diff options
Diffstat (limited to 'results/cifar10_seed456/results_cifar10.json')
| -rw-r--r-- | results/cifar10_seed456/results_cifar10.json | 1985 |
1 files changed, 1985 insertions, 0 deletions
diff --git a/results/cifar10_seed456/results_cifar10.json b/results/cifar10_seed456/results_cifar10.json new file mode 100644 index 0000000..06a3107 --- /dev/null +++ b/results/cifar10_seed456/results_cifar10.json @@ -0,0 +1,1985 @@ +{ + "456": { + "bp": { + "log": { + "train_loss": [ + 1.932577501449585, + 1.6900249602508546, + 1.6011367318725587, + 1.5466754390716553, + 1.4920579125213622, + 1.4546358205413819, + 1.4231391117858887, + 1.3938725402450562, + 1.3629425603866576, + 1.342505719642639, + 1.3237205046844482, + 1.300122989501953, + 1.2825427363967896, + 1.2623162283325196, + 1.2426594482040405, + 1.227365916481018, + 1.206711524925232, + 1.190613479347229, + 1.1721268761444092, + 1.1622920285797118, + 1.1426683759689331, + 1.1272672763824463, + 1.1123097320747375, + 1.095245484790802, + 1.0796047261238098, + 1.0664704471588136, + 1.0544639612579345, + 1.0334472966003418, + 1.0216301371002197, + 1.0061453499603272, + 0.9892120691299439, + 0.9690513248062134, + 0.9597649993705749, + 0.9393893640518188, + 0.9262461110305786, + 0.9142684574699402, + 0.8982764770317078, + 0.882060844745636, + 0.8589154948616028, + 0.8484143830871582, + 0.8298149911689758, + 0.8117531860733033, + 0.7923431532669067, + 0.7819426927185058, + 0.7630360532951355, + 0.7432640241622925, + 0.725852869091034, + 0.7111906971359253, + 0.6900048795890809, + 0.6697983954048157, + 0.6541705364608764, + 0.6370760979270935, + 0.6198028992843628, + 0.5972342865371704, + 0.5801713646697998, + 0.5637391392326355, + 0.5492425328063965, + 0.5351220473480225, + 0.517744523601532, + 0.4910259468269348, + 0.48044670740127565, + 0.4666313941383362, + 0.4454871296596527, + 0.4287984812068939, + 0.4167753814029694, + 0.4019090121555328, + 0.3892905419158936, + 0.3745353739929199, + 0.3589991714382172, + 0.34674671503067017, + 0.3343308783531189, + 0.32089566977500916, + 0.3101300811481476, + 0.2954042288208008, + 0.2848380702114105, + 0.2828438286781311, + 0.264346894235611, + 0.26094838644981383, + 0.25063199663162233, + 0.24315124837875365, + 0.2345473566555977, + 0.22507079369306565, + 0.2194176360464096, + 0.21162880234241485, + 0.20445122440338134, + 0.2012126348876953, + 0.19840873272895812, + 0.19022230600357057, + 0.1889617627120018, + 0.18509810159683227, + 0.18254041098594664, + 0.1836097541332245, + 0.17741597022533417, + 0.1746750330734253, + 0.17486595999717713, + 0.17480743077754973, + 0.17309590301036834, + 0.17227657488822937, + 0.1740615609550476, + 0.16915745746612548 + ], + "train_acc": [ + 0.30628, + 0.38592, + 0.42152, + 0.4394, + 0.45908, + 0.47766, + 0.48482, + 0.49718, + 0.51004, + 0.51544, + 0.52028, + 0.53156, + 0.53764, + 0.54346, + 0.55342, + 0.55874, + 0.56678, + 0.571, + 0.57738, + 0.57968, + 0.59098, + 0.59448, + 0.59972, + 0.60702, + 0.61296, + 0.61686, + 0.62066, + 0.629, + 0.63218, + 0.63706, + 0.6458, + 0.65254, + 0.6557, + 0.66064, + 0.66696, + 0.67284, + 0.67792, + 0.68442, + 0.6895, + 0.69484, + 0.69998, + 0.70706, + 0.71588, + 0.71756, + 0.72552, + 0.7343, + 0.74024, + 0.74394, + 0.75236, + 0.76022, + 0.76464, + 0.77054, + 0.7777, + 0.78372, + 0.79538, + 0.7972, + 0.80364, + 0.8092, + 0.81504, + 0.82654, + 0.82918, + 0.83316, + 0.84092, + 0.84854, + 0.85006, + 0.85778, + 0.8616, + 0.8676, + 0.87464, + 0.87672, + 0.88258, + 0.88796, + 0.89154, + 0.89712, + 0.90188, + 0.90184, + 0.90858, + 0.90758, + 0.9118, + 0.91542, + 0.9187, + 0.92286, + 0.9233, + 0.92722, + 0.93012, + 0.93172, + 0.93268, + 0.936, + 0.93634, + 0.9374, + 0.93696, + 0.93802, + 0.94054, + 0.94164, + 0.9409, + 0.9415, + 0.94154, + 0.94296, + 0.94158, + 0.94336 + ], + "test_acc": [ + 0.3915, + 0.4289, + 0.4595, + 0.4775, + 0.4915, + 0.4936, + 0.5132, + 0.5139, + 0.5291, + 0.5317, + 0.5407, + 0.5449, + 0.5481, + 0.5499, + 0.5545, + 0.5589, + 0.5696, + 0.5674, + 0.5737, + 0.5776, + 0.573, + 0.583, + 0.5773, + 0.572, + 0.5836, + 0.5774, + 0.5838, + 0.5796, + 0.5884, + 0.5942, + 0.5925, + 0.5927, + 0.5974, + 0.5934, + 0.5962, + 0.5972, + 0.5995, + 0.595, + 0.5921, + 0.5848, + 0.5907, + 0.5934, + 0.5935, + 0.5921, + 0.5969, + 0.5936, + 0.5961, + 0.5948, + 0.5992, + 0.5954, + 0.5978, + 0.5933, + 0.5934, + 0.5987, + 0.5987, + 0.591, + 0.5889, + 0.5924, + 0.5937, + 0.593, + 0.5925, + 0.5944, + 0.5938, + 0.5924, + 0.5946, + 0.5905, + 0.5928, + 0.5899, + 0.5891, + 0.587, + 