{ "bp": { "log": { "train_loss": [ 1.393444329071045, 0.4656594688892364, 0.3387208812713623, 0.3310880187511444, 0.2834443459033966, 0.274416100025177, 0.27555663251876833, 0.2919650815010071, 0.27522954301834107, 0.23417099084854126, 0.25085752539634704, 0.23627781853675842, 0.22855967761278154, 0.18523962483406067, 0.21957328805923462, 0.21457258567810059, 0.1951643503189087, 0.2028646148085594, 0.17204643013477325, 0.1741173769235611, 0.17967198448181151, 0.2015627604007721, 0.18227966165542603, 0.1597546272277832, 0.18108189311623574, 0.13940092482566835, 0.17725008516311647, 0.16082020609378814, 0.14163353414535523, 0.18069012370109558, 0.13981632175445557, 0.17373259100914, 0.14335163850188257, 0.11797005029916763, 0.1098598550081253, 0.12287375556230545, 0.11599228973388671, 0.13744940540790557, 0.11864437719583511, 0.10169189417362214, 0.11369898817539215, 0.11818749423027039, 0.12267465643882751, 0.10739170112609864, 0.10322156901359558, 0.09787526609897614, 0.09492687509059906, 0.09019990837574005, 0.09442386355400086, 0.08670992460250855, 0.08388052983283996, 0.09170566325187683, 0.08163954379558563, 0.0846316162109375, 0.07659096655249596, 0.07475700554847717, 0.07641377507448197, 0.07337763814926147, 0.072775554728508, 0.0721108490049839, 0.06907813559770584, 0.06751610193252564, 0.06612331621646882, 0.06645804003477096, 0.06647891576737165, 0.06381897580623627, 0.06374451096057891, 0.06368994359970093, 0.06230272837877274, 0.06174979591369629, 0.061164255321025846, 0.06092808446884155, 0.06049565544426441, 0.05998984745144844, 0.05971836262345314, 0.05945266941785812, 0.0592673523157835, 0.059102416515350344, 0.05901545432806015, 0.058958782851696014 ], "train_acc": [ 0.5424, 0.8445, 0.872, 0.8691, 0.8872, 0.8945, 0.8899, 0.8867, 0.8926, 0.908, 0.9016, 0.9067, 0.9102, 0.9315, 0.9151, 0.915, 0.923, 0.9194, 0.9324, 0.9339, 0.931, 0.9216, 0.9259, 0.9363, 0.927, 0.9478, 0.9299, 0.9384, 0.9472, 0.9319, 0.9471, 0.9343, 0.9444, 0.9583, 0.9624, 0.957, 0.9581, 0.949, 0.9573, 0.9665, 0.9617, 0.9571, 0.9557, 0.9597, 0.9643, 0.9678, 0.9689, 0.9725, 0.9692, 0.9744, 0.9771, 0.9728, 0.9764, 0.9742, 0.9821, 0.9815, 0.9798, 0.9822, 0.983, 0.9823, 0.9865, 0.986, 0.9874, 0.9871, 0.9859, 0.9891, 0.9891, 0.9885, 0.9899, 0.9905, 0.9909, 0.9915, 0.9915, 0.9914, 0.9918, 0.992, 0.9922, 0.9921, 0.9923, 0.9924 ], "test_acc": [ 0.806, 0.8735, 0.8755, 0.8855, 0.8975, 0.8865, 0.8865, 0.8855, 0.896, 0.897, 0.9005, 0.901, 0.9055, 0.9075, 0.895, 0.905, 0.903, 0.8995, 0.9155, 0.91, 0.912, 0.909, 0.9155, 0.9125, 0.9175, 0.909, 0.913, 0.9085, 0.917, 0.913, 0.9215, 0.9195, 0.919, 0.9195, 0.923, 0.919, 0.9155, 0.9115, 0.926, 0.92, 0.9215, 0.922, 0.9235, 0.921, 0.921, 0.921, 0.922, 0.9245, 0.9255, 0.93, 0.924, 0.923, 0.926, 0.9225, 0.9265, 0.925, 0.9255, 0.923, 0.9235, 0.925, 0.929, 0.925, 0.923, 0.9235, 0.9275, 0.9245, 0.924, 0.924, 0.925, 0.925, 0.925, 0.9245, 0.925, 0.926, 0.925, 0.925, 0.9255, 0.9255, 0.9255, 0.925 ] }, "diagnostics": { "bp_cosine": [ 0.8599773645401001, 0.8422204256057739, 0.8250665664672852, 0.8009470701217651 ], "perturbation_rho": [ 0.9999991655349731, 0.9999953508377075, 0.9999807476997375, 0.9999338984489441 ], "nudging": { "0.001": [ -0.021187957376241684, -0.008892672136425972, -0.003854521783068776, -0.002078109886497259 ], "0.003": [ -0.05588283762335777, -0.02533331699669361, -0.01131636556237936, -0.006165246479213238 ], "0.01": [ -0.12188813835382462, -0.07056954503059387, -0.034971628338098526, -0.019762540236115456 ] } } }, "dfa": { "log": { "train_loss": [ 2.2351631088256836, 1.2604516805648804, 0.6909901732444763, 0.5023803288459778, 0.4199826082229614, 0.3939720664024353, 0.36745505712032317, 0.36464036779403686, 0.36945423431396485, 0.37754397621154784, 0.41259857263565064, 0.3929980557441711, 0.3836580101966858, 0.42829677181243897, 0.45100361251831056, 0.4771954530715942, 0.45615267324447634, 0.47997308826446533, 0.519016338443756, 0.4339796148777008, 0.48482293429374695, 0.4760143366098404, 0.41006571016311644, 0.4283779393434525, 0.4630606350660324, 0.4736118658065796, 0.47070072836875915, 0.5205575771808624, 0.43153712959289553, 0.6288577288150787, 0.49815777282714846, 0.5681126009941101, 0.4582767408490181, 0.4725220314502716, 0.4469193904876709, 0.4821565442085266, 0.4843693884849548, 0.5006482328891754, 0.44061602096557617, 0.4250831531524658, 0.4099806285858154, 0.4905092445373535, 0.5239814792633056, 0.43106476440429686, 0.42259651679992677, 0.4021846671104431, 0.41326967359781264, 0.36481091504096985, 0.3732275875091553, 0.38772435383796694, 0.3595582166671753, 0.4164277789950371, 0.3571169295310974, 0.3573374299049377, 0.3340035634994507, 0.3495286958694458, 0.34169850187301637, 0.36254877605438235, 0.3357857964515686, 0.3260487530708313, 0.3146523279190063, 0.32904662322998046, 0.3236200043678284, 0.3109028839111328, 0.30532244243621826, 0.3066009913444519, 0.29923178367614744, 0.31248617701530457, 0.30051798222064974, 0.29083643901348116, 0.289837948679924, 0.28680111265182495, 0.2866984937429428, 0.284077316904068, 0.2823953621149063, 0.2806439053058624, 0.28072562822103503, 0.27919705109596255, 0.2788663013458252, 0.2786029499530792 ], "train_acc": [ 0.1823, 0.5598, 0.7406, 0.8059, 0.8373, 0.8477, 0.857, 0.8613, 0.859, 0.8612, 0.8538, 0.8613, 0.8658, 0.857, 0.8547, 0.8475, 0.8567, 0.8558, 0.8472, 0.864, 0.854, 0.8592, 0.8691, 0.8692, 0.8595, 0.8599, 0.8604, 0.8496, 0.8638, 0.8323, 0.8575, 0.8423, 0.8613, 0.8581, 0.8604, 0.855, 0.852, 0.8511, 0.8644, 0.8643, 0.8698, 0.8532, 0.8413, 0.8641, 0.8633, 0.8688, 0.8668, 0.8784, 0.8777, 0.8732, 0.8802, 0.8646, 0.8806, 0.8813, 0.8854, 0.8824, 0.8856, 0.876, 0.8839, 0.8899, 0.8921, 0.8875, 0.8856, 0.8889, 0.8933, 0.8918, 0.8969, 0.8906, 0.8936, 0.8976, 0.8998, 0.8993, 0.8996, 0.899, 0.8987, 0.9003, 0.8989, 0.9013, 0.9017, 0.9017 ], "test_acc": [ 0.3805, 0.658, 0.763, 0.8055, 0.802, 0.799, 0.8135, 0.83, 0.818, 0.818, 0.8195, 0.821, 0.822, 0.7695, 0.8265, 0.821, 0.8265, 0.8005, 0.8295, 0.8195, 0.8175, 0.837, 0.825, 0.7865, 0.813, 0.783, 0.7715, 0.7985, 0.767, 0.8315, 0.782, 0.82, 0.819, 0.8365, 0.777, 0.8205, 0.7815, 0.7855, 0.8065, 0.823, 0.835, 0.774, 0.805, 0.812, 0.8135, 0.813, 0.837, 0.834, 0.841, 0.8225, 0.8385, 0.8245, 0.8455, 0.8425, 0.8365, 0.8515, 0.8475, 0.8555, 0.847, 0.854, 0.854, 0.836, 0.8465, 0.843, 0.853, 0.848, 0.8515, 0.849, 0.8545, 0.8535, 0.8525, 0.8535, 0.853, 0.854, 0.855, 0.855, 