{ "bp": { "log": { "train_loss": [ 1.1754807784080505, 0.5181709585666656, 0.4592852454185486, 0.48108175311088563, 0.36512076749801636, 0.34354006390571595, 0.3322723610162735, 0.297065003323555, 0.3262266932606697, 0.28987626616954804, 0.30052861709594725, 0.30294343957901, 0.33569810996055605, 0.2807107723712921, 0.24509782445430756, 0.22368610286712645, 0.2224589084148407, 0.22678682289123536, 0.23643300566673278, 0.261921722304821, 0.18664481525421142, 0.2196642207145691, 0.17971987835168837, 0.15603925316333772, 0.14970590219497681, 0.21505068674087524, 0.20973155901432036, 0.18755916361808778, 0.15954147424697876, 0.1524156427383423, 0.1794239527463913, 0.14108568379878997, 0.13159887236356735, 0.11600628448724747, 0.1008336604475975, 0.09575988247394562, 0.09875326882600784, 0.09757538337707519, 0.0814407280921936, 0.1022400197148323, 0.09087320072650909, 0.08520868092179298, 0.06907072774618864, 0.05944656895399093, 0.06366101975440978, 0.07264506211280823, 0.08344530180692673, 0.06239017713665962, 0.05024316610693932, 0.044702837443351746, 0.045005498057976365, 0.03973149275779724, 0.04285087337195873, 0.03791879476606846, 0.0346739610761404, 0.03288826472461224, 0.031093527680635454, 0.03032451833486557, 0.03242490175962448, 0.030104601883888246, 0.028860807363316417, 0.027365653735399245, 0.027397248911857606, 0.026892173463106156, 0.025769270791113377, 0.02494896683692932, 0.02501359928548336, 0.024235507121682168, 0.023822496247291564, 0.02354036187529564, 0.023214907813072203, 0.023110688921809196, 0.022794095242023468, 0.022592110830545426, 0.0224503764398396, 0.02231179800629616, 0.02221992956995964, 0.02214076687693596, 0.022098414012789728, 0.022070704632252455 ], "train_acc": [ 0.5833, 0.7995, 0.8206, 0.8106, 0.8579, 0.8631, 0.8703, 0.8866, 0.8694, 0.8846, 0.8829, 0.882, 0.8702, 0.888, 0.9044, 0.9149, 0.9147, 0.9108, 0.9112, 0.8992, 0.9269, 0.9152, 0.9309, 0.9441, 0.9445, 0.9223, 0.919, 0.93, 0.9399, 0.943, 0.9314, 0.949, 0.953, 0.9601, 0.966, 0.9715, 0.9683, 0.9679, 0.9768, 0.9662, 0.9716, 0.9727, 0.9824, 0.9876, 0.985, 0.9808, 0.973, 0.9843, 0.9903, 0.9935, 0.9935, 0.9959, 0.9938, 0.9957, 0.9974, 0.9976, 0.9983, 0.9982, 0.9974, 0.9979, 0.9984, 0.9988, 0.9984, 0.999, 0.9987, 0.9991, 0.9991, 0.9994, 0.9993, 0.9993, 0.9996, 0.9993, 0.9995, 0.9994, 0.9994, 0.9995, 0.9996, 0.9996, 0.9995, 0.9995 ], "test_acc": [ 0.7705, 0.82, 0.8285, 0.8205, 0.823, 0.824, 0.8385, 0.845, 0.8365, 0.846, 0.838, 0.8475, 0.833, 0.8455, 0.833, 0.8555, 0.8565, 0.8535, 0.8545, 0.849, 0.8605, 0.853, 0.86, 0.862, 0.869, 0.867, 0.856, 0.862, 0.8655, 0.8665, 0.8545, 0.86, 0.862, 0.8595, 0.8675, 0.863, 0.8745, 0.8655, 0.867, 0.872, 0.873, 0.875, 0.871, 0.8765, 0.875, 0.874, 0.86, 0.8715, 0.87, 0.8705, 0.872, 0.873, 0.8755, 0.8685, 0.871, 0.8735, 0.87, 0.872, 0.874, 0.871, 0.8715, 0.8725, 0.873, 0.871, 0.871, 0.872, 0.8705, 0.8715, 0.873, 0.871, 0.8695, 0.8695, 0.87, 0.8715, 0.87, 0.87, 0.8715, 0.8715, 0.8715, 0.8715 ] }, "diagnostics": { "bp_cosine": [ 0.8294941186904907, 