0.5891, + 0.5846, + 0.5867, + 0.586, + 0.5865, + 0.585, + 0.5851, + 0.5824, + 0.5821, + 0.5855, + 0.5825, + 0.5861, + 0.5857, + 0.5869, + 0.5855, + 0.589, + 0.5887, + 0.5872, + 0.5863, + 0.5857, + 0.5865, + 0.5868, + 0.5867, + 0.5874, + 0.5872, + 0.5876, + 0.5869, + 0.5879, + 0.5871, + 0.587 + ] + }, + "diagnostics": { + "bp_cosine": [ + 0.9672282934188843, + 0.9684309363365173, + 0.9675205945968628, + 0.9669639468193054, + 0.9665698409080505, + 0.967890739440918, + 0.9664402008056641, + 0.9660602807998657, + 0.9652657508850098, + 0.9614400863647461, + 0.9602784514427185, + 0.9578725099563599 + ], + "perturbation_rho": [ + 0.9848342537879944, + 0.9891709685325623, + 0.9909648895263672, + 0.9893825054168701, + 0.9924193024635315, + 0.9927305579185486, + 0.9941403865814209, + 0.9934987425804138, + 0.9928717017173767, + 0.9915444254875183, + 0.9898866415023804, + 0.9873980283737183 + ], + "nudging": { + "0.001": [ + -0.0028492475394159555, + -0.0028252778574824333, + -0.0028643091209232807, + -0.0029328675009310246, + -0.002945749554783106, + -0.0029587389435619116, + -0.00288290623575449, + -0.0028087471146136522, + -0.0026325639337301254, + -0.002420567674562335, + -0.002228461904451251, + -0.0018789597088471055 + ], + "0.003": [ + -0.008540419861674309, + -0.008468939922749996, + -0.008585674688220024, + -0.008790891617536545, + -0.008829280734062195, + -0.008868295699357986, + -0.00864122249186039, + -0.008419105783104897, + -0.007891927845776081, + -0.007256433367729187, + -0.006680862978100777, + -0.0056340815499424934 + ], + "0.01": [ + -0.028379585593938828, + -0.028143716976046562, + -0.028530558571219444, + -0.02920939214527607, + -0.02933822199702263, + -0.029468875378370285, + -0.028714874759316444, + -0.027982797473669052, + -0.026236172765493393, + -0.024128224700689316, + -0.022218093276023865, + -0.018745578825473785 + ] + } + }, + "drift": { + "embed.weight": 8.834297843591171, + "embed.bias": 15.413548194165312, + "blocks.0.ln.weight": 0.3280907780755125, + "blocks.0.w1.weight": 4.220952328018163, + "blocks.0.w1.bias": 6.7337611045609105, + "blocks.0.w2.weight": 10.671510043086428, + "blocks.1.ln.weight": 0.22467724575060716, + "blocks.1.w1.weight": 4.523437520518719, + "blocks.1.w1.bias": 4.4537544678846235, + "blocks.1.w2.weight": 11.922866714123732, + "blocks.2.ln.weight": 0.19572857698834295, + "blocks.2.w1.weight": 4.598553685356083, + "blocks.2.w1.bias": 4.125724114621679, + "blocks.2.w2.weight": 12.310215404426595, + "blocks.3.ln.weight": 0.21390126577946425, + "blocks.3.w1.weight": 4.584201339373962, + "blocks.3.w1.bias": 3.7580021741696004, + "blocks.3.w2.weight": 12.601184193203743, + "blocks.4.ln.weight": 0.24161530581374482, + "blocks.4.w1.weight": 4.518574188984943, + "blocks.4.w1.bias": 3.8030594737653343, + "blocks.4.w2.weight": 12.669272886895255, + "blocks.5.ln.weight": 0.25422945739387653, + "blocks.5.w1.weight": 4.461826473966918, + "blocks.5.w1.bias": 3.6451227277370744, + "blocks.5.w2.weight": 12.680759003338304, + "blocks.6.ln.weight": 0.25745358599301726, + "blocks.6.w1.weight": 4.47036651988774, + "blocks.6.w1.bias": 3.706163791416811, + "blocks.6.w2.weight": 13.119190581706045, + "blocks.7.ln.weight": 0.263116520949555, + "blocks.7.w1.weight": 4.434269376799208, + "blocks.7.w1.bias": 3.6960182135036708, + "blocks.7.w2.weight": 13.098144437096936, + "blocks.8.ln.weight": 0.27514230251440513, + "blocks.8.w1.weight": 4.344487791539744, + "blocks.8.w1.bias": 3.648654542354885, + "blocks.8.w2.weight": 13.035629633632155, + "blocks.9.ln.weight": 0.29172129249550904, + "blocks.9.w1.weight": 4.255456615430207, + "blocks.9.w1.bias": 3.6968063474376733, + "blocks.9.w2.weight": 13.086873727145367, + "blocks.10.ln.weight": 0.3000076159356563, + "blocks.10.w1.weight": 4.2734266858824945, + "blocks.10.w1.bias": 3.6213422959644603, + "blocks.10.w2.weight": 13.200754189456744, + "blocks.11.ln.weight": 0.2902311063472059, + "blocks.11.w1.weight": 4.144956242341598, + "blocks.11.w1.bias": 3.5713523930610735, + "blocks.11.w2.weight": 13.254643701043216, + "out_ln.weight": 0.3155177407468068, + "out_head.weight": 3.523856665191762, + "out_head.bias": 1.0793116101743525 + } + }, + "dfa": { + "log": { + "train_loss": [ + 2.07058688041687, + 2.0397231711578367, + 2.040001149024963, + 2.036939584312439, + 2.035007101402283, + 2.0326563871002197, + 2.0309880726623537, + 2.028131689300537, + 2.0242818844223023, + 2.021325262145996, + 2.01944966506958, + 2.0185741081237794, + 2.0193587062072753, + 2.0140840717315673, + 