0.855, 0.8565, 0.8555, 0.856 ] }, "diagnostics": { "bp_cosine": [ 0.004014266654849052, 0.16519895195960999, 0.13244280219078064, 0.11504888534545898 ], "perturbation_rho": [ 0.042726192623376846, 0.18379396200180054, 0.108277827501297, 0.03345024213194847 ], "nudging": { "0.001": [ -0.0005973952356725931, -0.0005849459557794034, -0.00033618923043832183, -0.0002846581628546119 ], "0.003": [ -0.0017661447636783123, -0.0017487092409282923, -0.0010064283851534128, -0.0008522539865225554 ], "0.01": [ -0.005573366768658161, -0.005793239921331406, -0.003338021691888571, -0.002831015270203352 ] } } }, "state_bridge": { "log": { "train_loss": [ 1.8313716026306153, 0.7926182842254639, 0.46973575134277346, 0.48155548248291014, 0.5448596946716309, 0.6645664943695069, 0.7318389461517334, 0.7279546222686768, 0.7492408039093018, 0.7303381389141083, 0.7058333037376404, 0.7079017165184021, 0.7165615272521972, 0.7146007489204407, 0.7339236400604248, 0.7427304380893708, 0.760910213470459, 0.8237569445610047, 0.7993208209991455, 0.8246796663284301, 0.8065732408523559, 0.8133731035232544, 0.7934063248634339, 0.8101628801345825, 0.8197265989303589, 0.8273739593505859, 0.8092071041584015, 0.7728347238540649, 0.7805830051422119, 0.7523685384750366, 0.6997231612205506, 0.7115532672405243, 0.6899057216644288, 0.7243086003780365, 0.7161950044155121, 0.6915306072235108, 0.7306950844287873, 0.7001749244689941, 0.7435074928283691, 0.7183393833160401, 0.6917117639541626, 0.6912902464389801, 0.7219114833831787, 0.7060039350509644, 0.7032419225692749, 0.7001213099002838, 0.6712141176223755, 0.6735524456977844, 0.6646129000663757, 0.6637430681228638, 0.6549304262876511, 0.6523052272796631, 0.6376511907577515, 0.6561032221794129, 0.6557626156806946, 0.6385821124076844, 0.6371082330703736, 0.622728742980957, 0.6358778423309326, 0.6097657412528992, 0.5984001077651978, 0.6008862220764161, 0.6019291736602783, 0.5893378508806228, 0.5775623394012451, 0.5764101420402526, 0.5693036109924317, 0.5785774702072144, 0.5725307025909424, 0.5699037223815918, 0.5678042579650879, 0.5655107064247131, 0.5588490388393402, 0.5583755543708802, 0.5569040360450744, 0.555097555732727, 0.5553366912841797, 0.5538557461977005, 0.5529845510482788, 0.5527793859481811 ], "train_acc": [ 0.3425, 0.7013, 0.8169, 0.8155, 0.8002, 0.7747, 0.7521, 0.7467, 0.7366, 0.7402, 0.7432, 0.7511, 0.7483, 0.7529, 0.7435, 0.7501, 0.7443, 0.7278, 0.737, 0.729, 0.7347, 0.7305, 0.7339, 0.7327, 0.7272, 0.7248, 0.7394, 0.7436, 0.7445, 0.7497, 0.7621, 0.7597, 0.7682, 0.7574, 0.7627, 0.7629, 0.7527, 0.7656, 0.7528, 0.7589, 0.7652, 0.7627, 0.7557, 0.7562, 0.7584, 0.7611, 0.7712, 0.7672, 0.7691, 0.77, 0.7688, 0.7715, 0.7805, 0.7717, 0.7726, 0.7796, 0.7806, 0.784, 0.7781, 0.7916, 0.7943, 0.7897, 0.788, 0.7945, 0.7966, 0.7954, 0.7997, 0.7948, 0.7941, 0.7979, 0.7973, 0.7998, 0.8028, 0.8015, 0.8024, 0.8021, 0.8017, 0.8049, 0.8036, 0.8043 ], "test_acc": [ 0.582, 0.7605, 0.805, 0.7815, 0.7585, 0.739, 0.7315, 0.7055, 0.709, 0.716, 0.7225, 0.7035, 0.714, 0.7025, 0.6895, 0.71, 0.682, 0.684, 0.6935, 0.6815, 0.663, 0.6735, 0.6475, 0.6625, 0.687, 0.691, 0.691, 0.6855, 0.708, 0.711, 0.7175, 0.7135, 0.7035, 0.7, 0.702, 0.7015, 0.719, 0.69, 