0.823101282119751, 0.815970778465271, 0.8095235824584961, 0.8066394329071045, 0.8012610673904419, 0.7956615686416626, 0.7900899648666382 ], "perturbation_rho": [ 0.999998927116394, 0.999997615814209, 0.9999938011169434, 0.9999845027923584, 0.9999604225158691, 0.9999330043792725, 0.999873697757721, 0.999819278717041 ], "nudging": { "0.001": [ -0.035539593547582626, -0.021562810987234116, -0.012927833944559097, -0.007899895310401917, -0.005169217474758625, -0.0036920299753546715, -0.0028583952225744724, -0.002364233136177063 ], "0.003": [ -0.0985700860619545, -0.0616692453622818, -0.037691134959459305, -0.023295730352401733, -0.015336824581027031, -0.01098954863846302, -0.008523097261786461, -0.007056646980345249 ], "0.01": [ -0.2528620958328247, -0.17482446134090424, -0.11384513974189758, -0.07313278317451477, -0.04917728155851364, -0.03563641011714935, -0.02781001478433609, -0.02310660108923912 ] } } }, "dfa": { "log": { "train_loss": [ 2.1838191192626955, 1.202098671722412, 0.7546534229278564, 0.6286930981874466, 0.5413522202730179, 0.5016274568080902, 0.4973876078605652, 0.5006243084907531, 0.491056324505806, 0.5162841996192932, 0.503458097076416, 0.5122841632843017, 0.6047590888977051, 0.5742595722198486, 0.6101696805477143, 0.5846948350906372, 0.6041797488331795, 0.5839841031074524, 0.6028947599411011, 0.6573390657663345, 0.6277515439033509, 0.7153009181976319, 0.6114065330982208, 0.7203419920444488, 0.704536079788208, 0.7316081617355347, 0.7904250410079956, 0.7298012476921082, 0.9584419759750367, 0.7364888837814331, 0.7200859572410584, 0.7152903346061706, 0.7418321360588074, 0.6785042297184467, 0.7197946992874146, 0.7295546224594116, 0.7811001716613769, 0.7459795353889466, 0.7168794848442077, 0.8068981638908386, 0.6808593973636627, 0.6812150555133819, 0.6748936148405075, 0.7090878666877747, 0.6815416418075562, 0.7244775035858154, 0.7989970844268799, 0.7369783718109131, 0.6676865758895874, 0.6741015150070191, 0.6873524452403188, 0.6283843026161194, 0.6744810340195895, 0.6269000155448914, 0.7053837902069092, 0.647765721988678, 0.6138295706748962, 0.6056019225120545, 0.6158565293312073, 0.6043323511123657, 0.6008664073240012, 0.5667676944732666, 0.5763443781375885, 0.5698577795982361, 0.5726742564201355, 0.5617806459903717, 0.5556433219909668, 0.5606436388015748, 0.5541526489257812, 0.5531132131576538, 0.5459820462226868, 0.5402892316818237, 0.5384351867675782, 0.5412482352614403, 0.5334744161128998, 0.5311016474723816, 0.5313176528930664, 0.5276195110797882, 0.526644831725955, 0.5260294675350189 ], "train_acc": [ 0.2066, 0.5772, 0.7178, 0.7667, 0.7971, 0.8116, 0.8113, 0.8184, 0.8219, 0.8197, 0.8231, 0.8219, 0.8026, 0.814, 0.8081, 0.8205, 0.8152, 0.8241, 0.8169, 0.8076, 0.8168, 0.8118, 0.8261, 0.8074, 0.8136, 0.811, 0.8037, 0.8151, 0.7895, 0.8177, 0.8222, 0.819, 0.8215, 0.8305, 0.8227, 0.8213, 0.8166, 0.8222, 0.8271, 0.814, 0.8341, 0.8325, 0.8348, 0.8234, 0.8302, 0.825, 0.818, 0.8222, 0.8356, 0.8346, 0.8324, 0.8422, 0.8386, 0.8419, 0.8283, 0.8399, 0.8478, 0.8481, 0.8417, 0.848, 