2.01566628868103, + 2.0162557276153565, + 2.01352592338562, + 2.0122515713882447, + 2.007948448524475, + 2.0104500115966797, + 2.008844228897095, + 2.007831936798096, + 2.0087617783355713, + 2.0067150954437256, + 2.0060685678100585, + 2.0067182321548462, + 2.004691079711914, + 2.004318997192383, + 2.006708196105957, + 2.0059428287506105, + 2.002060938720703, + 2.0030168786239626, + 2.0013856718444822, + 2.001412846107483, + 2.0029963275909424, + 2.001156611251831, + 2.0020238697052, + 2.0013174156951905, + 2.001038536148071, + 1.9974690299224853, + 1.9983380174255372, + 2.00068127532959, + 2.002073029937744, + 1.9994858475494384, + 1.999331954574585, + 1.9974100791168212, + 1.9981875708389283, + 1.9986576483917236, + 1.9978187020492553, + 1.9974584699249267, + 1.9957377856063843, + 1.995005799217224, + 1.9989547797012328, + 1.997181711654663, + 1.995425957107544, + 1.9960723597717285, + 1.996761396522522, + 1.9958302701187134, + 1.9968557986450195, + 1.9969658164215087, + 1.9949297325134276, + 1.9950204270172118, + 1.9955382054901123, + 1.9956761499786377, + 1.9941519859313965, + 1.9952024503326415, + 1.995510894241333, + 1.9926798336791993, + 1.9947078677749635, + 1.9926326573181152, + 1.9923986828231812, + 1.993803144607544, + 1.9924064002227784, + 1.9935845022583008, + 1.993097350692749, + 1.9917376801300049, + 1.9939163592147826, + 1.9913390029144287, + 1.9931303585052491, + 1.992877590637207, + 1.9936017736434937, + 1.9915303264999389, + 1.9928937450408934, + 1.9911755990600586, + 1.9931563230133056, + 1.992949102935791, + 1.9930351052856445, + 1.9907214881134032, + 1.9905328282165526, + 1.9933595889282227, + 1.9914652145385743, + 1.99171005859375, + 1.9924902798080444, + 1.992575800704956, + 1.99016278049469, + 1.9921005247497559, + 1.9918115587615968, + 1.9918856573867798, + 1.988608092727661, + 1.9906916750717163 + ], + "train_acc": [ + 0.23438, + 0.24682, + 0.24856, + 0.24744, + 0.2493, + 0.25268, + 0.25096, + 0.25544, + 0.25558, + 0.25914, + 0.2613, + 0.2586, + 0.26004, + 0.26336, + 0.2627, + 0.26136, + 0.26178, + 0.26482, + 0.26748, + 0.26462, + 0.26374, + 0.26504, + 0.26682, + 0.26656, + 0.26808, + 0.26636, + 0.26534, + 0.26986, + 0.26678, + 0.26804, + 0.27068, + 0.27112, + 0.2728, + 0.27114, + 0.27098, + 0.27242, + 0.27134, + 0.269, + 0.27124, + 0.27356, + 0.27462, + 0.27154, + 0.27048, + 0.27332, + 0.27462, + 0.2742, + 0.2748, + 0.27136, + 0.27366, + 0.27372, + 0.2756, + 0.2745, + 0.27688, + 0.2753, + 0.2738, + 0.27568, + 0.27534, + 0.2752, + 0.2746, + 0.27426, + 0.2754, + 0.27652, + 0.27636, + 0.27514, + 0.27602, + 0.2772, + 0.27466, + 0.27792, + 0.27762, + 0.27772, + 0.2748, + 0.27744, + 0.27738, + 0.2778, + 0.27648, + 0.27882, + 0.27752, + 0.2773, + 0.27792, + 0.27792, + 0.27564, + 0.2783, + 0.2765, + 0.27966, + 0.27638, + 0.27776, + 0.27614, + 0.27868, + 0.27806, + 0.27834, + 0.27876, + 0.2785, + 0.27914, + 0.27822, + 0.27976, + 0.2771, + 0.2782, + 0.27906, + 0.27974, + 0.278 + ], + "test_acc": [ + 0.267, + 0.2833, + 0.2633, + 0.2623, + 0.2722, + 0.2805, + 0.2629, + 0.2946, + 0.2836, + 0.2778, + 0.2841, + 0.2871, + 0.2812, + 0.2675, + 0.2747, + 0.2994, + 0.2768, + 0.2969, + 0.2894, + 0.3029, + 0.2895, + 0.296, + 0.2693, + 0.2842, + 0.2805, + 0.2916, + 0.2823, + 0.2769, + 0.2952, + 0.2914, + 0.2952, + 0.2872, + 0.2933, + 0.2701, + 0.2877, + 0.2897, + 0.2824, + 0.2808, + 0.2978, + 0.2775, + 0.2873, + 0.2938, + 0.2942, + 0.2895, + 0.2924, + 0.2896, + 0.2957, + 0.2915, + 0.294, + 0.2914, + 0.2868, + 0.2964, + 0.2861, + 0.2952, + 0.2823, + 0.3038, + 0.2965, + 0.3008, + 0.2928, + 0.2991, + 0.2963, + 0.295, + 0.2983, + 0.2957, + 0.2997, + 0.2953, + 0.2891, + 0.2982, + 0.3011, + 0.2934, + 0.2948, + 0.305, + 0.2971, + 0.3022, + 0.2961, + 0.2952, + 0.3052, + 0.2981, + 0.2997, + 0.2923, + 0.2967, + 0.299, + 0.2967, + 0.2969, + 0.2986, + 0.2949, + 0.2994, + 0.2954, + 0.2994, + 0.2989, + 0.2964, + 0.2977, + 0.2943, + 0.2971, + 0.296, + 0.2965, + 0.296, + 0.2968, + 0.2968, + 0.2967 + ] + }, + "diagnostics": { + "bp_cosine": [ + 0.39808189868927, + -0.0005002215621061623, + -0.00010176157957175747, + -0.00011934398207813501, + -0.000299518636893481, + 0.0004310115473344922, + -0.0001575749192852527, + -0.00013478680921252817, + -0.00013778718130197376, + -0.0002350577706238255, + -7.549257134087384e-06, + -3.051616658922285e-05 + ], + "perturbation_rho": [ + 0.026208851486444473, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "nudging": { + "0.001": [ + -3.781169652938843e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "0.003": [ + -9.867362678050995e-07, + 0.0, + -1.1175870895385742e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -1.862645149230957e-09, + 0.0 + ], + "0.01": [ + -3.6079436540603638e-06, + 0.0, + -1.30385160446167e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -1.862645149230957e-09, + 0.0 + ] + } + }, + "drift": { + "embed.weight": 330.294227499211, + "embed.bias": 259.4924618202614, + "blocks.0.ln.weight": 10.952609998429608, + "blocks.0.w1.weight": 280.8978034197629, + "blocks.0.w1.bias": 260.7432178686956, + "blocks.0.w2.weight": 459.75981344197356, + "blocks.1.ln.weight": 8.338033915232403, + "blocks.1.w1.weight": 303.52507755893413, + "blocks.1.w1.bias": 305.583927901598, + "blocks.1.w2.weight": 333.8270370300826, + "blocks.2.ln.weight": 10.70947460327803, + "blocks.2.w1.weight": 423.89849941751544, + "blocks.2.w1.bias": 420.3062621668287, + "blocks.2.w2.weight": 429.4082983364606, + "blocks.3.ln.weight": 8.290240736902255, + "blocks.3.w1.weight": 317.09537244180814, + "blocks.3.w1.bias": 287.7440748790634, + "blocks.3.w2.weight": 298.4352829162209, + "blocks.4.ln.weight": 9.625651853706938, + "blocks.4.w1.weight": 380.24334326208, + "blocks.4.w1.bias": 350.1027945318976, + "blocks.4.w2.weight": 351.4361032986557, + "blocks.5.ln.weight": 9.64751089559273, + "blocks.5.w1.weight": 381.41558228811317, + "blocks.5.w1.bias": 348.41973459641565, + "blocks.5.w2.weight": 358.39732437217214, + "blocks.6.ln.weight": 9.747382743882953, + "blocks.6.w1.weight": 390.26899720474756, + "blocks.6.w1.bias": 371.3396255333559, + "blocks.6.w2.weight": 383.2513961535749, + "blocks.7.ln.weight": 8.825122691585458, + "blocks.7.w1.weight": 346.68999846263586, + "blocks.7.w1.bias": 322.5261718218226, + "blocks.7.w2.weight": 338.7459123423596, + "blocks.8.ln.weight": 8.098539333504899, + "blocks.8.w1.weight": 318.2267389133952, + "blocks.8.w1.bias": 297.59966764417567, + "blocks.8.w2.weight": 295.4097011432017, + "blocks.9.ln.weight": 7.141109927159286, + "blocks.9.w1.weight": 262.58513708371515, + "blocks.9.w1.bias": 251.1580247152912, + "blocks.9.w2.weight": 243.52122031424597, + "blocks.10.ln.weight": 10.631727490611157, + "blocks.10.w1.weight": 421.8663669312304, + "blocks.10.w1.bias": 393.793856832655, + "blocks.10.w2.weight": 426.1507190170269, + "blocks.11.ln.weight": 11.204882830494729, + "blocks.11.w1.weight": 446.3738461267888, + "blocks.11.w1.bias": 412.5154467592355, + "blocks.11.w2.weight": 426.65837546735577, + "out_ln.weight": 0.6667026319780115, + "out_head.weight": 9.48630928590299, + "out_head.bias": 0.44493816450857304 + } + }, + "state_bridge": { + "log": { + "train_loss": [ + 2.3018941720581054, + 2.2664404193878176, + 2.241582181625366, + 2.2375785102844237, + 2.134529279785156, + 2.119604638824463, + 2.112871742706299, + 2.1424258409881594, + 2.158468070068359, + 2.143250986175537, + 2.1479166007995607, + 2.141409687652588, + 2.1494772535705566, + 2.1696451356506348, + 2.2107076875305176, + 2.216366109008789, + 2.2074287937927246, + 2.1900475843811034, + 2.1331632147216797, + 2.130491197357178, + 2.1317693274688723, + 2.1269900135040283, + 2.1228091914367675, + 2.099304881210327, + 2.085384643859863, + 2.085484384918213, + 2.087498538970947, + 2.0871505451202395, + 2.0823512071990966, + 2.0860876009368896, + 2.086019044647217, + 2.0951096993255613, + 2.0864567431259156, + 2.078469701538086, + 2.072162138824463, + 2.0764309199523927, + 2.0748440283203125, + 2.0789254627990723, + 2.0826576986694336, + 2.0871692906188963, + 2.086170325393677, + 2.084945154571533, + 2.0844455377197266, + 2.085197698135376, + 2.0900804764556886, + 2.082403769226074, + 2.082503260040283, + 2.0882599214935302, + 2.0945081477355956, + 2.0928621436309816, + 2.091693960571289, + 2.101140612335205, + 2.095073269882202, + 2.0920650315856935, + 2.091407716522217, + 2.092963116760254, + 2.102848686065674, + 2.10209814743042, + 2.100728988342285, + 2.1085473413085936, + 2.1115043045043946, + 2.1238191069030763, + 2.1308215964508057, + 2.1344855577087403, + 2.1272054124450683, + 2.1218687773132325, + 2.12194469039917, + 2.127710237426758, + 2.1268114820861816, + 2.1254331665039063, + 2.1245197431182863, + 2.125965220489502, + 2.12684192817688, + 2.1273793972015382, + 2.128570475311279, + 2.1321925525665284, + 2.13282696762085, + 2.1370943976593018, + 2.1397155253601072, + 2.143300206756592, + 2.1476288512420654, + 2.152116884613037, + 2.1553422878265383, + 2.154549729385376, + 2.155469595031738, + 2.155468685760498, + 