0.722, 0.7085, 0.711, 0.6865, 0.7155, 0.693, 0.727, 0.717, 0.726, 0.7125, 0.734, 0.7355, 0.7235, 0.721, 0.7245, 0.703, 0.7315, 0.7205, 0.733, 0.735, 0.745, 0.7455, 0.742, 0.7425, 0.757, 0.754, 0.7545, 0.754, 0.7585, 0.753, 0.7545, 0.755, 0.7585, 0.7635, 0.758, 0.76, 0.762, 0.763, 0.759, 0.76, 0.762, 0.7615 ], "state_pred_error": [ 0.738724960899353, 0.23754536838531495, 0.17166675362586975, 0.16519432184696198, 0.17659714086055756, 0.1853035955429077, 0.18247937891483307, 0.1752823434829712, 0.16551947779655457, 0.15197912480831147, 0.14014595470428468, 0.12900954908132553, 0.11189029586315155, 0.09048521988391876, 0.07707659014463425, 0.06862674397230148, 0.0619474271774292, 0.057251011681556704, 0.05508155573606491, 0.053471049499511716, 0.05379626307487488, 0.05419672028422356, 0.052421370673179625, 0.049650419402122496, 0.047358448946475985, 0.04709382080435753, 0.04492674662470818, 0.04099081097245216, 0.038694602066278456, 0.03637899459600449, 0.035295955044031144, 0.03464271750450134, 0.03390544964671135, 0.0339607761323452, 0.03294503695368767, 0.03164411043822765, 0.030480435860157012, 0.030075301492214202, 0.028113591521978377, 0.027257576552033425, 0.02627144229412079, 0.026506870889663695, 0.024739411950111388, 0.02403323279619217, 0.023340081292390822, 0.022683567291498185, 0.021613040015101434, 0.020623113670945166, 0.01925096574127674, 0.018227936267852782, 0.017412171779572962, 0.01633626956343651, 0.015502833461761475, 0.01486019978672266, 0.014131347727775573, 0.013682181715965271, 0.013298307892680168, 0.012884229637682439, 0.01228856347501278, 0.012014592817425727, 0.011584452259540558, 0.011723892691731453, 0.011077864146232606, 0.010830551779270172, 0.01048019336760044, 0.010463275627046823, 0.010006480371952058, 0.010270701536536217, 0.009520307847857476, 0.009370259954035282, 0.009139169569313526, 0.009051338295638561, 0.0087209147721529, 0.0086469930768013, 0.00830997234582901, 0.008232304611802101, 0.00801251590847969, 0.007979873966425657, 0.007716833171993494, 0.0075651704967021945 ] }, "diagnostics": { "bp_cosine": [ 0.8646283149719238, 0.4090673327445984, 0.1404263973236084, 0.114067442715168 ], "perturbation_rho": [ 0.7375176548957825, 0.33617356419563293, 0.14259827136993408, 0.06911392509937286 ], "nudging": { "0.001": [ -0.02527385950088501, -0.0013827341608703136, -0.0003888161154463887, -0.00030949554638937116 ], "0.003": [ -0.07343459129333496, -0.004140978213399649, -0.0011658729054033756, -0.0009282166138291359 ], "0.01": [ -0.218303382396698, -0.013712376356124878, -0.003879058640450239, -0.0030895976815372705 ] }, "state_pred_error_per_layer": [ 6951.521484375, 6099.5322265625, 5877.8310546875, 3832.076416015625 ] } }, "credit_bridge": { "log": { "train_loss": [ 2.235261058425903, 1.262081871986389, 0.6915569072723389, 0.4963927393436432, 0.41897850689888, 0.3801000884056091, 0.3732742650032043, 0.360334720993042, 0.40119956569671633, 0.40856367979049685, 0.39234666719436645, 0.38830075261592867, 0.42427587156295776, 0.39181271744966506, 0.3884301266908646, 0.40899407005310057, 0.5711139780521393, 0.44214163110256194, 0.5412520337820053, 0.5265979358673095, 0.6395262619018555, 0.6767067618846894, 