0.8489, 0.8569, 0.8523, 0.8537, 0.8533, 0.8548, 0.8574, 0.8564, 0.8571, 0.8579, 0.8587, 0.8613, 0.8608, 0.8598, 0.8623, 0.8616, 0.8606, 0.8618, 0.8622, 0.8617 ], "test_acc": [ 0.4245, 0.633, 0.7, 0.7355, 0.7595, 0.771, 0.781, 0.776, 0.7695, 0.7775, 0.785, 0.7285, 0.7645, 0.7665, 0.7315, 0.7645, 0.742, 0.767, 0.7485, 0.772, 0.7575, 0.769, 0.739, 0.715, 0.723, 0.721, 0.755, 0.685, 0.7375, 0.747, 0.7845, 0.7575, 0.788, 0.7475, 0.7465, 0.734, 0.786, 0.7485, 0.7305, 0.7745, 0.7775, 0.779, 0.756, 0.7395, 0.784, 0.7605, 0.7665, 0.7785, 0.77, 0.7655, 0.7925, 0.7745, 0.7755, 0.7855, 0.764, 0.785, 0.777, 0.769, 0.783, 0.792, 0.7985, 0.807, 0.803, 0.803, 0.8035, 0.8065, 0.7965, 0.7995, 0.8065, 0.811, 0.8015, 0.8015, 0.8035, 0.8, 0.8, 0.8045, 0.8025, 0.806, 0.8045, 0.804 ] }, "diagnostics": { "bp_cosine": [ -0.029147807508707047, 0.09590217471122742, 0.0916377604007721, 0.10714393854141235, 0.10661958158016205, 0.05731643736362457, 0.06447312980890274, 0.05185993015766144 ], "perturbation_rho": [ -0.08288859575986862, 0.14039787650108337, 0.1433517336845398, 0.1548803746700287, 0.09298646450042725, 0.08800182491540909, 0.09949750453233719, 0.02763376198709011 ], "nudging": { "0.001": [ 0.0017877263016998768, -0.000630493275821209, -0.00031784665770828724, -0.00033820740645751357, -0.0003272043541073799, -0.00018869461200665683, -0.0002295648882864043, -0.00016335875261574984 ], "0.003": [ 0.005449830554425716, -0.001886849058791995, -0.0009509308729320765, -0.0010138512589037418, -0.0009805148001760244, -0.0005645205965265632, -0.0006858182605355978, -0.00048740144120529294 ], "0.01": [ 0.019184602424502373, -0.0062692309729754925, -0.0031640869565308094, -0.0033698435872793198, -0.003262510057538748, -0.0018756084609776735, -0.0022803605534136295, -0.0016227040905505419 ] } } }, "state_bridge": { "log": { "train_loss": [ 1.7473140567779541, 0.9251619996070862, 0.7068822136878967, 0.6734603995323181, 0.7457750282287597, 0.8054894256591797, 0.8525734433174134, 0.8588375370025635, 0.8834347763061523, 0.8960849166870117, 0.9051341072082519, 0.9054860986709595, 0.9049023498535156, 0.9338330560684204, 0.8942585109710693, 0.866205068397522, 0.8675411263465881, 0.8408319032192231, 0.8157361579895019, 0.8383380194664002, 0.7929928570747375, 0.8159124660491943, 0.8006898342132568, 0.7805020513534546, 0.7467561506271362, 0.7769838253021241, 0.740959705066681, 0.7387035996437072, 0.7201678607463836, 0.7209407108306884, 0.7474315497398376, 0.7333630378723145, 0.7624125885009766, 0.7098405016899109, 0.7155334932327271, 0.7373080111503602, 0.6897648265838623, 0.7116705716133118, 0.6977139730453491, 0.689065051651001, 0.7276701536178589, 0.726329208946228, 0.7151447709083557, 0.7019258667945861, 0.7494557568073272, 0.7007609943389893, 0.7020422275543213, 0.6922769821166992, 0.6776938212394714, 0.6798969288825989, 0.6656915367126465, 0.6746529310703278, 0.6393669857978821, 0.6383698108673096, 0.6358671523094177, 0.6303783107280732, 0.6350876825332642, 0.6365802597522736, 0.6297786211013794, 