2.15419854057312, + 2.1527544927978517, + 2.151362074584961, + 2.1510060634613035, + 2.1480546588134763, + 2.1468420223999023, + 2.1457022499084473, + 2.1455462963104246, + 2.144765656814575, + 2.146289216003418, + 2.142656379470825, + 2.1456896996307373, + 2.1448883264923095, + 2.144138221282959 + ], + "train_acc": [ + 0.13994, + 0.14018, + 0.1448, + 0.1448, + 0.16884, + 0.17316, + 0.1748, + 0.1631, + 0.15902, + 0.1599, + 0.15558, + 0.16126, + 0.16064, + 0.15736, + 0.1483, + 0.14638, + 0.15088, + 0.15526, + 0.16726, + 0.16864, + 0.1672, + 0.17562, + 0.1804, + 0.1857, + 0.19408, + 0.19066, + 0.1875, + 0.19146, + 0.19404, + 0.18652, + 0.1868, + 0.18316, + 0.1862, + 0.19086, + 0.19266, + 0.18878, + 0.19202, + 0.18684, + 0.18708, + 0.18076, + 0.18768, + 0.18408, + 0.18372, + 0.18428, + 0.18508, + 0.18442, + 0.1863, + 0.18434, + 0.18142, + 0.17946, + 0.18168, + 0.18058, + 0.1805, + 0.18198, + 0.18268, + 0.1812, + 0.17942, + 0.17946, + 0.18054, + 0.17744, + 0.17834, + 0.17516, + 0.17416, + 0.17206, + 0.17546, + 0.17682, + 0.17458, + 0.17444, + 0.1757, + 0.17654, + 0.1778, + 0.17268, + 0.1757, + 0.1751, + 0.17666, + 0.1775, + 0.17746, + 0.17622, + 0.17406, + 0.17472, + 0.17496, + 0.17596, + 0.17324, + 0.17394, + 0.17302, + 0.1713, + 0.17072, + 0.17288, + 0.1718, + 0.17242, + 0.1725, + 0.17408, + 0.1736, + 0.17198, + 0.17344, + 0.17254, + 0.17392, + 0.17376, + 0.17466, + 0.1739 + ], + "test_acc": [ + 0.0608, + 0.1367, + 0.1165, + 0.1638, + 0.1577, + 0.176, + 0.1529, + 0.136, + 0.1352, + 0.1245, + 0.1322, + 0.137, + 0.1201, + 0.1178, + 0.1187, + 0.1118, + 0.1187, + 0.1373, + 0.1421, + 0.1151, + 0.1412, + 0.1284, + 0.1374, + 0.1796, + 0.1927, + 0.1818, + 0.1859, + 0.1762, + 0.1865, + 0.1827, + 0.1708, + 0.1826, + 0.1859, + 0.191, + 0.1833, + 0.1858, + 0.1875, + 0.1902, + 0.1859, + 0.1872, + 0.1894, + 0.193, + 0.1882, + 0.1783, + 0.1792, + 0.179, + 0.1836, + 0.1618, + 0.1749, + 0.1881, + 0.1879, + 0.1757, + 0.1705, + 0.1868, + 0.1871, + 0.1811, + 0.1727, + 0.16, + 0.1799, + 0.1524, + 0.1648, + 0.1445, + 0.1739, + 0.1721, + 0.1828, + 0.1857, + 0.1719, + 0.1722, + 0.1716, + 0.1694, + 0.1512, + 0.1719, + 0.1704, + 0.1747, + 0.1718, + 0.1712, + 0.173, + 0.175, + 0.1733, + 0.1749, + 0.165, + 0.1672, + 0.1708, + 0.161, + 0.155, + 0.1605, + 0.1629, + 0.1598, + 0.1625, + 0.1628, + 0.1625, + 0.1609, + 0.1603, + 0.1616, + 0.1607, + 0.1644, + 0.1622, + 0.1621, + 0.1639, + 0.1637 + ], + "state_pred_error": [ + 0.4747012776184082, + 0.8295380383682252, + 0.21469590087890625, + 0.12448142728805542, + 0.08570515047073364, + 0.08470476587295532, + 0.12634123967647554, + 0.09733817555308343, + 0.0353814222663641, + 0.03443111445069313, + 0.03137257686555386, + 0.029351851464509963, + 0.03382749609231949, + 0.03600793175697327, + 0.028298149601221085, + 0.02450420175075531, + 0.025809087952375413, + 0.033925389347076416, + 0.039575903968811034, + 0.03546395682752133, + 0.03896381706476212, + 0.035592052783966065, + 0.020547916915416718, + 0.027013523270487786, + 0.024955789625644684, + 0.01776892081618309, + 0.010803042232394219, + 0.008741003857254981, + 0.009176803540587425, + 0.00826898938536644, + 0.007538356708586216, + 0.0065028233194351194, + 0.006696901108622551, + 0.006364495917409658, + 0.004348094679266215, + 0.0027382008469104767, + 0.001712799895554781, + 0.001062507140468806, + 0.0006733776653371752, + 0.0004975279747322202, + 0.0005460627448558807, + 0.0007091301748156548, + 0.0008156654949113727, + 0.0005741439528390766, + 0.0004632441856153309, + 0.0004077366246469319, + 0.00037149273524992167, + 0.00032670746902935206, + 0.0003252365568652749, + 0.0002759585575200617, + 0.00019474619667977095, + 0.00015623675198294222, + 0.00016898068460635842, + 0.00014236534488853067, + 0.00010944471210241317, + 8.656780364457518e-05, + 8.127526033436879e-05, + 7.092417092993855e-05, + 7.672614848706871e-05, + 6.656669022282586e-05, + 6.597209698753432e-05, + 6.993545684730634e-05, + 7.107698564883322e-05, + 7.049443874042482e-05, + 6.95053919684142e-05, + 6.41730681899935e-05, + 6.155454550869764e-05, + 6.015078729018569e-05, + 5.4422928835265336e-05, + 4.830317224375904e-05, + 4.409612072864547e-05, + 3.9640857164049524e-05, + 3.758983974112198e-05, + 3.4887928910320625e-05, + 3.156908231205307e-05, + 2.8848007169435732e-05, + 2.6238742939895017e-05, + 2.2889468831708655e-05, + 2.021120209712535e-05, + 1.8343317908002065e-05, + 1.5500704940350262e-05, + 1.386145944125019e-05, + 1.3288812919927295e-05, + 1.3635638843989e-05, + 1.4378732023760676e-05, + 