, 0.8011896505832672, 0.6859100102216006, 0.5815183532238006, 0.5462483320474625, 0.6176732580661773, 0.4817309150695801, 0.4554020172119141, 0.4135750238418579, 0.4313158232688904, 0.39167013053894045, 0.428555741071701, 0.40601828079223634, 0.3743584144592285, 0.3892281187534332, 0.3544705183029175, 0.43724887987971306, 0.35984939937591554, 0.35236385194063186, 0.3571020919799805, 0.35568072917461396, 0.361035050535202, 0.3737378871917725, 0.35216808892488477, 0.32893878989219666, 0.3490776247859001, 0.32203044962882993, 0.32965824136734007, 0.33938146572113037, 0.3120464255452156, 0.30106174416542053, 0.29664410429000854, 0.30635549602508544, 0.30906102600097657, 0.375988377571106, 0.29100386579036713, 0.28118928681612015, 0.2787789331912994, 0.267332150387764, 0.2657620764285326, 0.2520246841192246, 0.2673741018772125, 0.2734043194293976 ], "bridge_loss": [ 0.9365049929586589, 0.13423291933834552, 0.02359517429172993, 0.009435658095777035, 0.016151994919776917, 0.019326301124691962, 0.02228460746407509, 0.017419311372935772, 0.015196872821450233, 0.015288333666324615, 0.013569608584046364, 0.013740351551026106, 0.012244615394622087, 0.012688239745795726, 0.011124985119700432, 0.012841972821950912, 0.014346514343097807, 0.015282003252208232, 0.020628411626443268, 0.01985876966714859, 0.024889793342351915, 0.03505476154237985, 0.02604603983312845, 0.03549123661220074, 0.034647015199065205, 0.037708253931999204, 0.04363026385307312, 0.04016457169055939, 0.04331139268875122, 0.041140395292639735, 0.044560722640156744, 0.049140659207105634, 0.04577249918580055, 0.04996752251982689, 0.04400557230710983, 0.048151988497376445, 0.05200917733758688, 0.04542869421243668, 0.04608109139800072, 0.046201552886515854, 0.04489687628746033, 0.04607596616744995, 0.054255467438697816, 0.049672819927334785, 0.053708798533678055, 0.053039796304702756, 0.05734103150367737, 0.051897763884067534, 0.05335785975456238, 0.05264690642356873, 0.047083489751815796, 0.05342354041486978, 0.05028336017727852, 0.05724046026468277, 0.0501610916852951, 0.05189191411733627, 0.05292398271858692, 0.053859466511011124, 0.05355185590982437, 0.054500432527065275, 0.05102754718065262, 0.052611512261629106, 0.057694364416599274, 0.05261626641750336, 0.055332134974002835, 0.05660939726829529, 0.05285219025611877, 0.05093574574589729, 0.0517145704627037, 0.05241333737373352, 0.055536415910720824, 0.07385429392457009, 0.04720236387550831, 0.05397108833789825, 0.05832255332022905, 0.04941890643239021, 0.04918186986446381, 0.04253149769902229, 0.04644611543416977, 0.04374015842676163 ], "tgrad_loss": [ 0.2999313575744629, 0.30071841287612916, 0.2244808042049408, 0.19482945413589478, 0.17089173245429992, 0.16208961111307144, 0.15710153303146362, 0.15472674567103387, 0.15273226557970046, 0.15308694994449615, 0.15631739873886108, 0.1627154801607132, 0.15253631706237794, 0.15498188679218292, 0.15609705946445465, 0.16597607221603394, 0.154650675368309, 0.15821772830486297, 0.16658104096725584, 0.1681122395515442, 0.18307903990745544, 0.17826021099090575, 0.17829264632463454, 0.18728849435448647, 0.20144037680625915, 0.20452762956619264, 0.2240619119644165, 0.22623722536563873, 0.22628164014816285, 0.24650802659988402, 0.2573236642599106, 0.26512524480819705, 0.2748763925552368, 0.28637262206077574, 0.2662237548828125, 0.2821039693832397, 0.28815346791744234, 0.2868526280403137, 0.29708276128768923, 0.2932580437421799, 0.292614759683609, 0.2955002767562866, 0.3025180263757706, 0.2931228996038437, 0.29230977420806886, 0.2968657133102417, 0.30162642464637757, 0.2957367503643036, 0.30121506395339964, 0.3002228458404541, 0.2985560688495636, 0.29921348223686217, 0.3032481753349304, 0.3074642710447311, 0.3114160710811615, 0.3078256957054138, 0.30788465242385865, 0.31012291219234467, 0.30921611247062686, 0.3157666190624237, 0.31352679815292356, 0.31144391264915466, 0.31349411163330076, 0.3137381648540497, 0.31369017992019654, 0.3135959681987762, 0.3146816665649414, 0.3118083592414856, 0.31413992648124694, 0.3117072313308716, 0.3109917598247528, 0.3105308976173401, 0.3106006525039673, 0.30982913246154786, 0.30916655061244963, 0.3087236411571503, 0.3085657374978065, 0.3080076750278473, 0.3077944193840027, 0.3077072183132172 ] }, "diagnostics": { "bp_cosine": [ 0.09752383828163147, 0.2814161777496338 ], "perturbation_rho": [ 0.2172888070344925, 0.46050792932510376 ], "nudging": { "0.001": [ -0.005947513971477747, -0.0023629600182175636 ], "0.003": [ -0.017743801698088646, -0.007080004084855318 ], "0.01": [ -0.05797416716814041, -0.023506879806518555 ] } } } }