0.8079449705123901, 0.8860318534851074, 0.7464127262115479, 0.8458122653961182, 0.8400936029434204, 0.8388831905364991, 0.7874737511634826, 0.8481869525909423, 0.9002291926383972, 0.8685866487503052, 0.9101456764221192, 0.8837849536895752, 0.972322064781189, 0.9345996368408203, 0.9418193544387817, 1.0260784551620483, 0.9719976706504821, 0.9391058128356934, 0.9489206720352172, 0.9835691333770752, 0.967494802236557, 0.9707959476470948, 1.0399179498672486, 1.0601639880180358, 0.985697636795044, 1.008144894504547, 1.0092436389923096, 1.0680249240875244, 1.0354044677734375, 1.0328852564811706, 1.015745788383484, 1.0277701950073241, 1.0103555604934693, 1.0488319797515868, 1.0303876429557801, 1.0285811204433442, 1.0417894123077394, 1.0004704116821288, 1.0626476989746094, 0.9951508989334107, 1.0081708417892457, 0.9910860794067383, 0.9883740512847901, 0.9812014641761779, 0.9917335124969482, 0.9694048974990844, 0.9646705657958984, 0.9635228799819946, 0.9591471391677856, 0.9535331716537475, 0.9531492277145386, 0.9459964708328247, 0.9468160850524903, 0.9449826847076416, 0.9444061769485473, 0.9419779738426208, 0.940774139881134, 0.9405258314132691 ], "train_acc": [ 0.1859, 0.5571, 0.7419, 0.8077, 0.8355, 0.854, 0.8566, 0.8623, 0.8544, 0.8542, 0.8635, 0.863, 0.8534, 0.8702, 0.8695, 0.8666, 0.8423, 0.8592, 0.8456, 0.8478, 0.8218, 0.8173, 0.7867, 0.777, 0.7871, 0.7663, 0.7597, 0.7502, 0.7552, 0.7402, 0.7275, 0.7264, 0.7154, 0.721, 0.7022, 0.7062, 0.7027, 0.6832, 0.689, 0.6948, 0.6911, 0.68, 0.6843, 0.6828, 0.6613, 0.6613, 0.6731, 0.669, 0.6672, 0.6584, 0.6651, 0.6658, 0.6648, 0.6609, 0.661, 0.6587, 0.6615, 0.6583, 0.6597, 0.6641, 0.6535, 0.6622, 0.6598, 0.6636, 0.6656, 0.6651, 0.6674, 0.6666, 0.6709, 0.6665, 0.6731, 0.6714, 0.673, 0.6717, 0.6727, 0.6728, 0.6735, 0.6738, 0.6744, 0.6741 ], "test_acc": [ 0.384, 0.66, 0.757, 0.791, 0.815, 0.826, 0.7975, 0.8165, 0.8125, 0.799, 0.83, 0.8025, 0.8145, 0.822, 0.808, 0.8145, 0.8015, 0.8145, 0.8205, 0.785, 0.8, 0.744, 0.738, 0.764, 0.7405, 0.713, 0.729, 0.7045, 0.7025, 0.7025, 0.677, 0.6385, 0.721, 0.592, 0.627, 0.694, 0.6495, 0.6515, 0.637, 0.6755, 0.6155, 0.673, 0.6715, 0.628, 0.6315, 0.6485, 0.635, 0.62, 0.5955, 0.622, 0.636, 0.63, 0.637, 0.643, 0.6265, 0.6445, 0.6375, 0.6175, 0.649, 0.6255, 0.656, 0.652, 0.643, 0.644, 0.6555, 0.6575, 0.647, 0.6605, 0.656, 0.6575, 0.6565, 0.661, 0.655, 0.6575, 0.664, 0.657, 0.663, 0.6585, 0.6585, 0.6585 ], "value_loss": [ 2.789435099697113, 0.8181893708229065, 0.7272053227424622, 0.5833633841991425, 0.5203261951446533, 0.487560515499115, 0.5104867960453033, 0.5071568609237671, 0.7265350058555603, 0.6770524631500244, 0.6544264476060867, 0.6184350404918194, 0.82130862698555, 0.7288621360361576, 0.6920311128377914, 0.7491695034027099, 1.436285315656662, 0.9137073722839355, 1.3024319067001342, 1.1969394775390625, 1.5527768714904786, 1.7683637444019318, 2.1371090829849244, 2.7897338537216188, 1.7251617815971374, 2.1219203945159912, 1.8316284656524657, 1.6271437129974364, 1.533262328338623, 1.4435790887832642, 1.425470267868042, 1.2025170761942863, 1.3155294904232024, 1.1143611429214477, 1.2226881009578705, 1.4462114141464233, 1.0543560623168946, 1.0660594150543212, 0.9147385849952697, 