1.5836126625945327e-05, + 1.6757641757139935e-05, + 1.6754487288417295e-05, + 1.670292949071154e-05, + 1.5964577784761785e-05, + 1.5669193891226315e-05, + 1.4928079603705555e-05, + 1.4118930798722432e-05, + 1.3290679465862922e-05, + 1.259699832968181e-05, + 1.169607178599108e-05, + 1.0905416535097175e-05, + 9.99030330684036e-06, + 9.378302599070595e-06, + 8.833123445947422e-06 + ] + }, + "diagnostics": { + "bp_cosine": [ + 0.07415470480918884, + 0.005267417058348656, + 0.006899588741362095, + 0.009260526858270168, + 0.014165668748319149, + 0.007070831023156643, + 0.003572859801352024, + 0.0013162376126274467, + 0.01693638414144516, + 0.011615054681897163, + 0.01297210343182087, + 0.019879184663295746 + ], + "perturbation_rho": [ + 0.06713278591632843, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "nudging": { + "0.001": [ + -3.7383288145065308e-06, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "0.003": [ + -1.1199153959751129e-05, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "0.01": [ + -3.7682242691516876e-05, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + } + }, + "drift": { + "embed.weight": 16.995931312362433, + "embed.bias": 107.50455214257622, + "blocks.0.ln.weight": 1.1747809607171977, + "blocks.0.w1.weight": 87.48144222271058, + "blocks.0.w1.bias": 108.71150020387606, + "blocks.0.w2.weight": 231.25407676027953, + "blocks.1.ln.weight": 2.5949076659471078, + "blocks.1.w1.weight": 171.7945773092806, + "blocks.1.w1.bias": 169.71996864021074, + "blocks.1.w2.weight": 213.0622571876725, + "blocks.2.ln.weight": 3.47458321612997, + "blocks.2.w1.weight": 89.72539771461543, + "blocks.2.w1.bias": 64.43223038220326, + "blocks.2.w2.weight": 130.15474280855415, + "blocks.3.ln.weight": 3.2490652039574544, + "blocks.3.w1.weight": 125.1742859456183, + "blocks.3.w1.bias": 103.82426516529186, + "blocks.3.w2.weight": 122.83893982946046, + "blocks.4.ln.weight": 3.143539271549031, + "blocks.4.w1.weight": 124.0384309768722, + "blocks.4.w1.bias": 100.70299850760337, + "blocks.4.w2.weight": 149.19128092745697, + "blocks.5.ln.weight": 3.8369736269462678, + "blocks.5.w1.weight": 70.0473609489046, + "blocks.5.w1.bias": 55.88760753160443, + "blocks.5.w2.weight": 86.95978496337405, + "blocks.6.ln.weight": 2.788527931096308, + "blocks.6.w1.weight": 68.53157012655858, + "blocks.6.w1.bias": 60.09690095738387, + "blocks.6.w2.weight": 89.81505023786389, + "blocks.7.ln.weight": 6.399420463964318, + "blocks.7.w1.weight": 211.5238472865523, + "blocks.7.w1.bias": 193.8907626146654, + "blocks.7.w2.weight": 198.88821232136138, + "blocks.8.ln.weight": 3.718593242696815, + "blocks.8.w1.weight": 131.87660631337303, + "blocks.8.w1.bias": 117.13821442329933, + "blocks.8.w2.weight": 175.03912755183418, + "blocks.9.ln.weight": 2.399620577204472, + "blocks.9.w1.weight": 62.45119981781294, + "blocks.9.w1.bias": 48.049978443761816, + "blocks.9.w2.weight": 88.05873456328695, + "blocks.10.ln.weight": 4.012307554325392, + "blocks.10.w1.weight": 150.00438163426782, + "blocks.10.w1.bias": 134.3950208692614, + "blocks.10.w2.weight": 137.82521611752918, + "blocks.11.ln.weight": 2.857283266360585, + "blocks.11.w1.weight": 108.3646369610001, + "blocks.11.w1.bias": 100.36750299157434, + "blocks.11.w2.weight": 117.58094348226459, + "out_ln.weight": 0.45424689776008886, + "out_head.weight": 5.496813200883646, + "out_head.bias": 3.0092640143628198 + } + }, + "credit_bridge": { + "log": { + "train_loss": [ + 2.080038804626465, + 2.0486898488616943, + 2.046282894744873, + 2.046656800842285, + 2.039552648086548, + 2.0396751835632325, + 2.037381534881592, + 2.035384338226318, + 2.035809118041992, + 2.0331781942749023, + 2.0284877285385132, + 2.027495804901123, + 2.026125898208618, + 2.020480899810791, + 2.0207955992126463, + 2.0185290005874634, + 2.017150591125488, + 2.0164879455566407, + 2.0157563932037355, + 2.0127871045684813, + 2.0112040578460695, + 2.010815860519409, + 2.009171763458252, + 2.007995718460083, + 2.0075271183013914, + 2.006510923538208, + 2.003063318405151, + 2.004764850692749, + 2.0030145164489745, + 2.001830623397827, + 2.0015824402618407, + 2.0029561541748047, + 2.0005920767593386, + 1.9996838995361328, + 2.0028357711029052, + 2.0006233686065675, + 2.002561650390625, + 2.0042890097808836, + 2.0027454135513305, + 2.0027183213806152, + 2.0006818413543703, + 2.0015592734146117, + 1.9975921591949464, + 1.9961159555053711, + 1.9909970508575439, + 1.9920473384857178, + 1.9899114678192138, + 1.9886371549987794, + 1.9901284057998658, + 