0.6428515602111816, 0.6437168377876282, 0.6237785207748413, 0.6191892197608948, 0.6191086200714111, 0.6186483777046203, 0.6168421429157257, 0.6117486687660217, 0.6113159837722778, 0.6117036319255829, 0.607511134815216, 0.6095974473953247, 0.6053294305801391, 0.6047506375312806, 0.6027808818817139, 0.6011299852371216, 0.6004490308761596, 0.5999058860778809, 0.5991122978210449, 0.598829758644104, 0.598610949087143 ], "train_acc": [ 0.364, 0.6574, 0.7329, 0.753, 0.7398, 0.7248, 0.7084, 0.698, 0.6894, 0.6845, 0.6805, 0.6781, 0.6804, 0.6737, 0.6854, 0.6889, 0.6907, 0.6997, 0.7082, 0.7014, 0.7176, 0.7145, 0.7188, 0.7206, 0.7318, 0.7271, 0.7373, 0.735, 0.7415, 0.7401, 0.744, 0.7405, 0.7346, 0.7542, 0.746, 0.739, 0.7483, 0.751, 0.7539, 0.748, 0.7431, 0.744, 0.7449, 0.7473, 0.7364, 0.7478, 0.7439, 0.7468, 0.7538, 0.7511, 0.7531, 0.7538, 0.7664, 0.7687, 0.7632, 0.7699, 0.7701, 0.7688, 0.7692, 0.765, 0.7657, 0.77, 0.7734, 0.7728, 0.7735, 0.7713, 0.7752, 0.777, 0.7762, 0.7752, 0.7746, 0.7782, 0.7776, 0.7801, 0.7778, 0.7788, 0.7778, 0.7797, 0.7787, 0.7793 ], "test_acc": [ 0.557, 0.6835, 0.712, 0.7145, 0.693, 0.687, 0.6815, 0.674, 0.672, 0.661, 0.6595, 0.661, 0.6535, 0.6555, 0.66, 0.6525, 0.6575, 0.6745, 0.662, 0.665, 0.6775, 0.6725, 0.6565, 0.685, 0.6865, 0.6955, 0.6925, 0.6985, 0.6935, 0.674, 0.7045, 0.6865, 0.7, 0.7075, 0.679, 0.706, 0.7085, 0.7025, 0.718, 0.7025, 0.7085, 0.6865, 0.709, 0.681, 0.713, 0.7125, 0.714, 0.7035, 0.7085, 0.7075, 0.7005, 0.722, 0.725, 0.7115, 0.7165, 0.728, 0.7245, 0.7215, 0.7265, 0.7275, 0.7165, 0.727, 0.731, 0.7285, 0.7265, 0.7245, 0.7275, 0.7215, 0.724, 0.7265, 0.7285, 0.723, 0.7275, 0.7275, 0.7275, 0.728, 0.729, 0.7285, 0.727, 0.7265 ], "state_pred_error": [ 0.6621009309768677, 0.18949966685771943, 0.1467816726922989, 0.15708787188529968, 0.17524181332588196, 0.19041815445423127, 0.19469740133285524, 0.19334899117946625, 0.18909891850948335, 0.1834290199995041, 0.1776910136461258, 0.1693726092338562, 0.1593346801996231, 0.15057109451293946, 0.13607191491127013, 0.12221740016937256, 0.11063073590993881, 0.10139462573528289, 0.09178647582530976, 0.08364639749526978, 0.0763305801987648, 0.07042970400452614, 0.06602095465660095, 0.06487999885678292, 0.06271354095935822, 0.061520341455936434, 0.059059248542785645, 0.056564629304409024, 0.05402934091091156, 0.05196828144788742, 0.050360298389196395, 0.0480489935874939, 0.04519245035648346, 0.04349969825744629, 0.04201801525950432, 0.04072046799659729, 0.03955439219474793, 0.03672264353334904, 0.03492691957950592, 0.03289650791883469, 0.03177874554991722, 0.030649135023355485, 0.02864566181600094, 0.02688669348657131, 0.025244250574707985, 0.023715209478139876, 0.021778766030073164, 0.020335312649607657, 0.019033752544224264, 0.018155685628950594, 0.017363225120306015, 0.016726057812571526, 0.01624702921509743, 0.015930817434191703, 0.015584588533639908, 0.015295122048258782, 0.015127958336472512, 0.014801454600691795, 0.014687491267919541, 0.014063061302900314, 0.01438164930343628, 0.01355879987180233, 