0.8270027490615844, 0.8281644924163818, 1.0131224609851837, 0.8204657958984375, 0.7915476408958435, 1.0112078512191773, 0.9825851963043213, 0.7297250129699707, 0.7310111741065979, 0.8675759086608886, 0.8777669506072998, 0.7935477031707764, 0.7559813811302185, 0.6910819556236267, 0.7187119407653808, 0.7091325038909913, 0.8288764345169067, 0.6835856030464172, 0.696506120300293, 0.7955103742599487, 0.6248370735168457, 0.7264847853183747, 0.6357070183992386, 0.6640777275085449, 0.6200332149505615, 0.6066704128265381, 0.6134613354206085, 0.624502198600769, 0.5682870136260987, 0.5714269968986512, 0.5611187159061432, 0.560384591293335, 0.5337265998840331, 0.518946839427948, 0.5066715524673462, 0.5192569964408874, 0.5218038980484009, 0.515819926071167, 0.5021115490913391, 0.5022512309074402, 0.5270826056480408 ], "term_loss": [ 1.6281806005001067, 0.5260812068939209, 0.5574779790878296, 0.4467624794960022, 0.38560171570777896, 0.35132181377410887, 0.3726922478437424, 0.3839768423080444, 0.5983181779623031, 0.5458563985824585, 0.5328782257556915, 0.49554837535619733, 0.6895202607631683, 0.6041087128341198, 0.5711961905956269, 0.622646349143982, 1.2603772453427315, 0.773075110912323, 1.1336991445064544, 1.0312418762207032, 1.3463582670211791, 1.5365228524684906, 1.8501261821746826, 2.4006380270242693, 1.451894647026062, 1.8385419921875, 1.5503413744926453, 1.348254576587677, 1.2533037424087525, 1.162389670753479, 1.1130255826950073, 0.9006625356771052, 1.0001833762645722, 0.8168405591964721, 0.9015608322620392, 1.099498508644104, 0.723140911102295, 0.7195442680358887, 0.5906892456054688, 0.5117025557518006, 0.5222296411037445, 0.6893843678474426, 0.5126559923410415, 0.47389315984249114, 0.6742367547988891, 0.6494622436523437, 0.42108994102478026, 0.42529633424282076, 0.5564227697372437, 0.562213070678711, 0.4802745559692383, 0.4539243455886841, 0.3954838166773319, 0.41656764430999754, 0.407904678440094, 0.5054427813529968, 0.3801931502342224, 0.3841923901736736, 0.47365911989212034, 0.32998718037605285, 0.4120689484864473, 0.334956028342247, 0.3557816318035126, 0.31811208209991454, 0.3048724256515503, 0.31001371720433235, 0.3186835240840912, 0.27292693586349487, 0.2744087711334228, 0.26349675579071047, 0.26173307815790176, 0.24325768327713013, 0.22855849746465684, 0.21712086362838745, 0.2279037822365761, 0.22775145735740662, 0.2218828114748001, 0.21318944548368454, 0.2103438462257385, 0.22659661755561827 ], "bridge_loss": [ 0.8669556872836547, 0.06360601794421673, 0.008560461984574795, 0.005917139887809754, 0.01696948218345642, 0.025800688429176807, 0.02753051795810461, 0.015897551971673966, 0.012487161195278167, 0.011549899433553218, 0.009167527516558766, 0.010144380106031895, 0.012813932079076768, 0.014643209081888198, 0.012564446350932122, 0.013087814033031464, 0.0355284596927464, 0.019168835720419882, 0.028831265807896852, 0.029531528568267823, 0.04496059722006321, 0.05906419792771339, 0.08262725896835327, 0.17684709503650664, 0.07839597351551056, 0.07206453119516373, 0.06329247436523437, 0.05826105718612671, 0.06393873658180237, 0.05167575533390045, 0.06876316456794739, 0.06094803668484092, 0.06672434015274048, 0.05214060747623444, 