1.9869096327972413, + 1.9846498122406007, + 1.986077251586914, + 1.9829593098449707, + 1.9857685099792481, + 1.9820374918365478, + 1.9831326490783692, + 1.9809515007781981, + 1.9830830813980103, + 1.9793231730651855, + 1.9804900155639649, + 1.9807616325378419, + 1.9796239783096314, + 1.9790023094177247, + 1.976966079940796, + 1.978210344467163, + 1.9777095768737794, + 1.9761795248794556, + 1.9757038269042968, + 1.9747423070907593, + 1.9738406778717041, + 1.9735038549041748, + 1.97461932346344, + 1.9734378964233399, + 1.9701263136291505, + 1.9708808054351807, + 1.974146450958252, + 1.9722303295135497, + 1.9706154293823241, + 1.968834009361267, + 1.970496709022522, + 1.9716806288909912, + 1.9713043495941163, + 1.9710750988769532, + 1.9707429261016847, + 1.9708539364242554, + 1.9677796157455445, + 1.969852265663147, + 1.9710520673370362, + 1.970287728881836, + 1.9704584929656983, + 1.9702265856552124, + 1.9696108251571656, + 1.9689367693328856, + 1.9707266571044921, + 1.967924552001953, + 1.9694965203857422, + 1.9685778493881225, + 1.9698442002868652, + 1.9704585931015015, + 1.9684682028961182 + ], + "train_acc": [ + 0.23092, + 0.24236, + 0.24134, + 0.2427, + 0.24468, + 0.24838, + 0.25104, + 0.24966, + 0.24992, + 0.2533, + 0.25824, + 0.25604, + 0.25956, + 0.25866, + 0.25884, + 0.26064, + 0.26036, + 0.26042, + 0.26344, + 0.26316, + 0.26514, + 0.26496, + 0.26788, + 0.26702, + 0.26586, + 0.2673, + 0.27052, + 0.26806, + 0.26714, + 0.26944, + 0.26906, + 0.26936, + 0.27068, + 0.27078, + 0.26864, + 0.26786, + 0.26666, + 0.26666, + 0.26544, + 0.26578, + 0.26854, + 0.26384, + 0.26708, + 0.26708, + 0.2699, + 0.26658, + 0.2711, + 0.26876, + 0.26902, + 0.27082, + 0.27148, + 0.266, + 0.27216, + 0.26798, + 0.27106, + 0.26994, + 0.27048, + 0.26962, + 0.2742, + 0.27182, + 0.27056, + 0.27532, + 0.27016, + 0.2717, + 0.2714, + 0.27288, + 0.274, + 0.27434, + 0.27378, + 0.27492, + 0.27316, + 0.27746, + 0.27542, + 0.27628, + 0.27614, + 0.27594, + 0.27926, + 0.27974, + 0.28028, + 0.27698, + 0.27918, + 0.28146, + 0.27674, + 0.27706, + 0.2764, + 0.27804, + 0.27652, + 0.27794, + 0.27888, + 0.27896, + 0.27918, + 0.2798, + 0.27814, + 0.27842, + 0.2812, + 0.28084, + 0.27868, + 0.2795, + 0.27768, + 0.28226 + ], + "test_acc": [ + 0.258, + 0.2756, + 0.2609, + 0.2627, + 0.2583, + 0.2669, + 0.2661, + 0.2481, + 0.2517, + 0.278, + 0.2729, + 0.2822, + 0.2748, + 0.2742, + 0.2787, + 0.2778, + 0.2707, + 0.2794, + 0.2583, + 0.2854, + 0.2723, + 0.2857, + 0.2747, + 0.2855, + 0.2884, + 0.2972, + 0.3, + 0.2951, + 0.278, + 0.3009, + 0.2933, + 0.2909, + 0.2962, + 0.2866, + 0.2697, + 0.2857, + 0.2673, + 0.2944, + 0.2914, + 0.2886, + 0.2744, + 0.2794, + 0.286, + 0.2811, + 0.2905, + 0.2843, + 0.2743, + 0.2756, + 0.279, + 0.2945, + 0.2845, + 0.2711, + 0.2852, + 0.2824, + 0.2842, + 0.2934, + 0.2924, + 0.287, + 0.2801, + 0.2987, + 0.282, + 0.2911, + 0.2793, + 0.2753, + 0.2963, + 0.2823, + 0.2872, + 0.2971, + 0.2958, + 0.2753, + 0.285, + 0.2899, + 0.2999, + 0.2834, + 0.2931, + 0.2934, + 0.2869, + 0.2886, + 0.2916, + 0.2905, + 0.2822, + 0.2883, + 0.2927, + 0.3001, + 0.295, + 0.2954, + 0.2931, + 0.2848, + 0.2906, + 0.2907, + 0.291, + 0.2922, + 0.2929, + 0.2921, + 0.2908, + 0.2913, + 0.29, + 0.2895, + 0.2894, + 0.2893 + ], + "value_loss": [ + 0.4853640641069412, + 0.13146528634786606, + 0.10278774485111236, + 0.10451403197526932, + 0.09186984123706818, + 0.09725872883081436, + 0.08755186069607734, + 0.07744781212091446, + 0.08400812898874283, + 0.0792426191854477, + 0.07378534253954887, + 0.06448388241052627, + 0.06442826303482056, + 0.062765171585083, + 0.05268099952340126, + 0.046547150465250015, + 0.04977830931901932, + 0.046939543528556824, + 0.04594481763601303, + 0.04108059468030929, + 0.04083769999027252, + 0.04402205483198166, + 0.04000264639854431, + 0.03796569113850594, + 0.035944590538740155, + 0.03808709916114807, + 0.03455143286049366, + 0.038163829424381256, + 0.03331702991783619, + 0.033281468888521196, + 0.02748794436097145, + 0.030440516521930694, + 0.028207264231443405, + 0.02704140617221594, + 0.026097478928565978, + 0.025327355717718603, + 0.024099903733730315, + 0.027659756012558937, + 0.022987231121063233, + 0.020967545130252837, + 0.021579559311568738, + 0.020051995359063147, + 0.01838304534137249, + 0.02002642317146063, + 0.017698023419380187, + 0.018389571142196654, + 0.013522476999759675, + 0.01383736302614212, + 0.014502173573970795, + 0.016614098087251186, + 0.013939322325885297, + 0.014496620377600192, + 0.010598833594471216, + 0.012348202850222588, + 