0.01320074545443058, 0.012842133796215058, 0.01253392604291439, 0.01236460832208395, 0.011886253049969674, 0.011621960616111756, 0.011426134213805198, 0.011017198014259339, 0.010708265140652656, 0.01054772773683071, 0.01050231020450592, 0.010149630855768919, 0.009902083823084832, 0.009754141983389855, 0.009604894667863845, 0.00941408416479826, 0.009380772784352303, 0.009179592244327068 ] }, "diagnostics": { "bp_cosine": [ 0.8188973069190979, 0.4508240222930908, 0.20906424522399902, 0.16529136896133423, 0.1612900048494339, 0.1292058229446411, 0.14780420064926147, 0.1308501958847046 ], "perturbation_rho": [ 0.7345798015594482, 0.40806666016578674, 0.18922817707061768, 0.1360217034816742, 0.11187596619129181, 0.1472519189119339, 0.12442155927419662, 0.11949814856052399 ], "nudging": { "0.001": [ -0.021930836141109467, -0.0014364664675667882, -0.0005421066889539361, -0.0004351946117822081, -0.00039058327092789114, -0.0003250233712606132, -0.00035381075576879084, -0.00031243677949532866 ], "0.003": [ -0.0643623024225235, -0.004303464200347662, -0.0016258403193205595, -0.0013055813033133745, -0.0011712429113686085, -0.0009750650497153401, -0.0010611845646053553, -0.0009370018960908055 ], "0.01": [ -0.19829359650611877, -0.01426965557038784, -0.005409521050751209, -0.004344802349805832, -0.0038992268964648247, -0.0032464847899973392, -0.003532196395099163, -0.00311922375112772 ] }, "state_pred_error_per_layer": [ 5640.76416015625, 3768.9912109375, 2209.80126953125, 1863.6328125, 1833.0330810546875, 2052.747802734375, 1687.1876220703125, 1871.18310546875 ] } }, "credit_bridge": { "log": { "train_loss": [ 2.186090153121948, 1.1984385531425477, 0.758064928817749, 0.626275444984436, 0.5633068831443787, 0.5013768714904785, 0.5079200323104859, 0.5059850447654725, 0.4841378322124481, 0.519163568687439, 0.5544459510803222, 0.5611598224639892, 0.5388422620296478, 0.6585407733917237, 0.576538342666626, 0.600434935760498, 0.6034886390686035, 0.6376714500427246, 0.6580952283859253, 0.663741570186615, 0.7861046495437622, 0.7275902103424072, 0.7628611448287964, 0.8346376148223877, 0.8310700666427613, 0.8562221878051758, 1.003050333881378, 1.005180773639679, 1.0375463592529297, 0.9521340274810791, 1.0032074150085448, 1.0618027465820312, 1.0746233934402465, 1.0948340304374695, 1.1240816584587097, 1.0969329462051391, 1.1547944499969482, 1.0115770859718323, 1.187496001434326, 1.1422000102996825, 1.2583707466125489, 1.1105651211738587, 1.149918165588379, 1.156761019897461, 1.0984439032554627, 1.153316777420044, 1.1259891437530518, 1.1472719621658325, 1.116767183303833, 1.0828887168884278, 1.06634891872406, 1.1018301118850709, 1.1700591009140016, 1.119646194076538, 1.1126467975616454, 1.128969659423828, 1.1335998802185059, 1.116425537109375, 1.1152625152587892, 1.1043034273147583, 1.1250763381958009, 1.1375839376449586, 1.1613730312347412, 1.114402931690216, 1.110203257751465, 1.110114776992798, 1.0994714338302611, 1.10834795627594, 1.0854792390823365, 1.0907306499481202, 1.0760109588623046, 1.0793846405029297, 