0.059061125856637954, 0.0942545708656311, 0.0740616250872612, 0.07541715958714486, 0.06009064224362373, 0.05432415052056313, 0.044301791000366214, 0.05619173694849014, 0.04468392983227968, 0.05211084792613983, 0.056994534659385684, 0.0499825501203537, 0.036443243896961214, 0.032711439895629885, 0.0384589661359787, 0.0338902623295784, 0.03647522128820419, 0.02619726200699806, 0.02073877650052309, 0.025440873777866364, 0.026828269357979297, 0.04103488396704197, 0.027947768175601958, 0.03465887205153704, 0.04586356149315834, 0.023804297626018524, 0.03421685046106577, 0.031679686503112314, 0.03704538420438767, 0.03376271347999573, 0.032853434824943545, 0.037378453141450885, 0.03849537320137024, 0.031244005316495894, 0.033646199870109555, 0.033860014009475706, 0.036484488779306413, 0.029376127362251283, 0.03004473757147789, 0.03032349246442318, 0.03176274458765983, 0.03554704558849335, 0.03567317904829979, 0.030595304039120676, 0.033694784569740295, 0.04233165686130524 ], "tgrad_loss": [ 0.29429881639480593, 0.22850215055942535, 0.161166881275177, 0.13068375954627992, 0.11775499715805053, 0.11043801250457763, 0.11026402975320816, 0.1072824667930603, 0.11572966387271881, 0.1196461637020111, 0.11238069614171982, 0.11274228993058205, 0.11897443695068359, 0.1101102095194161, 0.10827047473788261, 0.11343533954620362, 0.1403796047925949, 0.12146342446804047, 0.13990149824619294, 0.13616608276367187, 0.16145800683498382, 0.17277670335769654, 0.20435564041137697, 0.2122487030506134, 0.19487117614746094, 0.2113138470888138, 0.21799462871551514, 0.22062808697223663, 0.21601984961032866, 0.2295136512517929, 0.2436815215110779, 0.24090649601221084, 0.24862176179885864, 0.24537998490333557, 0.2620661392688751, 0.2524583529949188, 0.25715352358818055, 0.27109798228740695, 0.26395870418548584, 0.26097603678703307, 0.2616330534219742, 0.26754635171890256, 0.26312588040828705, 0.26554363651275636, 0.27997655792236326, 0.283140408372879, 0.27219182567596434, 0.273003400182724, 0.2726941707611084, 0.28166362385749816, 0.2767979258060455, 0.27585977494716646, 0.27485936024188995, 0.27670341873168947, 0.27439955916404724, 0.28239877376556394, 0.2754446792840958, 0.2776548579931259, 0.2759876941680908, 0.2710455940723419, 0.2801989861369133, 0.26907129883766173, 0.27125071516036986, 0.2681584177017212, 0.26894454793930056, 0.2660691703081131, 0.2673233015060425, 0.26411607012748717, 0.26337203187942504, 0.2637619474411011, 0.2621670220375061, 0.2610927885055542, 0.2603436091423035, 0.2592271981239319, 0.2595904722213745, 0.2585053967475891, 0.25826393089294436, 0.2583268014431, 0.2582126024246216, 0.25815433073043825 ] }, "diagnostics": { "bp_cosine": [ 0.049023956060409546, 0.11911389231681824, 0.12341275811195374, 0.14533579349517822 ], "perturbation_rho": [ 0.09633419662714005, 0.23598268628120422, 0.24357257783412933, 0.28465405106544495 ], "nudging": { "0.001": [ -0.0026640507858246565, -0.0008936430094763637, -0.0009184350492432714, -0.0010046247625723481 ], "0.003": [ -0.00795636884868145, -0.002677815966308117, -0.0027562258765101433, -0.00301147997379303 ], "0.01": [ -0.026128236204385757, -0.008897590450942516, -0.009167088195681572, -0.01000890415161848 ] } } } }