0.011290375513732433, + 0.009235630955398083, + 0.011637351908683776, + 0.00849102252393961, + 0.009930187560021878, + 0.0093223687428236, + 0.008464423409998418, + 0.007654866740107537, + 0.007954280150234699, + 0.00844777645289898, + 0.008321732766479253, + 0.007419437230825424, + 0.008567752386033535, + 0.007364120395183563, + 0.006373357061594725, + 0.00595162553101778, + 0.006675690564513207, + 0.0059091412272304295, + 0.0058950428107380866, + 0.005543788010179997, + 0.004646000351905823, + 0.004232099659517407, + 0.00391991232007742, + 0.003104630061686039, + 0.0029366533225774765, + 0.0028203235547989607, + 0.0027620538933947683, + 0.002386382454186678, + 0.0019722532033920287, + 0.001968352645486593, + 0.001672238507643342, + 0.0015232293362915515, + 0.0017160395857319236, + 0.0012631227846443653, + 0.0011414727784320711, + 0.0009458377653546632, + 0.0011035545341856778, + 0.0009393164394423365, + 0.001123441938534379, + 0.0008937438951432705, + 0.0009866366090252995, + 0.0011745557901449502, + 0.0006501818283647299, + 0.0009478944011032582, + 0.001031599847562611, + 0.0008783576951175928 + ] + }, + "diagnostics": { + "bp_cosine": [ + 0.4526920020580292, + 0.006497844588011503, + 0.01631792262196541, + 0.01694033294916153, + 0.017034951597452164, + 0.01775282248854637, + 0.01775078848004341, + 0.017723549157381058, + 0.01778416708111763, + 0.01786961778998375, + 0.017997052520513535, + 0.017978299409151077 + ], + "perturbation_rho": [ + -0.054250095039606094, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "nudging": { + "0.001": [ + -8.353963494300842e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "0.003": [ + -2.439599484205246e-06, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "0.01": [ + -7.801689207553864e-06, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ] + } + }, + "drift": { + "embed.weight": 193.53208266596525, + "embed.bias": 115.78380404718655, + "blocks.0.ln.weight": 8.867635038294205, + "blocks.0.w1.weight": 196.51094816310516, + "blocks.0.w1.bias": 74.82582896315267, + "blocks.0.w2.weight": 317.40620630343955, + "blocks.1.ln.weight": 5.764116391727315, + "blocks.1.w1.weight": 210.05221683875882, + "blocks.1.w1.bias": 200.7126628347933, + "blocks.1.w2.weight": 235.05000374612118, + "blocks.2.ln.weight": 7.735844453849748, + "blocks.2.w1.weight": 328.46033970353545, + "blocks.2.w1.bias": 322.5548152476072, + "blocks.2.w2.weight": 334.35863169713303, + "blocks.3.ln.weight": 5.5455094513045, + "blocks.3.w1.weight": 213.2636693536328, + "blocks.3.w1.bias": 189.3065053401033, + "blocks.3.w2.weight": 201.9218429504037, + "blocks.4.ln.weight": 6.963102540839665, + "blocks.4.w1.weight": 281.1829353200361, + "blocks.4.w1.bias": 254.14827278048986, + "blocks.4.w2.weight": 252.72823154554072, + "blocks.5.ln.weight": 6.651053338270696, + "blocks.5.w1.weight": 265.808423173078, + "blocks.5.w1.bias": 237.94000901426764, + "blocks.5.w2.weight": 246.35312384551574, + "blocks.6.ln.weight": 6.796230689261986, + "blocks.6.w1.weight": 277.37913499866477, + "blocks.6.w1.bias": 258.5087504829616, + "blocks.6.w2.weight": 266.3321474533456, + "blocks.7.ln.weight": 6.190933150629552, + "blocks.7.w1.weight": 247.84752961611798, + "blocks.7.w1.bias": 225.69508996072392, + "blocks.7.w2.weight": 237.71747748473527, + "blocks.8.ln.weight": 5.572316870464946, + "blocks.8.w1.weight": 220.49723448227533, + "blocks.8.w1.bias": 201.84500185584645, + "blocks.8.w2.weight": 203.8926634145943, + "blocks.9.ln.weight": 4.956248620217523, + "blocks.9.w1.weight": 176.87866597616605, + "blocks.9.w1.bias": 165.25106759218716, + "blocks.9.w2.weight": 166.2448646005026, + "blocks.10.ln.weight": 7.452869833755125, + "blocks.10.w1.weight": 298.53765102170973, + "blocks.10.w1.bias": 273.411202411899, + "blocks.10.w2.weight": 295.16401679878913, + "blocks.11.ln.weight": 7.774196063602293, + "blocks.11.w1.weight": 313.80618162900083, + "blocks.11.w1.bias": 283.94177751762567, + "blocks.11.w2.weight": 294.8394911964541, + "out_ln.weight": 0.5766241941627794, + "out_head.weight": 8.360089920565844, + "out_head.bias": 1.5207819852306046 + } + } + }, + "config": { + "dataset": "cifar10", + "d_hidden": 512, + "num_blocks": 12, + "batch_size": 128, + "epochs": 100, + "lr": 0.001, + "lr_fb": 0.001, + "wd": 0.01, + "lam": 0.1, + "K": 4, + "sigma_bridge": 0.05, + "ema_momentum": 0.995, + "term_grad_weight": 1.0, + "seeds": [ + 456 + ], + "gpu": 0, + "output_dir": "results/cifar10_seed456", + "num_classes": 10 + } +}
\ No newline at end of file |