1.0701058303833009, 1.0693202518463134, 1.0654688898086548, 1.0643323517799377, 1.062985421180725, 1.063136572265625, 1.0616274564743042, 1.060890511226654 ], "train_acc": [ 0.2037, 0.5759, 0.7201, 0.7655, 0.786, 0.8129, 0.8139, 0.8149, 0.8211, 0.8163, 0.8115, 0.8102, 0.8227, 0.8002, 0.8182, 0.815, 0.8163, 0.8129, 0.8129, 0.8135, 0.7906, 0.7999, 0.7921, 0.769, 0.7656, 0.7611, 0.7238, 0.7113, 0.6958, 0.6976, 0.6775, 0.6548, 0.6512, 0.6319, 0.6236, 0.6178, 0.611, 0.6423, 0.6127, 0.61, 0.5833, 0.6211, 0.612, 0.6054, 0.6155, 0.6017, 0.6061, 0.5974, 0.6079, 0.6116, 0.6099, 0.6073, 0.5914, 0.5991, 0.6026, 0.5958, 0.5946, 0.6011, 0.6002, 0.6053, 0.5985, 0.5905, 0.5887, 0.5986, 0.6012, 0.6023, 0.604, 0.6011, 0.6086, 0.605, 0.6125, 0.6069, 0.6108, 0.6143, 0.6148, 0.6154, 0.6165, 0.6149, 0.6145, 0.616 ], "test_acc": [ 0.4205, 0.6445, 0.6985, 0.728, 0.768, 0.7555, 0.7905, 0.781, 0.7895, 0.7495, 0.7755, 0.767, 0.7785, 0.75, 0.7695, 0.7655, 0.788, 0.779, 0.744, 0.7345, 0.7575, 0.754, 0.7015, 0.701, 0.7185, 0.724, 0.636, 0.626, 0.598, 0.5585, 0.579, 0.579, 0.5785, 0.5585, 0.5555, 0.444, 0.5675, 0.4385, 0.559, 0.4735, 0.5265, 0.57, 0.498, 0.548, 0.517, 0.5415, 0.5515, 0.4515, 0.5275, 0.5605, 0.5295, 0.5445, 0.5505, 0.5395, 0.5455, 0.53, 0.566, 0.5735, 0.579, 0.587, 0.56, 0.569, 0.575, 0.5795, 0.5845, 0.576, 0.584, 0.5885, 0.59, 0.5785, 0.5835, 0.593, 0.5875, 0.5915, 0.594, 0.592, 0.59, 0.5935, 0.5955, 0.5935 ], "value_loss": [ 2.972377465057373, 0.9248018383979797, 1.0020131734848023, 1.001979987335205, 0.9705457033157349, 0.8233501838684082, 0.7766179365158081, 0.7434081115245819, 0.6680281215190887, 0.8222749937057495, 0.9086565495491028, 0.9337426007270813, 0.8717771873474122, 1.2898138553142549, 1.0746097915649413, 1.2781329341888428, 1.1974793502807617, 1.34198962059021, 1.3165509941101075, 1.5385431747436524, 1.9559954346179962, 1.8219638473510742, 1.7863510093688966, 2.057444320678711, 1.9194623096466064, 1.976530602836609, 2.3657245763778687, 2.159454160308838, 1.9747343505859376, 1.5638118370056153, 1.2694459007263184, 1.2683067232131957, 1.1694433807373046, 1.1675490615844726, 1.0915654657363891, 1.0240236600875854, 1.7238075693130492, 0.835702922821045, 1.110375917816162, 0.8499037637710571, 1.055553258895874, 1.0895272705078125, 1.12765179977417, 0.7910501505374908, 0.6725261320114135, 0.734961402130127, 0.6772283415317535, 0.6853561975479125, 0.6990460660934448, 0.8313457719802857, 0.5796068740844726, 0.6480168206691742, 0.8037886819362641, 0.5881471869468688, 0.6110391419410706, 0.5128450169563293, 0.5585265712738037, 0.5103896431922913, 0.5027615876197815, 0.5387080775737763, 0.5066710983276367, 0.5061055371284485, 0.5857940488815307, 0.47782063326835633, 0.5022022886276245, 0.45191595425605774, 0.4483213914871216, 0.44163735978603363, 0.44864495878219607, 0.4398085097312927, 0.4156592011928558, 0.4245777335166931, 0.42239491229057313, 0.4158617585659027, 0.4056261803150177, 0.3981911696434021, 0.39951434321403506, 0.40600771880149844, 0.39831735172271726, 0.3977136660575867 ], "term_loss": [ 1.7086821298599244, 0.6393537052154541, 0.831955358505249, 0.8549827503204346, 0.8313716646194458, 0.6740786487579346, 0.6076947003364563, 0.5965874532222748, 0.538589419388771, 0.6892606357574463, 0.7693541362762452, 0.7941495090007782, 0.7356539968967438, 1.1337381413698195, 0.9334297341823578, 1.133020539855957, 1.0501272022247314, 1.1906745010375976, 1.1603767150878905, 1.383775331878662, 1.7672954069495201, 1.618180365753174, 1.5548997764587402, 1.7815429141998291, 1.634721337890625, 1.6693853170394897, 1.9992852979660034, 1.7566577983856202, 1.5732412117004395, 1.1724922225952148, 0.9129334537506103, 0.9116888998031616, 0.811285630607605, 0.782278653216362, 0.6845991757392883, 0.5974405498027802, 1.1749914863586426, 0.455600013923645, 0.733255504322052, 0.520190512561798, 0.697090616607666, 0.744835383605957, 0.7489512222290039, 0.44376978453397753, 0.3575445245265961, 0.41143530030250547, 0.36194814307689666, 0.35318923025131227, 0.3714102928161621, 0.48353575496673584, 0.2622438941001892, 0.31617711095809936, 0.45348238250017164, 0.2884477474451065, 0.3248059089899063, 0.22525122106075288, 0.27484396206140516, 0.2325062701702118, 0.22512192395329475, 0.26193017570972443, 0.2302307121038437, 0.22658776865005492, 0.29551011357307433, 0.20677382897138596, 0.22635481977462768, 0.17875954384803772, 0.1794549295425415, 0.17492746146917343, 0.1828258805513382, 0.1739099319458008, 0.15372597955465317, 0.15907710464000702, 0.15855794508755208, 0.15342277257442474, 0.14609964501857758, 0.13945738344192504, 0.136053040933609, 0.1458153038263321, 0.1393143364906311, 0.13710964921712876 ], "bridge_loss": [ 0.9758284360856575, 0.06962661180198193, 0.005672540656849742, 0.003370350643992424, 0.006644147405028343, 0.030381520032882692, 0.04909406066536903, 0.026274551457166673, 0.013745080161094665, 0.013532327757775783, 0.0138886878028512, 0.013557788728922606, 0.014762255641818047, 0.01668152751326561, 0.01626828481554985, 0.01767303576171398, 0.020321840810775756, 0.019734235203266143, 0.02249946554452181, 0.022086227571964264, 0.040416947451233864, 0.06203577089309693, 0.08303722366094589, 0.11707051875591278, 0.12063585679531097, 0.13916499671936036, 0.17566344423294067, 0.20474205927848815, 0.1913953489303589, 0.1900377607345581, 0.14244086827039718, 0.12460256059169769, 0.1259830789089203, 0.147844007897377, 0.16582468271255493, 0.18581496963500976, 0.3006300089836121, 0.15080310106873512, 0.12048298480510712, 0.07477383016645908, 0.08642990236282348, 0.09502357883453369, 0.12325514240264893, 0.08798319578170777, 0.06590155552625657, 0.06488577566146851, 0.06051054383516312, 0.07300690015554429, 0.07357583614587784, 0.09772055714130401, 0.0707737734824419, 0.0786128630578518, 0.09063167880773544, 0.044709685909748074, 0.03420306581407785, 0.03227839771509171, 0.028627947074174882, 0.025130870291590692, 0.02522470474541187, 0.027251064124703406, 0.023627802783250808, 0.023905384761095046, 0.02898607106804848, 0.01962408951073885, 0.024935207891464233, 0.022261195167899133, 0.020190077558159828, 0.017063735301792622, 0.02027609973549843, 0.019097698336839677, 0.017230739736557008, 0.019787984344363213, 0.020351601561903954, 0.01930274936258793, 0.016703577791899443, 0.016038631775975226, 0.021321783912181855, 0.01768758919239044, 0.017187132662534715, 0.018799800185859205 ], "tgrad_loss": [ 0.28786688737869265, 0.2158215215921402, 0.16438527557849883, 0.14362689361572265, 0.13252989099025728, 0.11889001908302307, 0.1198291732788086, 0.12054610551595688, 0.11569361996650696, 0.11948202958106995, 0.12541372295618058, 0.12603530632257462, 0.12136093652248382, 0.13939418510198592, 0.12491177189350128, 0.12743936359882355, 0.12703030982017516, 0.13158088505268098, 0.13367481677532195, 0.13268162167072295, 0.14828308132886886, 0.14174770864248276, 0.1484140252828598, 0.1588308961868286, 0.16410512266159058, 0.16798028388023376, 0.19077582602500914, 0.19805429615974426, 0.21009778094291687, 0.20128185844421387, 0.21407157855033873, 0.23201526298522948, 0.2321746678352356, 0.23742639436721802, 0.24114160361289977, 0.2407681416273117, 0.24818605904579163, 0.2292998040676117, 0.25663742961883546, 0.25493942279815673, 0.27203273811340334, 0.24966830728054046, 0.25544544095993044, 0.2592971650838852, 0.24908005418777465, 0.25864032859802244, 0.25476965675354, 0.25916006617546083, 0.25405994086265565, 0.25008946247100833, 0.24658920845985413, 0.25322684478759766, 0.2596746240615845, 0.25498975529670714, 0.25203017072677614, 0.2553153970241547, 0.25505466132164, 0.2527525003910065, 0.25241495661735536, 0.24952683820724486, 0.2528125834941864, 0.25561238169670103, 0.261297861289978, 0.2514227141857147, 0.2509122602939606, 0.2508952157974243, 0.2486763837337494, 0.24964616248607635, 0.24554297575950623, 0.24680087909698487, 0.2447024793624878, 0.24571264839172363, 0.24348536689281464, 0.243136239695549, 0.24282296109199525, 0.24269515240192413, 0.24213951697349548, 0.2425048230648041, 0.24181588273048402, 0.24180421624183654 ] }, "diagnostics": { "bp_cosine": [ 0.014968650415539742, 0.08219218999147415, 0.12315872311592102, 0.1350458562374115, 0.16176681220531464, 0.1692444086074829, 0.17282617092132568, 0.17642942070960999 ], "perturbation_rho": [ 0.09865723550319672, 0.1636437624692917, 0.19447889924049377, 0.2091381549835205, 0.2243458330631256, 0.23168572783470154, 0.2512606978416443, 0.23721641302108765 ], "nudging": { "0.001": [ -0.0006243207026273012, -0.0006085919449105859, -0.0008320298511534929, -0.0008824424585327506, -0.000980146462097764, -0.0010583256371319294, -0.001075199106708169, -0.0010938441846519709 ], "0.003": [ -0.001858972478657961, -0.001825807150453329, -0.002494026906788349, -0.0026476685889065266, -0.0029380805790424347, -0.0031721340492367744, -0.003223641077056527, -0.0032798685133457184 ], "0.01": [ -0.006006492767482996, -0.006066862493753433, -0.008294559083878994, -0.008802486583590508, -0.009770728647708893, -0.010544568300247192, -0.010718668811023235, -0.010904812254011631 ] } } } }